diff --git a/.ipynb_checkpoints/Solutions-checkpoint.ipynb b/.ipynb_checkpoints/Solutions-checkpoint.ipynb new file mode 100644 index 0000000..bcf3933 --- /dev/null +++ b/.ipynb_checkpoints/Solutions-checkpoint.ipynb @@ -0,0 +1,4157 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f85f6b9e", + "metadata": {}, + "source": [ + "# Lab | Cleaning numerical data" + ] + }, + { + "cell_type": "markdown", + "id": "e058abdc", + "metadata": {}, + "source": [ + "For this lab, we will be using the dataset in the Customer Analysis Business Case. This dataset can be found in files_for_lab folder." + ] + }, + { + "cell_type": "markdown", + "id": "ce316d8a", + "metadata": {}, + "source": [ + "### 1. Import the necessary libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "4b50c2f3", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import datetime\n", + "import warnings\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import math\n", + "import random\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.set_option('max_row', None)" + ] + }, + { + "cell_type": "markdown", + "id": "445f4cd7", + "metadata": {}, + "source": [ + "### 2. Load the we_fn_use_c_marketing_customer_value_analysis.csv into the variable customer_df." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "a1129754", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df = pd.read_csv('files_for_lab/we_fn_use_c_marketing_customer_value_analysis.csv')" + ] + }, + { + "cell_type": "markdown", + "id": "5040316b", + "metadata": {}, + "source": [ + "### 3. First look at its main features (head, shape, info)." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "0d867b71", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerStateCustomer Lifetime ValueResponseCoverageEducationEffective To DateEmploymentStatusGenderIncomeLocation CodeMarital StatusMonthly Premium AutoMonths Since Last ClaimMonths Since Policy InceptionNumber of Open ComplaintsNumber of PoliciesPolicy TypePolicyRenew Offer TypeSales ChannelTotal Claim AmountVehicle ClassVehicle Size
0BU79786Washington2763.519279NoBasicBachelor2/24/11EmployedF56274SuburbanMarried6932501Corporate AutoCorporate L3Offer1Agent384.811147Two-Door CarMedsize
1QZ44356Arizona6979.535903NoExtendedBachelor1/31/11UnemployedF0SuburbanSingle94134208Personal AutoPersonal L3Offer3Agent1131.464935Four-Door CarMedsize
2AI49188Nevada12887.431650NoPremiumBachelor2/19/11EmployedF48767SuburbanMarried108183802Personal AutoPersonal L3Offer1Agent566.472247Two-Door CarMedsize
3WW63253California7645.861827NoBasicBachelor1/20/11UnemployedM0SuburbanMarried106186507Corporate AutoCorporate L2Offer1Call Center529.881344SUVMedsize
4HB64268Washington2813.692575NoBasicBachelor2/3/11EmployedM43836RuralSingle73124401Personal AutoPersonal L1Offer1Agent138.130879Four-Door CarMedsize
\n", + "
" + ], + "text/plain": [ + " Customer State Customer Lifetime Value Response Coverage Education \\\n", + "0 BU79786 Washington 2763.519279 No Basic Bachelor \n", + "1 QZ44356 Arizona 6979.535903 No Extended Bachelor \n", + "2 AI49188 Nevada 12887.431650 No Premium Bachelor \n", + "3 WW63253 California 7645.861827 No Basic Bachelor \n", + "4 HB64268 Washington 2813.692575 No Basic Bachelor \n", + "\n", + " Effective To Date EmploymentStatus Gender Income Location Code \\\n", + "0 2/24/11 Employed F 56274 Suburban \n", + "1 1/31/11 Unemployed F 0 Suburban \n", + "2 2/19/11 Employed F 48767 Suburban \n", + "3 1/20/11 Unemployed M 0 Suburban \n", + "4 2/3/11 Employed M 43836 Rural \n", + "\n", + " Marital Status Monthly Premium Auto Months Since Last Claim \\\n", + "0 Married 69 32 \n", + "1 Single 94 13 \n", + "2 Married 108 18 \n", + "3 Married 106 18 \n", + "4 Single 73 12 \n", + "\n", + " Months Since Policy Inception Number of Open Complaints \\\n", + "0 5 0 \n", + "1 42 0 \n", + "2 38 0 \n", + "3 65 0 \n", + "4 44 0 \n", + "\n", + " Number of Policies Policy Type Policy Renew Offer Type \\\n", + "0 1 Corporate Auto Corporate L3 Offer1 \n", + "1 8 Personal Auto Personal L3 Offer3 \n", + "2 2 Personal Auto Personal L3 Offer1 \n", + "3 7 Corporate Auto Corporate L2 Offer1 \n", + "4 1 Personal Auto Personal L1 Offer1 \n", + "\n", + " Sales Channel Total Claim Amount Vehicle Class Vehicle Size \n", + "0 Agent 384.811147 Two-Door Car Medsize \n", + "1 Agent 1131.464935 Four-Door Car Medsize \n", + "2 Agent 566.472247 Two-Door Car Medsize \n", + "3 Call Center 529.881344 SUV Medsize \n", + "4 Agent 138.130879 Four-Door Car Medsize " + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "419d110d-a689-4d09-a9e1-18df30608813", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9134, 24)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "2e9431a2-ecdd-4836-a4bd-96232c134e55", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 9134 entries, 0 to 9133\n", + "Data columns (total 24 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Customer 9134 non-null object \n", + " 1 State 9134 non-null object \n", + " 2 Customer Lifetime Value 9134 non-null float64\n", + " 3 Response 9134 non-null object \n", + " 4 Coverage 9134 non-null object \n", + " 5 Education 9134 non-null object \n", + " 6 Effective To Date 9134 non-null object \n", + " 7 EmploymentStatus 9134 non-null object \n", + " 8 Gender 9134 non-null object \n", + " 9 Income 9134 non-null int64 \n", + " 10 Location Code 9134 non-null object \n", + " 11 Marital Status 9134 non-null object \n", + " 12 Monthly Premium Auto 9134 non-null int64 \n", + " 13 Months Since Last Claim 9134 non-null int64 \n", + " 14 Months Since Policy Inception 9134 non-null int64 \n", + " 15 Number of Open Complaints 9134 non-null int64 \n", + " 16 Number of Policies 9134 non-null int64 \n", + " 17 Policy Type 9134 non-null object \n", + " 18 Policy 9134 non-null object \n", + " 19 Renew Offer Type 9134 non-null object \n", + " 20 Sales Channel 9134 non-null object \n", + " 21 Total Claim Amount 9134 non-null float64\n", + " 22 Vehicle Class 9134 non-null object \n", + " 23 Vehicle Size 9134 non-null object \n", + "dtypes: float64(2), int64(6), object(16)\n", + "memory usage: 1.7+ MB\n" + ] + } + ], + "source": [ + "customer_df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "407e1d74", + "metadata": {}, + "source": [ + "### 4. Rename the columns so they follow the PE8 (snake case)." + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "03540b59", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_headers(df):\n", + " df.columns = df.columns.str.lower().str.strip().str.replace(' ', '_')\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "a09647cc-267b-408e-b9ec-8517ba11e704", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['customer', 'state', 'customer_lifetime_value', 'response', 'coverage',\n", + " 'education', 'effective_to_date', 'employment_status', 'gender',\n", + " 'income', 'location_code', 'marital_status', 'monthly_premium_auto',\n", + " 'months_since_last_claim', 'months_since_policy_inception',\n", + " 'number_of_open_complaints', 'number_of_policies', 'policy_type',\n", + " 'policy', 'renew_offer_type', 'sales_channel', 'total_claim_amount',\n", + " 'vehicle_class', 'vehicle_size'],\n", + " dtype='object')" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.rename(columns={'EmploymentStatus':'Employment Status'}, inplace=True)\n", + "clean_headers(customer_df)\n", + "\n", + "customer_df.columns" + ] + }, + { + "cell_type": "markdown", + "id": "30a9d36f", + "metadata": {}, + "source": [ + "### 5. Change effective to date column to datetime format." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "cb6e428f-f270-4d19-a382-548690d0f9e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['2/24/11', '1/31/11', '2/19/11', '1/20/11', '2/3/11', '1/25/11',\n", + " '1/18/11', '1/26/11', '2/17/11', '2/21/11', '1/6/11', '2/6/11',\n", + " '1/10/11', '1/17/11', '1/5/11', '2/27/11', '1/14/11', '1/21/11',\n", + " '2/5/11', '1/29/11', '2/28/11', '2/12/11', '2/2/11', '2/7/11',\n", + " '1/22/11', '2/13/11', '1/15/11', '1/8/11', '1/11/11', '1/28/11',\n", + " '2/8/11', '2/23/11', '1/2/11', '2/16/11', '1/27/11', '1/23/11',\n", + " '1/9/11', '2/11/11', '2/4/11', '2/1/11', '2/15/11', '2/26/11',\n", + " '1/16/11', '1/1/11', '2/10/11', '1/24/11', '2/25/11', '1/12/11',\n", + " '2/9/11', '1/19/11', '1/4/11', '2/14/11', '2/20/11', '2/18/11',\n", + " '1/3/11', '1/13/11', '1/30/11', '2/22/11', '1/7/11'], dtype=object)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df['effective_to_date'].unique()" + ] + }, + { + "cell_type": "markdown", + "id": "4b3cc9c1-2306-439b-b36e-117aea9f96fa", + "metadata": {}, + "source": [ + "> The values in the column dont require cleaning before conversion into datetime " + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "cd0ce652", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df['effective_to_date'] = customer_df['effective_to_date'].apply(pd.to_datetime, errors='coerce')" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "f1652981-fea2-44e5-9612-16a1c9fc78f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df['effective_to_date'].isna().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "60e33cbe", + "metadata": {}, + "source": [ + "### 6. Check NaN values per column." + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "f7a53dd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "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", + "employment_status 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", + "dtype: int64" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "82956c1a-6817-47ad-8f1e-e384f2f2b6f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer_lifetime_value 0 \n", + "\n", + "income 2317 \n", + "\n", + "monthly_premium_auto 0 \n", + "\n", + "months_since_last_claim 314 \n", + "\n", + "months_since_policy_inception 83 \n", + "\n", + "number_of_open_complaints 7252 \n", + "\n", + "number_of_policies 0 \n", + "\n", + "total_claim_amount 0 \n", + "\n" + ] + } + ], + "source": [ + "# checking for zeros to replace in numerical columns\n", + "\n", + "for column in customer_df.select_dtypes(np.number):\n", + " print(column, len(customer_df[customer_df[column] == 0]), '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "7b42475b-c1c8-4e72-8cdb-7b543162116b", + "metadata": {}, + "source": [ + "> O as a value makes sense in all columns except probably in the income column. Replacing 0 with the median" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "88fe0bf8-68a6-4c6a-94f1-c93bc81ca3aa", + "metadata": {}, + "outputs": [], + "source": [ + "#not working\n", + "\n", + "customer_df['income'] = customer_df['income'].fillna(customer_df['income'].median())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e67979e-973f-45f6-9c45-afa7411cbfe4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b00cdcc1", + "metadata": {}, + "source": [ + "### 7. Define a function that differentiates between continuous and discrete variables. Hint: A number of unique values might be useful. Store continuous data into a continuous variable and do the same for discrete and categorical." + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "bde19dcd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer 9134 object \n", + "\n", + "state 5 object \n", + "\n", + "customer_lifetime_value 8041 float64 \n", + "\n", + "response 2 object \n", + "\n", + "coverage 3 object \n", + "\n", + "education 5 object \n", + "\n", + "effective_to_date 59 datetime64[ns] \n", + "\n", + "employment_status 5 object \n", + "\n", + "gender 2 object \n", + "\n", + "income 5694 int64 \n", + "\n", + "location_code 3 object \n", + "\n", + "marital_status 3 object \n", + "\n", + "monthly_premium_auto 202 int64 \n", + "\n", + "months_since_last_claim 36 int64 \n", + "\n", + "months_since_policy_inception 100 int64 \n", + "\n", + "number_of_open_complaints 6 int64 \n", + "\n", + "number_of_policies 9 int64 \n", + "\n", + "policy_type 3 object \n", + "\n", + "policy 9 object \n", + "\n", + "renew_offer_type 4 object \n", + "\n", + "sales_channel 4 object \n", + "\n", + "total_claim_amount 5106 float64 \n", + "\n", + "vehicle_class 6 object \n", + "\n", + "vehicle_size 3 object \n", + "\n" + ] + } + ], + "source": [ + "for column in customer_df.columns:\n", + " print(column, customer_df[column].nunique(), customer_df[column].dtypes, '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "7ffa1a0f-20fa-4f7f-82a4-2335486037f4", + "metadata": {}, + "source": [ + "> For this dataset, to separate descrete from continuous variables, you can argue that a threshold of right above 200 unique values makes sense, to have 'monthly_premium_auto' still categorized as discrete. The lower threshold should be 6 to filter out the categorial values, accepting that 'number_of_open_complaints' gets recategorized because it also has only 6 unique values. " + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "f37b6b1b-cd9a-49df-8bc0-e834ee721442", + "metadata": {}, + "outputs": [], + "source": [ + "def var_checker(df, cat, disc, skip_columns=[]):\n", + " df_cat = df.copy()\n", + " df_discrect = df.copy()\n", + " df_cont = df.copy()\n", + " \n", + " for column in df.columns:\n", + " if column not in skip_columns:\n", + " if df[column].nunique() <= cat:\n", + " df_cat[column] = df_cat[column].astype('category')\n", + " df_discrect = df_discrect.drop(column, axis=1)\n", + " df_cont = df_cont.drop(column, axis=1)\n", + " elif (df[column].nunique() > cat) & (df[column].nunique() < disc):\n", + " df_cat = df_cat.drop(column, axis=1)\n", + " df_cont = df_cont.drop(column, axis=1)\n", + " else:\n", + " df_cat = df_cat.drop(column, axis=1)\n", + " df_discrect = df_discrect.drop(column, axis=1)\n", + " return df_cat, df_discrect, df_cont\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "f2973cd2-4e10-4202-8f75-ffe91ce075d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stateresponsecoverageeducationemployment_statusgenderlocation_codemarital_statusnumber_of_open_complaintspolicy_typerenew_offer_typesales_channelvehicle_classvehicle_size
0WashingtonNoBasicBachelorEmployedFSuburbanMarried0Corporate AutoOffer1AgentTwo-Door CarMedsize
1ArizonaNoExtendedBachelorUnemployedFSuburbanSingle0Personal AutoOffer3AgentFour-Door CarMedsize
2NevadaNoPremiumBachelorEmployedFSuburbanMarried0Personal AutoOffer1AgentTwo-Door CarMedsize
3CaliforniaNoBasicBachelorUnemployedMSuburbanMarried0Corporate AutoOffer1Call CenterSUVMedsize
4WashingtonNoBasicBachelorEmployedMRuralSingle0Personal AutoOffer1AgentFour-Door CarMedsize
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" + ], + "text/plain": [ + " state response coverage education employment_status gender \\\n", + "0 Washington No Basic Bachelor Employed F \n", + "1 Arizona No Extended Bachelor Unemployed F \n", + "2 Nevada No Premium Bachelor Employed F \n", + "3 California No Basic Bachelor Unemployed M \n", + "4 Washington No Basic Bachelor Employed M \n", + "\n", + " location_code marital_status number_of_open_complaints policy_type \\\n", + "0 Suburban Married 0 Corporate Auto \n", + "1 Suburban Single 0 Personal Auto \n", + "2 Suburban Married 0 Personal Auto \n", + "3 Suburban Married 0 Corporate Auto \n", + "4 Rural Single 0 Personal Auto \n", + "\n", + " renew_offer_type sales_channel vehicle_class vehicle_size \n", + "0 Offer1 Agent Two-Door Car Medsize \n", + "1 Offer3 Agent Four-Door Car Medsize \n", + "2 Offer1 Agent Two-Door Car Medsize \n", + "3 Offer1 Call Center SUV Medsize \n", + "4 Offer1 Agent Four-Door Car Medsize " + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_cat, custumer_discret, custumer_cont = var_checker(customer_df, cat=6, disc=210)\n", + "\n", + "customer_cat.head()\n", + "#custumer_discret.head()\n", + "#custumer_cont.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3f193f28", + "metadata": {}, + "source": [ + "### 8. For the categorical data, check if there is some kind of text in a variable so we would need to clean it. Hint: Use the same method you used in step 7. Depending on the implementation, decide what to do with the variables you get." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "a9f34d23-cb9d-4d15-af04-f8573b72a281", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer ['BU79786' 'QZ44356' 'AI49188' ... 'TD14365' 'UP19263' 'Y167826'] \n", + "\n", + "state ['Washington' 'Arizona' 'Nevada' 'California' 'Oregon'] \n", + "\n", + "response ['No' 'Yes'] \n", + "\n", + "coverage ['Basic' 'Extended' 'Premium'] \n", + "\n", + "education ['Bachelor' 'College' 'Master' 'High School or Below' 'Doctor'] \n", + "\n", + "employment_status ['Employed' 'Unemployed' 'Medical Leave' 'Disabled' 'Retired'] \n", + "\n", + "gender ['F' 'M'] \n", + "\n", + "location_code ['Suburban' 'Rural' 'Urban'] \n", + "\n", + "marital_status ['Married' 'Single' 'Divorced'] \n", + "\n", + "policy_type ['Corporate Auto' 'Personal Auto' 'Special Auto'] \n", + "\n", + "policy ['Corporate L3' 'Personal L3' 'Corporate L2' 'Personal L1' 'Special L2'\n", + " 'Corporate L1' 'Personal L2' 'Special L1' 'Special L3'] \n", + "\n", + "renew_offer_type ['Offer1' 'Offer3' 'Offer2' 'Offer4'] \n", + "\n", + "sales_channel ['Agent' 'Call Center' 'Web' 'Branch'] \n", + "\n", + "vehicle_class ['Two-Door Car' 'Four-Door Car' 'SUV' 'Luxury SUV' 'Sports Car'\n", + " 'Luxury Car'] \n", + "\n", + "vehicle_size ['Medsize' 'Small' 'Large'] \n", + "\n" + ] + } + ], + "source": [ + "# checking for values to clean in categorical columns\n", + "\n", + "for column in customer_df.select_dtypes(np.object):\n", + " print(column, customer_df[column].unique(), '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "9c2f332b-e009-45dd-9480-3053294e3afc", + "metadata": {}, + "source": [ + "> no replacements neccessary" + ] + }, + { + "cell_type": "markdown", + "id": "b5e88313", + "metadata": {}, + "source": [ + "### 9. Get categorical features." + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "c6968c8e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stateresponsecoverageeducationemployment_statusgenderlocation_codemarital_statusnumber_of_open_complaintspolicy_typerenew_offer_typesales_channelvehicle_classvehicle_size
0WashingtonNoBasicBachelorEmployedFSuburbanMarried0Corporate AutoOffer1AgentTwo-Door CarMedsize
1ArizonaNoExtendedBachelorUnemployedFSuburbanSingle0Personal AutoOffer3AgentFour-Door CarMedsize
2NevadaNoPremiumBachelorEmployedFSuburbanMarried0Personal AutoOffer1AgentTwo-Door CarMedsize
3CaliforniaNoBasicBachelorUnemployedMSuburbanMarried0Corporate AutoOffer1Call CenterSUVMedsize
4WashingtonNoBasicBachelorEmployedMRuralSingle0Personal AutoOffer1AgentFour-Door CarMedsize
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" + ], + "text/plain": [ + " state response coverage education employment_status gender \\\n", + "0 Washington No Basic Bachelor Employed F \n", + "1 Arizona No Extended Bachelor Unemployed F \n", + "2 Nevada No Premium Bachelor Employed F \n", + "3 California No Basic Bachelor Unemployed M \n", + "4 Washington No Basic Bachelor Employed M \n", + "\n", + " location_code marital_status number_of_open_complaints policy_type \\\n", + "0 Suburban Married 0 Corporate Auto \n", + "1 Suburban Single 0 Personal Auto \n", + "2 Suburban Married 0 Personal Auto \n", + "3 Suburban Married 0 Corporate Auto \n", + "4 Rural Single 0 Personal Auto \n", + "\n", + " renew_offer_type sales_channel vehicle_class vehicle_size \n", + "0 Offer1 Agent Two-Door Car Medsize \n", + "1 Offer3 Agent Four-Door Car Medsize \n", + "2 Offer1 Agent Two-Door Car Medsize \n", + "3 Offer1 Call Center SUV Medsize \n", + "4 Offer1 Agent Four-Door Car Medsize " + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_cat.head()" + ] + }, + { + "cell_type": "markdown", + "id": "dfe80fc9", + "metadata": {}, + "source": [ + "### 10. What should we do with the customer_id column?" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "ca721bb9", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df.rename(columns={'customer':'id'}, inplace=True)\n", + "customer_df = customer_df.set_index('id')" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "f242d512-ab88-4a1d-95f3-eb2d95ec4579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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statecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemployment_statusgenderincomelocation_codemarital_statusmonthly_premium_automonths_since_last_claimmonths_since_policy_inceptionnumber_of_open_complaintsnumber_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_size
id
BU79786Washington2763.519279NoBasicBachelor2011-02-24EmployedF56274SuburbanMarried6932501Corporate AutoCorporate L3Offer1Agent384.811147Two-Door CarMedsize
QZ44356Arizona6979.535903NoExtendedBachelor2011-01-31UnemployedF0SuburbanSingle94134208Personal AutoPersonal L3Offer3Agent1131.464935Four-Door CarMedsize
AI49188Nevada12887.431650NoPremiumBachelor2011-02-19EmployedF48767SuburbanMarried108183802Personal AutoPersonal L3Offer1Agent566.472247Two-Door CarMedsize
WW63253California7645.861827NoBasicBachelor2011-01-20UnemployedM0SuburbanMarried106186507Corporate AutoCorporate L2Offer1Call Center529.881344SUVMedsize
HB64268Washington2813.692575NoBasicBachelor2011-02-03EmployedM43836RuralSingle73124401Personal AutoPersonal L1Offer1Agent138.130879Four-Door CarMedsize
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" + ], + "text/plain": [ + " state customer_lifetime_value response coverage education \\\n", + "id \n", + "BU79786 Washington 2763.519279 No Basic Bachelor \n", + "QZ44356 Arizona 6979.535903 No Extended Bachelor \n", + "AI49188 Nevada 12887.431650 No Premium Bachelor \n", + "WW63253 California 7645.861827 No Basic Bachelor \n", + "HB64268 Washington 2813.692575 No Basic Bachelor \n", + "\n", + " effective_to_date employment_status gender income location_code \\\n", + "id \n", + "BU79786 2011-02-24 Employed F 56274 Suburban \n", + "QZ44356 2011-01-31 Unemployed F 0 Suburban \n", + "AI49188 2011-02-19 Employed F 48767 Suburban \n", + "WW63253 2011-01-20 Unemployed M 0 Suburban \n", + "HB64268 2011-02-03 Employed M 43836 Rural \n", + "\n", + " marital_status monthly_premium_auto months_since_last_claim \\\n", + "id \n", + "BU79786 Married 69 32 \n", + "QZ44356 Single 94 13 \n", + "AI49188 Married 108 18 \n", + "WW63253 Married 106 18 \n", + "HB64268 Single 73 12 \n", + "\n", + " months_since_policy_inception number_of_open_complaints \\\n", + "id \n", + "BU79786 5 0 \n", + "QZ44356 42 0 \n", + "AI49188 38 0 \n", + "WW63253 65 0 \n", + "HB64268 44 0 \n", + "\n", + " number_of_policies policy_type policy renew_offer_type \\\n", + "id \n", + "BU79786 1 Corporate Auto Corporate L3 Offer1 \n", + "QZ44356 8 Personal Auto Personal L3 Offer3 \n", + "AI49188 2 Personal Auto Personal L3 Offer1 \n", + "WW63253 7 Corporate Auto Corporate L2 Offer1 \n", + "HB64268 1 Personal Auto Personal L1 Offer1 \n", + "\n", + " sales_channel total_claim_amount vehicle_class vehicle_size \n", + "id \n", + "BU79786 Agent 384.811147 Two-Door Car Medsize \n", + "QZ44356 Agent 1131.464935 Four-Door Car Medsize \n", + "AI49188 Agent 566.472247 Two-Door Car Medsize \n", + "WW63253 Call Center 529.881344 SUV Medsize \n", + "HB64268 Agent 138.130879 Four-Door Car Medsize " + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b0173fe-6b5e-45db-932c-72093fe153b1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "a3883295-be9c-442f-9c31-6b75c3e6bfe5", + "metadata": {}, + "source": [ + "# Lab | Feature extraction" + ] + }, + { + "cell_type": "markdown", + "id": "c2c7a5d6-5473-4cf1-9445-626e4221c061", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "a511173a-5950-442f-be12-63459ee270b9", + "metadata": {}, + "source": [ + "## 1. Open the categoricals variable we created before." + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "fa214c81-4542-431d-a6d6-3522b5e55dcf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stateresponsecoverageeducationemployment_statusgenderlocation_codemarital_statusnumber_of_open_complaintspolicy_typerenew_offer_typesales_channelvehicle_classvehicle_size
0WashingtonNoBasicBachelorEmployedFSuburbanMarried0Corporate AutoOffer1AgentTwo-Door CarMedsize
1ArizonaNoExtendedBachelorUnemployedFSuburbanSingle0Personal AutoOffer3AgentFour-Door CarMedsize
2NevadaNoPremiumBachelorEmployedFSuburbanMarried0Personal AutoOffer1AgentTwo-Door CarMedsize
3CaliforniaNoBasicBachelorUnemployedMSuburbanMarried0Corporate AutoOffer1Call CenterSUVMedsize
4WashingtonNoBasicBachelorEmployedMRuralSingle0Personal AutoOffer1AgentFour-Door CarMedsize
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" + ], + "text/plain": [ + " state response coverage education employment_status gender \\\n", + "0 Washington No Basic Bachelor Employed F \n", + "1 Arizona No Extended Bachelor Unemployed F \n", + "2 Nevada No Premium Bachelor Employed F \n", + "3 California No Basic Bachelor Unemployed M \n", + "4 Washington No Basic Bachelor Employed M \n", + "\n", + " location_code marital_status number_of_open_complaints policy_type \\\n", + "0 Suburban Married 0 Corporate Auto \n", + "1 Suburban Single 0 Personal Auto \n", + "2 Suburban Married 0 Personal Auto \n", + "3 Suburban Married 0 Corporate Auto \n", + "4 Rural Single 0 Personal Auto \n", + "\n", + " renew_offer_type sales_channel vehicle_class vehicle_size \n", + "0 Offer1 Agent Two-Door Car Medsize \n", + "1 Offer3 Agent Four-Door Car Medsize \n", + "2 Offer1 Agent Two-Door Car Medsize \n", + "3 Offer1 Call Center SUV Medsize \n", + "4 Offer1 Agent Four-Door Car Medsize " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_cat.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4b9c905f-3b61-48fa-abef-97725a588375", + "metadata": {}, + "source": [ + "## 2. Plot all the categorical variables with the proper plot. What can you see?" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "6acd01f4-95d5-498c-bd78-677564db38d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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dM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHVuvpq4lTRL9nnvPvNdhc3Wt17+rfmugrRZ8MhekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR1zrCXJKlzhr0kSZ0z7CVJ6pxhL0lS5wx7SZI6Z9hLktQ5w16SpM4Z9pIkdc6wlySpc4a9JEmdM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXMLJuyTHJjksiRrkhwz3/WRJGmhWBBhn2Qr4P3A04E9gEOS7DG/tZIkaWFYEGEP7AWsqarLq+pXwEnAQfNcJ0mSFoSFEvY7A1ePfL6mlUmSpA1IVc13HTYoyXOAA6vqv7fPLwIeV1VHjgxzBHBE+/hg4LI5r+idsz3w4/muROdcxnPD5Tx+LuPxW4jL+PeqatFkPbae65psomuBXUc+79LKfqOqjgOOm8tKzaYkq6pq6XzXo2cu47nhch4/l/H49baMF8pp/HOBJUl2S3JX4PnAinmukyRJC8KCOLKvqtuSHAmcBmwFLK+qi+e5WpIkLQgLIuwBqupU4NT5rscYLdhLEAuIy3huuJzHz2U8fl0t4wVxg54kSdp0C+WavSRJ2kSG/SZIcnuS1UnOT/LdJI/fxOkc335WuDHj3Lwp37XQJfndJCcl+WGS85KcmuRBUwy7OMlFrXu/JF+c29oubCPr98VtHX9lkk3aViQ5Ksk9Z7uOm1CPm9f7fFiS97Xuv0hy6AbG/83wGxjuj5N8ry23S5K8ZJphf7Oe3lmbsi2ZZlqHJVk7sg7884b+hjNdPnMpSSX5p5HPW7f52ujtQZJtk/zl7NZwbhn2m+Y/qmrPqnok8GrgLfNdockkWTD3ZEwnSYBTgK9V1e5V9RiG5b7D/NasWxPr90OBpzI8pvq1mzito4CNCvv2eOw5U1UfrKoT7+x0kmzDcJ33mW3b8Cjga3d2uuM2xXbiUyPrwK+A581xtWbDL4CHJblH+/xU1vvJ9kbYFtiosM9gs8nYzaYiC9h9gZ8CJLl3ktPb0f6FSX7zSN8khya5oO3xf2xk/Cck+XaSy0f3zJMcneTcNs7r1//StiK9LclF7bue18r3S/KNJCuAS8Y213PrScB/VtUHJwqq6nzgm5Mtg6kkuVeS5UnOaUdfB7XyeyY5uR2JnZLkO0mWtn4HJDmr/U0/neTe45zRzU1V3cDwsKoj2zp39yQfbcv7e0meBENAJ3l7+1tckOTlSf4K2Ak4I8kZbbhD2rgXJfn7ie9JcnOSdyQ5H/jDuZzHJK9L8qrW/dhW/9UT69bIoDsl+VKSHyT5h0kmdR+Gm55/AlBVt1bVZW26O7R16/z2mjgbuFWSD7cj6C9PBFOSPZOc3epySpLtpiufZt6mms7Xkrw7ySrgFdOMvzVwL9Zt4xYl+UzbNp2bZJ9Jxlmc5KvtO09P8sC2flzR1qFtM5w9ekIb/utJlkw3H3fCqcAfte5DgE+O1HOv9r/9vbYNfnArf2jbRqxu87AEeCuw+8R60Ya7wza6zftlSU4ELuK3nw8zv6rK10a+gNuB1cD3gZuAx7TyrYH7tu7tgTVAgIcC/wps3/rdv70fD3yaYadrD4bn/wMcwHCEkNbvi8ATWr+b2/ufASsZfoq4A/BvwI7Afgx7tLvN93KaxeX9V8C7JimfahksBi5qw+wHfLF1vxl4Yevetv1N7gW8CvhQK38YcBuwtP0Nvw7cq/X7G+A187085mB53zxJ2b+3ZfxKhp++AjykLfO7Ay8F/hnYer11/MqR9X6nNvyi9r/yVeBZrV8BB49xnib+Zyde/wa8r/V7HfCq1n0R8Iet+60j69FhwOXA/dr8XgXsOsn3/CNwA0OovAC4Syv/FHBU696qTWdxW9f2bOUnj6yfFwBPbN1vAN69gfLjgedMUp+phv8a8IEpltVhwNq2nK4HvgFs1fp9Ati3dT8QuHRknInl+QVgWev+c+BzrftLDNvCP2Z4dsr/Au4GXDGu9Rh4RFsv797mZz/WbQ/uy7r19SnAZ1r3e4EXtO67AvdgZJvSyifdRrfhfg3sPd//x+u/PLLfNBOnOR8CHAicmCQMf/g3J7kA+ArD8/t3AJ4MfLqqfgxQVTeOTOtzVfXrqrqEdaelD2iv7wHfZdiorr/nuy/wyaq6vaquB84EHtv6nVNVV8zuLG+WplsGkzkAOCbJaoaN3d0ZNlj7MjSuRFVdxLCBBNibYSfsW22cZcDvzfpcLCz7Av8EUFXfZwi9BzFsLD9UVbe1fjdOMu5jGS7FrG3DfZxhAwlDGH9mjPWe+J/ds6r2BF6z/gBJtgXuU1VntaJPrDfI6VV1U1XdwnDW7A7rQg2P9N4fOIdhJ3J56/Vk4Ng2zO1VdVMrv6KqVrfu84DFSe4HbFtVZ7byExjOAE5aPtUMz2D4T001Lu00PvC7wIXA0a38KcD72v/DCuC+k5zt+kPWLbuPMawzMOw0PKG93tLKH8sQ/GNRVRcwBPAh3PGn2/cDPt3O3ryLYUcE4Czgb5P8DcPjZ/9jkklPt42+qqrOns35mA1dXNOdT1V1VpLtGY5WntHeH1NV/5nkSoZAmc6tI90ZeX9LVX1oE6v1i00cb3N1MTAbNx8F+LNqp1Z/U5hMMTgBVlbVIbPw3QtWkt9nCOMbxvg1t1TV7WOc/mwY/V+9nSm2n1V1IXBhhst1VzAc9c50mveYasAx2OB2oqoqyReAlzOc6bgLw1HrLaPDTfM/NOrrDGeAdmLY2Tqa4Uj7GxtV6423Anh7+64HjJS/ETijqp6dZDHt/oqq+kSS7zCc/j81w02Wl683zUm30W06m+X21yP7OynJQxhOy/2EYU/xhhb0T2Ldnv9XgecmeUAb5/4bmOxpwJ9P7DEn2TnJ76w3zDeA57VrYYsY9pbPmZWZ2vx8FbhbhsaOAEjyCIZTyxuzDE4DXt7OwpDkUa38W8DBrWwP4OGt/GxgnyR/0PrdK1P8AqBXbbl+kOEUbTGsdy9o/R7EcGbkMobLKS9p13hH1/GfM1zLhuFv88Qk22e4Ce8QhrMxm4Wq+nfg50ke14qevzHjZ7hnZ7+Roj0ZznwAnM4QdBP3N9xvmnrcBPw0yX9tRS8CzpyqfGOnszHz1OwL/LB1f5kh+Gnzsuckw3+bdcvuBawL83OAxwO/bjsLq4GXMOwEjNNy4PVtJ2zU/Vh3w95hE4Vt5/byqnoP8HmGSwGj6zHMbBu9WfHIftPco53GgmEPb1lV3Z7k48AXklwIrGK4pk9VXZzkTcCZSW5nOPVz2FQTr6ovJ/kvwFktl24GXshvH1mdwnC67HyG651/XVU/ajsfXWlHF88G3t1Ord3CcC34KODe3HEZLJ5iUm8E3g1ckOEu2SsYrh9+ADghySUMf7OLgZuqam2Sw4BPJrlbm8bfMVzr79nE+r0NwzXljwHvbP0+ABzb1vHbgMOq6tYk/8hwOv+CJP8JfBh4H8N1zS8l+X9V9aQkxwBnMPzf/EtVfX4uZ2wGXgx8OMmvGYLxpg0MPyrAXyf5EPAfDEd4h7V+rwCOS/JihiP4lwLXTTOtZcAHM/zk7XLg8A2Ub+x0NuR5SfZlOCC8ZmQ+/gp4f7tUuTVDUP/FeuO+HPhokqMZrv0fDsMNi0muZtiJhmEn4BCGywRjU1XXAO+ZpNc/MPzf/x3wLyPlBwMvauvxj4A3V9WNSb7VTvn/36o6eopt9GZ7dson6GmL144yt6mqW5LsznC/xYOr6lfzXDXNsST3rqqbW/cxwI5VNeXd6tJC4ZG9NPwO/IwMv5MO8JcG/Rbrj5K8mmHbeBXTX2+XFgyP7CVJ6pw36EmS1DnDXpKkzhn2kiR1zrCX9FsyhhbMkjyrPcNg4vMbkjxlNr9D0tQMe0lz4VkMjx4GoKpeU1Vfmb/qSFsWw17awiR5Yda16vWh9kS3w5P8a5JzgH1Ghv2tdtIz0i58kr/J0ILd+Une2sr+R4aWwM7P0DraPTO08PYnwNvad+4+Ot0k+2doeezCDK0S3q2VX5nk9VnXimR3D4yS5ophL21B2lO/ngfs0xo6uZ3hyV+vZwj5fRk5Ap9mOk8HDgIeV0Pb7RNNvn62qh7byi4FXlxV32Z4PvnRrSGaH45M5+4MLbY9r6oezvD79peOfNWPq+rRDI3IvGqTZ1zawhn20pZlf+AxwLntkbj7A/+Tda3R/YrpW0Ob8BTgo1X1S/itVu4eluQb7XG6L2BdS2JTeTBDy28TjyBev2W2z7b38xhaL5O0CQx7acsS4ISR5l4fzNCe+1Ruo20nWnsCd93A9I8HjmxH6a9nw60+bshEq3BTtjInacMMe2nLcjrwnIkWulrrdN9jaI3uAe2Rwc8dGf5KhjMBMFx336Z1rwQObw2sjLZydx/gujadF4xMZ/1WwyZcxtCG+x+0z5vaMpukaRj20hakqi5haLnvy63lspXAjgxH92cxNPd76cgoH2bYETifoZXFX7TpfInhOvyqdjlg4nr6/wa+06bz/ZHpnAQc3W7E232kPrcwtIr26Xbq/9cMTepKmkU+G1+SpM55ZC9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnq3P8HpuAI9I2UeNwAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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Zk28QJEnSzIwt7KvqM8DW7conAxe26QuBF4/UL6rBVcABSQ4BTgDWVNXWqroLWMOPvoGQJEk7sKs/sz+4qm5v03cAB7fpRcBtI8ttarXp6j8iycoka5Os3bJly+y2WpKkeWzOBuhVVQE1i9u7oKqWV9XyiYmJ2dqsJEnz3q4O+2+07nna/Z2tvhlYPLLcoa02XV2SJM3Qrg771cDkiPoVwMdH6q9oo/KPBe5p3f2XAccnWdgG5h3fapIkaYb2HteGk3wQeA5wUJJNDKPq/xC4JMnpwNeBl7XFLwVOAjYC3wNeCVBVW5O8EbimLfeGqtp+0J8kSdqBsYV9VZ02zaznT7FsAWdMs51VwKpZbJokSXsUz6AnSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR1zrCXJKlzhr0kSZ0z7CVJ6pxhL0lS5wx7SZI6Z9hLktQ5w16SpM4Z9pIkdc6wlySpc4a9JEmdM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzs1J2Ce5NckNSdYlWdtqByZZk+Tmdr+w1ZPkHUk2Jrk+yVFz0WZJkuaruTyyf25VLauq5e3xWcDlVbUUuLw9BnghsLTdVgLn7/KWSpI0j+1O3fgnAxe26QuBF4/UL6rBVcABSQ6Zg/ZJkjQvzVXYF/C3Sa5NsrLVDq6q29v0HcDBbXoRcNvIuptaTZIkzcDec/S8z6qqzUn+DbAmyd+PzqyqSlIPZoPtTcNKgMc//vGz11JJkua5OTmyr6rN7f5O4KPAMcA3Jrvn2/2dbfHNwOKR1Q9tte23eUFVLa+q5RMTE+NsviRJ88ouD/skj0ry6Mlp4HhgPbAaWNEWWwF8vE2vBl7RRuUfC9wz0t0vSZJ2Yi668Q8GPppk8vn/oqo+meQa4JIkpwNfB17Wlr8UOAnYCHwPeOWub7IkSfPXLg/7qvoa8LQp6t8Cnj9FvYAzdkHTJEnq0u701TtJkjQGhr0kSZ0z7CVJ6pxhL0lS5wx7SZI6Z9hLktQ5w16SpM4Z9pIkdc6wlySpc4a9JEmdM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR1zrCXJKlzhr0kSZ0z7CVJ6pxhL0lS5+ZN2Cc5MclXk2xMctZct0eSpPliXoR9kgXAu4AXAocDpyU5fG5bJUnS/DAvwh44BthYVV+rqn8BLgZOnuM2SZI0L8yXsF8E3DbyeFOrSZKkndh7rhswW5KsBFa2h/cm+epctmfMDgK+OdeNeDDylhVz3YTdyfzaf2dnrluwO5lf+w7Ia91/I+bd/iMPav/95HQz5kvYbwYWjzw+tNV+qKouAC7YlY2aK0nWVtXyuW6HHhr33/zlvpvf9uT9N1+68a8BliY5LMm+wKnA6jlukyRJ88K8OLKvqvuTvBq4DFgArKqqDXPcLEmS5oV5EfYAVXUpcOlct2M3sUd8XNEx99/85b6b3/bY/Zeqmus2SJKkMZovn9lLkqSHyLDfDSR5cZJK8qQxbHtZkpNme7t7qiTbkqxLcl2SLyd55pifb0mS9eN8jh4k+YkkFyf5xyTXJrk0yRN3ss697X7a33GSJ7Zt3dz29yVJDn6IbTwzyY89lHW1Y0nOS3LmyOPLkvzpyOO3Jvmv06x7ZZLuR+gb9ruH04DPtfvZtgww7GfPP1XVsqp6GvB64H9uv0CSeTMWpgdJAnwUuLKqnlBVRzPsm4cUyiPbfQTwN8D5VbW0qo4C3g1MPMRNngk8qLBvpwrXzn0eeCZAkr0Yvk9/xMj8ZwJfmIN27TYM+zmWZH/gWcDpDF8pJMleSd6d5O+TrGlHFqe0eUcn+XQ7erksySGtfmWSNye5Osk/JPmZ9jXFNwAvb0ejL5+jH7NXjwHuAkjynCSfTbIauLHVPtb204Z20ida/d4k57begasmjxSTHJzko61+3UivwYIk72nb+dskj9zFP+fu7rnA96vqTyYLVXVdVX02yf5JLm9H5TckeTCn2f6PwBer6q9HtntlVa1PsiDJHyW5Jsn1SV4FP/w7uDLJX7b/3w9k8FrgccAVSa5oyx6f5IutbR9urwUkubX9L38ZeOnD//XsEb4APKNNHwGsB76TZGGS/YB/B9RUr53Nr7TXyPVJjtnFbd81qsrbHN6AXwLe26a/ABwNnMLwzYO9gJ9gCJRTgH3aMhNt+ZczfA0R4ErgrW36JODv2vSvAn881z9nLzdgG7AO+HvgHuDoVn8O8F3gsJFlD2z3j2R48fnx9riAF7Xp/wX89zb9IeDMNr0AeCywBLgfWNbqlwC/PNe/h93pBrwWOG+aeXsDj2nTBwEbeWBg8r3tfgmwfop13wa8bprtrhzZb/sBa4HD2t/BPQwn/toL+CLwrLbcrcBBI235DPCo9vh3gN8bWe635/r3Ot9uwC3A44FXAb8GvLG9Fh7X9sOOXjvf06afPdXfQg83uxvn3mnA29v0xe3x3sCHq+oHwB2TRwLAvwWeDKwZei5ZANw+sq2/avfXMryAafb9U1UtA0jyDOCiJE9u866uqltGln1tkpe06cXAUuBbwL8An2j1a4EXtOnnAa8AqKptwD1JFgK3VNW6keWXzPLP1LMAf5Dk2cAPGK6pcTBwx8Pc7vHAUyd73BjemC1l2LdXV9UmgCTrGPbX57Zb/1iGK3h+vv0v78sQSJM+9DDbtyf6AkN3/TMZ3qgtatP3MJxx9Ximf+38IEBVfSbJY5IcUFV377qmj59hP4eSHMjwAv+UJMXwB1gMnz9OuQqwoaqeMc38+9r9Nty3Y1dVX0xyEA98hvvdyXlJngP8HPCMqvpekiuBR7TZ3692GMHM9tV9I9PbGHoK9IANDD1fU/klhv1zdFV9P8mtPLAfZrLdn51mXoDXVNVl/6o47Pft99dU+zfAmqqabpzOd6epa3qTn9s/haEn7TbgN4BvMxy9L9rBa+f230Hv7jvpfmY/t04B/qyqfrKqllTVYoauqK3AL7bP7g9m6BoE+Cow0Y4oSbJPkiOm2vCI7wCPHk/z92wZvj2xgOFofXuPBe5qQf8khiO5nbkc+PW27QVJHjtrje3bp4D9thsX8dQkP8OwH+5sQf9cdnChkCn8BfDMJD8/st1nt56cy4BfT7JPqz8xyaN2sr3R/8WrgOOS/FRb/1HZybcHtFNfAP49sLWqtlXVVuAAhs/yP8iOXztf3urPAu6pqnt2act3AcN+bp3Gjx7Ff4Thc/pNDAO9/hz4MsMf4L8wvEF4c5LrGD473tlXv64ADneA3qx5ZPtdrmPoal3Ruty390lg7yQ3AX/I8OK+M68DnpvkBobu+sNnqc1da70kLwF+LsNX7zYwfEviDuADwPL2O30Fw1iLmW73nxjC4zUZvnp3I/BfgC3AnzL8f345w9f2/jc776G5APhkkiuqagvDeJoPJrmeoQt/1r96u4e5gWEsxFXb1e6pqjvZ8WvnPyf5CvAnDIOlu+MZ9HZTSfavqnuT/DhwNXBcVT3czxklSXsgP9fdfX0iyQEMA3feaNBLkh4qj+wlSeqcn9lLktQ5w16SpM4Z9pIkdc6wlySpc4a9tIdJ8v6R07yO6znuHef2d/Lc5yT5zbl6fml3ZNhLktQ5w17qQDvd6t+0S+OuT/LyJL/XLsG6PskFaVcA2W696S6Z/NokN7bLt168g+fdP8n7Mlw+9vokvzgyb6rL+L4oyZeSfCXJ343Uz0myKsPlYb+W4ZKwJFmS5KZMcYnfJE9I8snW9s+20xJLmoJhL/XhROD/VdXTqurJDKfr/eOq+un2+JEMp379oXZe93cCp1TV0cAq4Nw2+yzgyKp6KsPlQqfzPxhOR/qUtuynWv1RwFVV9TSGS7n+51b/HHBsVR3JcJXH3x7Z1pOAE4BjgLMnzzvPcDW5d1XVEcDdwOQbigsYLkZzNPCbwLt39kuS9lSeQU/qww3AW5O8GfhEVX02yS8m+W3gx4ADGa7i9tcj6+zoksnXAx9I8jHgYzt43p8DTp18UFV3tcnpLuN7KPCh1oOwL8OFnyb9TVXdB9yX5E6GS9HCFJf4TbI/w7nNPzzSYbHfDtop7dEMe6kDVfUPSY4CTgLelORy4AxgeVXdluQcfvTSrju6ZPLPA88GXgT8tyRPqar7H0STpruM7zuBt1XV6nY52HNG1pnu0rBTXeJ3L+Duqlr2INok7bHsxpc6kORxwPeq6s+BPwKOarO+2Y6Cpxp9P+Ulk5PsBSyuqiuA32G4TOz+0zz1GoY3FZPtWLiTpj4W2NymV+z8J5taVX0buCXJS9vzJsnTHur2pN4Z9lIfngJc3S69ezbwJuA9wHqGa69fs/0KO7hk8gLgz9tlYb8CvKOq7p7med8ELGyDAK8DnruTdp7D0PV+LfDNB/HzTeWXgNPb824ATn6Y25O65YVwJEnqnEf2kiR1zgF6knYqySuB121X/nxVnTHV8pJ2L3bjS5LUObvxJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzv1/+L0SSq0NZaAAAAAASUVORK5CYII=\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in customer_cat:\n", + " plt.figure(figsize=(8,5))\n", + " sns.countplot(x=customer_cat[column])\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "40d9420c-402e-4143-92f2-4ed300f778a9", + "metadata": {}, + "source": [ + "Judging by simple count plots the values in most columns show no particular distribution, that provide any deeper insight into the data. For some columns you can still argue that some preprocessing can make sense to simplify the data.\n", + "\n", + "- response:\n", + " A large majority of values is 'no'. In a very large dataset you could consider dropping the column, since it is highly skewed towards one value and therefore might not have a big impact on a prediction\n", + "- no of open complaints:\n", + " Values larger than 1 occour not that often. You could group them to simplify the data\n", + "- Some columns have similar value distributions to other columns\n", + " - Married - Vehicle size - policy type\n", + " - Renew offer type - sales channel\n", + "\n", + " In the next step I check their relation with each other to check if there are redundancies \n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "b4532d1b-ef23-4782-8f9f-b9446d04e4d1", + "metadata": {}, + "source": [ + "## 3. There might be some columns that seem to be redundant, check their values to be sure. What should we do with them?" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "d625acb2-b34a-4dbd-95c5-14dad71f2d16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "sns.countplot(x=customer_cat['sales_channel'], hue=customer_cat['renew_offer_type'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c4706a8e-0d9b-4773-b254-5038d4b09d47", + "metadata": {}, + "source": [ + "The distrbution for 'renew_offer_type' are similar for sales channels 'agent' and 'branch' as for 'call center' and 'web'. If they are similar enough to suggest that the offer type is independent from the sales channel is still hard to say." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "83c9cc1e-ef99-488f-860d-59a93155b223", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "sns.countplot(x=customer_cat['vehicle_size'], hue=customer_cat['policy_type'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "1b88fb7e-553b-4be9-982c-d2fdeb2efadd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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55RQuv/xy9u3bx9lnn83AgQMLvh6oSMqsxG1ZUolbqUhU4lYqm+O1xO1VV13FAw88QKdOnco7lMOqMCVuRUREKoNt27bRvHlzatSoUSkS/dHQCXoiInJcO/nkk1m1alV5hxFTGtmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuISIVTEUvcjhw5kpYtW5KamkpKSgqvv/46cGCBHojcbCe/GE/9+vXZsWPHAf1cc801TJw4sUxj19n4IiJSovbDDn+v+SPxwX0fRLW/Y1HaErfr1q1jyJAhLFy4kDp16rBr1y42bdpU4j41a9akc+fOTJkyhd69ewORu/3NmTOH8ePHR+01lIZG9iIiUimUZ4nbjRs3cuKJJxbMONSuXZukpKTDxtyjRw8mTJhQsDxlyhQ6d+582Kp80aZkLyIilVpZlLhNS0ujYcOGJCUl0bdvX954441Sxda5c2cWLlxYUPJ2woQJRd57P9aU7EVEpFLLL3Hbs2dPOnbseEwlbleuXFlkidu4uDj++c9/MnnyZJo3b84DDzzAoEGDADCzQ/rPbzvhhBPo0qULkydPZvPmzXzyySd07tz5GF/xkdN39iIiUimUZ4lbiCTwzMxMMjMzufTSS+nbty+DBg2ifv36fPvttwXbbd26lQYNGhQs9+jRg8ceewx3p2vXrlSrVu0oXv2x0cheREQqhfIscfv1118X9AWQnZ3NaaedBkTOJRg3blxB6dsxY8Zw0UUXFWyblZVFTk4Ozz33XLlM4YNG9iIiUgHll7jN98tf/pIBAwbQrVs3hg8fzpVXXlmw7uAStxdddBEXXngh119/PWPHjiU5OZm2bduWqsRtdnZ2kSVu9+7dy4ABA/j666+Jj48nISGBF154AYA777yTlStXkpaWhpmRkZHBH//4x4J9q1Spwg033MCkSZPo2LHjsf5qjopK3IrEmErcSmWjErcVv/KdStyKiIgcAZW4FRERCTmVuBUREZFKT8leREQk5GKW7M3sVDP7PzNbbmbLzOwXQfsgM/vKzLKDxxWF9nnYzFab2adm1rlQ++VB22ozGxirmEVERMIolt/Z7wMedPeFZnYisMDM3g3WPeXuTxbe2MzOAW4CkoGfAu+ZWf51Es8BlwLrgHlmNtXdl8cwdhERkdCI2cje3de7+8Lg+U5gBdC4hF26AhPc/Qd3XwOsBjKDx2p3/9zdfwQmBNuKiEhIDRkyhOTkZFJTU2nVqhVz584lMTGRzZs3F2wzc+ZMrrrqKnJzc2nSpMkBd8sDCvaTMjob38wSgXRgLtAe6GdmvYD5REb/3xL5IPDvQrut4z8fDtYe1N421jGLiEjE+xdG90YwHWe9X+L6jz76iGnTprFw4UKqV6/O5s2b+fHHH4vdPjExkaZNmzJ79uyCm9asXLmSnTt30rat0gWUwQl6ZlYbeBXo7+47gOeBM4BWwHrgL1E6zp1mNt/M5h+uxrCIiFRc69evp0GDBlSvXh2ABg0a8NOf/rTEfQ4uJTthwgRuuummmMZZmcQ02ZtZNSKJ/iV3/weAu29w9zx33w+MIDJND/AVcGqh3ZsEbcW1H8Ddh7t7hrtnJCQkRP/FiIhImbjssstYu3YtzZs355577uH990ueCYDIrW5fe+019u3bB8DEiRPL7T70FVEsz8Y34O/ACncfWqi9UaHNrgWWBs+nAjeZWXUzSwKaAR8D84BmZpZkZicQOYlvaqziFhGR8lW7dm0WLFjA8OHDSUhIoHv37owePbrEUrINGzYkJSWFGTNmkJ2dTdWqVUlJSSnr0CusWH5n3x7oCSwxs+yg7ddADzNrBTiQC9wF4O7LzGwSsJzImfz3unsegJn1A6YDccBId18Ww7hFRKScxcXFkZWVRVZWFi1btmTMmDEFpWTzy8cWVUp2woQJNGzYUKP6g8Qs2bv7HODQj2HwVgn7DAGGFNH+Vkn7iYhIeHz66adUqVKFZs2aAf8pJ9uiRQtefPFFBg8eTF5eHuPGjeOaa64p2O+6667j4YcfpmbNmsyYMaOcoq+YdG98ERGpUHbt2sV9993Htm3bqFq1KmeeeSbDhw+nWrVq3H333aSlpeHuXH755dxyyy0F+5188sm0a9eOb775htNPP70cX0HFo2QvIiIlOtylctHWpk0bPvzwwyLXjR8/vsR9X3vttRhEVPnp3vgiIiIhp2QvIiISckr2IiIiIadkLyIiEnJK9iIiIiGnZC8iIhJySvYiIlLhFFXiNhpmzpxZ7GV9xVm1ahVXXHEFzZo1o3Xr1nTr1o0NGzZEJZ6youvsRUSkRM8++EZU++v3l6tLXH+kJW5La9++fcycOZPatWtz/vnnl2qfPXv2cOWVVzJ06FCuvjoS98yZM9m0aRMNGzYs1TGrVi3/VFv+EYiIiBRSVInbfImJiXTr1o23336bGjVqMH78eM4880xyc3O59dZb2bx5MwkJCYwaNYqmTZvSp08f4uPj+eSTT2jcuDEffvghcXFxjBs3jmHDhvHNN9/w6KOPEhcXR506dZg1a9YBsYwfP5527doVJHqArKwsAHJzc+nZsyffffcdAM8++yznn38+M2fO5He/+x1169Zl5cqVrFq1Ksa/scNTshcRkQrlsssuY/DgwTRv3pxLLrmE7t2707Fjx4L1derUYcmSJYwdO5b+/fszbdo07rvvPnr37k3v3r0ZOXIk999/f8Hd9NatW1eQ5AcNGkTt2rUZMGAAAC1btmT69Ok0btyYbdu2HRLL0qVLadOmTZFxnnLKKbz77rvEx8eTk5NDjx49mD9/PgALFy5k6dKlJCUlRfeXc5T0nb2IiFQoxZW4zZdf0a5Hjx589NFHQGTq/+abbwagZ8+ezJkzp2D7G2+8kbi4uCKP1b59e/r06cOIESPIy8s7ojj37t3LHXfcQcuWLbnxxhtZvnx5wbrMzMwKk+hBI3sREamAiipx26dPH4AD6toXVeP+YLVq1Sp23QsvvMDcuXN58803adOmDQsWLKB+/foF65OTk3n//aJrAzz11FM0bNiQRYsWsX//fuLj40t1zPKgkb2IiFQon376KTk5OQXL+SVu802cOLHgZ7t27QA4//zzmTBhAgAvvfQSHTp0KLLvE088kZ07dxYsf/bZZ7Rt25bBgweTkJDA2rVrD9j+5ptv5sMPP+TNN98saJs1axZLly5l+/btNGrUiCpVqvDiiy8e8cxAWdLIXkREKpTiStzm+/bbb0lNTaV69eq8/PLLAAwbNoy+ffvyxBNPFJygV5Srr76aG264gddff51hw4bx1FNPkZOTg7vTqVMn0tLSDti+Ro0aTJs2jf79+9O/f3+qVatGamoqTz/9NPfccw/XX389Y8eO5fLLL69wo/nCzN3LO4aoy8jI8PyTJETKW5tfjY1qfwue6BXV/kQOtmLFCs4+++zyDqNIiYmJzJ8//4Az9I9HRf0bmdkCd88oantN44uIiIScpvFFRKTSyM3NLe8QKiWN7EVEREJOyV5ERCTklOxFRERCTsleREQk5JTsRUSkQtmyZQutWrWiVatW/OQnP6Fx48YFy8da/S4rK4sWLVqQmprKWWedRb9+/Yq8J3407N27l4EDBxaUxm3Xrh1vv/12TI51ODobX0RESjTklhui2t9vxk0ucX39+vXJzs4GOKRwTTS89NJLZGRk8OOPP/Lwww/TtWvXYm+JW1rujrtTpcp/xtC/+93vWL9+PUuXLqV69eps2LDhiI6Tl5dX7D39j5RG9iIiUqHt37+/oPLcokWLMDO+/PJLAM444wx2795Nbm4uF198MampqXTq1KlgfUlOOOEE/vu//5svv/ySRYsWATB06FBSUlJISUnhf/7nfwq2Lao9NzeXFi1a0KtXL1JSUg641e7u3bsZMWIEw4YNKyjV27BhQ7p16wbA3XffTUZGBsnJyTzyyCMF+yUmJvLQQw/RunVrXnnllaP/pR1EI3sREanQqlSpwp49e9ixYwezZ88mIyOD2bNnc8EFF3DKKadQs2bNEkvcliQuLo60tDRWrlzJvn37GDVqFHPnzsXdadu2LR07dmT//v1FttetW5ecnBzGjBnDeeedd0C/q1evpmnTppx00klFHnfIkCHUq1ePvLw8OnXqxOLFi0lNTQUiMxsLFy485t9bYRrZi4hIhXf++efzwQcfMGvWLH79618za9YsZs+eXVDwpqQSt4eTf9v4OXPmcO2111KrVi1q167Nddddx+zZs4ttBzjttNMOSfSlMWnSJFq3bk16ejrLli07oDxu9+7dj7i/w1GyFxGRCu/CCy9k9uzZfPHFF3Tt2pVFixYxZ86cYqvb5evcuTOtWrXi9ttvL3J9Xl4eS5YsOepaAMUVvznzzDP58ssv2bFjxyHr1qxZw5NPPsmMGTNYvHgxV155JXv27Dlsn8dCyV5ERCq8Dh06MG7cOJo1a0aVKlWoV68eb731FhdccAFQfInb6dOnk52dzd/+9rdD+ty7dy8PP/wwp556KqmpqXTo0IHXXnuN3bt389133zFlyhQ6dOhQbHtJatasyW233cYvfvGLgisINm3axCuvvMKOHTuoVasWderUYcOGDWVyhr6+sxcRkQovMTERd+fCCy8E4IILLmDdunXUrVsXKH2JW4Cf/exnVK9enR9++IFLLrmE119/HYDWrVvTp08fMjMzAbj99ttJT08HKLL9cPfp/8Mf/sBvf/tbzjnnHOLj46lVqxaDBw8mLS2N9PR0zjrrLE499VTat29/TL+b0ohZiVszOxUYCzQEHBju7k+bWT1gIpAI5ALd3P1bMzPgaeAKYDfQx90XBn31Bn4bdP0Hdx9T0rFV4lYqEpW4lcqmIpe4lYiKVOJ2H/Cgu58DnAfca2bnAAOBGe7eDJgRLAP8F9AseNwJPB8EXw94BGgLZAKPmFndGMYtIiISKjFL9u6+Pn9k7u47gRVAY6ArkD8yHwNcEzzvCoz1iH8DJ5tZI6Az8K67b3X3b4F3gctjFbeIiEjYlMkJemaWCKQDc4GG7r4+WPUNkWl+iHwQWFtot3VBW3HtIiIiUgoxT/ZmVht4Fejv7gdcg+CREwaictKAmd1pZvPNbP6mTZui0aWIyHErVudzybE7mn+bmCZ7M6tGJNG/5O7/CJo3BNPzBD83Bu1fAacW2r1J0FZc+wHcfbi7Z7h7RkJCQnRfiIjIcSQ+Pp4tW7Yo4VdA7s6WLVuIj48/ov1iduldcHb934EV7j600KqpQG/gT8HP1wu19zOzCUROxtvu7uvNbDrweKGT8i4DHo5V3CIix7smTZqwbt06NEtaMcXHx9OkSZMj2ieW19m3B3oCS8wsO2j7NZEkP8nMbgO+ALoF694ictndaiKX3vUFcPetZvYYMC/YbrC7b41h3CIix7Vq1aqRlJRU3mFIFMUs2bv7HMCKWd2piO0duLeYvkYCI6MXnYiIyPFDt8sVEREJOSV7ERGRkFOyFxERCTklexERkZBTshcREQk5JXsREZGQU7IXEREJuVIlezObUZo2ERERqXhKvKmOmcUDNYEGwe1q82+ScxKqPCciIlIpHO4OencB/YGfAgv4T7LfATwbu7BEREQkWkpM9u7+NPC0md3n7sPKKCYRERGJolLdG9/dh5nZ+UBi4X3cfWyM4hIREZEoKVWyN7MXgTOAbCAvaHZAyV5ERKSCK23VuwzgnKAynYiIiFQipb3Ofinwk1gGIiIiIrFR2pF9A2C5mX0M/JDf6O5dYhKViIiIRE1pk/2gWAYhIiIisVPas/Hfj3UgIiIiEhulPRt/J5Gz7wFOAKoB37n7SbEKTERERKKjtCP7E/Ofm5kBXYHzYhWUiIiIRM8RV73ziNeAztEPR0RERKKttNP41xVarELkuvs9MYlIREREoqq0Z+NfXej5PiCXyFS+iIiIVHCl/c6+b6wDERERkdgo1Xf2ZtbEzKaY2cbg8aqZNYl1cCIiInLsSnuC3ihgKpG69j8F3gjaREREpIIrbbJPcPdR7r4veIwGEmIYl4iIiERJaZP9FjO7xczigsctwJZYBiYiIiLRUdpkfyvQDfgGWA/cAPSJUUwiIiISRaW99G4w0NvdvwUws3rAk0Q+BIiIiEgFVtqRfWp+ogdw961AemxCEhERkWgqbbKvYmZ18xeCkX2JswJmNjK4TG9pobZBZvaVmWUHjysKrXvYzFab2adm1rlQ++VB22ozG1j6lyYiIiJQ+mn8vwAfmdkrwfKNwJDD7DMaeBYYe1D7U+7+ZOEGMzsHuAlIJnJp33tm1jxY/RxwKbAOmGdmU919eSnjFhEROe6V9g56Y81sPnBx0HTd4RKuu88ys8RSxtEVmODuPwBrzGw1kBmsW+3unwOY2YRgWyV7ERGRUirtyJ4guUcjyfYzs17AfODB4FyAxsC/C22zLmgDWHtQe9soxCAiInLcOOISt8foeeAMoBWRS/j+Eq2OzexOM5tvZvM3bdoUrW5FREQqvTJN9u6+wd3z3H0/MIL/TNV/BZxaaNMmQVtx7UX1PdzdM9w9IyFBN/cTERHJV6bJ3swaFVq8Fsg/U38qcJOZVTezJKAZ8DEwD2hmZklmdgKRk/imlmXMIiIilV2pv7M/Umb2MpAFNDCzdcAjQJaZtQIcyAXuAnD3ZWY2icg5AfuAe909L+inHzAdiANGuvuyWMUsIiISRjFL9u7eo4jmv5ew/RCKuJzP3d8C3opiaCIiIseVsj5BT0RERMqYkr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyMXsdrkicnx6/8KOUeur46z3o9aXyPFMI3sREZGQ08heRI4bQ265Iar9/Wbc5Kj2JxIrGtmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIxSzZm9lIM9toZksLtdUzs3fNLCf4WTdoNzN7xsxWm9liM2tdaJ/ewfY5ZtY7VvGKiIiEVSxH9qOByw9qGwjMcPdmwIxgGeC/gGbB407geYh8OAAeAdoCmcAj+R8QREREpHRiluzdfRaw9aDmrsCY4PkY4JpC7WM94t/AyWbWCOgMvOvuW939W+BdDv0AISIiIiUo6+/sG7r7+uD5N0DD4HljYG2h7dYFbcW1i4iISCmV2wl67u6AR6s/M7vTzOab2fxNmzZFq1sREZFKr6yT/YZgep7g58ag/Svg1ELbNQnaims/hLsPd/cMd89ISEiIeuAiIiKVVVkn+6lA/hn1vYHXC7X3Cs7KPw/YHkz3TwcuM7O6wYl5lwVtIiIiUkpVY9Wxmb0MZAENzGwdkbPq/wRMMrPbgC+AbsHmbwFXAKuB3UBfAHffamaPAfOC7Qa7+8En/YmIiEgJYpbs3b1HMas6FbGtA/cW089IYGQUQxMRETmu6A56IiIiIadkLyIiEnIxm8YXEZHYaPOrsVHtb8ETvaLan1Q8GtmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMgp2YuIiISckr2IiEjIKdmLiIiEnJK9iIhIyCnZi4iIhJySvYiISMiVS7I3s1wzW2Jm2WY2P2irZ2bvmllO8LNu0G5m9oyZrTazxWbWujxiFhERqazKc2R/kbu3cveMYHkgMMPdmwEzgmWA/wKaBY87gefLPFIREZFKrCJN43cFxgTPxwDXFGof6xH/Bk42s0blEJ+IiEilVF7J3oF3zGyBmd0ZtDV09/XB82+AhsHzxsDaQvuuC9pERESkFKqW03EvcPevzOwU4F0zW1l4pbu7mfmRdBh8aLgToGnTptGLVEREpJIrl5G9u38V/NwITAEygQ350/PBz43B5l8BpxbavUnQdnCfw909w90zEhISYhm+iIhIpVLmI3szqwVUcfedwfPLgMHAVKA38Kfg5+vBLlOBfmY2AWgLbC803R91bX41Nqr9LXiiV1T7ExEROVLlMY3fEJhiZvnHH+/u/zSzecAkM7sN+ALoFmz/FnAFsBrYDfQt+5BFREQqrzJP9u7+OZBWRPsWoFMR7Q7cWwahiYiIhFJFuvROREREYkDJXkREJOSU7EVEREJOyV5ERCTkyuumOiIiIpXekFtuiGp/vxk3Oar95dPIXkREJOQ0sheRCuvZB98o7xBEQkEjexERkZBTshcREQk5TeOLiEiF9f6FHaPaX8dZ70e1v8pCI3sREZGQU7IXEREJOSV7ERGRkFOyFxERCTklexERkZBTshcREQk5JXsREZGQ03X2UqFFs8hErApMiIhUdBrZi4iIhJySvYiISMgp2YuIiISckr2IiEjI6QS945yKTIiIhJ9G9iIiIiGnZC8iIhJymsYXOc61H9Y+qv09rj8rIhWO/leKVDJfDm4Z3Q7rnhTd/kSkwtE0voiISMgp2YuIiIScpvFFROS48eyDb5R3COVCI3sREZGQqzQjezO7HHgaiAP+5u5/KueQpAjH66dmEZGKrFIkezOLA54DLgXWAfPMbKq7Ly/fyEREKr9oX+HRI4pXeOhSzuioLL/FTGC1u38OYGYTgK7AcZfsdU20iIgcqcryl74xsLbQ8jqgbTnFckR0TbSIiJQ3c/fyjuGwzOwG4HJ3vz1Y7gm0dfd+hba5E7gzWGwBfFrmgVZODYDN5R2EhIreUxJNej+V3mnunlDUisoysv8KOLXQcpOgrYC7DweGl2VQYWBm8909o7zjkPDQe0qiSe+n6Kgsl97NA5qZWZKZnQDcBEwt55hEREQqhUoxsnf3fWbWD5hO5NK7ke6+rJzDEhERqRQqRbIHcPe3gLfKO44Q0lcfEm16T0k06f0UBZXiBD0RERE5epXlO3sRERE5Skr2IWJmu8o7Bql8zMzNbFyh5apmtsnMph1hPzPNrNizps1ssJldciyxSuVnZr8xs2VmttjMss3smO+Zkv+3z8wSzWzpsUcZPpXmO3uJHTOr6u77yjsOKTffASlmVsPdvydyW+qvDrPPEXP330e7T6lczKwdcBXQ2t1/MLMGwAnlHNZxQSP7kDOzq81srpl9YmbvmVnDoH2Qmb1oZh8AL5pZgpm9G3zi/puZfRH8R8TMbjGzj4NP4X8NahVIuLwFXBk87wG8nL/CzGqZ2cjgPfCJmXUN2muY2QQzW2FmU4AaQXucmY02s6VmtsTMHgjaR5vZDWaWEbyXsoP1Hqw/w8z+aWYLzGy2mZ1Vlr8AKRONgM3u/gOAu29296/NLNfM/hi8J+abWWszm25mn5nZzwHMrLaZzTCzhcH7pmu5vpJKRsk+/OYA57l7OjAB+H+F1p0DXOLuPYBHgH+5ezIwGWgKYGZnA92B9u7eCsgDflZ24UsZmQDcZGbxQCowt9C63xB5b2QCFwFPmFkt4G5gt7ufTeT90ybYvhXQ2N1T3L0lMKrwgdx9vru3Ct5P/wSeDFYNB+5z9zbAAOB/o/8ypZy9A5xqZqvM7H/NrGOhdV8G74nZwGjgBuA84NFg/R7gWndvTeR9+BczszKLvJLTNH74NQEmmlkjItNlawqtmxpM2wJcAFwL4O7/NLNvg/ZORP6Izwv+X9UANpZF4FJ23H2xmSUSGdUffInrZUAXMxsQLMcT+TB4IfBMof0XB+s/B043s2HAm0T+wB/CzLoDrYHLzKw2cD7wSqG/39Wj8NKkAnH3XWbWBuhAJGFPNLOBwer8G6UtAWq7+05gp5n9YGYnE/m66XEzuxDYT6RmSkPgm7J8DZWVkn34DQOGuvtUM8sCBhVa910p9jdgjLs/HP3QpIKZSmSUnQXUL9RuwPXufkC9ieIGVe7+rZmlAZ2BnwPdgFsP2jeFyHvxQnfPM7MqwLZgZCch5u55wExgppktAXoHq34Ifu4v9Dx/uSqRGcUEoI277zWzXCIfPKUUNI0ffnX4z8lWvUvY7gMif5Qxs8uAukH7DOAGMzslWFfPzE6LUaxSvkYCj7r7koPapwP35U+Zmll60D4LuDloSyEy/U9wrkcVd38V+C2R0XuBYJT2MtDL3TcBuPsOYI2Z3RhsY8EHBgkRM2thZs0KNbUCvijl7nWAjUGivwjQ36EjoJF9uNQ0s3WFlocSGT29EkzL/wtIKmbfR4GXLVJR8CMiU2M73X2zmf0WeCcYfe0F7qX0/0GlknD3dQTT8gd5DPgfYHHwHlhD5Izq54FRZrYCWAEsCLZvHLTnDyYOnhXqSuQP9Yj82YFgRP8z4Png/VaNyHkEi6Lx2qTCqA0MCz7w7QNWE6lWelUp9n0JeCOYDZgPrIxVkGGkO+gJAGZWHcgL6hC0A57XlKqISDhoZC/5mgKTgtHYj8Ad5RyPiIhEiUb2IiIiIacT9EREREJOyV5ERCTklOxFRERCTsleREQk5JTsRaTE0qB2mNK0ZpZlR1gO9zCxfBitvkQkQpfeiUiJyro0rbufX5bHEzkeaGQvElJm9iczu7fQ8iAzG2BmvzKzeWa22MweLbRLnJmNsEiZ43fMLL9k7WgzuyF4fq6ZfWhmi4KStycedMwiy+EWE1+y/ad08uL826ia2a7g5+BCpXC/MrNRQbtKLoscISV7kfCaSFDvINAN2AQ0AzKJ3Je8TVBFjKD9uaDM8Tbg+sKdmdkJQZ+/cPc04BLgew5UXDncovwceDq4U2MGUPhWz7j774N1WcBW4FmVXBY5OprGFwkpd//EzE4xs58SqRb2LdCSSMnaT4LNahNJ8l8Ca9w9O2hfACQe1GULYL27zwv63wGHVL8rrhzuiiJC/Aj4jZk1Af7h7jkHbxAU3xlHpHLjAjPrh0ouixwxJXuRcHsFuAH4CZFR+WnAH939r4U3CmrZFy4rmkckkR6pIsvhFsXdx5vZXOBK4C0zu8vd/3XQZoOAde4+qlD/KrkscoQ0jS8SbhOBm4gk/FeIlKu91cxqA5hZ4/zyxaXwKdDIzM4N9j3RzA4eMBRXDvcQZnY68Lm7PwO8TlAit9D6q4l8VXB/oWaVXBY5ChrZi4SYuy8LTqL7yt3XA+uD770/CvLxLuAWIiP5w/X1o5l1J1KitAaR7+sPviSvuHK4RekG9DSzvURKKj9+0PpfEimX+3EQ61R3/71KLoscORXCERERCTlN44uIiIScpvFFJKbMrDPw54Oa17j7teURj8jxSNP4IiIiIadpfBERkZBTshcREQk5JXsREZGQU7IXEREJOSV7ERGRkPv/OiGhMmTenhgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "sns.countplot(x=customer_cat['vehicle_size'], hue=customer_cat['vehicle_class'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "984bf213-1ba2-4a0c-a306-19ed0eda62e4", + "metadata": {}, + "source": [ + "Despite their similar distributions, policy types are very similarly distributed across all vehicle sizes. The same is true for vehicle class, not supporting the assumption that vehicle size and class are redunduant.\n", + "\n", + "> The relation examples I checked to find clear redundancies, turn out to be not clear at all. To make a more sound decision if columns could be dropped, a more in depth analysis is nesseccary, such as chi-squared. " + ] + }, + { + "cell_type": "markdown", + "id": "8dd59dd8-6829-48ca-9bf7-53609ba18efb", + "metadata": {}, + "source": [ + "## 4. Plot time variable. Can you extract something from it?" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "2ab44f01-0295-4ef8-9c53-e35ae4a2135c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "customer_df['effective_to_date'] = customer_df['effective_to_date'].apply(pd.to_datetime, errors='coerce')\n", + "\n", + "plt.figure(figsize=(20,8))\n", + "todate_chart = sns.countplot(\n", + " data=customer_df,\n", + " x='effective_to_date',\n", + " palette='flare'\n", + ")\n", + "\n", + "todate_chart.set_xticklabels(todate_chart.get_xticklabels(), rotation=45, horizontalalignment='right')\n", + "\n", + "None\n" + ] + }, + { + "cell_type": "markdown", + "id": "4c0395ca-74db-4336-a400-c35aedf1c7de", + "metadata": {}, + "source": [ + "Didn't manage to get the dates in the right order" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "793e55b2-5451-4c53-b8af-a286a35f01a3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8e388c57-b347-4c43-bfb5-ef7c98130af0", + "metadata": {}, + "source": [ + "# Lab | Data cleaning and wrangling" + ] + }, + { + "cell_type": "markdown", + "id": "ef2fcbec-b8ce-47da-bb56-35e7ec73ba3a", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "156698de-69b5-4373-965a-5694627334dd", + "metadata": {}, + "source": [ + "### 1. We will start with removing outliers. So far, we have discussed different methods to remove outliers. Use the one you feel more comfortable with, define a function for that. Use the function to remove the outliers and apply it to the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "6dade7d9-5592-4c97-9908-4f999e9d424e", + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.stats as stats\n", + "from scipy.stats import norm\n", + "from scipy.special import inv_boxcox\n", + "from sklearn.preprocessing import OneHotEncoder, Normalizer, StandardScaler, LabelEncoder\n", + "import pickle\n" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "bfc948f9-2ed6-4f7c-aef9-8cc1a27f5ac6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in customer_df.select_dtypes(np.number):\n", + " plt.figure(figsize=(8,5))\n", + " sns.boxplot(customer_df[column])\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "cf71a478-5fb9-442b-910f-dfcb9b5d2163", + "metadata": {}, + "outputs": [], + "source": [ + "def replace_outliers(df, threshold=1.5, in_columns=[], skip_columns=[], median_repl=[]):\n", + " for column in in_columns:\n", + " if column not in skip_columns:\n", + " upper = np.percentile(df[column],75)\n", + " lower = np.percentile(df[column],25)\n", + " iqr = upper - lower\n", + " upper_limit = upper + (threshold * iqr)\n", + " lower_limit = lower - (threshold * iqr)\n", + " \n", + " if column not in median_repl:\n", + " df.loc[df[column] > upper_limit, column] = upper_limit\n", + " df.loc[df[column] < lower_limit, column] = lower_limit\n", + " else:\n", + " df.loc[df[column] > upper_limit, column] = df[column].median()\n", + " df.loc[df[column] < lower_limit, column] = df[column].median()\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "327fd89e-683e-4cf2-aba4-48de84737485", + "metadata": {}, + "outputs": [], + "source": [ + "num_columns = list(customer_df.select_dtypes(include=[np.number]).columns.values)\n", + "\n", + "customer_df = replace_outliers(customer_df, in_columns=num_columns, skip_columns=['income', 'months_since_last_claim', 'months_since_policy_inception', 'number_of_open_complaints'], median_repl=num_columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "4e989a8e-0b94-4dd2-8c1d-c6e47979aa99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in customer_df.select_dtypes(np.number):\n", + " plt.figure(figsize=(8,5))\n", + " sns.boxplot(customer_df[column])\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "caaf27bb-42cd-4b4b-9e02-38e0ba220e76", + "metadata": {}, + "source": [ + "### 2. Create a copy of the dataframe for the data wrangling." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "ebb96a56-f293-4db6-b037-139e87b08355", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df2 = customer_df.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "d914a59f-a3e3-41f1-a887-390e00382df4", + "metadata": {}, + "source": [ + "### 3. Normalize the continuous variables. You can use any one method you want." + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "5669218e-af6d-402c-a620-f36ecf711b8c", + "metadata": {}, + "outputs": [], + "source": [ + "df2_num = customer_df2.select_dtypes(include=[np.number])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "5d31de12-867d-4a4d-a4d7-8580c9c35ad1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " customer_lifetime_value income monthly_premium_auto \\\n", + "id \n", + "BU79786 -1.121421 0.612827 -0.821791 \n", + "QZ44356 0.240692 -1.239617 0.296267 \n", + "AI49188 2.149419 0.365710 0.922380 \n", + "WW63253 0.455969 -1.239617 0.832935 \n", + "HB64268 -1.105211 0.203390 -0.642902 \n", + "\n", + " months_since_last_claim months_since_policy_inception \\\n", + "id \n", + "BU79786 1.678099 -1.543287 \n", + "QZ44356 -0.208186 -0.217334 \n", + "AI49188 0.288205 -0.360680 \n", + "WW63253 0.288205 0.606907 \n", + "HB64268 -0.307465 -0.145661 \n", + "\n", + " number_of_open_complaints number_of_policies total_claim_amount \n", + "id \n", + "BU79786 -0.42225 -0.824187 -0.023907 \n", + "QZ44356 -0.42225 2.677963 -0.028112 \n", + "AI49188 -0.42225 -0.323880 0.858487 \n", + "WW63253 -0.42225 2.177656 0.680752 \n", + "HB64268 -0.42225 -0.824187 -1.222123 " + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stsc_transformer = StandardScaler() \n", + "stsc_transformer.fit(df2_num) \n", + "\n", + "with open('ss_transformer.pkl', 'wb') as file:\n", + " pickle.dump(stsc_transformer, file)\n", + "\n", + "with open('ss_transformer.pkl', 'rb') as file:\n", + " stsc_transformer = pickle.load(file)\n", + "\n", + "data_normalized = stsc_transformer.transform(df2_num)\n", + "\n", + "df2_numnorm = pd.DataFrame(data_normalized, index=df2_num.index, columns=df2_num.columns)\n", + "df2_numnorm.head()" + ] + }, + { + "cell_type": "markdown", + "id": "275ba0e0-8180-48f0-86e3-20f4423a5e4f", + "metadata": {}, + "source": [ + "### 4. Encode the categorical variables" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "60319db5-9ab6-45c4-9a0c-ef33af1722ab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "state ['Washington' 'Arizona' 'Nevada' 'California' 'Oregon'] \n", + "\n", + "response ['No' 'Yes'] \n", + "\n", + "coverage ['Basic' 'Extended' 'Premium'] \n", + "\n", + "education ['Bachelor' 'College' 'Master' 'High School or Below' 'Doctor'] \n", + "\n", + "employment_status ['Employed' 'Unemployed' 'Medical Leave' 'Disabled' 'Retired'] \n", + "\n", + "gender ['F' 'M'] \n", + "\n", + "location_code ['Suburban' 'Rural' 'Urban'] \n", + "\n", + "marital_status ['Married' 'Single' 'Divorced'] \n", + "\n", + "policy_type ['Corporate Auto' 'Personal Auto' 'Special Auto'] \n", + "\n", + "policy ['Corporate L3' 'Personal L3' 'Corporate L2' 'Personal L1' 'Special L2'\n", + " 'Corporate L1' 'Personal L2' 'Special L1' 'Special L3'] \n", + "\n", + "renew_offer_type ['Offer1' 'Offer3' 'Offer2' 'Offer4'] \n", + "\n", + "sales_channel ['Agent' 'Call Center' 'Web' 'Branch'] \n", + "\n", + "vehicle_class ['Two-Door Car' 'Four-Door Car' 'SUV' 'Luxury SUV' 'Sports Car'\n", + " 'Luxury Car'] \n", + "\n", + "vehicle_size ['Medsize' 'Small' 'Large'] \n", + "\n" + ] + } + ], + "source": [ + "df2_cat = customer_df2.select_dtypes(include=[np.object])\n", + "\n", + "for column in df2_cat:\n", + " print(column, df2_cat[column].unique(), '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "a6cec594-a540-4232-8d27-20e6b32afda0", + "metadata": {}, + "source": [ + "variables for OneHot encoding:\n", + "\n", + "- state\n", + "- respone\n", + "- gender\n", + "- marital status\n", + "- policy type\n", + "- policy\n", + "- renew offer type\n", + "- sales channel\n", + "- vehicle class" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "102540c1-39d3-42d4-bbaf-1bda3a6a3354", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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WW6325310000110001000000000001000100
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" + ], + "text/plain": [ + " state_California state_Nevada state_Oregon state_Washington \\\n", + "id \n", + "BU79786 0 0 0 1 \n", + "QZ44356 0 0 0 0 \n", + "AI49188 0 1 0 0 \n", + "WW63253 1 0 0 0 \n", + "HB64268 0 0 0 1 \n", + "\n", + " response_Yes gender_M marital_status_Married \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 1 \n", + "WW63253 0 1 1 \n", + "HB64268 0 1 0 \n", + "\n", + " marital_status_Single policy_type_Personal Auto \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 1 1 \n", + "AI49188 0 1 \n", + "WW63253 0 0 \n", + "HB64268 1 1 \n", + "\n", + " policy_type_Special Auto policy_Corporate L2 policy_Corporate L3 \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 1 0 \n", + "HB64268 0 0 0 \n", + "\n", + " policy_Personal L1 policy_Personal L2 policy_Personal L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 1 \n", + "AI49188 0 0 1 \n", + "WW63253 0 0 0 \n", + "HB64268 1 0 0 \n", + "\n", + " policy_Special L1 policy_Special L2 policy_Special L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 0 0 \n", + "HB64268 0 0 0 \n", + "\n", + " renew_offer_type_Offer2 renew_offer_type_Offer3 \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 1 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " renew_offer_type_Offer4 sales_channel_Branch \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " sales_channel_Call Center sales_channel_Web \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Luxury Car vehicle_class_Luxury SUV \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_SUV vehicle_class_Sports Car \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Two-Door Car \n", + "id \n", + "BU79786 1 \n", + "QZ44356 0 \n", + "AI49188 1 \n", + "WW63253 0 \n", + "HB64268 0 " + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# OneHot encoding\n", + "\n", + "df2_onehot = df2_cat.drop(['coverage','education', 'employment_status', 'location_code', 'vehicle_size'], axis=1)\n", + "df2_onehot = pd.get_dummies(df2_onehot, drop_first=True)\n", + "\n", + "df2_onehot.head()" + ] + }, + { + "cell_type": "markdown", + "id": "cfb86e07-b95a-4370-9610-542f5aa6d8d3", + "metadata": {}, + "source": [ + "variables for ordinal encoding:\n", + "\n", + "- coverage\n", + "- education\n", + "- employment status\n", + "- location code\n", + "- vehicle size" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "0683f2c5-604b-4b87-a835-9d3b9786f91a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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coverageeducationemployment_statuslocation_codevehicle_size
id
BU7978613422
QZ4435623122
AI4918833422
WW6325313122
HB6426813412
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" + ], + "text/plain": [ + " coverage education employment_status location_code vehicle_size\n", + "id \n", + "BU79786 1 3 4 2 2\n", + "QZ44356 2 3 1 2 2\n", + "AI49188 3 3 4 2 2\n", + "WW63253 1 3 1 2 2\n", + "HB64268 1 3 4 1 2" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ordinal encoding\n", + "\n", + "df2_ord = df2_cat.drop(['state', 'response', 'gender', 'marital_status', 'policy_type', 'policy', 'renew_offer_type', 'sales_channel', 'vehicle_class'], axis=1)\n", + "\n", + "df2_ord['coverage'] = df2_ord['coverage'].map({'Basic' : 1, 'Extended' : 2, 'Premium' : 3})\n", + "df2_ord['education'] = df2_ord['education'].map({'High School or Below' : 1, 'College' : 2, 'Bachelor' : 3, 'Master' : 4, 'Doctor' : 5})\n", + "df2_ord['employment_status'] = df2_ord['employment_status'].map({'Unemployed' : 1, 'Medical Leave' : 2, 'Disabled' : 3, 'Employed' : 4, 'Retired' : 5})\n", + "df2_ord['location_code'] = df2_ord['location_code'].map({'Rural' : 1, 'Suburban' : 2, 'Urban' : 3})\n", + "df2_ord['vehicle_size'] = df2_ord['vehicle_size'].map({'Small': 1, 'Medsize': 2, 'Large': 3})\n", + "\n", + "df2_ord.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "badc9bfe-d340-4494-a456-622858470061", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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state_Californiastate_Nevadastate_Oregonstate_Washingtonresponse_Yesgender_Mmarital_status_Marriedmarital_status_Singlepolicy_type_Personal Autopolicy_type_Special Autopolicy_Corporate L2policy_Corporate L3policy_Personal L1policy_Personal L2policy_Personal L3policy_Special L1policy_Special L2policy_Special L3renew_offer_type_Offer2renew_offer_type_Offer3renew_offer_type_Offer4sales_channel_Branchsales_channel_Call Centersales_channel_Webvehicle_class_Luxury Carvehicle_class_Luxury SUVvehicle_class_SUVvehicle_class_Sports Carvehicle_class_Two-Door Carcoverageeducationemployment_statuslocation_codevehicle_size
id
BU797860001001000010000000000000000113422
QZ443560000000110000010000100000000023122
AI491880100001010000010000000000000133422
WW632531000011000100000000000100010013122
HB642680001010110001000000000000000013412
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" + ], + "text/plain": [ + " state_California state_Nevada state_Oregon state_Washington \\\n", + "id \n", + "BU79786 0 0 0 1 \n", + "QZ44356 0 0 0 0 \n", + "AI49188 0 1 0 0 \n", + "WW63253 1 0 0 0 \n", + "HB64268 0 0 0 1 \n", + "\n", + " response_Yes gender_M marital_status_Married \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 1 \n", + "WW63253 0 1 1 \n", + "HB64268 0 1 0 \n", + "\n", + " marital_status_Single policy_type_Personal Auto \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 1 1 \n", + "AI49188 0 1 \n", + "WW63253 0 0 \n", + "HB64268 1 1 \n", + "\n", + " policy_type_Special Auto policy_Corporate L2 policy_Corporate L3 \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 1 0 \n", + "HB64268 0 0 0 \n", + "\n", + " policy_Personal L1 policy_Personal L2 policy_Personal L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 1 \n", + "AI49188 0 0 1 \n", + "WW63253 0 0 0 \n", + "HB64268 1 0 0 \n", + "\n", + " policy_Special L1 policy_Special L2 policy_Special L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 0 0 \n", + "HB64268 0 0 0 \n", + "\n", + " renew_offer_type_Offer2 renew_offer_type_Offer3 \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 1 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " renew_offer_type_Offer4 sales_channel_Branch \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " sales_channel_Call Center sales_channel_Web \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Luxury Car vehicle_class_Luxury SUV \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_SUV vehicle_class_Sports Car \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Two-Door Car coverage education employment_status \\\n", + "id \n", + "BU79786 1 1 3 4 \n", + "QZ44356 0 2 3 1 \n", + "AI49188 1 3 3 4 \n", + "WW63253 0 1 3 1 \n", + "HB64268 0 1 3 4 \n", + "\n", + " location_code vehicle_size \n", + "id \n", + "BU79786 2 2 \n", + "QZ44356 2 2 \n", + "AI49188 2 2 \n", + "WW63253 2 2 \n", + "HB64268 1 2 " + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2_encoded = pd.concat([df2_onehot, df2_ord], axis=1)\n", + "\n", + "df2_encoded.head()" + ] + }, + { + "cell_type": "markdown", + "id": "654bf0fd-5f72-40c9-aa4d-12c5c7c31163", + "metadata": {}, + "source": [ + "### 5. The time variable can be useful. Try to transform its data into a useful one. Hint: Day week and month as integers might be useful." + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "7072638e-d7ab-4172-8b3e-ceffafa7e510", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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effective_to_date
id
BU797862011-02-24
QZ443562011-01-31
AI491882011-02-19
WW632532011-01-20
HB642682011-02-03
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" + ], + "text/plain": [ + " effective_to_date\n", + "id \n", + "BU79786 2011-02-24\n", + "QZ44356 2011-01-31\n", + "AI49188 2011-02-19\n", + "WW63253 2011-01-20\n", + "HB64268 2011-02-03" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2_etd = customer_df2.select_dtypes(include=['datetime'])\n", + "\n", + "df2_etd.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "68abddbc-2c83-42db-bc23-10b8f81043ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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etd_dayetd_weeketd_month
id
BU797862482
QZ443563151
AI491881972
WW632532031
HB64268352
\n", + "
" + ], + "text/plain": [ + " etd_day etd_week etd_month\n", + "id \n", + "BU79786 24 8 2\n", + "QZ44356 31 5 1\n", + "AI49188 19 7 2\n", + "WW63253 20 3 1\n", + "HB64268 3 5 2" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2_etd['etd_day'] = df2_etd['effective_to_date'].dt.day\n", + "df2_etd['etd_week'] = df2_etd['effective_to_date'].dt.week\n", + "df2_etd['etd_month'] = df2_etd['effective_to_date'].dt.month\n", + "\n", + "df2_etd = df2_etd.drop(['effective_to_date'], axis=1)\n", + "\n", + "df2_etd.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4d611781-f077-4a5b-8d4f-09759b25c318", + "metadata": {}, + "source": [ + "### 6. Since the model will only accept numerical data, check and make sure that every column is numerical, if some are not, change it using encoding." + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "62c14c2e-4bf6-4a10-b976-a64ed1f5f5b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 9134 entries, BU79786 to Y167826\n", + "Data columns (total 45 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customer_lifetime_value 9134 non-null float64\n", + " 1 income 9134 non-null float64\n", + " 2 monthly_premium_auto 9134 non-null float64\n", + " 3 months_since_last_claim 9134 non-null float64\n", + " 4 months_since_policy_inception 9134 non-null float64\n", + " 5 number_of_open_complaints 9134 non-null float64\n", + " 6 number_of_policies 9134 non-null float64\n", + " 7 total_claim_amount 9134 non-null float64\n", + " 8 state_California 9134 non-null uint8 \n", + " 9 state_Nevada 9134 non-null uint8 \n", + " 10 state_Oregon 9134 non-null uint8 \n", + " 11 state_Washington 9134 non-null uint8 \n", + " 12 response_Yes 9134 non-null uint8 \n", + " 13 gender_M 9134 non-null uint8 \n", + " 14 marital_status_Married 9134 non-null uint8 \n", + " 15 marital_status_Single 9134 non-null uint8 \n", + " 16 policy_type_Personal Auto 9134 non-null uint8 \n", + " 17 policy_type_Special Auto 9134 non-null uint8 \n", + " 18 policy_Corporate L2 9134 non-null uint8 \n", + " 19 policy_Corporate L3 9134 non-null uint8 \n", + " 20 policy_Personal L1 9134 non-null uint8 \n", + " 21 policy_Personal L2 9134 non-null uint8 \n", + " 22 policy_Personal L3 9134 non-null uint8 \n", + " 23 policy_Special L1 9134 non-null uint8 \n", + " 24 policy_Special L2 9134 non-null uint8 \n", + " 25 policy_Special L3 9134 non-null uint8 \n", + " 26 renew_offer_type_Offer2 9134 non-null uint8 \n", + " 27 renew_offer_type_Offer3 9134 non-null uint8 \n", + " 28 renew_offer_type_Offer4 9134 non-null uint8 \n", + " 29 sales_channel_Branch 9134 non-null uint8 \n", + " 30 sales_channel_Call Center 9134 non-null uint8 \n", + " 31 sales_channel_Web 9134 non-null uint8 \n", + " 32 vehicle_class_Luxury Car 9134 non-null uint8 \n", + " 33 vehicle_class_Luxury SUV 9134 non-null uint8 \n", + " 34 vehicle_class_SUV 9134 non-null uint8 \n", + " 35 vehicle_class_Sports Car 9134 non-null uint8 \n", + " 36 vehicle_class_Two-Door Car 9134 non-null uint8 \n", + " 37 coverage 9134 non-null int64 \n", + " 38 education 9134 non-null int64 \n", + " 39 employment_status 9134 non-null int64 \n", + " 40 location_code 9134 non-null int64 \n", + " 41 vehicle_size 9134 non-null int64 \n", + " 42 etd_day 9134 non-null int64 \n", + " 43 etd_week 9134 non-null int64 \n", + " 44 etd_month 9134 non-null int64 \n", + "dtypes: float64(8), int64(8), uint8(29)\n", + "memory usage: 1.7+ MB\n" + ] + } + ], + "source": [ + "customer_df3 = pd.concat([df2_numnorm, df2_encoded, df2_etd], axis=1)\n", + "\n", + "customer_df3.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba8f7167-c547-4450-b4ae-7914596beba2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "f887dab9-c3b8-4ac1-913a-ea34a7bf7423", + "metadata": {}, + "source": [ + "# Lab | Comparing regression models" + ] + }, + { + "cell_type": "markdown", + "id": "7f95d1aa-fb0e-40cb-acac-8d6147043f26", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "5219bb93-4f41-48b7-ab30-66ea8280a460", + "metadata": {}, + "source": [ + "### 1. In this final lab, we will model our data. Import sklearn train_test_split and separate the data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "5e434550-4bb4-4ee4-a43e-c64d5c255a99", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "from sklearn.neural_network import MLPRegressor\n", + "from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n", + "from sklearn.model_selection import train_test_split\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "5d1088d1-ae1a-4230-bf48-c7953f015b28", + "metadata": {}, + "outputs": [], + "source": [ + "X = customer_df3.drop(['total_claim_amount'], axis=1)\n", + "y = customer_df3['total_claim_amount']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=8)" + ] + }, + { + "cell_type": "markdown", + "id": "8527c42f-1852-4cec-8b11-f324b5bea4ee", + "metadata": {}, + "source": [ + "### 2. Try a simple linear regression with all the data to see whether we are getting good results." + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "7909571d-ed2b-4c21-9638-974d6d9d95df", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R2 score: 0.448 \n", + " RMSE: 0.743 \n", + " MSE: 0.552 \n", + " MAE: 0.581\n" + ] + } + ], + "source": [ + "lr0 = LinearRegression()\n", + "model = lr0.fit(X,y)\n", + "\n", + "predictions = lr0.predict(X)\n", + "\n", + "r2 = round(lr0.score(X,y),3)\n", + "rmse = round(mean_squared_error(y, predictions, squared=False), 3)\n", + "mse = round(mean_squared_error(y, predictions, squared=True), 3)\n", + "mae = round(mean_absolute_error(y, predictions), 3)\n", + "\n", + "print('R2 score:', r2, '\\n', 'RMSE:', rmse, '\\n', 'MSE:', mse, '\\n', 'MAE:', mae)" + ] + }, + { + "cell_type": "markdown", + "id": "1cdd774c-2043-481a-922a-3c4b3f945052", + "metadata": {}, + "source": [ + "### 3. Great! Now define a function that takes a list of models and train (and tests) them so we can try a lot of them without repeating code." + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "d5624b73-f718-4183-abe0-c419e3c9a277", + "metadata": {}, + "outputs": [], + "source": [ + "# function inputs: df=dataframe, target=target column, models=list of models from 'LR', 'KNN', MLPR , testsize=test set size, random_no=random state, k = k value for KNN model\n", + "\n", + "def regression_models(df, target, models, testsize, random_no, k=5):\n", + " # x-y-split\n", + " X = df.drop([target], axis=1)\n", + " y = df[target]\n", + " \n", + " # train-test-split\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=testsize, random_state=random_no)\n", + " \n", + " # lists for model acurracy measures\n", + " model_names = []\n", + " list_r2 = []\n", + " list_r2adj = []\n", + " list_rmse = []\n", + " list_mse = []\n", + " list_mae = []\n", + " \n", + " # model execution\n", + " for m in models:\n", + " if m == 'lr':\n", + " model = LinearRegression()\n", + " model_names.append('Linear Regression')\n", + " elif m == 'knn':\n", + " model = KNeighborsRegressor(n_neighbors=k)\n", + " model_names.append('KNN')\n", + " elif m == 'mlpr':\n", + " model = MLPRegressor()\n", + " model_names.append('MLP Regressor')\n", + " \n", + " model.fit(X_train, y_train)\n", + " predictions = model.predict(X_test)\n", + " \n", + " # model evaluation\n", + " r2 = round(r2_score(y_test, predictions), 3)\n", + " r2adj = round(1 - (1-r2)*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1), 3)\n", + " rmse = round(mean_squared_error(y_test, predictions, squared=False), 3)\n", + " mse = round(mean_squared_error(y_test, predictions, squared=True), 3)\n", + " mae = round(mean_absolute_error(y_test, predictions), 3)\n", + " \n", + " list_r2.append(r2)\n", + " list_r2adj.append(r2adj)\n", + " list_rmse.append(rmse)\n", + " list_mse.append(mse)\n", + " list_mae.append(mae)\n", + " \n", + " # df for model comparison\n", + " data_results = {'Model': model_names, 'R2': list_r2, 'R2 Adj.': list_r2adj, 'RMSE': list_rmse, 'MSE': list_mse, 'MAE': list_mae}\n", + " model_comparison = pd.DataFrame(data=data_results)\n", + " \n", + " return model_comparison.style.hide_index()" + ] + }, + { + "cell_type": "markdown", + "id": "248b2c22-4b25-426c-bffa-86d1e2c7c095", + "metadata": {}, + "source": [ + "### 4. Use the function to check LinearRegressor and KNeighborsRegressor." + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "d41a0910-bac6-4837-801d-21238b9c9626", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# comparing LR, KNN and MLPR model\n", + "\n", + "results = regression_models(df=customer_df3, target='total_claim_amount', models=['lr', 'knn', 'mlpr'], testsize=0.2, random_no=8)\n", + "results" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "a0111e57-f3f7-4cd7-b9c5-5b82d6defc9f", + "metadata": {}, + "outputs": [], + "source": [ + "# comparing the accuracy of KNN models with different k values\n", + "\n", + "# function inputs: df=dataframe, target=target column, models=list of models from 'LR', 'KNN', MLPR , testsize=test set size, random_no=random state, k = range funtion for k values\n", + "def knn_multiple(df, target, testsize, random_no, k_range):\n", + " \n", + " # x-y-split\n", + " X = df.drop([target], axis=1)\n", + " y = df[target]\n", + " \n", + " # train-test-split\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=testsize, random_state=random_no)\n", + " \n", + " knn_r2 = []\n", + " k_list = []\n", + "\n", + " for k in k_range:\n", + " model = KNeighborsRegressor(n_neighbors=k)\n", + " model.fit(X_train, y_train)\n", + " predictions = model.predict(X_test)\n", + " knn_r2.append(model.score(X_test, y_test))\n", + " k_list.append(k)\n", + " \n", + " # plot k value vs. r2\n", + " plt.figure(figsize=(10,6))\n", + " plt.plot(k_range,knn_r2,color = 'blue', linestyle='dashed', marker='o', markerfacecolor='red', markersize=10)\n", + " plt.title('accuracy scores vs. k value')\n", + " plt.xlabel('K')\n", + " plt.ylabel('R2')\n", + " \n", + " # df for model comparison\n", + " knn_results = {'KNN with k value': k_list, 'R2': knn_r2}\n", + " knn_comparison = pd.DataFrame(data=knn_results)\n", + " \n", + " return knn_comparison.style.hide_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "61fe5b41-1aa6-4c5d-bc98-389154ce5fd3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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iRdF+8FubOeh+5w1qwy1YAI88sjp4zZlT/AH5058W7e99L/zqV8V/h8OHF+HrrW+Fr361aJ8/v+jpHdBBrupVc84ioi/wKPDPwFPAfcBxmfnwGudtDvwC2AQYl5lNETEK+DFwALA9cBfw+szs8DeQ4Uy9zbJlsP1WS7lvWe9YzaieY9myoodt+nT40r8tZdqStf83euCgmZx42gC23rqY09j6vbGx2Itu1aril2+t/lHRG+bUVes1rloFTz/96p6vv/61mOPYpw+ceipcc01xbt++sPPO8IY3wG23Ff89PPRQsaBll102rMe/FldrkplV+QIOBO5sc/t84Px2zvsWcDjwW6CxvXOBO4EDO3u+N7/5zSn1Fn/7W+Z222VuwrL8LBdnFh0Y7X6d13BJnnPWsrJLVi/VJ1ZmC307/W90Of2yb6zMgQNf2zxtWvE411yT2b9/5utel7n33pnveEfmUUdlPvlk0f7AA5kTJ2b+9KeZv/995qxZmc88k7lyZfVf4+23Zw4ZsDjPb7g457BrttA357Brnt9wcQ4ZsDhvv736NVTbxr7GFSsyn3gi89e/zpwwIfPcczOff75o+/KXX/2ZNzRk7rFH5sKFRXtTU+Ydd2Q+9ljm8uXVfX3nNVySc9g1l9Mv57BrntdwSdU+Q6ApO8pQHTVs7BfwQYqhzNbbJwJXrHHO/sCkys9tw9kVwEfanHcN8MF2nuM0oAloGj58eNe/c1INee65zClTip9Xrco855zM668v/kG5l9Ht/tK7l9E5ZMDinDOn3NrVe227+Ss5h107DWdz2DWHDV6SmZnLlhV/fMycmfnb32a+/HLxOH/8Y+bnPpd5yimZH/hA5sEHZ+61V+ZTTxXtF13U/sP//e9F+/jxmfvvn3nooZn/8i+ZZ56Z+R//sfqX/ezZmVOnZj76aBEa1jXUzZlT//8PrutrnD27eP9uvz3z8ssz580r7n/zzUXganu3TTfNvP/+or2pqQhsv/51EeBWrCjvdZ5z1rIcNnhJ9u2zMocNXpLnnLWsap9dZ+GstGtrRkQfYDxw8oY+RmZeBVwFxbBm11Qm1Zb58+HSS4uLbUfAM88UlxsaP75o32abgYz94F2drmasl2EV9TzHf2Tt1w6d2FBcOxSKYanXva74auuAA4qvjpx7bjHB+/nni68XXii+b7110b711sVjPv98sUL5+eeL7WC+/OWi/eKL4fvfX/14EcV2IfPmFbe/+c1iqLbtkOsOO8Bv71z79V9PbZnAlZdt3HyllSuL4b+2EadPn9XXb128+LXtm2xS7DmYWczbWjNVDRy4esj4ySdf277VVsVrvfySZk5d3vlrPOmVCey359k0s/o1brddMQds1Kji82mdjL/bbsVn0brau3U/vbKNHAnjr+jP+Ctaj5Q4FaSj1LaxX6xlWBPYAlgI/LXytQz4G9DYzrkOa6rX+etfM08+ObNfv+Lr5JOLv+7b091/8UnrqpZ7ltr2jv3lL5m/+EXmdddlfutbRa/aF7+4un3cuMwRIzI333x1+bvvvu49g4P6LslBgzIHDszcbLOi5+iww1Y//hvekNm3b2afPpkRxV3Hjl3dvu22r33oE05Y3b7ZZq9tP/30om3FivZL++xni/Z//KP99i9/uWgfOmjdXuOW/ZfkD36Qec89mc8+W/Twq2N00nNWzQUB/SgWBBwCPE2xIOD4zJzVwfm/BT6bxYKAvYAbWb0g4G5g93RBgHqB1m0sHnmk+Gvy4x+Hz37WXdrVc9XbXnXLlxc9c0uXwm4j123F9GbRzKc+3Yc+fVYvbNhtNzjttOKcSy8tHrO1rU+fYtL7cccV7ePHF1d3aNu+115wxBFF+7e/XayQbW2PgH33hXe/e/VVPdq2RcAb3wijRxev54YbXtu+337FY6zrqvCu3ges3pW5lcb7KCb89wWuzcyvRsSFFGlxyhrn/pZKOKvc/iLwcWAF8OnMvKOz5zKcqSfLhN/8Bv7rv2DzzYtNEwEWLSpuSz1dve5VV9YeWd2pN7zGMnQWzqoacTPz9sx8fWaOzMyvVo59ac1gVjn+ztZgVrn91cr99lhbMJN6qlWr4Gc/K/56PeSQYkn4QQcVYQ0MZqofrfN5nn1pACtW9uHZlwYw/oqeHcygMqeu4fROz2k7p64n6g2vsdbY/yiV6LLLit36FywoLqn0xBPFxNla3ctJ0quNO7c/VzecyVRGt9s+ldFMbDiDs87puRvs9obXWGsMZ1I3WroUrrgC7r67uH3iifCjH8Gjj8Lpp2/8hcIlda+RI+G6WwYydsBdnN9wCXPZlRb6MZddOb/hEsYOuKvHr5juDa+x1hjOpG7w4ovwta8V17E8++zVc8q23ba4mHi/0ja1kbSxxoyBaTMG0nza2Rw0eCab9WnmoMEzaT7tbKbN6FmLHTrSG15jLfHC51KVXXYZXHABvPwyHHYYfOEL8Pa3l12VJKlMpS0IkHqrJ54ori8IxVDlYYfB/fcXWwoYzCRJnTGcSV3ooYfgIx+B3XeH664rjp1xBvzkJ/CmN5VbmySpZzCcSV1g6lQYOxb22afYGuNf/xUOP7zsqiRJPZHTkKWNlAmf+hQ8/ngxt2zcuOK6e5IkbQjDmbSeVq6En/4U/vu/i1WX22xTbIex/fYwaFDZ1UmSejqHNaV1tHw5XHstjBoFH/oQPPMMzJtXtL3+9QYzSVLXsOdMWgcvvwx77w1PPllM7L/5Zjj6aOjr1UokSV3McCZ14IUXiouRH3MMDB4MJ50Eb3sbvOc9Xl5JklQ9hjNpDX/7G4wfD9/7XnG5paeegu22g4suKrsySVJv4Jwz1b25c+GcM5sZNngpffusYtjgpZxzZjNz5776vL/9DU47DXbZpdjVf+xYeOCBIphJktRdDGeqa3fcAaP3XcJmEy/n3kV705ybcO+ivdls4uWM3ncJd9yxeid/KDaL/fjH4bHHihWY++xTXu2SpN7Ja2uqbs2dWwSzKa8cyoFMe037VEbz3r53sddbBjJ1anFsyRIYOLCbC5Uk9TpeW1O90hWXNvOJlu+0G8wADmQap62cQEM2s3JlccxgJkkqm+FMdevGG1ZxSst3Oz3nDCbw6OyVbokhSaoZhjPVrYWL+zOCeZ2eM5z5LFy8aTdVJEnS2hnOVLeGDGpmHiM6PWc+wxkyaFmn50iS1J0MZ6pbx3+kD9c0nN7pORMbzuD4Ex3TlCTVDsOZ6ta4c/tzdcOZTGV0u+1TGc3EhjM465z+3VyZJEkdM5ypbo0cCWOPHcgh3MXn+l7CXHalhX7MZVfOb7iEsQPu4rpbBjJyZNmVSpK0mpdvUt36y1+KjWQP/ueBtOx+NgfdcCYLF2/KkEHLOP7Evkw7p7/BTJJUcwxnqls77QSf/jSccw4MG9afy65sbRlQYlWSJHXOcKa6lFlsKPv1r5ddiSRJ68c5Z6o7s2fDfvvBzJllVyJJ0voznKmurFgBJ58MTz8N225bdjWSJK0/hzVVVy69FP70J/jxj2HYsLKrkSRp/dlzproxaxZ86Utw9NHwL/9SdjWSJG0Yw5nqxn//N2y+OXznOxBRdjWSJG0Yw5nqxpVXwv/7fw5nSpJ6NsOZery5c2HBAujbF/bcs+xqJEnaOFUNZxFxWEQ8EhFzIuK8dtpPj4iZEfFgRNwTEaMqxxsi4oeVttkRcX4161TPtWIFHHssvOMdsGpV2dVIkrTxqrZaMyL6AlcC/ww8BdwXEVMy8+E2p92Ymd+tnD8WGA8cBnwI6J+Z+0TEAODhiPhxZv61WvWqZ7rkEmhqgp/8BPrYDyxJqgPV/HV2ADAnMx/PzOXATcCRbU/IzJfb3BwIZGsTMDAi+gGbAcuBtudKPPQQXHABfPCD8OEPl12NJEldo5r7nO0APNnm9lPAW9c8KSLOAj4DbAK8u3L4Foog9wzFhRDPycwXqlirepgVK+BjH4MttihWZ0qSVC9KHwjKzCszcyTweeDfK4cPAFYC2wO7AOdGxK5r3jciTouIpohoWrBgQbfVrPItWQLDhxfBbOjQsquRJKnrVLPn7Glgpza3d6wc68hNwITKz8cDv8zMFuC5iPgD0Ag83vYOmXkVcBVAY2Njol5jiy3gllvcz0ySVH+q2XN2H7B7ROwSEZsAxwJT2p4QEbu3uXk48Fjl5/lUhjgjYiAwGvhLFWtVD9HSAqefDo8+ajCTJNWnqoWzzFwBjAPuBGYDN2fmrIi4sLIyE2BcRMyKiAcp5p2dVDl+JTAoImZRhLzvZ+aMatWqnuPii+F734OZM8uuRJKk6ojM+hgNbGxszKamprLLUBXNnAlvfnNx7cybbiq7GkmSNlxETM/MxvbaSl8QIK2LlhY4+WTYaiu44oqyq5EkqXqquSBA6jITJsD998OkSTBkSNnVSJJUPYYz9Qinnlqs0Dz66LIrkSSpugxnqmktLcXXgAFw0klrP1+SpJ7OOWeqaV//Ouy3H/zjH2VXIklS9zCcqWbNmAEXXVSs0Nxqq7KrkSSpexjOVJPars787/8uuxpJkrqPc85Uk/7rv+CBB2DyZFdnSpJ6F3vOVHNWroS774bjjoOjjiq7GkmSupc9Z6o5ffvC//4vLF1adiWSJHU/e85UUyZNgueeKwLaoEFlVyNJUvcznKlmPPggHHssfOlLZVciSVJ5DGeqCcuXF6szt9kGvvrVsquRJKk8zjlTTfja1+DPf4af/awIaJIk9Vb2nKl0Dz5Y9JadcAIceWTZ1UiSVC7DmUq3/fbwsY/B5ZeXXYkkSeVzWFOl23ZbuOqqsquQJKk22HOm0jz4ILzznTBvXtmVSJJUO+w5UymWL4eTTir2NNt887KrkSSpdhjOVIqvfhVmzIApU2DrrcuuRpKk2uGwprrdAw8UW2eceCIccUTZ1UiSVFsMZ+p2F10EQ4fCt79ddiWSJNUehzXV7W64AebMga22KrsSSZJqjz1n6jZPPAGvvAIDBsC++5ZdjSRJtclwpm6xfHmx+//73ld2JZIk1TaHNdUtLroIZs6E224ruxJJkmqbPWequqYm+K//go9+FN7//rKrkSSpthnOVFXNzXDyyTBsGHzrW2VXI0lS7TOcqapeeAG22KK4dqarMyVJWjvnnKmqXvc6uOceiCi7EkmSegZ7zlQVzc3w2c8W1840mEmStO4MZ6qKCy+ESy+F6dPLrkSSpJ7FcKYud9998I1vwMc+BmPGlF2NJEk9i+FMXWrZsmJ15nbbwfjxZVcjSVLPU9VwFhGHRcQjETEnIs5rp/30iJgZEQ9GxD0RMapN274RMTUiZlXO2bSataprfOMb8PDDcPXVsOWWZVcjSVLPU7XVmhHRF7gS+GfgKeC+iJiSmQ+3Oe3GzPxu5fyxwHjgsIjoB9wAnJiZf46IbYCWatWqrnPGGUWvmcOZkiRtmGr2nB0AzMnMxzNzOXATcGTbEzLz5TY3BwJZ+fk9wIzM/HPlvOczc2UVa9VGWr4cVq6EbbeFT36y7GokSeq5qhnOdgCebHP7qcqxV4mIsyJiLnAx8KnK4dcDGRF3RsT9EfG5KtapLvCf/wkHH1zMOZMkSRuu9AUBmXllZo4EPg/8e+VwP+BtwAmV70dFxCFr3jciTouIpohoWrBgQbfVrFf705/g4ovhDW+ATZ0ZKEnSRqlmOHsa2KnN7R0rxzpyE/CBys9PAb/PzIWZ+QpwO7D/mnfIzKsyszEzG4cOHdo1VWu9tK7O3H57V2dKktQVqhnO7gN2j4hdImIT4FhgStsTImL3NjcPBx6r/HwnsE9EDKgsDngH0HYhgWrEBRfA7NkwcWJxDU1JkrRxqrZaMzNXRMQ4iqDVF7g2M2dFxIVAU2ZOAcZFxKEUKzH/AZxUue8/ImI8RcBL4PbM/EW1atWGWbYMbr0VTjkF3vvesquRJKk+RGau/aweoLGxMZuamsouo9d55ZVilebmm5ddiSRJPUdETM/MxvbaSl8QoJ7p5z8vgtmAAQYzSZK6kuFM623aNDjySPjKV8quRJKk+mM403pZtqy4oPkOO8B5r7kglyRJ2lhVWxCg+vSlL8Ff/gJ33gmDB5ddjSRJ9ceeM62zadPg0kvhE5+A97yn7GokSapPhjOts222gWOOgW9+s+xKJEmqXw5rap3tvjvcfHPZVUiSVN/sOdNaTZ0KH/4wPP982ZVIklT/7DlTp5YuLa6d2dwMm2xSdjWSJNU/w5k69R//AY8+Cnfd5WazkiR1B4c11aF774Xx4+H00+GQQ8quRpKk3sFwpg597nMwfDhcfHHZlUiS1Hs4rCnmzoUrLm3mxhtWsXBxf4YMaub4j/Rh/Pj+NDQ4nClJUney56yXu+MOGL3vEjabeDn3Ltqb5tyEexftzaYTL+fwdy3h2WfLrlCSpN4lMrPsGrpEY2NjNjU1lV1GjzJ3bhHMprxyKAcy7TXtUxnN2AF3MW3GQEaOLKFASZLqVERMz8zG9trsOevFrri0mU+0fKfdYAZwINM4tWUCV17W3M2VSZLUexnOerEbb1jFKS3f7fScU1smcOP1K7upIkmSZDjrxRYu7s8I5nV6znDms3Dxpt1UkSRJMpz1YkMGNTOPEZ2eM5/hDBm0rJsqkiRJhrNe7PiP9OGahtM7PWdiwxkcf2LfbqpIkiQZznqxcef25+qGM5nK6HbbpzKaiQ1ncNY5/bu5MkmSei/DWS82ciRcd8tAxg64i89yCXPZlRb6MZddOb/hEsYOuIvrbnEbDUmSupPhrJcbMwbOu3Agl3M2owfOZLM+zRw0eCbNp53NtBkDGTOm7AolSepdvHyT+MMfYNsd+jN/PvTpAzCg7JIkSeq17Dnr5ZYsgV/+Eo46qjWYSZKkMvnruJf75S9h6VI4+uiyK5EkSWA46/X23BM+/3l4+9vLrkSSJIFzznq9UaPg618vuwpJktTKnrNe7KGH4He/g5VeOlOSpJphOOvFvvUtGDsWVqwouxJJktTKcNZLrVgBt94K738/9PcCAJIk1QzDWS91zz2wcKGrNCVJqjWGs15q0iTYdFM47LCyK5EkSW0Zznqp3/2uCGYDB5ZdiSRJaquq4SwiDouIRyJiTkSc10776RExMyIejIh7ImLUGu3DI2JxRHy2mnX2RtOnw3e/W3YVkiRpTVULZxHRF7gSGAOMAo5bM3wBN2bmPpm5H3AxMH6N9vHAHdWqsTdraIBhw8quQpIkramaPWcHAHMy8/HMXA7cBBzZ9oTMfLnNzYFAtt6IiA8ATwCzqlhjr5MJ73kPXHtt2ZVIkqT2VDOc7QA82eb2U5VjrxIRZ0XEXIqes09Vjg0CPg98uYr19UozZ8Kvf+3eZpIk1arSFwRk5pWZOZIijP175fAFwGWZubiz+0bEaRHRFBFNCxYsqHKl9WHyZIiAI49c+7mSJKn7VfPamk8DO7W5vWPlWEduAiZUfn4r8MGIuBjYElgVEcsy84q2d8jMq4CrABobGxOt1eTJ8La3Od9MkqRaVc1wdh+we0TsQhHKjgWOb3tCROyemY9Vbh4OPAaQmW9vc84FwOI1g5nW32OPFcOal11WdiWSJKkjaw1nETEYGJqZc9c4vm9mzujofpm5IiLGAXcCfYFrM3NWRFwINGXmFGBcRBwKtAD/AE7aiNeitVi5Eo47Do46quxKJElSRyKz49HAiPgw8C3gOaABODkz76u03Z+Z+3dHkeuisbExm5qayi5DkiRprSJiemY2tte2tgUBXwDeXNmH7GPA9RHR2u8SXVeiqu2FF+DRR8uuQpIkrc3awlnfzHwGIDP/BLwL+PeI+BRt9iRT7fvRj2CPPWDu3LWfK0mSyrO2cLYoIka23qgEtXdSbCa7VxXrUhebPBlGjYKRI9d+riRJKs/awtkZa56TmYuAw4CPV6soda0FC+D3v4djjim7EkmStDadrtbMzD930LSyCrWoSqZMgVWr4Oijy65EkiStTac9ZxExOCLOj4grIuI9UTgbeBz4cPeUqI31s5/BLrvAG99YdiWSJGlt1rbP2fUU+49NBU6lWL0ZwAcy88Hqlqaucv318PjjxWWbJElSbVtbONs1M/cBiIiJwDPA8MxcVvXK1GW23BL2r5kd6SRJUmfWtiCgpfWHzFwJPGUw61n+8z/h+98vuwpJkrSu1hbO3hgRL1e+FgH7tv4cES93R4HacK+8At/8JnjhBEmSeo61rdbs212FqOv96ldFQHOVpiRJPcfaes7Ug02aBFtvDQcfXHYlkiRpXRnO6tTy5XDbbTB2LDQ0lF2NJElaV4azOvXcc/CmN8GHPlR2JZIkaX2sbSsN9VA77gi/+U3ZVUiSpPVlz1kdWrkSnn++7CokSdKGMJzVoT/8AYYNs+dMkqSeyHBWhyZPhn794C1vKbsSSZK0vgxndSazCGfvfS8MGlR2NZIkaX0ZzupMUxM8+aQbz0qS1FMZzurM5MnQty8ccUTZlUiSpA3hVhp15rTTYL/9iisDSJKknsdwVmd22aX4kiRJPZPDmnVk0iS46aayq5AkSRvDnrM68pWvwMCBcOyxZVciSZI2lD1ndeLxx+HBB12lKUlST2c4qxOTJxffjzqq3DokSdLGMZzVicmTYf/9XQwgSVJPZzirA0uXwosvOqQpSVI9cEFAHdhsM3j4YVixouxKJEnSxrLnrA6sXFl872fUliSpxzOc9XALF8KwYXDzzWVXIkmSuoLhrIe77TZ4/nnYbbeyK5EkSV3BcNbDTZ4MI0bAm95UdiWSJKkrVDWcRcRhEfFIRMyJiPPaaT89ImZGxIMRcU9EjKoc/+eImF5pmx4R765mnT3VokXwq18VqzQjyq5GkiR1haqFs4joC1wJjAFGAce1hq82bszMfTJzP+BiYHzl+ELgiMzcBzgJuL5adfZkt98Oy5e7hYYkSfWkmj1nBwBzMvPxzFwO3AQc2faEzHy5zc2BQFaOP5CZf6scnwVsFhH9q1hrj7TPPvDFL8KBB5ZdiSRJ6irV3HxhB+DJNrefAt665kkRcRbwGWAToL3hy2OA+zOzuZ37ngacBjB8+PAuKLlnGTWquNi5JEmqH6UvCMjMKzNzJPB54N/btkXEXsA3gE92cN+rMrMxMxuHDh1a/WJryJ//DL/5zeo9ziRJUn2oZjh7Gtipze0dK8c6chPwgdYbEbEj8FPgo5k5txoF9mSXXVbMNVu1quxKJElSV6pmOLsP2D0idomITYBjgSltT4iI3dvcPBx4rHJ8S+AXwHmZ+Ycq1tgjtbTAlCkwdiw0NJRdjSRJ6kpVC2eZuQIYB9wJzAZuzsxZEXFhRIytnDYuImZFxIMU885Oaj0O7AZ8qbLNxoMRsW21au1pfvtb+Mc/XKUpSVI9iswsu4Yu0djYmE1NTWWX0S3OOAOuvx4WLCguei5JknqWiJiemY3ttZW+IEDr75574H3vM5hJklSPqrmVhqrkgQeKYU1JklR/7Dnrgfr1g162c4gkSb2G4awHyYR3vQu+//2yK5EkSdViOOtBHnigWKkpSZLql+GsB5k0Cfr2hSOOKLsSSZJULYazHmTyZHjHO2DIkLIrkSRJ1WI46yFmz4a//AWOOabsSiRJUjUZznqQE06AI48suwpJklRN7nPWQ+y5J9xwQ9lVSJKkarPnrAdYuLAY1pQkSfXPcNYDXH89jBoF8+aVXYkkSao2w1kPMGkS7LcfjBhRdiWSJKnaDGc17pln4N574eijy65EkiR1B8NZjbv11uKyTYYzSZJ6B8NZjbv1Vnj964s5Z5Ikqf65lUaNu+km+OtfIaLsSiRJUnew56zGbbEFvPGNZVchSZK6i+Gshn3hC3DttWVXIUmSupPhrEYtXgzjx8OMGWVXIkmSupPhrEbdcQc0N7tKU5Kk3sZwVqMmTYKhQ+Ggg8quRJIkdSfDWQ1atgx+8Qv4wAegb9+yq5EkSd3JcFaDnnsO3vpW+OAHy65EkiR1N/c5q0HDh8Ndd5VdhSRJKoM9ZzVmxQpYsKDsKiRJUlkMZzXmd7+D7bYrvkuSpN7HcFZjJk+G/v3hLW8puxJJklQGw1kNWbUKfvpTGDMGBgwouxpJklQGw1kN+eMf4Zln4Jhjyq5EkiSVxXBWQyZPhoYGOPzwsiuRJEllcSuNGjJuHIweDVtsUXYlkiSpLIazGjJiRPElSZJ6L4c1a8RPfgI//nHZVUiSpLJVNZxFxGER8UhEzImI89ppPz0iZkbEgxFxT0SMatN2fuV+j0TEe6tZZy246CL43vfKrkKSJJWtauEsIvoCVwJjgFHAcW3DV8WNmblPZu4HXAyMr9x3FHAssBdwGPCdyuPVpUcegVmzXKUpSZKq23N2ADAnMx/PzOXATcCRbU/IzJfb3BwIZOXnI4GbMrM5M58A5lQery799KfF9w98oNQyJElSDajmgoAdgCfb3H4KeOuaJ0XEWcBngE2Ad7e577Q17rtDO/c9DTgNYPjw4V1SdBkmT4YDDoCddiq7EkmSVLbSFwRk5pWZORL4PPDv63nfqzKzMTMbhw4dWp0Cq+yVV2DpUoc0JUlSoZo9Z08DbfuCdqwc68hNwIQNvG+PNWAAzJwJK1eWXYkkSaoF1ew5uw/YPSJ2iYhNKCb4T2l7QkTs3ubm4cBjlZ+nAMdGRP+I2AXYHfhTFWstzYoVxfe+dbvcQZIkrY+qhbPMXAGMA+4EZgM3Z+asiLgwIsZWThsXEbMi4kGKeWcnVe47C7gZeBj4JXBWZtZd39Lf/w5Dh8Itt5RdiSRJqhVVvUJAZt4O3L7GsS+1+flfO7nvV4GvVq+68t16K7z4IuyxR9mVSJKkWlH6goDebPJk2G032HvvsiuRJEm1wnBWkhdfhLvvhqOPhoiyq5EkSbXCcFaS224rFgMcfXTZlUiSpFpiOCtJYyNccAG85S1lVyJJkmpJVRcEqGN77gn/+Z9lVyFJkmqNPWcluP9+uOsuN56VJEmvZTgrwTe/CccdB5lrP1eSJPUuhrNu1twMP/85HHkk9HNQWZIkrcFw1s3uvhsWLXKVpiRJap/hrJtNngybbw6HHFJ2JZIkqRYZzrpRJkydCu9/P/TvX3Y1kiSpFjnrqRtFwIwZ8NJLZVciSZJqlT1n3axvX9h667KrkCRJtcpw1k1WrYK3vQ1+8IOyK5EkSbXMcNZN7rsP/vCHoudMkiSpI4azbjJ5crGv2RFHlF2JJEmqZYazbpBZhLNDDoEttyy7GkmSVMsMZ91g5kyYM8eNZyVJ0toZzrpBQwOceGJxySZJkqTOuM9ZN9hzT7juurKrkCRJPYE9Z1X297/DQw8V884kSZLWxnBWZT/8IeyzDzz1VNmVSJKknsBwVmWTJ0NjI+y0U9mVSJKknsBwVkVPPQV//KOrNCVJ0roznFXRT39afDecSZKkdWU4q6IpU2CvvWCPPcquRJIk9RRupVFFkyfD/PllVyFJknoSe86qaPPNi54zSZKkdWU4q5LPfhauvbbsKiRJUk9jOKuCl16Cyy+H2bPLrkSSJPU0hrMq+MUvoKXFVZqSJGn9Gc6qYNIkeN3r4K1vLbsSSZLU0xjOutgrr8Add8BRR0Ef311JkrSejA9d7Lnn4O1vhw9+sOxKJElST1TVcBYRh0XEIxExJyLOa6f9MxHxcETMiIi7I2JEm7aLI2JWRMyOiMsjIqpZa1fZeWe4805417vKrkSSJPVEVQtnEdEXuBIYA4wCjouIUWuc9gDQmJn7ArcAF1fu+0/AQcC+wN7AW4B3VKvWrtLSAn//e9lVSJKknqyaPWcHAHMy8/HMXA7cBBzZ9oTM/E1mvlK5OQ3YsbUJ2BTYBOgPNAA1H3v+93+LhQD33FN2JZIkqaeqZjjbAXiyze2nKsc6cgpwB0BmTgV+AzxT+bozM1+za1hEnBYRTRHRtGDBgi4rfENNngwDB0JjY9mVSJKknqomFgRExEeARuCSyu3dgD0petJ2AN4dEW9f836ZeVVmNmZm49ChQ7uz5NdYuRJ+9jM4/HDYdNNSS5EkST1YNcPZ08BObW7vWDn2KhFxKPBFYGxmNlcOHwVMy8zFmbmYokftwCrWutH+8IdipeYxx5RdiSRJ6smqGc7uA3aPiF0iYhPgWGBK2xMi4k3A9yiC2XNtmuYD74iIfhHRQLEYoKYvhjR5MvTvD2PGlF2JJEnqyfpV64Ezc0VEjAPuBPoC12bmrIi4EGjKzCkUw5iDgP+p7JQxPzPHUqzcfDcwk2JxwC8z87Zq1doVPvOZYvuMQYPKrkSSJPVkkZll19AlGhsbs6mpqewyJEmS1ioipmdmu0sIa2JBQE93ww1w441lVyFJkuqB4WwjZcKFF8L3v192JZIkqR4YzjbSww/DY4+5SlOSJHUNw9lGmjQJIuDII9d+riRJ0toYzjbS5MnwT/9UXLZJkiRpYxnONsLixbBqFRx9dNmVSJKkelG1fc56g0GDYMaMIqBJkiR1BXvONsLy5cX3Pr6LkiSpixgrNtDTT8OQIcWCAEmSpK5iONtAP/sZLFoEo0aVXYkkSaonhrMNNHkyvOENsOeeZVciSZLqieFsAyxcCL/7nRvPSpKkrmc42wC33QYrV7qFhiRJ6nqGsw1w4IHwla/Am95UdiWSJKneuM/ZBnjDG+CLXyy7CkmSVI/sOVtPf/oT3HlnMawpSZLU1Qxn62DuXDjnzGaGDV7K6Leu4ugxSzl3XDNz55ZdmSRJqjeGs7W44w4Yve8SNpt4Ofcu2pvlbMKM3JsB11zO6H2XcMcdZVcoSZLqSWRm2TV0icbGxmxqaurSx5w7twhmU145lAOZ9pr2qYxm7IC7mDZjICNHdulTS5KkOhYR0zOzsb02e846ccWlzXyi5TvtBjOAA5nGqS0TuPKy5m6uTJIk1SvDWSduvGEVp7R8t9NzTm2ZwI3XuzpAkiR1DcNZJxYu7s8I5nV6znDms3Dxpt1UkSRJqneGs04MGdTMPEZ0es58hjNk0LJuqkiSJNU7w1knjv9IH65pOL3TcyY2nMHxJ/btpookSVK9M5x1Yty5/bm64UymMrrd9qmMZmLDGZx1Tv9urkySJNUrw1knRo6E624ZyNgBd3F+wyXMZVda6MdcduX8hksYO+AurrvFbTQkSVLXMZytxZgxMG3GQJpPO5uDBs9ksz7NHDR4Js2nnc20GQMZM6bsCiVJUj1xE1pJkqRu5ia0kiRJPYThTJIkqYYYziRJkmqI4UySJKmGGM4kSZJqiOFMkiSphhjOJEmSaojhTJIkqYbUzSa0EbEAmNcNTzUEWNgNz6Pq8PPr+fwMez4/w57Pz3DjjcjMoe011E046y4R0dTRjr6qfX5+PZ+fYc/nZ9jz+RlWl8OakiRJNcRwJkmSVEMMZ+vvqrIL0Ebx8+v5/Ax7Pj/Dns/PsIqccyZJklRD7DmTJEmqIYazdRARO0XEbyLi4YiYFRH/WnZN2jAR0TciHoiIn5ddi9ZfRGwZEbdExF8iYnZEHFh2TVp3EXFO5d/QhyLixxGxadk1qXMRcW1EPBcRD7U5tnVE/DoiHqt836rMGuuR4WzdrADOzcxRwGjgrIgYVXJN2jD/CswuuwhtsG8Dv8zMNwBvxM+yx4iIHYBPAY2ZuTfQFzi23Kq0Dn4AHLbGsfOAuzNzd+Duym11IcPZOsjMZzLz/srPiyh+IexQblVaXxGxI3A4MLHsWrT+ImIL4GDgGoDMXJ6ZL5ZalNZXP2CziOgHDAD+VnI9WovM/D3wwhqHjwR+WPn5h8AHurOm3sBwtp4iYmfgTcAfSy5F6+9bwOeAVSXXoQ2zC7AA+H5laHpiRAwsuyitm8x8GvgmMB94BngpM39VblXaQMMy85nKz88Cw8osph4ZztZDRAwCJgGfzsyXy65H6y4i3g88l5nTy65FG6wfsD8wITPfBCzB4ZQeozIv6UiKkL09MDAiPlJuVdpYWWz54LYPXcxwto4iooEimP0oMyeXXY/W20HA2Ij4K3AT8O6IuKHckrSengKeyszWXutbKMKaeoZDgScyc0FmtgCTgX8quSZtmL9HxOsAKt+fK7meumM4WwcRERTzXGZn5viy69H6y8zzM3PHzNyZYhLy/2amf7X3IJn5LPBkROxROXQI8HCJJWn9zAdGR8SAyr+ph+CCjp5qCnBS5eeTgFtLrKUuGc7WzUHAiRS9LQ9Wvt5XdlFSL3Q28KOImAHsB3yt3HK0rio9nrcA9wMzKX7/uMt8jYuIHwNTgT0i4qmIOAX4OvDPEfEYRY/o18ussR55hQBJkqQaYs+ZJElSDTGcSZIk1RDDmSRJUg0xnEmSJNUQw5kkSVINMZxJUjsiYnGbn98XEY9GxIgya5LUO/QruwBJqmURcQhwOfDezJxXdj2S6p/hTJI6EBEHA1cD78vMuWXXI6l3cBNaSWpHRLQAi4B3ZuaMsuuR1Hs450yS2tcC3AucUnYhknoXw5kktW8V8GHggIj4QtnFSOo9nHMmSR3IzFci4nDg/0XE3zPzmrJrklT/DGeS1InMfCEiDgN+HxELMnNK2TVJqm8uCJAkSaohzjmTJEmqIYYzSZKkGmI4kyRJqiGGM0mSpBpiOJMkSaohhjNJkqQaYjiTJEmqIYYzSZKkGvL/ASOhI/96HmU2AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "knn_test = knn_multiple(df=customer_df3, target='total_claim_amount', testsize=0.2, random_no=8, k_range=range(2,12))\n", + "knn_test" + ] + }, + { + "cell_type": "markdown", + "id": "5e29ace3-83be-4a1e-a389-74878a0c71bd", + "metadata": {}, + "source": [ + "### 5. You can check also the MLPRegressor for this task!" + ] + }, + { + "cell_type": "markdown", + "id": "04d721e4-d502-446c-b278-a0ec35ba3623", + "metadata": {}, + "source": [ + "MLPRegressor model is part of the comparison in 4." + ] + }, + { + "cell_type": "markdown", + "id": "741bcf60-7053-4563-8723-ef6a2ddd1cb2", + "metadata": {}, + "source": [ + "### 6. Check and discuss the results." + ] + }, + { + "cell_type": "markdown", + "id": "f742b25b-0436-4d4a-a6c4-ffa1c81ffa24", + "metadata": {}, + "source": [ + "- Having performed only scaling to numerical variables and encoding of categorical variables, the LR and KNN models dont perform that well. \n", + "MLP Regressor achieves an okay accuracy (0.69) performing the best with respect to R2 scores. \n", + "- changing the k values above 5 doesnt have a significant positive impact on accuracy. 5 is therefore the best pick as a k values with an r2 score with little difference to the maximum and performing better then values between 2 and 4. \n", + "\n", + "> The data would still have to be manipulated by testing different transformation tecniques to see if the model performance can be improved" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d47059bf-ad01-4a28-bd1e-e92175ad2403", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python3Brew", + "language": "python", + "name": "python3brew" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/Tasks-checkpoint.ipynb b/.ipynb_checkpoints/Tasks-checkpoint.ipynb new file mode 100644 index 0000000..4c0e1c9 --- /dev/null +++ b/.ipynb_checkpoints/Tasks-checkpoint.ipynb @@ -0,0 +1,137 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "50bc5bdf", + "metadata": {}, + "source": [ + "# Lab | Comparing regression models" + ] + }, + { + "cell_type": "markdown", + "id": "faccef1d", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "2f38d5b3", + "metadata": {}, + "source": [ + "### 1. In this final lab, we will model our data. Import sklearn train_test_split and separate the data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68d5e0bc", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "df7949a5", + "metadata": {}, + "source": [ + "### 2. Try a simple linear regression with all the data to see whether we are getting good results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "947a8b4b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c57a17d8", + "metadata": {}, + "source": [ + "### 3. Great! Now define a function that takes a list of models and train (and tests) them so we can try a lot of them without repeating code." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b095dbc8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "f592e218", + "metadata": {}, + "source": [ + "### 4. Use the function to check LinearRegressor and KNeighborsRegressor." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cfb65b4b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "bc0d3e63", + "metadata": {}, + "source": [ + "### 5. You can check also the MLPRegressor for this task!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3283e967", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "55161677", + "metadata": {}, + "source": [ + "### 6. Check and discuss the results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b83c06cd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Solutions.ipynb b/Solutions.ipynb index 4c0e1c9..bcf3933 100644 --- a/Solutions.ipynb +++ b/Solutions.ipynb @@ -2,55 +2,3844 @@ "cells": [ { "cell_type": "markdown", - "id": "50bc5bdf", + "id": "f85f6b9e", "metadata": {}, "source": [ - "# Lab | Comparing regression models" + "# Lab | Cleaning numerical data" + ] + }, + { + "cell_type": "markdown", + "id": "e058abdc", + "metadata": {}, + "source": [ + "For this lab, we will be using the dataset in the Customer Analysis Business Case. This dataset can be found in files_for_lab folder." + ] + }, + { + "cell_type": "markdown", + "id": "ce316d8a", + "metadata": {}, + "source": [ + "### 1. Import the necessary libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "4b50c2f3", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import datetime\n", + "import warnings\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import math\n", + "import random\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "pd.options.display.max_columns = None\n", + "pd.set_option('max_row', None)" + ] + }, + { + "cell_type": "markdown", + "id": "445f4cd7", + "metadata": {}, + "source": [ + "### 2. Load the we_fn_use_c_marketing_customer_value_analysis.csv into the variable customer_df." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "a1129754", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df = pd.read_csv('files_for_lab/we_fn_use_c_marketing_customer_value_analysis.csv')" + ] + }, + { + "cell_type": "markdown", + "id": "5040316b", + "metadata": {}, + "source": [ + "### 3. First look at its main features (head, shape, info)." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "0d867b71", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerStateCustomer Lifetime ValueResponseCoverageEducationEffective To DateEmploymentStatusGenderIncomeLocation CodeMarital StatusMonthly Premium AutoMonths Since Last ClaimMonths Since Policy InceptionNumber of Open ComplaintsNumber of PoliciesPolicy TypePolicyRenew Offer TypeSales ChannelTotal Claim AmountVehicle ClassVehicle Size
0BU79786Washington2763.519279NoBasicBachelor2/24/11EmployedF56274SuburbanMarried6932501Corporate AutoCorporate L3Offer1Agent384.811147Two-Door CarMedsize
1QZ44356Arizona6979.535903NoExtendedBachelor1/31/11UnemployedF0SuburbanSingle94134208Personal AutoPersonal L3Offer3Agent1131.464935Four-Door CarMedsize
2AI49188Nevada12887.431650NoPremiumBachelor2/19/11EmployedF48767SuburbanMarried108183802Personal AutoPersonal L3Offer1Agent566.472247Two-Door CarMedsize
3WW63253California7645.861827NoBasicBachelor1/20/11UnemployedM0SuburbanMarried106186507Corporate AutoCorporate L2Offer1Call Center529.881344SUVMedsize
4HB64268Washington2813.692575NoBasicBachelor2/3/11EmployedM43836RuralSingle73124401Personal AutoPersonal L1Offer1Agent138.130879Four-Door CarMedsize
\n", + "
" + ], + "text/plain": [ + " Customer State Customer Lifetime Value Response Coverage Education \\\n", + "0 BU79786 Washington 2763.519279 No Basic Bachelor \n", + "1 QZ44356 Arizona 6979.535903 No Extended Bachelor \n", + "2 AI49188 Nevada 12887.431650 No Premium Bachelor \n", + "3 WW63253 California 7645.861827 No Basic Bachelor \n", + "4 HB64268 Washington 2813.692575 No Basic Bachelor \n", + "\n", + " Effective To Date EmploymentStatus Gender Income Location Code \\\n", + "0 2/24/11 Employed F 56274 Suburban \n", + "1 1/31/11 Unemployed F 0 Suburban \n", + "2 2/19/11 Employed F 48767 Suburban \n", + "3 1/20/11 Unemployed M 0 Suburban \n", + "4 2/3/11 Employed M 43836 Rural \n", + "\n", + " Marital Status Monthly Premium Auto Months Since Last Claim \\\n", + "0 Married 69 32 \n", + "1 Single 94 13 \n", + "2 Married 108 18 \n", + "3 Married 106 18 \n", + "4 Single 73 12 \n", + "\n", + " Months Since Policy Inception Number of Open Complaints \\\n", + "0 5 0 \n", + "1 42 0 \n", + "2 38 0 \n", + "3 65 0 \n", + "4 44 0 \n", + "\n", + " Number of Policies Policy Type Policy Renew Offer Type \\\n", + "0 1 Corporate Auto Corporate L3 Offer1 \n", + "1 8 Personal Auto Personal L3 Offer3 \n", + "2 2 Personal Auto Personal L3 Offer1 \n", + "3 7 Corporate Auto Corporate L2 Offer1 \n", + "4 1 Personal Auto Personal L1 Offer1 \n", + "\n", + " Sales Channel Total Claim Amount Vehicle Class Vehicle Size \n", + "0 Agent 384.811147 Two-Door Car Medsize \n", + "1 Agent 1131.464935 Four-Door Car Medsize \n", + "2 Agent 566.472247 Two-Door Car Medsize \n", + "3 Call Center 529.881344 SUV Medsize \n", + "4 Agent 138.130879 Four-Door Car Medsize " + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "419d110d-a689-4d09-a9e1-18df30608813", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9134, 24)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "2e9431a2-ecdd-4836-a4bd-96232c134e55", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 9134 entries, 0 to 9133\n", + "Data columns (total 24 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Customer 9134 non-null object \n", + " 1 State 9134 non-null object \n", + " 2 Customer Lifetime Value 9134 non-null float64\n", + " 3 Response 9134 non-null object \n", + " 4 Coverage 9134 non-null object \n", + " 5 Education 9134 non-null object \n", + " 6 Effective To Date 9134 non-null object \n", + " 7 EmploymentStatus 9134 non-null object \n", + " 8 Gender 9134 non-null object \n", + " 9 Income 9134 non-null int64 \n", + " 10 Location Code 9134 non-null object \n", + " 11 Marital Status 9134 non-null object \n", + " 12 Monthly Premium Auto 9134 non-null int64 \n", + " 13 Months Since Last Claim 9134 non-null int64 \n", + " 14 Months Since Policy Inception 9134 non-null int64 \n", + " 15 Number of Open Complaints 9134 non-null int64 \n", + " 16 Number of Policies 9134 non-null int64 \n", + " 17 Policy Type 9134 non-null object \n", + " 18 Policy 9134 non-null object \n", + " 19 Renew Offer Type 9134 non-null object \n", + " 20 Sales Channel 9134 non-null object \n", + " 21 Total Claim Amount 9134 non-null float64\n", + " 22 Vehicle Class 9134 non-null object \n", + " 23 Vehicle Size 9134 non-null object \n", + "dtypes: float64(2), int64(6), object(16)\n", + "memory usage: 1.7+ MB\n" + ] + } + ], + "source": [ + "customer_df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "407e1d74", + "metadata": {}, + "source": [ + "### 4. Rename the columns so they follow the PE8 (snake case)." + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "03540b59", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_headers(df):\n", + " df.columns = df.columns.str.lower().str.strip().str.replace(' ', '_')\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "a09647cc-267b-408e-b9ec-8517ba11e704", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['customer', 'state', 'customer_lifetime_value', 'response', 'coverage',\n", + " 'education', 'effective_to_date', 'employment_status', 'gender',\n", + " 'income', 'location_code', 'marital_status', 'monthly_premium_auto',\n", + " 'months_since_last_claim', 'months_since_policy_inception',\n", + " 'number_of_open_complaints', 'number_of_policies', 'policy_type',\n", + " 'policy', 'renew_offer_type', 'sales_channel', 'total_claim_amount',\n", + " 'vehicle_class', 'vehicle_size'],\n", + " dtype='object')" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.rename(columns={'EmploymentStatus':'Employment Status'}, inplace=True)\n", + "clean_headers(customer_df)\n", + "\n", + "customer_df.columns" + ] + }, + { + "cell_type": "markdown", + "id": "30a9d36f", + "metadata": {}, + "source": [ + "### 5. Change effective to date column to datetime format." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "cb6e428f-f270-4d19-a382-548690d0f9e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['2/24/11', '1/31/11', '2/19/11', '1/20/11', '2/3/11', '1/25/11',\n", + " '1/18/11', '1/26/11', '2/17/11', '2/21/11', '1/6/11', '2/6/11',\n", + " '1/10/11', '1/17/11', '1/5/11', '2/27/11', '1/14/11', '1/21/11',\n", + " '2/5/11', '1/29/11', '2/28/11', '2/12/11', '2/2/11', '2/7/11',\n", + " '1/22/11', '2/13/11', '1/15/11', '1/8/11', '1/11/11', '1/28/11',\n", + " '2/8/11', '2/23/11', '1/2/11', '2/16/11', '1/27/11', '1/23/11',\n", + " '1/9/11', '2/11/11', '2/4/11', '2/1/11', '2/15/11', '2/26/11',\n", + " '1/16/11', '1/1/11', '2/10/11', '1/24/11', '2/25/11', '1/12/11',\n", + " '2/9/11', '1/19/11', '1/4/11', '2/14/11', '2/20/11', '2/18/11',\n", + " '1/3/11', '1/13/11', '1/30/11', '2/22/11', '1/7/11'], dtype=object)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df['effective_to_date'].unique()" + ] + }, + { + "cell_type": "markdown", + "id": "4b3cc9c1-2306-439b-b36e-117aea9f96fa", + "metadata": {}, + "source": [ + "> The values in the column dont require cleaning before conversion into datetime " + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "cd0ce652", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df['effective_to_date'] = customer_df['effective_to_date'].apply(pd.to_datetime, errors='coerce')" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "f1652981-fea2-44e5-9612-16a1c9fc78f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df['effective_to_date'].isna().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "60e33cbe", + "metadata": {}, + "source": [ + "### 6. Check NaN values per column." + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "f7a53dd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "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", + "employment_status 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", + "dtype: int64" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "82956c1a-6817-47ad-8f1e-e384f2f2b6f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer_lifetime_value 0 \n", + "\n", + "income 2317 \n", + "\n", + "monthly_premium_auto 0 \n", + "\n", + "months_since_last_claim 314 \n", + "\n", + "months_since_policy_inception 83 \n", + "\n", + "number_of_open_complaints 7252 \n", + "\n", + "number_of_policies 0 \n", + "\n", + "total_claim_amount 0 \n", + "\n" + ] + } + ], + "source": [ + "# checking for zeros to replace in numerical columns\n", + "\n", + "for column in customer_df.select_dtypes(np.number):\n", + " print(column, len(customer_df[customer_df[column] == 0]), '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "7b42475b-c1c8-4e72-8cdb-7b543162116b", + "metadata": {}, + "source": [ + "> O as a value makes sense in all columns except probably in the income column. Replacing 0 with the median" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "88fe0bf8-68a6-4c6a-94f1-c93bc81ca3aa", + "metadata": {}, + "outputs": [], + "source": [ + "#not working\n", + "\n", + "customer_df['income'] = customer_df['income'].fillna(customer_df['income'].median())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e67979e-973f-45f6-9c45-afa7411cbfe4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b00cdcc1", + "metadata": {}, + "source": [ + "### 7. Define a function that differentiates between continuous and discrete variables. Hint: A number of unique values might be useful. Store continuous data into a continuous variable and do the same for discrete and categorical." + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "bde19dcd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer 9134 object \n", + "\n", + "state 5 object \n", + "\n", + "customer_lifetime_value 8041 float64 \n", + "\n", + "response 2 object \n", + "\n", + "coverage 3 object \n", + "\n", + "education 5 object \n", + "\n", + "effective_to_date 59 datetime64[ns] \n", + "\n", + "employment_status 5 object \n", + "\n", + "gender 2 object \n", + "\n", + "income 5694 int64 \n", + "\n", + "location_code 3 object \n", + "\n", + "marital_status 3 object \n", + "\n", + "monthly_premium_auto 202 int64 \n", + "\n", + "months_since_last_claim 36 int64 \n", + "\n", + "months_since_policy_inception 100 int64 \n", + "\n", + "number_of_open_complaints 6 int64 \n", + "\n", + "number_of_policies 9 int64 \n", + "\n", + "policy_type 3 object \n", + "\n", + "policy 9 object \n", + "\n", + "renew_offer_type 4 object \n", + "\n", + "sales_channel 4 object \n", + "\n", + "total_claim_amount 5106 float64 \n", + "\n", + "vehicle_class 6 object \n", + "\n", + "vehicle_size 3 object \n", + "\n" + ] + } + ], + "source": [ + "for column in customer_df.columns:\n", + " print(column, customer_df[column].nunique(), customer_df[column].dtypes, '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "7ffa1a0f-20fa-4f7f-82a4-2335486037f4", + "metadata": {}, + "source": [ + "> For this dataset, to separate descrete from continuous variables, you can argue that a threshold of right above 200 unique values makes sense, to have 'monthly_premium_auto' still categorized as discrete. The lower threshold should be 6 to filter out the categorial values, accepting that 'number_of_open_complaints' gets recategorized because it also has only 6 unique values. " + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "f37b6b1b-cd9a-49df-8bc0-e834ee721442", + "metadata": {}, + "outputs": [], + "source": [ + "def var_checker(df, cat, disc, skip_columns=[]):\n", + " df_cat = df.copy()\n", + " df_discrect = df.copy()\n", + " df_cont = df.copy()\n", + " \n", + " for column in df.columns:\n", + " if column not in skip_columns:\n", + " if df[column].nunique() <= cat:\n", + " df_cat[column] = df_cat[column].astype('category')\n", + " df_discrect = df_discrect.drop(column, axis=1)\n", + " df_cont = df_cont.drop(column, axis=1)\n", + " elif (df[column].nunique() > cat) & (df[column].nunique() < disc):\n", + " df_cat = df_cat.drop(column, axis=1)\n", + " df_cont = df_cont.drop(column, axis=1)\n", + " else:\n", + " df_cat = df_cat.drop(column, axis=1)\n", + " df_discrect = df_discrect.drop(column, axis=1)\n", + " return df_cat, df_discrect, df_cont\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "f2973cd2-4e10-4202-8f75-ffe91ce075d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stateresponsecoverageeducationemployment_statusgenderlocation_codemarital_statusnumber_of_open_complaintspolicy_typerenew_offer_typesales_channelvehicle_classvehicle_size
0WashingtonNoBasicBachelorEmployedFSuburbanMarried0Corporate AutoOffer1AgentTwo-Door CarMedsize
1ArizonaNoExtendedBachelorUnemployedFSuburbanSingle0Personal AutoOffer3AgentFour-Door CarMedsize
2NevadaNoPremiumBachelorEmployedFSuburbanMarried0Personal AutoOffer1AgentTwo-Door CarMedsize
3CaliforniaNoBasicBachelorUnemployedMSuburbanMarried0Corporate AutoOffer1Call CenterSUVMedsize
4WashingtonNoBasicBachelorEmployedMRuralSingle0Personal AutoOffer1AgentFour-Door CarMedsize
\n", + "
" + ], + "text/plain": [ + " state response coverage education employment_status gender \\\n", + "0 Washington No Basic Bachelor Employed F \n", + "1 Arizona No Extended Bachelor Unemployed F \n", + "2 Nevada No Premium Bachelor Employed F \n", + "3 California No Basic Bachelor Unemployed M \n", + "4 Washington No Basic Bachelor Employed M \n", + "\n", + " location_code marital_status number_of_open_complaints policy_type \\\n", + "0 Suburban Married 0 Corporate Auto \n", + "1 Suburban Single 0 Personal Auto \n", + "2 Suburban Married 0 Personal Auto \n", + "3 Suburban Married 0 Corporate Auto \n", + "4 Rural Single 0 Personal Auto \n", + "\n", + " renew_offer_type sales_channel vehicle_class vehicle_size \n", + "0 Offer1 Agent Two-Door Car Medsize \n", + "1 Offer3 Agent Four-Door Car Medsize \n", + "2 Offer1 Agent Two-Door Car Medsize \n", + "3 Offer1 Call Center SUV Medsize \n", + "4 Offer1 Agent Four-Door Car Medsize " + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_cat, custumer_discret, custumer_cont = var_checker(customer_df, cat=6, disc=210)\n", + "\n", + "customer_cat.head()\n", + "#custumer_discret.head()\n", + "#custumer_cont.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3f193f28", + "metadata": {}, + "source": [ + "### 8. For the categorical data, check if there is some kind of text in a variable so we would need to clean it. Hint: Use the same method you used in step 7. Depending on the implementation, decide what to do with the variables you get." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "a9f34d23-cb9d-4d15-af04-f8573b72a281", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "customer ['BU79786' 'QZ44356' 'AI49188' ... 'TD14365' 'UP19263' 'Y167826'] \n", + "\n", + "state ['Washington' 'Arizona' 'Nevada' 'California' 'Oregon'] \n", + "\n", + "response ['No' 'Yes'] \n", + "\n", + "coverage ['Basic' 'Extended' 'Premium'] \n", + "\n", + "education ['Bachelor' 'College' 'Master' 'High School or Below' 'Doctor'] \n", + "\n", + "employment_status ['Employed' 'Unemployed' 'Medical Leave' 'Disabled' 'Retired'] \n", + "\n", + "gender ['F' 'M'] \n", + "\n", + "location_code ['Suburban' 'Rural' 'Urban'] \n", + "\n", + "marital_status ['Married' 'Single' 'Divorced'] \n", + "\n", + "policy_type ['Corporate Auto' 'Personal Auto' 'Special Auto'] \n", + "\n", + "policy ['Corporate L3' 'Personal L3' 'Corporate L2' 'Personal L1' 'Special L2'\n", + " 'Corporate L1' 'Personal L2' 'Special L1' 'Special L3'] \n", + "\n", + "renew_offer_type ['Offer1' 'Offer3' 'Offer2' 'Offer4'] \n", + "\n", + "sales_channel ['Agent' 'Call Center' 'Web' 'Branch'] \n", + "\n", + "vehicle_class ['Two-Door Car' 'Four-Door Car' 'SUV' 'Luxury SUV' 'Sports Car'\n", + " 'Luxury Car'] \n", + "\n", + "vehicle_size ['Medsize' 'Small' 'Large'] \n", + "\n" + ] + } + ], + "source": [ + "# checking for values to clean in categorical columns\n", + "\n", + "for column in customer_df.select_dtypes(np.object):\n", + " print(column, customer_df[column].unique(), '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "9c2f332b-e009-45dd-9480-3053294e3afc", + "metadata": {}, + "source": [ + "> no replacements neccessary" + ] + }, + { + "cell_type": "markdown", + "id": "b5e88313", + "metadata": {}, + "source": [ + "### 9. Get categorical features." + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "c6968c8e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stateresponsecoverageeducationemployment_statusgenderlocation_codemarital_statusnumber_of_open_complaintspolicy_typerenew_offer_typesales_channelvehicle_classvehicle_size
0WashingtonNoBasicBachelorEmployedFSuburbanMarried0Corporate AutoOffer1AgentTwo-Door CarMedsize
1ArizonaNoExtendedBachelorUnemployedFSuburbanSingle0Personal AutoOffer3AgentFour-Door CarMedsize
2NevadaNoPremiumBachelorEmployedFSuburbanMarried0Personal AutoOffer1AgentTwo-Door CarMedsize
3CaliforniaNoBasicBachelorUnemployedMSuburbanMarried0Corporate AutoOffer1Call CenterSUVMedsize
4WashingtonNoBasicBachelorEmployedMRuralSingle0Personal AutoOffer1AgentFour-Door CarMedsize
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" + ], + "text/plain": [ + " state response coverage education employment_status gender \\\n", + "0 Washington No Basic Bachelor Employed F \n", + "1 Arizona No Extended Bachelor Unemployed F \n", + "2 Nevada No Premium Bachelor Employed F \n", + "3 California No Basic Bachelor Unemployed M \n", + "4 Washington No Basic Bachelor Employed M \n", + "\n", + " location_code marital_status number_of_open_complaints policy_type \\\n", + "0 Suburban Married 0 Corporate Auto \n", + "1 Suburban Single 0 Personal Auto \n", + "2 Suburban Married 0 Personal Auto \n", + "3 Suburban Married 0 Corporate Auto \n", + "4 Rural Single 0 Personal Auto \n", + "\n", + " renew_offer_type sales_channel vehicle_class vehicle_size \n", + "0 Offer1 Agent Two-Door Car Medsize \n", + "1 Offer3 Agent Four-Door Car Medsize \n", + "2 Offer1 Agent Two-Door Car Medsize \n", + "3 Offer1 Call Center SUV Medsize \n", + "4 Offer1 Agent Four-Door Car Medsize " + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_cat.head()" + ] + }, + { + "cell_type": "markdown", + "id": "dfe80fc9", + "metadata": {}, + "source": [ + "### 10. What should we do with the customer_id column?" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "ca721bb9", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df.rename(columns={'customer':'id'}, inplace=True)\n", + "customer_df = customer_df.set_index('id')" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "f242d512-ab88-4a1d-95f3-eb2d95ec4579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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statecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemployment_statusgenderincomelocation_codemarital_statusmonthly_premium_automonths_since_last_claimmonths_since_policy_inceptionnumber_of_open_complaintsnumber_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_size
id
BU79786Washington2763.519279NoBasicBachelor2011-02-24EmployedF56274SuburbanMarried6932501Corporate AutoCorporate L3Offer1Agent384.811147Two-Door CarMedsize
QZ44356Arizona6979.535903NoExtendedBachelor2011-01-31UnemployedF0SuburbanSingle94134208Personal AutoPersonal L3Offer3Agent1131.464935Four-Door CarMedsize
AI49188Nevada12887.431650NoPremiumBachelor2011-02-19EmployedF48767SuburbanMarried108183802Personal AutoPersonal L3Offer1Agent566.472247Two-Door CarMedsize
WW63253California7645.861827NoBasicBachelor2011-01-20UnemployedM0SuburbanMarried106186507Corporate AutoCorporate L2Offer1Call Center529.881344SUVMedsize
HB64268Washington2813.692575NoBasicBachelor2011-02-03EmployedM43836RuralSingle73124401Personal AutoPersonal L1Offer1Agent138.130879Four-Door CarMedsize
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" + ], + "text/plain": [ + " state customer_lifetime_value response coverage education \\\n", + "id \n", + "BU79786 Washington 2763.519279 No Basic Bachelor \n", + "QZ44356 Arizona 6979.535903 No Extended Bachelor \n", + "AI49188 Nevada 12887.431650 No Premium Bachelor \n", + "WW63253 California 7645.861827 No Basic Bachelor \n", + "HB64268 Washington 2813.692575 No Basic Bachelor \n", + "\n", + " effective_to_date employment_status gender income location_code \\\n", + "id \n", + "BU79786 2011-02-24 Employed F 56274 Suburban \n", + "QZ44356 2011-01-31 Unemployed F 0 Suburban \n", + "AI49188 2011-02-19 Employed F 48767 Suburban \n", + "WW63253 2011-01-20 Unemployed M 0 Suburban \n", + "HB64268 2011-02-03 Employed M 43836 Rural \n", + "\n", + " marital_status monthly_premium_auto months_since_last_claim \\\n", + "id \n", + "BU79786 Married 69 32 \n", + "QZ44356 Single 94 13 \n", + "AI49188 Married 108 18 \n", + "WW63253 Married 106 18 \n", + "HB64268 Single 73 12 \n", + "\n", + " months_since_policy_inception number_of_open_complaints \\\n", + "id \n", + "BU79786 5 0 \n", + "QZ44356 42 0 \n", + "AI49188 38 0 \n", + "WW63253 65 0 \n", + "HB64268 44 0 \n", + "\n", + " number_of_policies policy_type policy renew_offer_type \\\n", + "id \n", + "BU79786 1 Corporate Auto Corporate L3 Offer1 \n", + "QZ44356 8 Personal Auto Personal L3 Offer3 \n", + "AI49188 2 Personal Auto Personal L3 Offer1 \n", + "WW63253 7 Corporate Auto Corporate L2 Offer1 \n", + "HB64268 1 Personal Auto Personal L1 Offer1 \n", + "\n", + " sales_channel total_claim_amount vehicle_class vehicle_size \n", + "id \n", + "BU79786 Agent 384.811147 Two-Door Car Medsize \n", + "QZ44356 Agent 1131.464935 Four-Door Car Medsize \n", + "AI49188 Agent 566.472247 Two-Door Car Medsize \n", + "WW63253 Call Center 529.881344 SUV Medsize \n", + "HB64268 Agent 138.130879 Four-Door Car Medsize " + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b0173fe-6b5e-45db-932c-72093fe153b1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "a3883295-be9c-442f-9c31-6b75c3e6bfe5", + "metadata": {}, + "source": [ + "# Lab | Feature extraction" + ] + }, + { + "cell_type": "markdown", + "id": "c2c7a5d6-5473-4cf1-9445-626e4221c061", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "a511173a-5950-442f-be12-63459ee270b9", + "metadata": {}, + "source": [ + "## 1. Open the categoricals variable we created before." + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "fa214c81-4542-431d-a6d6-3522b5e55dcf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stateresponsecoverageeducationemployment_statusgenderlocation_codemarital_statusnumber_of_open_complaintspolicy_typerenew_offer_typesales_channelvehicle_classvehicle_size
0WashingtonNoBasicBachelorEmployedFSuburbanMarried0Corporate AutoOffer1AgentTwo-Door CarMedsize
1ArizonaNoExtendedBachelorUnemployedFSuburbanSingle0Personal AutoOffer3AgentFour-Door CarMedsize
2NevadaNoPremiumBachelorEmployedFSuburbanMarried0Personal AutoOffer1AgentTwo-Door CarMedsize
3CaliforniaNoBasicBachelorUnemployedMSuburbanMarried0Corporate AutoOffer1Call CenterSUVMedsize
4WashingtonNoBasicBachelorEmployedMRuralSingle0Personal AutoOffer1AgentFour-Door CarMedsize
\n", + "
" + ], + "text/plain": [ + " state response coverage education employment_status gender \\\n", + "0 Washington No Basic Bachelor Employed F \n", + "1 Arizona No Extended Bachelor Unemployed F \n", + "2 Nevada No Premium Bachelor Employed F \n", + "3 California No Basic Bachelor Unemployed M \n", + "4 Washington No Basic Bachelor Employed M \n", + "\n", + " location_code marital_status number_of_open_complaints policy_type \\\n", + "0 Suburban Married 0 Corporate Auto \n", + "1 Suburban Single 0 Personal Auto \n", + "2 Suburban Married 0 Personal Auto \n", + "3 Suburban Married 0 Corporate Auto \n", + "4 Rural Single 0 Personal Auto \n", + "\n", + " renew_offer_type sales_channel vehicle_class vehicle_size \n", + "0 Offer1 Agent Two-Door Car Medsize \n", + "1 Offer3 Agent Four-Door Car Medsize \n", + "2 Offer1 Agent Two-Door Car Medsize \n", + "3 Offer1 Call Center SUV Medsize \n", + "4 Offer1 Agent Four-Door Car Medsize " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_cat.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4b9c905f-3b61-48fa-abef-97725a588375", + "metadata": {}, + "source": [ + "## 2. Plot all the categorical variables with the proper plot. What can you see?" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "6acd01f4-95d5-498c-bd78-677564db38d6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR1zrCXJKlzhr0kSZ0z7CVJ6tychH2Srya5Nsk1SVa2sr2SXJTkhva+ZytPkrOSrE+yOsnj56LNkiQtVHO5Z/+Mqjqoqpa2/pOBFVW1BFjR+gGOBJa01/HAO2e9pZIkLWDz6TD+0cC5rftc4JiR8vfV4HJgjyQPm4P2SZK0IM1V2Bfw6SSrkhzfyvauqptb99eBvVv3PsBNI+NuaGWSJGkadpmjz31KVW1M8tPARUm+PDqwqipJ3ZsJto2G4wH233//mWupJEkL3Jzs2VfVxvZ+C/BR4GDgG5OH59v7La36RmC/kdH3bWWbT/PsqlpaVUsnJibG2XxJkhaUWQ/7JA9M8uDJbuBwYA2wHFjWqi0DPt66lwMvaVflHwLcPnK4X5IkbcNcHMbfG/hoksnP/7uq+lSSK4Hzk7wc+Brwwlb/AuAoYD3wPeBls99kSZIWrlkP+6q6EfjFKcq/BTxrivICTpiFpkmS1KX59NM7SZI0Boa9JEmdM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR1zrCXJKlzhr0kSZ0z7CVJ6pxhL0lS5wx7SZI6Z9hLktQ5w16SpM4Z9pIkdc6wlySpc4a9JEmdM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHVuwYR9kiOSXJ9kfZKT57o9kiQtFAsi7JPsDLwdOBI4EDguyYFz2ypJkhaGBRH2wMHA+qq6sap+AJwHHD3HbZIkaUFYKGG/D3DTSP+GViZJkrYhVTXXbdimJC8Ajqiq32r9LwaeWFUnjtQ5Hji+9T4KuH7WG7pjFgHfnOtGdM55PDucz+PnPB6/hTiPf7aqJqYasMtst2Q7bQT2G+nft5X9p6o6Gzh7Nhs1k5KsrKqlc92OnjmPZ4fzefycx+PX2zxeKIfxrwSWJDkgyf2AY4Hlc9wmSZIWhAWxZ19VdyU5EbgQ2Bk4p6rWznGzJElaEBZE2ANU1QXABXPdjjFasKcgFhDn8exwPo+f83j8uprHC+ICPUmStP0Wyjl7SZK0nQz7GZDkmCSV5NFbqXPZbLZpIUvyM0nOS/KvSVYluSDJI7dS/472/vAk/zBS/sEkq5P87gy0aWmSs3Z0OvNZW4bPGOl/bZJTxvyZX02yaJyfMd8k2TfJx5Pc0Jbxt7YLj7UFSc5M8uqR/guT/M1I/xlJfu9eTO+UJK/dwrDtXlcnOSzJk7d3/HEy7GfGccA/t/cfk2QXgKqalwvAfJMkwEeBS6rqEVX1BOB1wN7bGreq/r2qXtCm8zPAL1XVL1TVmdP87C1ew1JVK6vqpGl9iYXrTuD597XwnU1t+f4I8LGqWgI8EngQcPpm9RbM9VSz5FLgyQBJdmL4DfxjRoY/GZiRHaodXFcf1toy7xj2OyjJg4CnAC9n+Eng5NbdPyVZDqxrZZN7n6cmuaa9NiZ5Tyv/vSRr2uvVrWxxkuuSvCvJ2iSfTvJTbdhvJ7kyyZeSfDjJA2b9y4/HM4AfVtX/nSyoqi8BVydZkeSqJNcm+YnbJbf5tab1fhrYp83npyY5KMnlbU//o0n2bONckuQvk6wEXtX635zkiiT/kuSprd5hST7Rug9O8oUkVye5LMmjxjxPZstdDBcl/cSRkCQTbTm7sr0OTbJT2zPfY6TeDUn2TvLcJF9s8+gzSfZuwx/aluO1bc8sI+N+rB3JWZvhJlk9eibw/ap6D0BV3c0wv38zye8kWZ7ks8CKJA9Mck5bFq+eXOaTPCDJ+UnWtWX5i0mWtmHHtf+PNUnePPmhSe5IcnpbX1w++fdYQC4DntS6HwOsAb6TZM8kuwH/FTi8LZtrkpzdNqxIclKbV6uTnDcyzQPb//uNSf5zQ35kXX1YG/4PSb6c5AMj0zyqla1KclaSTyRZDPxP4HdH1juLk3y2ffaKJPu38d/bxrusff4Lxjv7gKrytQMv4DeAd7fuy4AnMGzdfRc4YKTeHZuNtwdwbav/hNb9QIat/LXA44DFDCvgg9o45wMvat0PHZnWG4FXzvW8mKH5eRJw5hTluwC7t+5FwHruucD0jva+GFizeXfrXw08vXWfCvxl674EeMdIvUuAM1r3UcBnWvdhwCda9+7ALq372cCH53q+zdC8v6N9t68CDwFeC5zShv0d8JTWvT9wXet+K/Cy1v3Ekfm158jf57dG5ulZwB+37l8BCljU+vdq7z/FsDJ/6Li+6xzO4y0t31e3YRtG5sOfjPy/7wH8S1tHvBb461b+820dsRR4OPBvwET7f/kscEyrV8BzW/efAX801/NiO+bdV9qy9wqGUD2t/Y8eCvzT5Hxrdd8/8n3/Hdhtcj6291MY1te7MaxPvgXsOvl/0N4PA25nuInbTsAXGHbs7s9w+/YDWr0PjqwbTgFeO9KOfwSWte7fZDiiA/Be4O/bdA9kePbLWOefe/Y77jiGB/PQ3icP5V9RVV+ZaoS2dfi3wFuqahXDAvTRqvpuVd3BcJjvqa36V6rqmta9iiHEAH4+w9GDaxk2OEYPafUowJ8kWQ18huHZCNPaO0nyEIZ/8s+1onOBp41U+dBmo3ykvY/O71EPAf6+HUU4k47mfVV9G3gfQ/CMejbwV0muYbih1e4Zjmp9CPgfrc6x3DMv9wUubMvn73PPPHoaw7JPVX0SuG3kM05K8iXgcoY7Zi6ZuW+2YFxUVbe27sOBk9s8v4QhZPZnWF+cB1BVaxg2ZAF+ieH016aqugv4APcs5z8APtG6t7Rcz3eXMRwifzJD8H5hpP9S4BntKMe1DEdQJpe51cAHkryIYcNo0ier6s6q+iZwC1OvT66oqg1V9SPgGob59mjgxpH1+we30uYnMWwow7AB8pSRYR+rqh9V1botfPaM8rzQDkiyF8NC9dgkxXDDnwI+ybBnvyWnABuqHcrbhjtHuu9m2OuBYcvwmKr6UpKXMmyF9mAtMNUhrd9g2GN5QlX9MMlXGVZ+M2Hzv9XkPL+bqf9HTgMurqrntUN3l8xQO+aLvwSuAkaXz52AQ6rq+6MVk3wB+LkkE8AxDEeZAN7GsDG7PMlhDMv8FrU6zwaeVFXfS3IJM/f3nU/WsdnynWR3hhC/ix9fFgP8alVdv1n97fncH1bbpWTLy/V8N3ne/rEMR35uAl4DfJthWX0XsLSqbspwYenk8vMrDBs9zwX+d5LHtvLN161TzZPp1Nleo9Perj/qveGe/Y55AfD+qvrZqlpcVfsxHGp66pZGSPJchpXa6J7TPwHHtHNxDwSe18q25sHAzUl2ZQjCXnwW2G30nG2SXwB+FrilBf0zWv+0VNXtwG1p59+BFwOf28oo2/IQ7nk2w0t3YDrzUtuzPJ/hOpRJnwZeOdmT5KBWtxguqHwLw6H9b7Uqo/No2ch0Pg/8epvGkQyH+yfr39aC/tHAITP4leaTFcADkrwEIMnOwBkMG+/f26zuhcArR84TP66VXwq8sJUdyBB+AFcAT0+yqE33OHZsOZ9vLgP+G3BrVd3dltM9GPaeJy/O+2Y74jR5oe5OwH5VdTHwBwzL2YN2sB3XA/+lbejDPUe2AL7DsG4ebfOxrfs32PZ6fWwM+x1zHMOKbtSHmeKq/BG/x3AI+op2EcepVXUVwz/7FcAXgb+pqqu38dn/p9W9FPjydrR9Xmrh8Tzg2Rl+lrQW+FOGuycubYfoXsK9/87LgD9vpwEOYjhvv73+DPjTJFezMPeQpuMMhnOZk05imP+rk6xjOGc66UPAi/jx0yGnMJzqWMWPPznsDcDT2t/1+QznmAE+BeyS5DrgTQyH8rszsnz/WpIbGM7Dfx/4wymqnwbsCqxu8+u0Vv4OYKL9Hd7IcDTs9qq6GTgZuBj4ErCqqj4+zu8zy65lWCYv36zs9nYo/l0Me/wXMjxPBYajrX/b1htXA2dV1X/sSCOq6v8BvwN8qi3f32E4tw/DOfrnTV6gx7CB/LK23nkx8Kod+ewd4R30JGkBaXvtu1bV95M8guEalkdV1Q/muGn3GUkeVFV3tKMubwduqGn+xHeu9LpXIkm9egBwcTuFF+B3DPpZ99tJlgH3Yzhi8Ndz3J5tcs9ekqTOec5ekqTOGfaSJHXOsJckqXOGvaR7LcmrM43nMUy3nqTx8gI9Sfdau4Ph0vb75h2uJ2m83LOXtFUZnr72yQxPTFuT5PUMD125OMnFrc47k6zM8MS6N7Syk6aod3iGJwZeleTv293OJI2Ze/aStirJrwJHVNVvt/6HMNyh7T/32JPsVVW3thu+rABOqqrVo3v2SRYxPGToyKr6bpI/YHga2Y7czVDSNLhnL2lbrgV+Ocmbkzy1PWtgcy9MchXDDUYew/DYzs0d0sovbU9yW8a9eMaBpO3nHfQkbVVV/UuSxzM8O/yNSVaMDk9yAMMz1n+pqm5L8l6mfmJdGB7hurVnR0gaA/fsJW1VkocD36uqvwX+HHg8P/50r90ZHs16e5K9gSNHRh+tdzlwaJKfa9N9YJJHzsJXkO7z3LOXtC2PZXhi4I+AHwL/i+Gxop9K8u9V9Yz2BMAvMzxj/NKRcc/erN5LgQ8m2a0N/yOGJ79JGiMv0JMkqXMexpckqXOGvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR17v8Dv4pjJtCZkIcAAAAASUVORK5CYII=\n", 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\n", 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\n", 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dM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHVuvpq4lTRL9nnvPvNdhc3Wt17+rfmugrRZ8MhekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnqnGEvSVLnDHtJkjpn2EuS1DnDXpKkzhn2kiR1zrCXJKlzhr0kSZ0z7CVJ6pxhL0lS5wx7SZI6Z9hLktQ5w16SpM4Z9pIkdc6wlySpc4a9JEmdM+wlSeqcYS9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXMLJuyTHJjksiRrkhwz3/WRJGmhWBBhn2Qr4P3A04E9gEOS7DG/tZIkaWFYEGEP7AWsqarLq+pXwEnAQfNcJ0mSFoSFEvY7A1ePfL6mlUmSpA1IVc13HTYoyXOAA6vqv7fPLwIeV1VHjgxzBHBE+/hg4LI5r+idsz3w4/muROdcxnPD5Tx+LuPxW4jL+PeqatFkPbae65psomuBXUc+79LKfqOqjgOOm8tKzaYkq6pq6XzXo2cu47nhch4/l/H49baMF8pp/HOBJUl2S3JX4PnAinmukyRJC8KCOLKvqtuSHAmcBmwFLK+qi+e5WpIkLQgLIuwBqupU4NT5rscYLdhLEAuIy3huuJzHz2U8fl0t4wVxg54kSdp0C+WavSRJ2kSG/SZIcnuS1UnOT/LdJI/fxOkc335WuDHj3Lwp37XQJfndJCcl+WGS85KcmuRBUwy7OMlFrXu/JF+c29oubCPr98VtHX9lkk3aViQ5Ksk9Z7uOm1CPm9f7fFiS97Xuv0hy6AbG/83wGxjuj5N8ry23S5K8ZJphf7Oe3lmbsi2ZZlqHJVk7sg7884b+hjNdPnMpSSX5p5HPW7f52ujtQZJtk/zl7NZwbhn2m+Y/qmrPqnok8GrgLfNdockkWTD3ZEwnSYBTgK9V1e5V9RiG5b7D/NasWxPr90OBpzI8pvq1mzito4CNCvv2eOw5U1UfrKoT7+x0kmzDcJ33mW3b8Cjga3d2uuM2xXbiUyPrwK+A581xtWbDL4CHJblH+/xU1vvJ9kbYFtiosM9gs8nYzaYiC9h9gZ8CJLl3ktPb0f6FSX7zSN8khya5oO3xf2xk/Cck+XaSy0f3zJMcneTcNs7r1//StiK9LclF7bue18r3S/KNJCuAS8Y213PrScB/VtUHJwqq6nzgm5Mtg6kkuVeS5UnOaUdfB7XyeyY5uR2JnZLkO0mWtn4HJDmr/U0/neTe45zRzU1V3cDwsKoj2zp39yQfbcv7e0meBENAJ3l7+1tckOTlSf4K2Ak4I8kZbbhD2rgXJfn7ie9JcnOSdyQ5H/jDuZzHJK9L8qrW/dhW/9UT69bIoDsl+VKSHyT5h0kmdR+Gm55/AlBVt1bVZW26O7R16/z2mjgbuFWSD7cj6C9PBFOSPZOc3epySpLtpiufZt6mms7Xkrw7ySrgFdOMvzVwL9Zt4xYl+UzbNp2bZJ9Jxlmc5KvtO09P8sC2flzR1qFtM5w9ekIb/utJlkw3H3fCqcAfte5DgE+O1HOv9r/9vbYNfnArf2jbRqxu87AEeCuw+8R60Ya7wza6zftlSU4ELuK3nw8zv6rK10a+gNuB1cD3gZuAx7TyrYH7tu7tgTVAgIcC/wps3/rdv70fD3yaYadrD4bn/wMcwHCEkNbvi8ATWr+b2/ufASsZfoq4A/BvwI7Afgx7tLvN93KaxeX9V8C7JimfahksBi5qw+wHfLF1vxl4Yevetv1N7gW8CvhQK38YcBuwtP0Nvw7cq/X7G+A187085mB53zxJ2b+3ZfxKhp++AjykLfO7Ay8F/hnYer11/MqR9X6nNvyi9r/yVeBZrV8BB49xnib+Zyde/wa8r/V7HfCq1n0R8Iet+60j69FhwOXA/dr8XgXsOsn3/CNwA0OovAC4Syv/FHBU696qTWdxW9f2bOUnj6yfFwBPbN1vAN69gfLjgedMUp+phv8a8IEpltVhwNq2nK4HvgFs1fp9Ati3dT8QuHRknInl+QVgWev+c+BzrftLDNvCP2Z4dsr/Au4GXDGu9Rh4RFsv797mZz/WbQ/uy7r19SnAZ1r3e4EXtO67AvdgZJvSyifdRrfhfg3sPd//x+u/PLLfNBOnOR8CHAicmCQMf/g3J7kA+ArD8/t3AJ4MfLqqfgxQVTeOTOtzVfXrqrqEdaelD2iv7wHfZdiorr/nuy/wyaq6vaquB84EHtv6nVNVV8zuLG+WplsGkzkAOCbJaoaN3d0ZNlj7MjSuRFVdxLCBBNibYSfsW22cZcDvzfpcLCz7Av8EUFXfZwi9BzFsLD9UVbe1fjdOMu5jGS7FrG3DfZxhAwlDGH9mjPWe+J/ds6r2BF6z/gBJtgXuU1VntaJPrDfI6VV1U1XdwnDW7A7rQg2P9N4fOIdhJ3J56/Vk4Ng2zO1VdVMrv6KqVrfu84DFSe4HbFtVZ7byExjOAE5aPtUMz2D4T001Lu00PvC7wIXA0a38KcD72v/DCuC+k5zt+kPWLbuPMawzMOw0PKG93tLKH8sQ/GNRVRcwBPAh3PGn2/cDPt3O3ryLYUcE4Czgb5P8DcPjZ/9jkklPt42+qqrOns35mA1dXNOdT1V1VpLtGY5WntHeH1NV/5nkSoZAmc6tI90ZeX9LVX1oE6v1i00cb3N1MTAbNx8F+LNqp1Z/U5hMMTgBVlbVIbPw3QtWkt9nCOMbxvg1t1TV7WOc/mwY/V+9nSm2n1V1IXBhhst1VzAc9c50mveYasAx2OB2oqoqyReAlzOc6bgLw1HrLaPDTfM/NOrrDGeAdmLY2Tqa4Uj7GxtV6423Anh7+64HjJS/ETijqp6dZDHt/oqq+kSS7zCc/j81w02Wl683zUm30W06m+X21yP7OynJQxhOy/2EYU/xhhb0T2Ldnv9XgecmeUAb5/4bmOxpwJ9P7DEn2TnJ76w3zDeA57VrYYsY9pbPmZWZ2vx8FbhbhsaOAEjyCIZTyxuzDE4DXt7OwpDkUa38W8DBrWwP4OGt/GxgnyR/0PrdK1P8AqBXbbl+kOEUbTGsdy9o/R7EcGbkMobLKS9p13hH1/GfM1zLhuFv88Qk22e4Ce8QhrMxm4Wq+nfg50ke14qevzHjZ7hnZ7+Roj0ZznwAnM4QdBP3N9xvmnrcBPw0yX9tRS8CzpyqfGOnszHz1OwL/LB1f5kh+Gnzsuckw3+bdcvuBawL83OAxwO/bjsLq4GXMOwEjNNy4PVtJ2zU/Vh3w95hE4Vt5/byqnoP8HmGSwGj6zHMbBu9WfHIftPco53GgmEPb1lV3Z7k48AXklwIrGK4pk9VXZzkTcCZSW5nOPVz2FQTr6ovJ/kvwFktl24GXshvH1mdwnC67HyG651/XVU/ajsfXWlHF88G3t1Ord3CcC34KODe3HEZLJ5iUm8E3g1ckOEu2SsYrh9+ADghySUMf7OLgZuqam2Sw4BPJrlbm8bfMVzr79nE+r0NwzXljwHvbP0+ABzb1vHbgMOq6tYk/8hwOv+CJP8JfBh4H8N1zS8l+X9V9aQkxwBnMPzf/EtVfX4uZ2wGXgx8OMmvGYLxpg0MPyrAXyf5EPAfDEd4h7V+rwCOS/JihiP4lwLXTTOtZcAHM/zk7XLg8A2Ub+x0NuR5SfZlOCC8ZmQ+/gp4f7tUuTVDUP/FeuO+HPhokqMZrv0fDsMNi0muZtiJhmEn4BCGywRjU1XXAO+ZpNc/MPzf/x3wLyPlBwMvauvxj4A3V9WNSb7VTvn/36o6eopt9GZ7dson6GmL144yt6mqW5LsznC/xYOr6lfzXDXNsST3rqqbW/cxwI5VNeXd6tJC4ZG9NPwO/IwMv5MO8JcG/Rbrj5K8mmHbeBXTX2+XFgyP7CVJ6pw36EmS1DnDXpKkzhn2kiR1zrCX9FsyhhbMkjyrPcNg4vMbkjxlNr9D0tQMe0lz4VkMjx4GoKpeU1Vfmb/qSFsWw17awiR5Yda16vWh9kS3w5P8a5JzgH1Ghv2tdtIz0i58kr/J0ILd+Une2sr+R4aWwM7P0DraPTO08PYnwNvad+4+Ot0k+2doeezCDK0S3q2VX5nk9VnXimR3D4yS5ophL21B2lO/ngfs0xo6uZ3hyV+vZwj5fRk5Ap9mOk8HDgIeV0Pb7RNNvn62qh7byi4FXlxV32Z4PvnRrSGaH45M5+4MLbY9r6oezvD79peOfNWPq+rRDI3IvGqTZ1zawhn20pZlf+AxwLntkbj7A/+Tda3R/YrpW0Ob8BTgo1X1S/itVu4eluQb7XG6L2BdS2JTeTBDy28TjyBev2W2z7b38xhaL5O0CQx7acsS4ISR5l4fzNCe+1Ruo20nWnsCd93A9I8HjmxH6a9nw60+bshEq3BTtjInacMMe2nLcjrwnIkWulrrdN9jaI3uAe2Rwc8dGf5KhjMBMFx336Z1rwQObw2sjLZydx/gujadF4xMZ/1WwyZcxtCG+x+0z5vaMpukaRj20hakqi5haLnvy63lspXAjgxH92cxNPd76cgoH2bYETifoZXFX7TpfInhOvyqdjlg4nr6/wa+06bz/ZHpnAQc3W7E232kPrcwtIr26Xbq/9cMTepKmkU+G1+SpM55ZC9JUucMe0mSOmfYS5LUOcNekqTOGfaSJHXOsJckqXOGvSRJnTPsJUnq3P8HpuAI9I2UeNwAAAAASUVORK5CYII=\n", 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\n", 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\n", 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X2/R3gFuBg4GVwNrWbS1wSpteCVxUA9cA+ydZDBwPrK+q7VV1H7AeOGFcdUuS1JNZ+Y0+yVLgSOBLwKKqurstugdY1KYPBu4aWm1za5uuXZIk7cbYgz7JTwKfBN5aVf88vKyqCqgZ2s/qJBuTbNy2bdtMbFKSpHlvrEGfZG8GIf/RqvqL1nxvuyRPe9/a2rcAhwytvqS1Tdf+MFV1QVUtr6rlCxcunNkPIknSPDXOUfcBLgRurao/Hlq0DpgaOb8KuHyo/bQ2+v5Y4P52if9KYEWSA9ogvBWtTZIk7caCMW77ecDrgZuT3Nja/ifwTuCSJGcAdwKvasuuAE4CNgHfB04HqKrtSd4BXNf6nVNV28dYtyRJ3Rhb0FfVF4BMs/i4nfQv4MxptrUGWDNz1UmS9PjgnfEkSeqYQS9JUscMekmSOmbQS5LUMYNekqSOGfSSJHXMoJckqWMGvSRJHTPoJUnqmEEvSVLHDHpJkjpm0EuS1DGDXpKkjhn0kiR1zKCXJKljBr0kSR0z6CVJ6phBL0lSxwx6SZI6ZtBLktQxg16SpI4Z9JIkdcyglySpYwa9JEkdM+glSeqYQS9JUsfGFvRJ1iTZmuSrQ20HJlmf5Pb2fkBrT5LzkmxKclOSo4bWWdX6355k1bjqlSSpR+M8o/8wcMIObWcBG6pqGbChzQOcCCxrr9XA+TD4YgCcDRwDHA2cPfXlQJIk7d7Ygr6qPg9s36F5JbC2Ta8FThlqv6gGrgH2T7IYOB5YX1Xbq+o+YD2P/PIgSZKmMdu/0S+qqrvb9D3AojZ9MHDXUL/NrW26dkmSNIIFk9pxVVWSmqntJVnN4LI/hx566Ext9nHtH8955qRLmFWH/q+bJ12CJM242T6jv7ddkqe9b23tW4BDhvotaW3TtT9CVV1QVcuravnChQtnvHBJkuaj2Q76dcDUyPlVwOVD7ae10ffHAve3S/xXAiuSHNAG4a1obZIkaQRju3Sf5GPAC4GDkmxmMHr+ncAlSc4A7gRe1bpfAZwEbAK+D5wOUFXbk7wDuK71O6eqdhzgJ0mSpjG2oK+q10yz6Lid9C3gzGm2swZYM4OlSZL0uOGd8SRJ6phBL0lSxwx6SZI6ZtBLktQxg16SpI4Z9JIkdcyglySpYwa9JEkdM+glSeqYQS9JUscMekmSOmbQS5LUMYNekqSOGfSSJHXMoJckqWMGvSRJHTPoJUnqmEEvSVLHFky6AKkHz3vf8yZdwqz52zf/7aRLkLQHPKOXJKljntFLmjWfe8EvTLqEWfMLn//cpEuQAM/oJUnqmkEvSVLHDHpJkjpm0EuS1DGDXpKkjjnqXpLmmPf/+l9NuoRZ9aY/evmkS+javDmjT3JCktuSbEpy1qTrkSRpPpgXQZ9kL+BPgBOBw4HXJDl8slVJkjT3zZdL90cDm6rqDoAkFwMrgVsmWpUkaaLOfd2pky5h1rz9zy59VOvNizN64GDgrqH5za1NkiTtQqpq0jXsVpJTgROq6r+0+dcDx1TVm4b6rAZWt9mnAbfNeqG7dxDwT5MuYh7wOI3G4zQ6j9VoPE6jm4vH6j9U1cIdG+fLpfstwCFD80ta27+qqguAC2azqD2VZGNVLZ90HXOdx2k0HqfReaxG43Ea3Xw6VvPl0v11wLIkhyXZB3g1sG7CNUmSNOfNizP6qnowyZuAK4G9gDVV9bUJlyVJ0pw3L4IeoKquAK6YdB2P0Zz+aWEO8TiNxuM0Oo/VaDxOo5s3x2peDMaTJEmPznz5jV6SJD0KBv0s8Pa9o0myJsnWJF+ddC1zWZJDklyd5JYkX0vylknXNBcl2TfJtUm+0o7T7066prksyV5JbkjyqUnXMpcl+WaSm5PcmGTjpOsZhZfux6zdvvfvgZcwuNHPdcBrqsq7+u0gyQuA7wIXVdXPTbqeuSrJYmBxVX05yZOA64FT/Hfq4ZIE2K+qvptkb+ALwFuq6poJlzYnJfk1YDnw5Kp62aTrmauSfBNYXlVz7W/op+UZ/fj96+17q+qHwNTte7WDqvo8sH3Sdcx1VXV3VX25TX8HuBXvFPkINfDdNrt3e3lmsxNJlgAvBT446Vo08wz68fP2vRqbJEuBI4EvTbiUOaldjr4R2AqsryqP0869B/gt4EcTrmM+KOAzSa5vd2Sd8wx6aZ5K8pPAJ4G3VtU/T7qeuaiqHqqqIxjcTfPoJP4ktIMkLwO2VtX1k65lnnh+VR3F4GmqZ7afHOc0g378dnv7XmlPtd+cPwl8tKr+YtL1zHVV9W3gauCECZcyFz0POLn99nwx8OIkfzbZkuauqtrS3rcClzH4eXZOM+jHz9v3aka1QWYXArdW1R9Pup65KsnCJPu36Z9gMCD26xMtag6qqrdV1ZKqWsrg/09XVdXrJlzWnJRkvzYAliT7ASuAOf9XQgb9mFXVg8DU7XtvBS7x9r07l+RjwBeBpyXZnOSMSdc0Rz0PeD2DM68b2+ukSRc1By0Grk5yE4Mv3Ouryj8d02OxCPhCkq8A1wJ/XVWfnnBNu+Wf10mS1DHP6CVJ6phBL0lSxwx6SZI6ZtBLktQxg16SpI4Z9JIkdcygl+aQJJ9NsnwW9/eu9gjXd83WPueaJG9I8v7d9Dl5d4+YTrI0yS/PbHXSY7dg0gVImhlJFrQbNO2J1cCBVfXQOGrqRVWtY/d3tFwK/DLw52MvSNoDntFLj0I7e7s1yf9pZ8SfSfITw2fkSQ5q9w+fOmv8yyTrk3wzyZuS/FqSG5Jck+TAoc2/vt3t7qtJjm7r75dkTZJr2zorh7a7LslVwIZpak07c/9qkpuT/FJrXwf8JHD9VNs0n/OqJDcl2ZDk0Nb+4SR/mmRjkr9vD0aZelrcu5Jc19Z5Y2t/YTs2lyb5epKPtlv5Tnd8n5vk75J8pX3mJyXZN8mH2me4IcmL9uTYtv2/d8dju8N+X57kS23d/5tk0dA+3j/02c9r9d2R5NS2+juB/9S2/z+SPKPVfmM7Fsum+7zSOBn00qO3DPiTqnoG8G3gF3fT/+eAVwDPBc4Fvl9VRzK47e9pQ/3+TXvi2n8H1rS2tzO4B/nRwIuAd2Vwr22Ao4BTq+oXptnvK4AjgGcD/7mtu7iqTgb+paqOqKqPT7Pu+4C1VfUs4KPAeUPLljJ4oMdLgT9Nsi9wBnB/VT23fc7/muSw1v9I4K3A4cBTGdzK9xEyeCbEx4G3VNVUzf8CnMngMfPPBF4DrG37hMd2bId9ATi2rXsxg0e37sxi4PnAyxgEPMBZwN+04/lu4FeB97b9LWfwiGpp1nnpXnr0vlFVN7bp6xkE365cXVXfAb6T5H7gr1r7zcCzhvp9DKCqPp/kyRk8mGUFgyeM/Ubrsy9waJteX1Xbd7Hf5wMfa5fn703yOQaBOMrDlX6eQYACfAT430PLLqmqHwG3J7kDeHqr81lDZ7lPYfCF6IfAtVW1GSCDZ8QvZRCsO3oacHdVXQcw9QjeJM9n8MWDqvp6kjuBn23rPJZjO2wJ8PEki4F9gG9Mc1z+sn32W6bO+nfii8DbkywB/qKqbp+mnzRWntFLj94DQ9MPMfji/CA//u9q3130/9HQ/I94+JfuHR9AUUCAX2xni0dU1aFVdWtb/r1HWf9jNV2dbx6q87Cq+kxbvrPjNVMey7Ed9j7g/e2qwRt55D/Dne1vpz9BVNWfAyczuBpxRZIXT1u9NEYGvTSzvgk8p02fuot+uzL1G/rzGVwGv5/B0w/fPPW7dpIj92B7fwP8Uvv9fCHwAgZP3hrF3zF4dCnAa9u2prwyyROS/DSDS/G3tTr/W5K9W50/O/QTw6huAxYneW7bxpOSLGj7fu3Udhlc0bhtD7e9s2M77CnAlja9ag+3/R3gSVMzSZ4K3FFV5wGX8/ArC9Ks8dK9NLP+ELgkyWrgrx/lNn6Q5AZgb+BXWts7gPcANyV5AoNLyi8bcXuXMbgE/xUGZ7C/VVX3jLjum4EPJflNYBtw+tCyf2TwheHJwK9W1Q+SfJDBJfkvty8l24BTRtwXAFX1wzY48H0ZPEf+Xxj8Tv8B4PwkNzO4cvKGqnpgF2P6dmZnx3bY7wCfSHIfcBVw2E76TOcm4KEMHmH6YeCJDAZW/j/gHuD396RQaab4mFpJeyzJh4FPVdWlk65lVEk+C/xGVW2cdC3SbPLSvSRJHfOMXupEkmcyGBk/7IGqOmaEdd8OvHKH5k9U1bkzVd80+72MR14e/+2qunKc+5UeTwx6SZI65qV7SZI6ZtBLktQxg16SpI4Z9JIkdcyglySpY/8fbJBxtjWmWwYAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in customer_cat:\n", + " plt.figure(figsize=(8,5))\n", + " sns.countplot(x=customer_cat[column])\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "40d9420c-402e-4143-92f2-4ed300f778a9", + "metadata": {}, + "source": [ + "Judging by simple count plots the values in most columns show no particular distribution, that provide any deeper insight into the data. For some columns you can still argue that some preprocessing can make sense to simplify the data.\n", + "\n", + "- response:\n", + " A large majority of values is 'no'. In a very large dataset you could consider dropping the column, since it is highly skewed towards one value and therefore might not have a big impact on a prediction\n", + "- no of open complaints:\n", + " Values larger than 1 occour not that often. You could group them to simplify the data\n", + "- Some columns have similar value distributions to other columns\n", + " - Married - Vehicle size - policy type\n", + " - Renew offer type - sales channel\n", + "\n", + " In the next step I check their relation with each other to check if there are redundancies \n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "b4532d1b-ef23-4782-8f9f-b9446d04e4d1", + "metadata": {}, + "source": [ + "## 3. There might be some columns that seem to be redundant, check their values to be sure. What should we do with them?" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "d625acb2-b34a-4dbd-95c5-14dad71f2d16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "sns.countplot(x=customer_cat['sales_channel'], hue=customer_cat['renew_offer_type'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c4706a8e-0d9b-4773-b254-5038d4b09d47", + "metadata": {}, + "source": [ + "The distrbution for 'renew_offer_type' are similar for sales channels 'agent' and 'branch' as for 'call center' and 'web'. If they are similar enough to suggest that the offer type is independent from the sales channel is still hard to say." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "83c9cc1e-ef99-488f-860d-59a93155b223", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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eeCAPPvggbdq0YejQoYwfP36Dz9WkSZPKFraNGjWq/Jz/7LPP5qyzzmLevHlcf/31G51ZV21F265dOyoqKipn9XXZinZDDHpJUr1xyCGHMHLkSFY3XHvqqafWud0bb7xB69atOfXUUznllFN48skn6dmzJw888ADvv/8+K1euZOLEiettT7vaRx99RJs2bQAYN27cRuurr61oN8RT95KketMp8L/+678499xz6dKlC6tWraJ9+/bcfffdX9pu5syZ/OY3v6FJkyY0a9aM8ePHs+uuu3LFFVfwzW9+k5QS3/ve9zjyyCM3+HyXXHIJAwYMoEWLFvTr14/XX399vdvW51a0G2KbWmkLZ5vaLVMe2tRuyWxTK0mSAINekqRcK3rQR0SjiHgqIu7OlttHxOMRMT8iJkXE1tn4Ntny/Gx9uyrH+M9s/KWIOKTYNUuSlBe1MaM/B3ihyvKvgN+nlL4OLAFOzsZPBpZk47/PtiMi9gEGAp2A/sC1EdGoFuqWJKnBK2rQR0Rb4HvA/8uWA+gHrL5H4DjgqOzxkdky2fpvZdsfCdyaUlqeUnodmA/0LGbdkiTlRbFn9H8AfgqsypZ3AT5MKa3uSLAAaJM9bgO8BZCt/yjbvnJ8HftUiojTImJORMxZtGhRDf81JElqmIr2PfqIOAx4L6U0NyL6Fut5VkspjQZGQ+HrdcV+PknKkwNGHlCjx3vk7Ec2us2IESO45ZZbaNSoEVtttRXXX389++23X43VcOihh3LLLbfQvHnz9W7Trl075syZQ8uWLb+0rry8nK5du3LvvffSv3//jT7f2LFjOfjgg9ltt902p+waV8wb5hwAHBERhwJNgR2Bq4DmEdE4m7W3Bd7Otn8b2B1YEBGNgZ2AxVXGV6u6jySpAZo1axZ33303Tz75JNtssw3vv/9+jd8y9p577tms/SdOnEjv3r2ZOHFitYO+c+fO9S7oi3bqPqX0nymltimldhQuppuRUhoM3A8cl202BJiSPZ6aLZOtn5EKd/OZCgzMrspvD+wJPFGsuiVJxbdw4UJatmxZeUe4li1bVgZku3bt+OlPf0pJSQk9e/Zk/vz5ACxatIhjjz2WHj160KNHDx55pHDWYOnSpZVtX7t06cIdd9xReZz3338fgKOOOopu3brRqVMnRo8evdH6UkrcfvvtjB07lmnTplXeA7+iomKNBjZXXnkll1xyCZMnT2bOnDkMHjyYsrIyPv/8c6ZPn07Xrl0pKSlh2LBhLF++vIZ+e5umLr5HfwHw44iYT+Ez+Buz8RuBXbLxHwM/A0gpPQfcBjwP/A0YnlJaWetVS5JqzMEHH8xbb73FXnvtxZlnnskDDzywxvqddtqJefPmcdZZZ3HuuecCcM4553Deeecxe/Zs7rjjDk455RQALrvsssrtn3nmGfr16/el57vpppuYO3cuc+bM4eqrr2bx4sUbrO/RRx+lffv27LHHHvTt25e//vWvG9z+uOOOo3v37kyYMIHy8nIigqFDhzJp0iTmzZvHihUrGDVq1Cb8hmpOrQR9SmlmSumw7PFrKaWeKaWvp5QGpJSWZ+PLsuWvZ+tfq7L/iJTSHimlDimle2ujZklS8TRr1oy5c+cyevRoWrVqxfHHH8/YsWMr1w8aNKjy56xZswC47777OOussygrK+OII47g448/ZunSpdx3330MHz68ct8WLVp86fmuvvpqSktL6dWrF2+99RavvPLKBuubOHEiAwcOBGDgwIHV6jtf1UsvvUT79u3Za6+9ABgyZAgPPvjgJh2jptjURpJUJxo1akTfvn3p27cvJSUljBs3jqFDhwJUtpSt+njVqlU89thjNG3adJOeZ+bMmdx3333MmjWL7bbbjr59+26wHe3KlSu54447mDJlCiNGjCClxOLFi/nkk0/WaEULbLStbX3gLXAlSbXupZdeWmNWXV5ezte+9rXK5UmTJlX+/MY3vgEUTvePHDlyjX0AvvOd73DNNddUji9ZsmSN5/roo49o0aIF2223HS+++CKPPfbYBmubPn06Xbp04a233qrsWHfsscdy55130rp1a9577z0WL17M8uXL1+isV7UdbYcOHaioqKi8vuDmm2/eaMvcYnFGL0mq1tfhatLSpUs5++yz+fDDD2ncuDFf//rX17hIbsmSJXTp0oVtttmm8rT51VdfzfDhw+nSpQsrVqzgwAMP5LrrruPnP/85w4cPp3PnzjRq1IiLL76YY445pvJY/fv357rrrqNjx4506NBhjTaz6zJx4kSOPvroNcaOPfZYRo0axYknnshFF11Ez549adOmDXvvvXflNkOHDuX0009n2223ZdasWYwZM4YBAwawYsUKevTowemnn14Tv7pNZptaaQtnm9otU31uU7uh77arwDa1kiQJ8NS9JKmeqaioqOsScsUZvSRtofL40e2WYFP/uxn0krQFatq0KYsXLzbsG5jVX/XblK8YeupekrZAbdu2ZcGCBdjts+Fp2rQpbdu2rfb2Br0kbYGaNGlC+/bt67oM1QJP3UuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjBr0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjBr0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjBr0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjBr0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjBr0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjRQv6iGgaEU9ExNMR8VxE/CIbbx8Rj0fE/IiYFBFbZ+PbZMvzs/XtqhzrP7PxlyLikGLVLElS3hRzRr8c6JdSKgXKgP4R0Qv4FfD7lNLXgSXAydn2JwNLsvHfZ9sREfsAA4FOQH/g2ohoVMS6JUnKjaIFfSpYmi02yf4koB8wORsfBxyVPT4yWyZb/62IiGz81pTS8pTS68B8oGex6pYkKU+K+hl9RDSKiHLgPWAa8CrwYUppRbbJAqBN9rgN8BZAtv4jYJeq4+vYp+pznRYRcyJizqJFi4rwt5EkqeEpatCnlFamlMqAthRm4XsX8blGp5S6p5S6t2rVqlhPI0lSg1IrV92nlD4E7ge+ATSPiMbZqrbA29njt4HdAbL1OwGLq46vYx9JkrQBxbzqvlVENM8ebwt8B3iBQuAfl202BJiSPZ6aLZOtn5FSStn4wOyq/PbAnsATxapbkqQ8abzxTf5tuwLjsivktwJuSyndHRHPA7dGxOXAU8CN2fY3AjdHxHzgAwpX2pNSei4ibgOeB1YAw1NKK4tYtyRJuVG0oE8pPQN0Xcf4a6zjqvmU0jJgwHqONQIYUdM1SpKUd94ZT5KkHDPoJUnKMYNekqQcM+glScoxg16SpBwz6CVJyjGDXpKkHDPoJUnKMYNekqQcM+glScqxagV9REyvzpgkSapfNniv+4hoCmwHtIyIFkBkq3YE2hS5NkmStJk21tTmR8C5wG7AXP4n6D8G/li8siRJUk3YYNCnlK4CroqIs1NKI2upJkmSVEOq1aY2pTQyIvYH2lXdJ6U0vkh1SZKkGlCtoI+Im4E9gHJgZTacAINekqR6rFpBD3QH9kkppWIWI0mSalZ1v0f/LPCVYhYiSZJqXnVn9C2B5yPiCWD56sGU0hFFqUqSJNWI6gb9JcUsQpIkFUd1r7p/oNiFSJKkmlfdq+4/oXCVPcDWQBPg05TSjsUqTJIkbb7qzuh3WP04IgI4EuhVrKIkSVLN2OTudangLuCQmi9HkiTVpOqeuj+myuJWFL5Xv6woFUmSpBpT3avuD6/yeAVQQeH0vSRJqseq+xn9ScUuRJIk1bxqfUYfEW0j4s6IeC/7c0dEtC12cZIkafNU92K8McBUCn3pdwP+ko1JkqR6rLpB3yqlNCaltCL7MxZoVcS6JElSDahu0C+OiBMiolH25wRgcTELkyRJm6+6QT8M+D7wDrAQOA4YWqSaJElSDanu1+suBYaklJYARMTOwJUU3gBIkqR6qroz+i6rQx4gpfQB0LU4JUmSpJpS3aDfKiJarF7IZvTVPRsgSZLqSHXD+rfArIi4PVseAIwoTkmSJKmmVPfOeOMjYg7QLxs6JqX0fPHKkiRJNaHap9+zYDfcJUlqQDa5Ta0kSWo4DHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHihb0EbF7RNwfEc9HxHMRcU42vnNETIuIV7KfLbLxiIirI2J+RDwTEftWOdaQbPtXImJIsWqWJClvijmjXwH8n5TSPkAvYHhE7AP8DJieUtoTmJ4tA3wX2DP7cxowCirvq38xsB/QE7i46n33JUnS+hUt6FNKC1NKT2aPPwFeANoARwLjss3GAUdlj48ExqeCx4DmEbErcAgwLaX0QdZBbxrQv1h1S5KUJ7XyGX1EtKPQ1vZxoHVKaWG26h2gdfa4DfBWld0WZGPrG1/7OU6LiDkRMWfRokU1+xeQJKmBKnrQR0Qz4A7g3JTSx1XXpZQSkGrieVJKo1NK3VNK3Vu1alUTh5QkqcEratBHRBMKIT8hpfTnbPjd7JQ82c/3svG3gd2r7N42G1vfuCRJ2ohiXnUfwI3ACyml31VZNRVYfeX8EGBKlfETs6vvewEfZaf4/w4cHBEtsovwDs7GJEnSRlS7Te2/4QDgh8C8iCjPxv4vcAVwW0ScDLwBfD9bdw9wKDAf+Aw4CSCl9EFEXAbMzra7NKX0QRHrliQpN4oW9Cmlh4FYz+pvrWP7BAxfz7FuAm6queokSdoyeGc8SZJyzKCXJCnHDHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknKscV0XIOVdt/PH13UJG3TnDnVdgaRickYvSVKOGfSSJOWYQS9JUo4Z9JIk5ZgX40mSasybl5bUdQkb9NWL5tV1CbXOGb0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjBr0kSTlm0EuSlGMGvSRJOWbQS5KUYwa9JEk5ZtBLkpRjRQv6iLgpIt6LiGerjO0cEdMi4pXsZ4tsPCLi6oiYHxHPRMS+VfYZkm3/SkQMKVa9kiTlUTFn9GOB/muN/QyYnlLaE5ieLQN8F9gz+3MaMAoKbwyAi4H9gJ7AxavfHEiSpI0rWtCnlB4EPlhr+EhgXPZ4HHBUlfHxqeAxoHlE7AocAkxLKX2QUloCTOPLbx4kSdJ61PZn9K1TSguzx+8ArbPHbYC3qmy3IBtb37gkSaqGOrsYL6WUgFRTx4uI0yJiTkTMWbRoUU0dVpKkBq22g/7d7JQ82c/3svG3gd2rbNc2G1vf+JeklEanlLqnlLq3atWqxguXJKkhqu2gnwqsvnJ+CDClyviJ2dX3vYCPslP8fwcOjogW2UV4B2djkiSpGhoX68ARMRHoC7SMiAUUrp6/ArgtIk4G3gC+n21+D3AoMB/4DDgJIKX0QURcBszOtrs0pbT2BX6SJGk9ihb0KaVB61n1rXVsm4Dh6znOTcBNNViaJElbDO+MJ0lSjhn0kiTlmEEvSVKOGfSSJOWYQS9JUo4Z9JIk5ZhBL0lSjhn0kiTlmEEvSVKOGfSSJOVY0W6Bq+J489KSui5hg7560by6LkGSVIUzekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknLMoJckKccMekmScsyglyQpxwx6SZJyzKCXJCnHDHpJknLMoJckKcca13UBkqRN0+388XVdwnrduUNdV6C1OaOXJCnHDHpJknLMoJckKccMekmScsyglyQpx7zqXlK9dcDIA+q6hA165OxH6roEaaOc0UuSlGMGvSRJOeap+7XU5xtRgDejkCRtGmf0kiTlmEEvSVKOGfSSJOWYQS9JUo4Z9JIk5ZhBL0lSjvn1OknSFmNLvNtig5nRR0T/iHgpIuZHxM/quh5JkhqCBjGjj4hGwDXAd4AFwOyImJpSer5uK9Pa6vO7Ze9LLmlL1FBm9D2B+Sml11JK/wJuBY6s45okSar3GsSMHmgDvFVleQGwX9UNIuI04LRscWlEvFRLtdWqr9X8IVsC79f8Yeuf+N9R1yXUS76m/n2+pr7M19Pm2czX1Dp//Q0l6DcqpTQaGF3XdTQ0ETEnpdS9rutQfviaUk3y9bT5Gsqp+7eB3asst83GJEnSBjSUoJ8N7BkR7SNia2AgMLWOa5Ikqd5rEKfuU0orIuIs4O9AI+CmlNJzdVxWXvhxh2qarynVJF9PmylSSnVdgyRJKpKGcupekiT9Gwx6SZJyzKDPkYhYWtc1qOGJiBQRf6qy3DgiFkXE3Zt4nJkRsd6vQUXEpRHx7c2pVQ1fRFwYEc9FxDMRUR4R+218r40ec2n2s11EPLv5VeZLg7gYT8UVEY1TSivqug7VmU+BzhGxbUrpcwq3mq7xr6+mlC6q6WOqYYmIbwCHAfumlJZHREtg6zouK/ec0edcRBweEY9HxFMRcV9EtM7GL4mImyPiEeDmiGgVEdOyd9r/LyLeyP4nJCJOiIgnsnff12e9B5Qv9wDfyx4PAiauXhER20fETdlr4KmIODIb3zYibo2IFyLiTmDbbLxRRIyNiGcjYl5EnJeNj42I4yKie/ZaKs/Wp2z9HhHxt4iYGxEPRcTetfkLUK3YFXg/pbQcIKX0fkrpnxFRERG/zF4TcyJi34j4e0S8GhGnA0REs4iYHhFPZq8bb4NeTQZ9/j0M9EopdaXQI+CnVdbtA3w7pTQIuBiYkVLqBEwGvgoQER2B44EDUkplwEpgcO2Vr1pyKzAwIpoCXYDHq6y7kMJroyfwTeA3EbE9cAbwWUqpI4XXT7ds+zKgTUqpc0qpBBhT9YlSSnNSSmXZ6+lvwJXZqtHA2SmlbsBPgGtr/q+pOvYPYPeIeDkiro2Ig6qsezN7TTwEjAWOA3oBv8jWLwOOTintS+F1+NuI8B7E1eCp+/xrC0yKiF0pnCJ7vcq6qdmpWoDewNEAKaW/RcSSbPxbFP4Bn539P7Ut8F5tFK7ak1J6JiLaUZjN37PW6oOBIyLiJ9lyUwpvBA8Erq6y/zPZ+teA/xURI4G/UvjH/Usi4nhgX+DgiGgG7A/cXuXf7m1q4K+meiSltDQiugF9KIT1pCptx1ffBG0e0Cyl9AnwSUQsj4jmFD5i+u+IOBBYRaEHSmvgndr8OzREBn3+jQR+l1KaGhF9gUuqrPu0GvsHMC6l9J81X5rqmakUZtd9gV2qjAdwbEppjUZR65tMpZSWREQpcAhwOvB9YNha+3am8Fo8MKW0MiK2Aj7MZnTKsZTSSmAmMDMi5gFDslXLs5+rqjxevdyYwpnEVkC3lNIXEVFB4U2nNsJT9/m3E/9zYdWQDWz3CIV/kImIg4EW2fh04LiI+I9s3c4RUYQGVaoHbgJ+kVKat9b434GzV58mjYiu2fiDwA+ysc4UTvmTXduxVUrpDuDnFGbtlbLZ2UTgxJTSIoCU0sfA6xExINsmsjcLypGI6BARe1YZKgPeqObuOwHvZSH/TYrSKC+fnNHny3YRsaDK8u8ozJpuz07FzwDar2ffXwATI+KHwCwKp8M+SSm9HxE/B/6Rzbq+AIZT/f851UCklBaQnYpfy2XAH4BnstfA6xSunB4FjImIF4AXgLnZ9m2y8dUTibXPBh1J4R/pG1afFchm8oOBUdnrrQmF6waerom/m+qNZsDI7M3eCmA+hfbih1Vj3wnAX7KzAHOAF4tVZN54C1wBEBHbACuzvgLfAEZ5GlWSGj5n9Frtq8Bt2SzsX8CpdVyPJKkGOKOXJCnHvBhPkqQcM+glScoxg16SpBwz6CVJyjGDXtIG23vGRtrLRkTf2MSWthup5dGaOpYkv14naSNqu71sSmn/2nw+Ke+c0Us5FRFXRMTwKsuXRMRPIuL8iJgdEc9ExC+q7NIoIm6IQqvif0TE6razYyPiuOxxj4h4NCKeztrW7rDWc66zpe166usU/9P++JnVt0aNiKXZz0urtLN9OyLGZOO2TZY2gUEv5dcksv4Fme8Di4A9gZ4U7jPeLesGRjZ+Tdaq+EPg2KoHi4its2Oek1IqBb4NfM6a1tfSdl1OB67K7sDYHah6+2ZSShdl6/oCHwB/tG2ytOk8dS/lVErpqYj4j4jYjULXryVACYW2s09lmzWjEPBvAq+nlMqz8blAu7UO2QFYmFKanR3/Y/hSF7v1tbR9YR0lzgIujIi2wJ9TSq+svUHWSOdPFDowzo2Is7BtsrRJDHop324HjgO+QmE2/jXglyml66tulPWir9oadCWFEN1U62xpuy4ppVsi4nHge8A9EfGjlNKMtTa7BFiQUhpT5fi2TZY2gafupXybBAykEPa3U2g5OywimgFERJvVLYir4SVg14joke27Q0SsPVlYX0vbL4mI/wW8llK6GphC1ua2yvrDKXw88L+rDNs2WdpEzuilHEspPZddMPd2SmkhsDD7nHtWlsVLgRMozOA3dqx/RcTxFNqMbkvh8/m1v3a3vpa26/J94IcR8QWFtsj/vdb6H1NoeftEVuvUlNJFtk2WNo1NbSRJyjFP3UuSlGOeupdUVBFxCPCrtYZfTykdXRf1SFsaT91LkpRjnrqXJCnHDHpJknLMoJckKccMekmScuz/A2vh7ZV++bOnAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "sns.countplot(x=customer_cat['vehicle_size'], hue=customer_cat['policy_type'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "1b88fb7e-553b-4be9-982c-d2fdeb2efadd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "sns.countplot(x=customer_cat['vehicle_size'], hue=customer_cat['vehicle_class'])\n", + "plt.show()" ] }, { "cell_type": "markdown", - "id": "faccef1d", + "id": "984bf213-1ba2-4a0c-a306-19ed0eda62e4", "metadata": {}, "source": [ - "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + "Despite their similar distributions, policy types are very similarly distributed across all vehicle sizes. The same is true for vehicle class, not supporting the assumption that vehicle size and class are redunduant.\n", + "\n", + "> The relation examples I checked to find clear redundancies, turn out to be not clear at all. To make a more sound decision if columns could be dropped, a more in depth analysis is nesseccary, such as chi-squared. " ] }, { "cell_type": "markdown", - "id": "2f38d5b3", + "id": "8dd59dd8-6829-48ca-9bf7-53609ba18efb", "metadata": {}, "source": [ - "### 1. In this final lab, we will model our data. Import sklearn train_test_split and separate the data.\n" + "## 4. Plot time variable. Can you extract something from it?" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "2ab44f01-0295-4ef8-9c53-e35ae4a2135c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "customer_df['effective_to_date'] = customer_df['effective_to_date'].apply(pd.to_datetime, errors='coerce')\n", + "\n", + "plt.figure(figsize=(20,8))\n", + "todate_chart = sns.countplot(\n", + " data=customer_df,\n", + " x='effective_to_date',\n", + " palette='flare'\n", + ")\n", + "\n", + "todate_chart.set_xticklabels(todate_chart.get_xticklabels(), rotation=45, horizontalalignment='right')\n", + "\n", + "None\n" + ] + }, + { + "cell_type": "markdown", + "id": "4c0395ca-74db-4336-a400-c35aedf1c7de", + "metadata": {}, + "source": [ + "Didn't manage to get the dates in the right order" ] }, { "cell_type": "code", "execution_count": null, - "id": "68d5e0bc", + "id": "793e55b2-5451-4c53-b8af-a286a35f01a3", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", - "id": "df7949a5", + "id": "8e388c57-b347-4c43-bfb5-ef7c98130af0", "metadata": {}, "source": [ - "### 2. Try a simple linear regression with all the data to see whether we are getting good results." + "# Lab | Data cleaning and wrangling" + ] + }, + { + "cell_type": "markdown", + "id": "ef2fcbec-b8ce-47da-bb56-35e7ec73ba3a", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "156698de-69b5-4373-965a-5694627334dd", + "metadata": {}, + "source": [ + "### 1. We will start with removing outliers. So far, we have discussed different methods to remove outliers. Use the one you feel more comfortable with, define a function for that. Use the function to remove the outliers and apply it to the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "6dade7d9-5592-4c97-9908-4f999e9d424e", + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.stats as stats\n", + "from scipy.stats import norm\n", + "from scipy.special import inv_boxcox\n", + "from sklearn.preprocessing import OneHotEncoder, Normalizer, StandardScaler, LabelEncoder\n", + "import pickle\n" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "bfc948f9-2ed6-4f7c-aef9-8cc1a27f5ac6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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m4/G4OWJm/allfxbH5Ydm9obU/CX1WjOza8zsQTP7vpl9z8y2xflNfczUGJemPmbMbLmZfdvMjsZx2RHnv8zMvhX38fNm1hHnL4vP83F5LtVWxfGqKoTwoj4ktUp6VNJ1kjokHZV0w4tdR5YPSWOSVpbN+4ik98Xp90m6K073SxqVZJJeI+lbWdfvPBavk3SjpOMLHQtJV0h6LP55eZy+POt9W4Rx+YCkOyqse0N8HS2T9LL4+mpdiq81SVdLujFOXyLpf+L+N/UxU2NcmvqYiX/vnXG6XdK34nHw95LeEud/QtI74/S7JH0iTr9F0udrjVetvrM4c321pHwI4bEQwllJn5O0MYM6Gs1GSXvi9B5Jv52avzck/kvSZWZ2dQb1LYoQwr9Jerps9nzH4g2SDoQQng4h/FTSAUm9i178IqoyLtVslPS5EMILIYQfScoreZ0tuddaCOHxEMJ34/Szkn4gqVtNfszUGJdqmuKYiX/vk/Fpe3wESb8p6QtxfvnxUjyOviDpt8zMVH28qsoiXLsl/V/q+UnVPgiWoiDpy2Z22MzeEeddFUJ4PE7/RNJVcboZx2u+Y9FMY/Qn8fLmp4qXPtWk4xIv2f2KkrMRjpmobFykJj9mzKzVzI5IelLJf6IelXQ6hDAdV0nvY2n/4/JnJHVpAePCB5qy8doQwo2S+iT9sZm9Lr0wJNch+Bi3GIsyH5f0ckmvlPS4pLszrSZDZtYp6R8lvTuE8LP0smY+ZiqMS9MfMyGEQgjhlZJWKTnbvP7F6DeLcB2XdE3q+ao4r2mEEMbjn09K+mclf+FPFC/3xj+fjKs343jNdyyaYoxCCE/EfyjOSbpX5y9LNdW4mFm7kgD5TAjhn+Lspj9mKo0Lx8x5IYTTkh6UdLOStwfa4qL0Ppb2Py7/BUkTWsC4ZBGu35H0ivhprQ4lbxrfn0EdmTCzFWZ2SXFa0uslHVcyBsVPLA5I+mKcvl/S5vipx9dIeiZ1+Wupmu9Y/Kuk15vZ5fGy1+vjvCWl7L32Nyk5bqRkXN4SP+n4MkmvkPRtLcHXWnz/628l/SCEMJxa1NTHTLVxafZjxsyuNLPL4vRFktYreT/6QUmb4mrlx0vxONok6avxSki18aouo09w9Sv5NNujkt6fRQ1ZPZR8Cu9ofHyvuP9Krut/RdIjkg5KuiKc/7Tbx+JYPSRpbdb74Dwen1VyuWpKyfsYty1kLCS9TcmHDPKS3pr1fi3SuHw67vex+GK/OrX+++O4/FBSX2r+knqtSXqtkku+xyQdiY/+Zj9maoxLUx8zktZI+u+4/8cl/Xmcf52ScMxL+gdJy+L85fF5Pi6/bq7xqvbgF5oAAHDGB5oAAHBGuAIA4IxwBQDAGeEKAIAzwhUAAGeEKwAAzghXLHlmdpmZvWuOdXJm9vt1tJWz1G3g5lHD18xs7RzrfNLMbphv243KzN5tZhdnXQeQBcIVzeAyJbeSqiUnac5wXUwhhD8MIXw/yxqcvVsS4YqmRLiiGdwp6eXxZtF/ER/HLblh/ZtT6/xaXGd7PEP9hpl9Nz5+tZ6O4h04/jK2f8zMtlRY5+Nmdih98+Y4v3R2a2aTsc7vmdlBM3t1XP6YmW2o0X/Fus3sFjP7upl9MbZxp5ndasmNpB8ys5entv9qrP0rZnZtnH+fmW1K9TOZavdrZvYFM3vYzD4Tf2pwq6RflPSgmT1Yz9gBS0rWP0/Fg8diP5SclR6P07+r5LZTrUpuS/a/Sm40fYukB1LbXCxpeZx+haRD5W1V6eudSu4D2RafF3+G72uKP72Xmtca56+psE5Q/Ik1JTd3+LKSe1H+sqQjNfqvVvctkk7HfV2m5EfHd8Rl2yT9VZzeJ2kgTr9N0r/E6fskbUr1M5lq9xklP2TeIuk/ldz1SZLGJK3M+u+fB48sHsW7AgDN4rWSPhtCKCi5k8rXJb1K0s/K1muX9Ndm9kpJBUm/VGf76yR9IsR7RYYQKt3w/PcsuY9vm5Kwu0HJb5+mnZW0P04/JOmFEMKUmT2kJOCrqVX3d0K86YOZPaoksIvt/0acvlnS78TpT0v6SI2+ir4dQjgZ2z0S6/v3OrYDlizCFahsu6QnlJwptkh63qPReEeNOyS9KoTwUzO7T8mPhZebCiEUf/j7nKQXJCmEcM7O3yprvnW/kJo+l3p+TnP/WzAd25OZtUjqqNJuoY62gCWP91zRDJ6VdEmc/oakN8f3Rq+U9Dold79IryMl93F8PCT3wfwDJZdw63FA0h8VA9DMrihbfqmkM5KeMbOrJPUtYH9qWWjdRf+h5DZjknSrkvGSkku8N8XpDUrOkOdSPqZA0yBcseSFECYkfTN+heZmJZdgj0r6qqQ/DSH8JM4rmNlRM9su6W8kDZjZUUnXKwnEenxSyfu4x+K2Mz6BHEI4quQWWA9L+jtJ37zQ/Suz0LqLtkh6q5kdUxLO2+L8eyX9emz35jrbvUfSfj7QhGbELecAAHDGmSsAAM744AGwAGb2Bkl3lc3+UQjhTc3QP4DauCwMAIAzLgsDAOCMcAUAwBnhCgCAM8IVAABnhCsAAM7+H1egI9sB4YyvAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in customer_df.select_dtypes(np.number):\n", + " plt.figure(figsize=(8,5))\n", + " sns.boxplot(customer_df[column])\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "cf71a478-5fb9-442b-910f-dfcb9b5d2163", + "metadata": {}, + "outputs": [], + "source": [ + "def replace_outliers(df, threshold=1.5, in_columns=[], skip_columns=[], median_repl=[]):\n", + " for column in in_columns:\n", + " if column not in skip_columns:\n", + " upper = np.percentile(df[column],75)\n", + " lower = np.percentile(df[column],25)\n", + " iqr = upper - lower\n", + " upper_limit = upper + (threshold * iqr)\n", + " lower_limit = lower - (threshold * iqr)\n", + " \n", + " if column not in median_repl:\n", + " df.loc[df[column] > upper_limit, column] = upper_limit\n", + " df.loc[df[column] < lower_limit, column] = lower_limit\n", + " else:\n", + " df.loc[df[column] > upper_limit, column] = df[column].median()\n", + " df.loc[df[column] < lower_limit, column] = df[column].median()\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "327fd89e-683e-4cf2-aba4-48de84737485", + "metadata": {}, + "outputs": [], + "source": [ + "num_columns = list(customer_df.select_dtypes(include=[np.number]).columns.values)\n", + "\n", + "customer_df = replace_outliers(customer_df, in_columns=num_columns, skip_columns=['income', 'months_since_last_claim', 'months_since_policy_inception', 'number_of_open_complaints'], median_repl=num_columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "4e989a8e-0b94-4dd2-8c1d-c6e47979aa99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in customer_df.select_dtypes(np.number):\n", + " plt.figure(figsize=(8,5))\n", + " sns.boxplot(customer_df[column])\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "caaf27bb-42cd-4b4b-9e02-38e0ba220e76", + "metadata": {}, + "source": [ + "### 2. Create a copy of the dataframe for the data wrangling." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "ebb96a56-f293-4db6-b037-139e87b08355", + "metadata": {}, + "outputs": [], + "source": [ + "customer_df2 = customer_df.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "d914a59f-a3e3-41f1-a887-390e00382df4", + "metadata": {}, + "source": [ + "### 3. Normalize the continuous variables. You can use any one method you want." + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "5669218e-af6d-402c-a620-f36ecf711b8c", + "metadata": {}, + "outputs": [], + "source": [ + "df2_num = customer_df2.select_dtypes(include=[np.number])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "5d31de12-867d-4a4d-a4d7-8580c9c35ad1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " customer_lifetime_value income monthly_premium_auto \\\n", + "id \n", + "BU79786 -1.121421 0.612827 -0.821791 \n", + "QZ44356 0.240692 -1.239617 0.296267 \n", + "AI49188 2.149419 0.365710 0.922380 \n", + "WW63253 0.455969 -1.239617 0.832935 \n", + "HB64268 -1.105211 0.203390 -0.642902 \n", + "\n", + " months_since_last_claim months_since_policy_inception \\\n", + "id \n", + "BU79786 1.678099 -1.543287 \n", + "QZ44356 -0.208186 -0.217334 \n", + "AI49188 0.288205 -0.360680 \n", + "WW63253 0.288205 0.606907 \n", + "HB64268 -0.307465 -0.145661 \n", + "\n", + " number_of_open_complaints number_of_policies total_claim_amount \n", + "id \n", + "BU79786 -0.42225 -0.824187 -0.023907 \n", + "QZ44356 -0.42225 2.677963 -0.028112 \n", + "AI49188 -0.42225 -0.323880 0.858487 \n", + "WW63253 -0.42225 2.177656 0.680752 \n", + "HB64268 -0.42225 -0.824187 -1.222123 " + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stsc_transformer = StandardScaler() \n", + "stsc_transformer.fit(df2_num) \n", + "\n", + "with open('ss_transformer.pkl', 'wb') as file:\n", + " pickle.dump(stsc_transformer, file)\n", + "\n", + "with open('ss_transformer.pkl', 'rb') as file:\n", + " stsc_transformer = pickle.load(file)\n", + "\n", + "data_normalized = stsc_transformer.transform(df2_num)\n", + "\n", + "df2_numnorm = pd.DataFrame(data_normalized, index=df2_num.index, columns=df2_num.columns)\n", + "df2_numnorm.head()" + ] + }, + { + "cell_type": "markdown", + "id": "275ba0e0-8180-48f0-86e3-20f4423a5e4f", + "metadata": {}, + "source": [ + "### 4. Encode the categorical variables" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "60319db5-9ab6-45c4-9a0c-ef33af1722ab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "state ['Washington' 'Arizona' 'Nevada' 'California' 'Oregon'] \n", + "\n", + "response ['No' 'Yes'] \n", + "\n", + "coverage ['Basic' 'Extended' 'Premium'] \n", + "\n", + "education ['Bachelor' 'College' 'Master' 'High School or Below' 'Doctor'] \n", + "\n", + "employment_status ['Employed' 'Unemployed' 'Medical Leave' 'Disabled' 'Retired'] \n", + "\n", + "gender ['F' 'M'] \n", + "\n", + "location_code ['Suburban' 'Rural' 'Urban'] \n", + "\n", + "marital_status ['Married' 'Single' 'Divorced'] \n", + "\n", + "policy_type ['Corporate Auto' 'Personal Auto' 'Special Auto'] \n", + "\n", + "policy ['Corporate L3' 'Personal L3' 'Corporate L2' 'Personal L1' 'Special L2'\n", + " 'Corporate L1' 'Personal L2' 'Special L1' 'Special L3'] \n", + "\n", + "renew_offer_type ['Offer1' 'Offer3' 'Offer2' 'Offer4'] \n", + "\n", + "sales_channel ['Agent' 'Call Center' 'Web' 'Branch'] \n", + "\n", + "vehicle_class ['Two-Door Car' 'Four-Door Car' 'SUV' 'Luxury SUV' 'Sports Car'\n", + " 'Luxury Car'] \n", + "\n", + "vehicle_size ['Medsize' 'Small' 'Large'] \n", + "\n" + ] + } + ], + "source": [ + "df2_cat = customer_df2.select_dtypes(include=[np.object])\n", + "\n", + "for column in df2_cat:\n", + " print(column, df2_cat[column].unique(), '\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "a6cec594-a540-4232-8d27-20e6b32afda0", + "metadata": {}, + "source": [ + "variables for OneHot encoding:\n", + "\n", + "- state\n", + "- respone\n", + "- gender\n", + "- marital status\n", + "- policy type\n", + "- policy\n", + "- renew offer type\n", + "- sales channel\n", + "- vehicle class" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "102540c1-39d3-42d4-bbaf-1bda3a6a3354", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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QZ4435600000001100000100001000000000
AI4918801000010100000100000000000001
WW6325310000110001000000000001000100
HB6426800010101100010000000000000000
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" + ], + "text/plain": [ + " state_California state_Nevada state_Oregon state_Washington \\\n", + "id \n", + "BU79786 0 0 0 1 \n", + "QZ44356 0 0 0 0 \n", + "AI49188 0 1 0 0 \n", + "WW63253 1 0 0 0 \n", + "HB64268 0 0 0 1 \n", + "\n", + " response_Yes gender_M marital_status_Married \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 1 \n", + "WW63253 0 1 1 \n", + "HB64268 0 1 0 \n", + "\n", + " marital_status_Single policy_type_Personal Auto \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 1 1 \n", + "AI49188 0 1 \n", + "WW63253 0 0 \n", + "HB64268 1 1 \n", + "\n", + " policy_type_Special Auto policy_Corporate L2 policy_Corporate L3 \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 1 0 \n", + "HB64268 0 0 0 \n", + "\n", + " policy_Personal L1 policy_Personal L2 policy_Personal L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 1 \n", + "AI49188 0 0 1 \n", + "WW63253 0 0 0 \n", + "HB64268 1 0 0 \n", + "\n", + " policy_Special L1 policy_Special L2 policy_Special L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 0 0 \n", + "HB64268 0 0 0 \n", + "\n", + " renew_offer_type_Offer2 renew_offer_type_Offer3 \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 1 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " renew_offer_type_Offer4 sales_channel_Branch \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " sales_channel_Call Center sales_channel_Web \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Luxury Car vehicle_class_Luxury SUV \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_SUV vehicle_class_Sports Car \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Two-Door Car \n", + "id \n", + "BU79786 1 \n", + "QZ44356 0 \n", + "AI49188 1 \n", + "WW63253 0 \n", + "HB64268 0 " + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# OneHot encoding\n", + "\n", + "df2_onehot = df2_cat.drop(['coverage','education', 'employment_status', 'location_code', 'vehicle_size'], axis=1)\n", + "df2_onehot = pd.get_dummies(df2_onehot, drop_first=True)\n", + "\n", + "df2_onehot.head()" + ] + }, + { + "cell_type": "markdown", + "id": "cfb86e07-b95a-4370-9610-542f5aa6d8d3", + "metadata": {}, + "source": [ + "variables for ordinal encoding:\n", + "\n", + "- coverage\n", + "- education\n", + "- employment status\n", + "- location code\n", + "- vehicle size" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "0683f2c5-604b-4b87-a835-9d3b9786f91a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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coverageeducationemployment_statuslocation_codevehicle_size
id
BU7978613422
QZ4435623122
AI4918833422
WW6325313122
HB6426813412
\n", + "
" + ], + "text/plain": [ + " coverage education employment_status location_code vehicle_size\n", + "id \n", + "BU79786 1 3 4 2 2\n", + "QZ44356 2 3 1 2 2\n", + "AI49188 3 3 4 2 2\n", + "WW63253 1 3 1 2 2\n", + "HB64268 1 3 4 1 2" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ordinal encoding\n", + "\n", + "df2_ord = df2_cat.drop(['state', 'response', 'gender', 'marital_status', 'policy_type', 'policy', 'renew_offer_type', 'sales_channel', 'vehicle_class'], axis=1)\n", + "\n", + "df2_ord['coverage'] = df2_ord['coverage'].map({'Basic' : 1, 'Extended' : 2, 'Premium' : 3})\n", + "df2_ord['education'] = df2_ord['education'].map({'High School or Below' : 1, 'College' : 2, 'Bachelor' : 3, 'Master' : 4, 'Doctor' : 5})\n", + "df2_ord['employment_status'] = df2_ord['employment_status'].map({'Unemployed' : 1, 'Medical Leave' : 2, 'Disabled' : 3, 'Employed' : 4, 'Retired' : 5})\n", + "df2_ord['location_code'] = df2_ord['location_code'].map({'Rural' : 1, 'Suburban' : 2, 'Urban' : 3})\n", + "df2_ord['vehicle_size'] = df2_ord['vehicle_size'].map({'Small': 1, 'Medsize': 2, 'Large': 3})\n", + "\n", + "df2_ord.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "badc9bfe-d340-4494-a456-622858470061", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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state_Californiastate_Nevadastate_Oregonstate_Washingtonresponse_Yesgender_Mmarital_status_Marriedmarital_status_Singlepolicy_type_Personal Autopolicy_type_Special Autopolicy_Corporate L2policy_Corporate L3policy_Personal L1policy_Personal L2policy_Personal L3policy_Special L1policy_Special L2policy_Special L3renew_offer_type_Offer2renew_offer_type_Offer3renew_offer_type_Offer4sales_channel_Branchsales_channel_Call Centersales_channel_Webvehicle_class_Luxury Carvehicle_class_Luxury SUVvehicle_class_SUVvehicle_class_Sports Carvehicle_class_Two-Door Carcoverageeducationemployment_statuslocation_codevehicle_size
id
BU797860001001000010000000000000000113422
QZ443560000000110000010000100000000023122
AI491880100001010000010000000000000133422
WW632531000011000100000000000100010013122
HB642680001010110001000000000000000013412
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" + ], + "text/plain": [ + " state_California state_Nevada state_Oregon state_Washington \\\n", + "id \n", + "BU79786 0 0 0 1 \n", + "QZ44356 0 0 0 0 \n", + "AI49188 0 1 0 0 \n", + "WW63253 1 0 0 0 \n", + "HB64268 0 0 0 1 \n", + "\n", + " response_Yes gender_M marital_status_Married \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 1 \n", + "WW63253 0 1 1 \n", + "HB64268 0 1 0 \n", + "\n", + " marital_status_Single policy_type_Personal Auto \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 1 1 \n", + "AI49188 0 1 \n", + "WW63253 0 0 \n", + "HB64268 1 1 \n", + "\n", + " policy_type_Special Auto policy_Corporate L2 policy_Corporate L3 \\\n", + "id \n", + "BU79786 0 0 1 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 1 0 \n", + "HB64268 0 0 0 \n", + "\n", + " policy_Personal L1 policy_Personal L2 policy_Personal L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 1 \n", + "AI49188 0 0 1 \n", + "WW63253 0 0 0 \n", + "HB64268 1 0 0 \n", + "\n", + " policy_Special L1 policy_Special L2 policy_Special L3 \\\n", + "id \n", + "BU79786 0 0 0 \n", + "QZ44356 0 0 0 \n", + "AI49188 0 0 0 \n", + "WW63253 0 0 0 \n", + "HB64268 0 0 0 \n", + "\n", + " renew_offer_type_Offer2 renew_offer_type_Offer3 \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 1 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " renew_offer_type_Offer4 sales_channel_Branch \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " sales_channel_Call Center sales_channel_Web \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Luxury Car vehicle_class_Luxury SUV \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 0 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_SUV vehicle_class_Sports Car \\\n", + "id \n", + "BU79786 0 0 \n", + "QZ44356 0 0 \n", + "AI49188 0 0 \n", + "WW63253 1 0 \n", + "HB64268 0 0 \n", + "\n", + " vehicle_class_Two-Door Car coverage education employment_status \\\n", + "id \n", + "BU79786 1 1 3 4 \n", + "QZ44356 0 2 3 1 \n", + "AI49188 1 3 3 4 \n", + "WW63253 0 1 3 1 \n", + "HB64268 0 1 3 4 \n", + "\n", + " location_code vehicle_size \n", + "id \n", + "BU79786 2 2 \n", + "QZ44356 2 2 \n", + "AI49188 2 2 \n", + "WW63253 2 2 \n", + "HB64268 1 2 " + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2_encoded = pd.concat([df2_onehot, df2_ord], axis=1)\n", + "\n", + "df2_encoded.head()" + ] + }, + { + "cell_type": "markdown", + "id": "654bf0fd-5f72-40c9-aa4d-12c5c7c31163", + "metadata": {}, + "source": [ + "### 5. The time variable can be useful. Try to transform its data into a useful one. Hint: Day week and month as integers might be useful." + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "7072638e-d7ab-4172-8b3e-ceffafa7e510", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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effective_to_date
id
BU797862011-02-24
QZ443562011-01-31
AI491882011-02-19
WW632532011-01-20
HB642682011-02-03
\n", + "
" + ], + "text/plain": [ + " effective_to_date\n", + "id \n", + "BU79786 2011-02-24\n", + "QZ44356 2011-01-31\n", + "AI49188 2011-02-19\n", + "WW63253 2011-01-20\n", + "HB64268 2011-02-03" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2_etd = customer_df2.select_dtypes(include=['datetime'])\n", + "\n", + "df2_etd.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "68abddbc-2c83-42db-bc23-10b8f81043ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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etd_dayetd_weeketd_month
id
BU797862482
QZ443563151
AI491881972
WW632532031
HB64268352
\n", + "
" + ], + "text/plain": [ + " etd_day etd_week etd_month\n", + "id \n", + "BU79786 24 8 2\n", + "QZ44356 31 5 1\n", + "AI49188 19 7 2\n", + "WW63253 20 3 1\n", + "HB64268 3 5 2" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2_etd['etd_day'] = df2_etd['effective_to_date'].dt.day\n", + "df2_etd['etd_week'] = df2_etd['effective_to_date'].dt.week\n", + "df2_etd['etd_month'] = df2_etd['effective_to_date'].dt.month\n", + "\n", + "df2_etd = df2_etd.drop(['effective_to_date'], axis=1)\n", + "\n", + "df2_etd.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4d611781-f077-4a5b-8d4f-09759b25c318", + "metadata": {}, + "source": [ + "### 6. Since the model will only accept numerical data, check and make sure that every column is numerical, if some are not, change it using encoding." + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "62c14c2e-4bf6-4a10-b976-a64ed1f5f5b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 9134 entries, BU79786 to Y167826\n", + "Data columns (total 45 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customer_lifetime_value 9134 non-null float64\n", + " 1 income 9134 non-null float64\n", + " 2 monthly_premium_auto 9134 non-null float64\n", + " 3 months_since_last_claim 9134 non-null float64\n", + " 4 months_since_policy_inception 9134 non-null float64\n", + " 5 number_of_open_complaints 9134 non-null float64\n", + " 6 number_of_policies 9134 non-null float64\n", + " 7 total_claim_amount 9134 non-null float64\n", + " 8 state_California 9134 non-null uint8 \n", + " 9 state_Nevada 9134 non-null uint8 \n", + " 10 state_Oregon 9134 non-null uint8 \n", + " 11 state_Washington 9134 non-null uint8 \n", + " 12 response_Yes 9134 non-null uint8 \n", + " 13 gender_M 9134 non-null uint8 \n", + " 14 marital_status_Married 9134 non-null uint8 \n", + " 15 marital_status_Single 9134 non-null uint8 \n", + " 16 policy_type_Personal Auto 9134 non-null uint8 \n", + " 17 policy_type_Special Auto 9134 non-null uint8 \n", + " 18 policy_Corporate L2 9134 non-null uint8 \n", + " 19 policy_Corporate L3 9134 non-null uint8 \n", + " 20 policy_Personal L1 9134 non-null uint8 \n", + " 21 policy_Personal L2 9134 non-null uint8 \n", + " 22 policy_Personal L3 9134 non-null uint8 \n", + " 23 policy_Special L1 9134 non-null uint8 \n", + " 24 policy_Special L2 9134 non-null uint8 \n", + " 25 policy_Special L3 9134 non-null uint8 \n", + " 26 renew_offer_type_Offer2 9134 non-null uint8 \n", + " 27 renew_offer_type_Offer3 9134 non-null uint8 \n", + " 28 renew_offer_type_Offer4 9134 non-null uint8 \n", + " 29 sales_channel_Branch 9134 non-null uint8 \n", + " 30 sales_channel_Call Center 9134 non-null uint8 \n", + " 31 sales_channel_Web 9134 non-null uint8 \n", + " 32 vehicle_class_Luxury Car 9134 non-null uint8 \n", + " 33 vehicle_class_Luxury SUV 9134 non-null uint8 \n", + " 34 vehicle_class_SUV 9134 non-null uint8 \n", + " 35 vehicle_class_Sports Car 9134 non-null uint8 \n", + " 36 vehicle_class_Two-Door Car 9134 non-null uint8 \n", + " 37 coverage 9134 non-null int64 \n", + " 38 education 9134 non-null int64 \n", + " 39 employment_status 9134 non-null int64 \n", + " 40 location_code 9134 non-null int64 \n", + " 41 vehicle_size 9134 non-null int64 \n", + " 42 etd_day 9134 non-null int64 \n", + " 43 etd_week 9134 non-null int64 \n", + " 44 etd_month 9134 non-null int64 \n", + "dtypes: float64(8), int64(8), uint8(29)\n", + "memory usage: 1.7+ MB\n" + ] + } + ], + "source": [ + "customer_df3 = pd.concat([df2_numnorm, df2_encoded, df2_etd], axis=1)\n", + "\n", + "customer_df3.info()" ] }, { "cell_type": "code", "execution_count": null, - "id": "947a8b4b", + "id": "ba8f7167-c547-4450-b4ae-7914596beba2", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", - "id": "c57a17d8", + "id": "f887dab9-c3b8-4ac1-913a-ea34a7bf7423", + "metadata": {}, + "source": [ + "# Lab | Comparing regression models" + ] + }, + { + "cell_type": "markdown", + "id": "7f95d1aa-fb0e-40cb-acac-8d6147043f26", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "5219bb93-4f41-48b7-ab30-66ea8280a460", + "metadata": {}, + "source": [ + "### 1. In this final lab, we will model our data. Import sklearn train_test_split and separate the data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "5e434550-4bb4-4ee4-a43e-c64d5c255a99", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "from sklearn.neural_network import MLPRegressor\n", + "from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n", + "from sklearn.model_selection import train_test_split\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "5d1088d1-ae1a-4230-bf48-c7953f015b28", + "metadata": {}, + "outputs": [], + "source": [ + "X = customer_df3.drop(['total_claim_amount'], axis=1)\n", + "y = customer_df3['total_claim_amount']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=8)" + ] + }, + { + "cell_type": "markdown", + "id": "8527c42f-1852-4cec-8b11-f324b5bea4ee", + "metadata": {}, + "source": [ + "### 2. Try a simple linear regression with all the data to see whether we are getting good results." + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "7909571d-ed2b-4c21-9638-974d6d9d95df", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R2 score: 0.448 \n", + " RMSE: 0.743 \n", + " MSE: 0.552 \n", + " MAE: 0.581\n" + ] + } + ], + "source": [ + "lr0 = LinearRegression()\n", + "model = lr0.fit(X,y)\n", + "\n", + "predictions = lr0.predict(X)\n", + "\n", + "r2 = round(lr0.score(X,y),3)\n", + "rmse = round(mean_squared_error(y, predictions, squared=False), 3)\n", + "mse = round(mean_squared_error(y, predictions, squared=True), 3)\n", + "mae = round(mean_absolute_error(y, predictions), 3)\n", + "\n", + "print('R2 score:', r2, '\\n', 'RMSE:', rmse, '\\n', 'MSE:', mse, '\\n', 'MAE:', mae)" + ] + }, + { + "cell_type": "markdown", + "id": "1cdd774c-2043-481a-922a-3c4b3f945052", "metadata": {}, "source": [ "### 3. Great! Now define a function that takes a list of models and train (and tests) them so we can try a lot of them without repeating code." @@ -58,15 +3847,67 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "b095dbc8", + "execution_count": 114, + "id": "d5624b73-f718-4183-abe0-c419e3c9a277", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# function inputs: df=dataframe, target=target column, models=list of models from 'LR', 'KNN', MLPR , testsize=test set size, random_no=random state, k = k value for KNN model\n", + "\n", + "def regression_models(df, target, models, testsize, random_no, k=5):\n", + " # x-y-split\n", + " X = df.drop([target], axis=1)\n", + " y = df[target]\n", + " \n", + " # train-test-split\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=testsize, random_state=random_no)\n", + " \n", + " # lists for model acurracy measures\n", + " model_names = []\n", + " list_r2 = []\n", + " list_r2adj = []\n", + " list_rmse = []\n", + " list_mse = []\n", + " list_mae = []\n", + " \n", + " # model execution\n", + " for m in models:\n", + " if m == 'lr':\n", + " model = LinearRegression()\n", + " model_names.append('Linear Regression')\n", + " elif m == 'knn':\n", + " model = KNeighborsRegressor(n_neighbors=k)\n", + " model_names.append('KNN')\n", + " elif m == 'mlpr':\n", + " model = MLPRegressor()\n", + " model_names.append('MLP Regressor')\n", + " \n", + " model.fit(X_train, y_train)\n", + " predictions = model.predict(X_test)\n", + " \n", + " # model evaluation\n", + " r2 = round(r2_score(y_test, predictions), 3)\n", + " r2adj = round(1 - (1-r2)*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1), 3)\n", + " rmse = round(mean_squared_error(y_test, predictions, squared=False), 3)\n", + " mse = round(mean_squared_error(y_test, predictions, squared=True), 3)\n", + " mae = round(mean_absolute_error(y_test, predictions), 3)\n", + " \n", + " list_r2.append(r2)\n", + " list_r2adj.append(r2adj)\n", + " list_rmse.append(rmse)\n", + " list_mse.append(mse)\n", + " list_mae.append(mae)\n", + " \n", + " # df for model comparison\n", + " data_results = {'Model': model_names, 'R2': list_r2, 'R2 Adj.': list_r2adj, 'RMSE': list_rmse, 'MSE': list_mse, 'MAE': list_mae}\n", + " model_comparison = pd.DataFrame(data=data_results)\n", + " \n", + " return model_comparison.style.hide_index()" + ] }, { "cell_type": "markdown", - "id": "f592e218", + "id": "248b2c22-4b25-426c-bffa-86d1e2c7c095", "metadata": {}, "source": [ "### 4. Use the function to check LinearRegressor and KNeighborsRegressor." @@ -74,40 +3915,219 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "cfb65b4b", + "execution_count": 115, + "id": "d41a0910-bac6-4837-801d-21238b9c9626", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Model R2 R2 Adj. RMSE MSE MAE
Linear Regression0.4660000.4530000.7380000.5450000.576000
KNN0.4010000.3860000.7820000.6110000.579000
MLP Regressor0.6930000.6850000.5590000.3130000.406000
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# comparing LR, KNN and MLPR model\n", + "\n", + "results = regression_models(df=customer_df3, target='total_claim_amount', models=['lr', 'knn', 'mlpr'], testsize=0.2, random_no=8)\n", + "results" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "a0111e57-f3f7-4cd7-b9c5-5b82d6defc9f", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# comparing the accuracy of KNN models with different k values\n", + "\n", + "# function inputs: df=dataframe, target=target column, models=list of models from 'LR', 'KNN', MLPR , testsize=test set size, random_no=random state, k = range funtion for k values\n", + "def knn_multiple(df, target, testsize, random_no, k_range):\n", + " \n", + " # x-y-split\n", + " X = df.drop([target], axis=1)\n", + " y = df[target]\n", + " \n", + " # train-test-split\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=testsize, random_state=random_no)\n", + " \n", + " knn_r2 = []\n", + " k_list = []\n", + "\n", + " for k in k_range:\n", + " model = KNeighborsRegressor(n_neighbors=k)\n", + " model.fit(X_train, y_train)\n", + " predictions = model.predict(X_test)\n", + " knn_r2.append(model.score(X_test, y_test))\n", + " k_list.append(k)\n", + " \n", + " # plot k value vs. r2\n", + " plt.figure(figsize=(10,6))\n", + " plt.plot(k_range,knn_r2,color = 'blue', linestyle='dashed', marker='o', markerfacecolor='red', markersize=10)\n", + " plt.title('accuracy scores vs. k value')\n", + " plt.xlabel('K')\n", + " plt.ylabel('R2')\n", + " \n", + " # df for model comparison\n", + " knn_results = {'KNN with k value': k_list, 'R2': knn_r2}\n", + " knn_comparison = pd.DataFrame(data=knn_results)\n", + " \n", + " return knn_comparison.style.hide_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "61fe5b41-1aa6-4c5d-bc98-389154ce5fd3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
KNN with k value R2
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "knn_test = knn_multiple(df=customer_df3, target='total_claim_amount', testsize=0.2, random_no=8, k_range=range(2,12))\n", + "knn_test" + ] }, { "cell_type": "markdown", - "id": "bc0d3e63", + "id": "5e29ace3-83be-4a1e-a389-74878a0c71bd", "metadata": {}, "source": [ "### 5. You can check also the MLPRegressor for this task!" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "3283e967", + "cell_type": "markdown", + "id": "04d721e4-d502-446c-b278-a0ec35ba3623", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "MLPRegressor model is part of the comparison in 4." + ] }, { "cell_type": "markdown", - "id": "55161677", + "id": "741bcf60-7053-4563-8723-ef6a2ddd1cb2", "metadata": {}, "source": [ "### 6. Check and discuss the results." ] }, + { + "cell_type": "markdown", + "id": "f742b25b-0436-4d4a-a6c4-ffa1c81ffa24", + "metadata": {}, + "source": [ + "- Having performed only scaling to numerical variables and encoding of categorical variables, the LR and KNN models dont perform that well. \n", + "MLP Regressor achieves an okay accuracy (0.69) performing the best with respect to R2 scores. \n", + "- changing the k values above 5 doesnt have a significant positive impact on accuracy. 5 is therefore the best pick as a k values with an r2 score with little difference to the maximum and performing better then values between 2 and 4. \n", + "\n", + "> The data would still have to be manipulated by testing different transformation tecniques to see if the model performance can be improved" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "b83c06cd", + "id": "d47059bf-ad01-4a28-bd1e-e92175ad2403", "metadata": {}, "outputs": [], "source": [] @@ -115,9 +4135,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python3Brew", "language": "python", - "name": "python3" + "name": "python3brew" }, "language_info": { "codemirror_mode": { @@ -129,7 +4149,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.4" } }, "nbformat": 4, diff --git a/Tasks.ipynb b/Tasks.ipynb new file mode 100644 index 0000000..045dce2 --- /dev/null +++ b/Tasks.ipynb @@ -0,0 +1,137 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "50bc5bdf", + "metadata": {}, + "source": [ + "# Lab | Comparing regression models" + ] + }, + { + "cell_type": "markdown", + "id": "faccef1d", + "metadata": {}, + "source": [ + "For this lab, we will be using the same dataset we used in the previous labs. We recommend using the same notebook since you will be reusing the same variables you previous created and used in labs." + ] + }, + { + "cell_type": "markdown", + "id": "2f38d5b3", + "metadata": {}, + "source": [ + "### 1. In this final lab, we will model our data. Import sklearn train_test_split and separate the data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68d5e0bc", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "df7949a5", + "metadata": {}, + "source": [ + "### 2. Try a simple linear regression with all the data to see whether we are getting good results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "947a8b4b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c57a17d8", + "metadata": {}, + "source": [ + "### 3. Great! Now define a function that takes a list of models and train (and tests) them so we can try a lot of them without repeating code." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b095dbc8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "f592e218", + "metadata": {}, + "source": [ + "### 4. Use the function to check LinearRegressor and KNeighborsRegressor." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cfb65b4b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "bc0d3e63", + "metadata": {}, + "source": [ + "### 5. You can check also the MLPRegressor for this task!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3283e967", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "55161677", + "metadata": {}, + "source": [ + "### 6. Check and discuss the results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b83c06cd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/files_for_lab/we_fn_use_c_marketing_customer_value_analysis.csv b/files_for_lab/we_fn_use_c_marketing_customer_value_analysis.csv new file mode 100755 index 0000000..4a14cff --- /dev/null +++ b/files_for_lab/we_fn_use_c_marketing_customer_value_analysis.csv @@ -0,0 +1,9135 @@ +Customer,State,Customer Lifetime Value,Response,Coverage,Education,Effective To Date,EmploymentStatus,Gender,Income,Location Code,Marital Status,Monthly Premium Auto,Months Since Last Claim,Months Since Policy Inception,Number of Open Complaints,Number of Policies,Policy Type,Policy,Renew Offer Type,Sales Channel,Total Claim Amount,Vehicle Class,Vehicle Size +BU79786,Washington,2763.519279,No,Basic,Bachelor,2/24/11,Employed,F,56274,Suburban,Married,69,32,5,0,1,Corporate Auto,Corporate L3,Offer1,Agent,384.811147,Two-Door Car,Medsize +QZ44356,Arizona,6979.535903,No,Extended,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,94,13,42,0,8,Personal Auto,Personal L3,Offer3,Agent,1131.464935,Four-Door Car,Medsize +AI49188,Nevada,12887.43165,No,Premium,Bachelor,2/19/11,Employed,F,48767,Suburban,Married,108,18,38,0,2,Personal Auto,Personal L3,Offer1,Agent,566.472247,Two-Door Car,Medsize +WW63253,California,7645.861827,No,Basic,Bachelor,1/20/11,Unemployed,M,0,Suburban,Married,106,18,65,0,7,Corporate Auto,Corporate L2,Offer1,Call Center,529.881344,SUV,Medsize +HB64268,Washington,2813.692575,No,Basic,Bachelor,2/3/11,Employed,M,43836,Rural,Single,73,12,44,0,1,Personal Auto,Personal L1,Offer1,Agent,138.130879,Four-Door Car,Medsize +OC83172,Oregon,8256.2978,Yes,Basic,Bachelor,1/25/11,Employed,F,62902,Rural,Married,69,14,94,0,2,Personal Auto,Personal L3,Offer2,Web,159.383042,Two-Door Car,Medsize +XZ87318,Oregon,5380.898636,Yes,Basic,College,2/24/11,Employed,F,55350,Suburban,Married,67,0,13,0,9,Corporate Auto,Corporate L3,Offer1,Agent,321.6,Four-Door Car,Medsize +CF85061,Arizona,7216.100311,No,Premium,Master,1/18/11,Unemployed,M,0,Urban,Single,101,0,68,0,4,Corporate Auto,Corporate L3,Offer1,Agent,363.02968,Four-Door Car,Medsize +DY87989,Oregon,24127.50402,Yes,Basic,Bachelor,1/26/11,Medical Leave,M,14072,Suburban,Divorced,71,13,3,0,2,Corporate Auto,Corporate L3,Offer1,Agent,511.2,Four-Door Car,Medsize +BQ94931,Oregon,7388.178085,No,Extended,College,2/17/11,Employed,F,28812,Urban,Married,93,17,7,0,8,Special Auto,Special L2,Offer2,Branch,425.527834,Four-Door Car,Medsize +SX51350,California,4738.992022,No,Basic,College,2/21/11,Unemployed,M,0,Suburban,Single,67,23,5,0,3,Personal Auto,Personal L3,Offer1,Agent,482.4,Four-Door Car,Small +VQ65197,California,8197.197078,No,Basic,College,1/6/11,Unemployed,F,0,Suburban,Married,110,27,87,0,3,Personal Auto,Personal L3,Offer2,Agent,528,SUV,Medsize +DP39365,California,8798.797003,No,Premium,Master,2/6/11,Employed,M,77026,Urban,Married,110,9,82,2,3,Corporate Auto,Corporate L1,Offer2,Agent,472.029737,Four-Door Car,Medsize +SJ95423,Arizona,8819.018934,Yes,Basic,High School or Below,1/10/11,Employed,M,99845,Suburban,Married,110,23,25,1,8,Corporate Auto,Corporate L3,Offer2,Branch,528,SUV,Medsize +IL66569,California,5384.431665,No,Basic,College,1/18/11,Employed,M,83689,Urban,Single,70,21,10,2,8,Corporate Auto,Corporate L3,Offer4,Call Center,307.139132,Four-Door Car,Medsize +BW63560,Oregon,7463.139377,No,Basic,Bachelor,1/17/11,Employed,F,24599,Rural,Married,64,12,50,1,2,Corporate Auto,Corporate L2,Offer2,Branch,42.920271,Four-Door Car,Medsize +FV94802,Nevada,2566.867823,No,Basic,High School or Below,2/6/11,Medical Leave,M,25049,Suburban,Married,67,14,7,0,1,Personal Auto,Personal L3,Offer2,Call Center,454.245098,Two-Door Car,Medsize +OE15005,California,3945.241604,No,Basic,College,1/5/11,Medical Leave,M,28855,Suburban,Married,101,12,59,0,1,Personal Auto,Personal L2,Offer3,Call Center,647.442031,SUV,Medsize +WC83389,Oregon,5710.333115,No,Basic,College,2/27/11,Employed,M,51148,Urban,Married,72,9,1,0,7,Personal Auto,Personal L2,Offer2,Branch,308.981664,Four-Door Car,Medsize +FL50705,California,8162.617053,No,Premium,High School or Below,1/14/11,Employed,F,66140,Suburban,Married,101,11,21,0,3,Corporate Auto,Corporate L2,Offer1,Call Center,484.8,Four-Door Car,Small +ZK25313,Oregon,2872.051273,No,Basic,High School or Below,2/19/11,Employed,M,57749,Suburban,Single,74,31,21,0,1,Personal Auto,Personal L2,Offer1,Branch,355.2,Two-Door Car,Medsize +SV62436,Washington,3041.791561,No,Extended,Bachelor,1/21/11,Disabled,F,13789,Suburban,Divorced,79,8,49,0,1,Personal Auto,Personal L3,Offer4,Call Center,379.2,Four-Door Car,Medsize +YH23384,Arizona,24127.50402,Yes,Basic,Bachelor,1/26/11,Medical Leave,M,14072,Suburban,Divorced,71,13,3,0,2,Personal Auto,Personal L3,Offer1,Agent,511.2,Four-Door Car,Medsize +TZ98966,Nevada,2450.190996,No,Basic,Bachelor,2/24/11,Unemployed,F,0,Suburban,Single,73,4,44,3,1,Corporate Auto,Corporate L3,Offer1,Branch,554.376763,Four-Door Car,Medsize +HM55802,California,2392.10789,No,Basic,Bachelor,2/5/11,Disabled,F,17870,Suburban,Married,61,30,91,0,1,Corporate Auto,Corporate L2,Offer2,Branch,439.2,Four-Door Car,Medsize +FS42516,Oregon,5802.065978,No,Basic,College,1/29/11,Employed,M,97541,Suburban,Married,72,22,1,0,3,Personal Auto,Personal L3,Offer2,Call Center,389.185006,Four-Door Car,Large +US89481,California,3946.372085,No,Premium,Bachelor,2/28/11,Unemployed,F,0,Suburban,Single,111,15,47,0,1,Personal Auto,Personal L3,Offer1,Agent,799.2,Four-Door Car,Small +HO30839,Washington,5346.916576,No,Extended,Master,2/12/11,Disabled,F,10511,Urban,Married,139,33,64,0,1,Corporate Auto,Corporate L1,Offer1,Branch,516.237951,SUV,Medsize +GE62437,Arizona,12902.56014,No,Premium,College,2/2/11,Employed,F,86584,Suburban,Single,111,33,54,2,2,Personal Auto,Personal L3,Offer1,Call Center,532.8,Four-Door Car,Large +EJ77678,Oregon,3235.360468,No,Extended,Master,2/7/11,Employed,F,75690,Suburban,Married,80,17,44,1,1,Personal Auto,Personal L3,Offer2,Branch,384,Four-Door Car,Small +SV85652,Arizona,2454.58354,No,Basic,College,2/28/11,Employed,M,23158,Suburban,Married,63,4,6,1,1,Personal Auto,Personal L2,Offer4,Call Center,322.294043,Four-Door Car,Small +UL64533,Nevada,18975.45611,No,Extended,High School or Below,1/22/11,Employed,M,65999,Urban,Married,237,1,14,0,6,Corporate Auto,Corporate L2,Offer2,Agent,615.927769,Luxury SUV,Medsize +PF41800,California,4715.321344,No,Basic,Bachelor,1/25/11,Unemployed,M,0,Urban,Married,65,19,56,0,3,Personal Auto,Personal L3,Offer1,Call Center,308.15089,Four-Door Car,Medsize +AO98601,Washington,5018.885233,No,Basic,Bachelor,1/18/11,Employed,M,54500,Suburban,Married,63,28,17,0,6,Corporate Auto,Corporate L2,Offer1,Agent,302.4,Two-Door Car,Small +SK67821,Oregon,4932.916345,No,Basic,Bachelor,2/13/11,Employed,F,37260,Rural,Married,62,19,42,0,8,Corporate Auto,Corporate L1,Offer3,Web,15.437681,Four-Door Car,Medsize +YV55495,Arizona,5744.229745,No,Basic,High School or Below,1/15/11,Employed,F,68987,Urban,Married,71,11,40,0,6,Personal Auto,Personal L1,Offer1,Branch,204.475147,Four-Door Car,Medsize +KY38074,California,13891.73567,No,Premium,Bachelor,1/8/11,Employed,M,42305,Suburban,Married,117,10,62,0,2,Personal Auto,Personal L3,Offer1,Agent,561.6,Four-Door Car,Small +DM79012,Oregon,7380.976717,No,Extended,Master,2/6/11,Employed,F,65706,Suburban,Married,91,19,86,0,8,Personal Auto,Personal L3,Offer2,Web,436.8,Four-Door Car,Small +CM61827,Oregon,3090.034104,No,Extended,Bachelor,1/25/11,Unemployed,M,0,Suburban,Single,90,7,79,0,1,Personal Auto,Personal L2,Offer3,Agent,648,Two-Door Car,Small +WC35801,Arizona,2521.633095,No,Basic,High School or Below,2/7/11,Employed,M,53243,Rural,Divorced,66,4,15,2,1,Personal Auto,Personal L3,Offer1,Call Center,157.397849,Four-Door Car,Medsize +QG25316,Nevada,2652.061785,No,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Married,70,7,1,1,1,Corporate Auto,Corporate L3,Offer3,Call Center,484.318536,Two-Door Car,Medsize +MB98372,Oregon,2771.045031,Yes,Basic,College,1/11/11,Employed,F,50071,Rural,Single,71,3,32,0,1,Corporate Auto,Corporate L3,Offer2,Agent,18.918935,Two-Door Car,Medsize +IL19217,California,3939.00637,Yes,Extended,Bachelor,1/28/11,Employed,F,60021,Suburban,Married,99,12,28,0,1,Personal Auto,Personal L2,Offer2,Agent,882.871945,Four-Door Car,Small +SR38658,Arizona,12231.87968,No,Basic,High School or Below,2/8/11,Employed,M,43244,Suburban,Married,103,15,16,0,2,Personal Auto,Personal L2,Offer4,Agent,494.4,Sports Car,Medsize +DH41343,Washington,2443.665166,No,Basic,College,2/23/11,Employed,M,92834,Suburban,Married,61,15,56,0,1,Special Auto,Special L2,Offer2,Call Center,292.8,Four-Door Car,Large +HG65722,Oregon,12819.10289,No,Premium,Doctor,1/25/11,Disabled,F,10105,Rural,Married,172,5,4,3,3,Personal Auto,Personal L2,Offer1,Branch,0.517753,SUV,Medsize +BU27331,Arizona,4468.510542,No,Basic,Bachelor,1/31/11,Unemployed,M,0,Suburban,Single,73,7,57,3,5,Personal Auto,Personal L3,Offer3,Call Center,579.165954,Four-Door Car,Medsize +XM45289,Oregon,5514.344018,No,Basic,High School or Below,1/2/11,Employed,F,23218,Suburban,Single,71,7,10,0,4,Personal Auto,Personal L2,Offer4,Agent,447.79344,Two-Door Car,Medsize +KP34198,California,3343.875326,No,Extended,Bachelor,2/7/11,Unemployed,F,0,Suburban,Married,92,11,77,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,529.624084,Four-Door Car,Medsize +SH90947,Arizona,2294.478927,No,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Married,62,11,56,0,1,Personal Auto,Personal L2,Offer4,Branch,313.023175,Four-Door Car,Medsize +WE95729,Oregon,36707.42639,No,Basic,College,1/17/11,Employed,M,24804,Suburban,Married,104,1,28,0,2,Personal Auto,Personal L2,Offer1,Agent,593.830288,SUV,Small +PY51963,California,33473.34946,Yes,Basic,Bachelor,1/11/11,Employed,F,33190,Suburban,Divorced,106,18,95,0,2,Corporate Auto,Corporate L1,Offer1,Web,508.8,SUV,Medsize +RB69909,Nevada,7983.431709,No,Basic,High School or Below,2/21/11,Employed,F,36014,Rural,Married,69,4,40,3,2,Special Auto,Special L1,Offer4,Branch,173.956072,Four-Door Car,Medsize +XR95069,Washington,4854.745666,No,Basic,Bachelor,2/16/11,Employed,M,29834,Suburban,Single,64,19,44,0,3,Personal Auto,Personal L3,Offer4,Agent,307.2,Four-Door Car,Medsize +FR46645,California,4293.997319,No,Premium,Bachelor,1/17/11,Disabled,M,16701,Suburban,Married,113,20,26,0,1,Personal Auto,Personal L2,Offer1,Branch,831.625979,Four-Door Car,Small +SY17488,Arizona,7164.395543,No,Extended,College,2/5/11,Employed,F,46623,Suburban,Divorced,91,1,53,0,3,Corporate Auto,Corporate L3,Offer3,Call Center,436.8,Four-Door Car,Small +AP67935,California,7619.5158,No,Basic,College,2/13/11,Employed,M,64749,Urban,Married,64,24,59,0,2,Special Auto,Special L2,Offer2,Branch,302.56519,Four-Door Car,Medsize +FS37417,Arizona,3958.002823,No,Basic,High School or Below,2/23/11,Unemployed,F,0,Suburban,Married,101,29,12,0,1,Personal Auto,Personal L2,Offer1,Call Center,484.8,SUV,Small +ML29312,Oregon,4499.493252,No,Extended,High School or Below,1/28/11,Disabled,F,16969,Suburban,Divorced,124,34,47,2,1,Personal Auto,Personal L3,Offer1,Call Center,704.768111,SUV,Medsize +UB61619,Oregon,4059.567414,No,Premium,Master,2/28/11,Disabled,F,11621,Suburban,Divorced,108,4,98,0,1,Personal Auto,Personal L1,Offer1,Agent,518.4,Four-Door Car,Medsize +CD86811,Arizona,4458.113369,Yes,Basic,Bachelor,1/2/11,Retired,M,17622,Suburban,Divorced,65,1,36,1,3,Personal Auto,Personal L1,Offer1,Agent,312,Four-Door Car,Medsize +RU83859,California,8110.333139,No,Premium,Bachelor,1/22/11,Medical Leave,F,11489,Suburban,Married,105,4,50,0,6,Personal Auto,Personal L3,Offer1,Call Center,504,Two-Door Car,Small +FG63582,Oregon,3339.764873,No,Extended,Bachelor,1/15/11,Unemployed,M,0,Suburban,Single,94,20,53,0,1,Personal Auto,Personal L3,Offer1,Agent,863.327324,Two-Door Car,Small +NN71951,California,24261.01777,No,Basic,High School or Below,1/27/11,Employed,F,66525,Rural,Married,100,0,86,0,2,Personal Auto,Personal L3,Offer1,Agent,104.331355,SUV,Medsize +WB37082,Arizona,6613.973653,No,Basic,Bachelor,1/23/11,Unemployed,F,0,Suburban,Single,63,21,28,0,2,Personal Auto,Personal L3,Offer3,Branch,676.391482,Four-Door Car,Large +SM52139,Washington,2930.693543,No,Basic,College,1/31/11,Employed,M,33663,Suburban,Married,73,29,71,0,1,Personal Auto,Personal L3,Offer3,Web,350.4,Four-Door Car,Medsize +FL82372,Oregon,8672.194272,No,Basic,College,1/26/11,Employed,F,22547,Suburban,Divorced,112,7,60,0,3,Corporate Auto,Corporate L3,Offer1,Agent,537.6,SUV,Medsize +DP45816,Arizona,11638.66926,No,Extended,High School or Below,1/10/11,Employed,F,61486,Urban,Married,97,5,65,0,2,Personal Auto,Personal L3,Offer4,Branch,465.258644,Two-Door Car,Small +GW33762,Oregon,6846.150323,Yes,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Divorced,95,13,20,0,5,Personal Auto,Personal L3,Offer1,Call Center,456,Two-Door Car,Large +RZ33670,California,11727.77648,No,Premium,College,1/9/11,Disabled,F,29879,Suburban,Married,102,17,0,0,2,Personal Auto,Personal L3,Offer3,Web,500.254235,Four-Door Car,Medsize +PY70169,Oregon,22643.83478,No,Basic,High School or Below,2/24/11,Employed,M,93011,Rural,Divorced,113,17,12,0,2,Personal Auto,Personal L3,Offer4,Agent,281.451042,SUV,Medsize +MO91628,Oregon,2614.474305,No,Basic,Master,2/11/11,Employed,M,65186,Rural,Married,65,29,27,0,1,Personal Auto,Personal L2,Offer2,Web,5.434505,Two-Door Car,Large +HW87852,Oregon,2451.752695,No,Basic,Master,2/12/11,Medical Leave,M,26840,Suburban,Married,64,1,47,2,1,Personal Auto,Personal L1,Offer1,Agent,307.2,Four-Door Car,Medsize +HB20453,Oregon,6781.270203,No,Basic,Bachelor,2/4/11,Unemployed,M,0,Suburban,Single,104,30,3,1,5,Personal Auto,Personal L3,Offer1,Agent,982.399613,Sports Car,Medsize +BN87372,Oregon,4974.801539,Yes,Basic,Bachelor,1/18/11,Employed,M,75644,Suburban,Divorced,65,5,68,3,9,Personal Auto,Personal L3,Offer2,Branch,467.803638,Two-Door Car,Medsize +YX23800,Oregon,8591.604933,No,Basic,Bachelor,2/11/11,Employed,M,38984,Suburban,Married,73,27,38,0,2,Personal Auto,Personal L3,Offer2,Branch,350.4,Four-Door Car,Small +DZ87709,Oregon,5592.161392,No,Basic,High School or Below,2/1/11,Employed,F,71811,Rural,Single,71,17,48,0,6,Personal Auto,Personal L1,Offer2,Call Center,29.03416,Four-Door Car,Medsize +XW13033,Nevada,8009.472833,No,Basic,College,2/15/11,Employed,M,20961,Suburban,Married,67,20,33,0,2,Personal Auto,Personal L1,Offer2,Agent,321.6,Four-Door Car,Medsize +LN31673,Washington,11318.08982,No,Extended,College,2/6/11,Employed,M,38923,Rural,Married,99,6,83,2,2,Personal Auto,Personal L3,Offer1,Agent,115.728852,Four-Door Car,Medsize +OM82309,California,58166.55351,No,Basic,Bachelor,2/27/11,Employed,M,61321,Rural,Single,186,0,30,1,2,Personal Auto,Personal L3,Offer2,Branch,427.63121,Luxury Car,Small +ZU35962,California,8025.229358,No,Extended,College,1/26/11,Unemployed,F,0,Rural,Single,77,20,26,0,2,Personal Auto,Personal L3,Offer3,Branch,25.807685,Two-Door Car,Large +VH85817,California,5780.182197,Yes,Basic,High School or Below,2/26/11,Employed,M,51066,Suburban,Single,74,23,0,0,8,Personal Auto,Personal L3,Offer2,Call Center,787.993313,Four-Door Car,Medsize +DT85712,California,4118.539113,No,Basic,Doctor,1/27/11,Employed,M,34378,Suburban,Married,102,12,54,0,1,Personal Auto,Personal L1,Offer3,Branch,489.6,SUV,Medsize +YJ88573,Nevada,2523.07015,No,Basic,Master,1/16/11,Employed,M,43072,Suburban,Married,63,35,15,0,1,Personal Auto,Personal L3,Offer2,Call Center,302.4,Four-Door Car,Large +SQ19467,Oregon,6554.216396,No,Extended,College,1/27/11,Disabled,F,25222,Suburban,Single,90,28,69,0,3,Personal Auto,Personal L3,Offer2,Agent,475.623251,Four-Door Car,Small +HF88410,Washington,7703.397294,No,Basic,High School or Below,2/28/11,Employed,M,36765,Suburban,Married,66,15,32,1,2,Personal Auto,Personal L2,Offer1,Call Center,320.849072,Four-Door Car,Medsize +ET79815,California,5926.729379,Yes,Extended,College,1/25/11,Retired,M,23091,Suburban,Married,96,28,90,5,5,Personal Auto,Personal L1,Offer1,Agent,460.8,Four-Door Car,Medsize +QC35222,California,2683.470677,No,Basic,Bachelor,1/1/11,Employed,F,48269,Urban,Married,69,3,79,3,1,Corporate Auto,Corporate L2,Offer3,Web,282.151207,Four-Door Car,Medsize +CJ15590,Oregon,2695.182419,No,Basic,Bachelor,2/1/11,Employed,F,32720,Suburban,Divorced,67,13,12,0,1,Personal Auto,Personal L2,Offer3,Branch,321.6,Four-Door Car,Medsize +OI48267,California,6047.02516,Yes,Extended,College,2/19/11,Employed,M,20396,Suburban,Married,76,15,60,1,4,Personal Auto,Personal L3,Offer1,Branch,364.8,Four-Door Car,Medsize +JY67916,Oregon,13171.01282,No,Premium,College,1/27/11,Medical Leave,M,21513,Suburban,Married,119,21,81,1,2,Personal Auto,Personal L3,Offer2,Branch,679.827592,Two-Door Car,Small +OE75231,Washington,10656.88195,Yes,Extended,Bachelor,2/27/11,Employed,F,72540,Suburban,Married,88,7,3,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,631.743039,Two-Door Car,Medsize +CZ33664,Oregon,2527.653796,No,Basic,Bachelor,1/17/11,Employed,F,80744,Rural,Married,63,24,84,0,1,Corporate Auto,Corporate L3,Offer1,Agent,11.879037,Four-Door Car,Medsize +WK30175,Oregon,2672.095756,No,Basic,Bachelor,2/10/11,Employed,M,52822,Suburban,Married,67,23,88,0,1,Corporate Auto,Corporate L1,Offer1,Branch,350.529033,Two-Door Car,Small +ON44465,California,5313.294035,No,Extended,High School or Below,1/24/11,Unemployed,F,0,Suburban,Single,77,8,10,1,9,Personal Auto,Personal L2,Offer1,Agent,863.3947,Four-Door Car,Medsize +TV87155,Oregon,20946.19251,No,Basic,Bachelor,2/24/11,Employed,F,69738,Suburban,Married,74,2,26,1,2,Personal Auto,Personal L3,Offer1,Branch,492.127532,Four-Door Car,Large +KH48895,Arizona,8375.353929,No,Basic,Master,2/15/11,Medical Leave,F,17780,Rural,Married,109,12,18,0,9,Personal Auto,Personal L3,Offer1,Branch,132.588288,SUV,Medsize +NZ30757,California,4801.661503,No,Basic,Bachelor,2/16/11,Medical Leave,M,18107,Suburban,Married,62,29,11,0,8,Personal Auto,Personal L2,Offer1,Agent,297.6,Four-Door Car,Medsize +RI22468,Arizona,5745.94334,No,Basic,Bachelor,1/22/11,Employed,F,57740,Urban,Married,74,30,87,3,9,Personal Auto,Personal L1,Offer3,Web,269.905129,Four-Door Car,Medsize +FZ30935,Oregon,6066.115969,No,Extended,College,2/25/11,Employed,M,32627,Suburban,Married,76,11,60,0,7,Personal Auto,Personal L2,Offer1,Agent,380.036697,Two-Door Car,Small +UG93476,California,8002.308333,Yes,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,107,3,65,0,3,Personal Auto,Personal L3,Offer1,Agent,513.6,SUV,Medsize +AB96670,California,2393.915369,Yes,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,70,24,10,0,1,Personal Auto,Personal L1,Offer1,Branch,425.266308,Four-Door Car,Medsize +XK64261,Oregon,4762.8179,No,Basic,Bachelor,1/12/11,Employed,M,65795,Rural,Single,62,2,85,1,3,Corporate Auto,Corporate L3,Offer3,Call Center,49.011099,Two-Door Car,Medsize +EV68375,California,4330.38602,Yes,Premium,College,2/16/11,Employed,M,60475,Suburban,Married,107,9,18,0,1,Personal Auto,Personal L3,Offer2,Branch,513.6,Four-Door Car,Medsize +UN51653,California,9402.729769,No,Extended,High School or Below,2/9/11,Unemployed,F,0,Suburban,Single,130,28,88,0,4,Personal Auto,Personal L3,Offer1,Web,936,SUV,Medsize +TO96662,Oregon,6966.694527,No,Extended,Bachelor,1/19/11,Employed,F,41837,Rural,Married,88,29,93,0,9,Personal Auto,Personal L3,Offer1,Call Center,142.062768,Four-Door Car,Small +MR52087,California,7694.064293,No,Basic,Bachelor,1/4/11,Employed,F,32303,Rural,Married,65,13,34,0,2,Personal Auto,Personal L1,Offer3,Branch,45.152521,Four-Door Car,Medsize +DE75225,Oregon,8717.561149,No,Basic,High School or Below,1/9/11,Unemployed,M,0,Suburban,Married,117,5,89,1,3,Personal Auto,Personal L1,Offer1,Agent,561.6,SUV,Medsize +EP80820,California,5928.748528,No,Basic,Bachelor,1/27/11,Employed,F,40531,Rural,Married,74,17,32,0,9,Personal Auto,Personal L3,Offer1,Agent,30.567357,Two-Door Car,Medsize +GU99037,Oregon,2452.977288,No,Basic,College,2/14/11,Employed,M,79898,Urban,Married,62,5,86,1,1,Corporate Auto,Corporate L1,Offer4,Agent,271.606799,Four-Door Car,Medsize +WI57118,California,6701.571657,No,Extended,College,2/27/11,Employed,M,56398,Suburban,Married,85,4,18,0,7,Personal Auto,Personal L3,Offer4,Agent,408,Four-Door Car,Small +YQ74870,Washington,7556.24034,No,Extended,High School or Below,2/12/11,Employed,M,35257,Suburban,Divorced,98,16,2,1,8,Corporate Auto,Corporate L2,Offer2,Web,470.4,Four-Door Car,Small +MQ14219,Arizona,8492.6988,No,Basic,College,2/26/11,Employed,M,27804,Suburban,Married,109,19,54,0,7,Personal Auto,Personal L3,Offer2,Branch,784.8,SUV,Medsize +KN20603,Oregon,7713.494046,No,Basic,Bachelor,2/20/11,Employed,M,45506,Suburban,Single,66,16,32,2,2,Personal Auto,Personal L3,Offer1,Agent,316.8,Four-Door Car,Medsize +CR48975,Washington,24084.5352,No,Basic,High School or Below,2/2/11,Employed,M,65196,Suburban,Married,67,0,54,0,2,Personal Auto,Personal L2,Offer4,Branch,396.082036,Four-Door Car,Medsize +JI70886,California,7290.069769,No,Basic,High School or Below,2/15/11,Unemployed,M,0,Suburban,Married,102,11,70,1,3,Corporate Auto,Corporate L2,Offer1,Agent,489.6,SUV,Medsize +VF72557,Oregon,4772.943848,Yes,Extended,High School or Below,2/18/11,Retired,M,20993,Suburban,Divorced,133,35,90,0,1,Personal Auto,Personal L3,Offer2,Agent,638.4,SUV,Medsize +OX28638,Arizona,6806.491395,No,Extended,High School or Below,1/21/11,Employed,M,37839,Suburban,Married,86,35,77,0,9,Personal Auto,Personal L3,Offer2,Branch,465.633954,Two-Door Car,Medsize +SK55033,California,2469.781334,No,Basic,Bachelor,1/15/11,Employed,F,92711,Suburban,Single,62,24,10,0,1,Personal Auto,Personal L2,Offer3,Agent,368.400146,Two-Door Car,Medsize +OO88645,California,3103.923041,No,Extended,College,2/5/11,Employed,F,74665,Urban,Married,78,10,90,2,1,Corporate Auto,Corporate L2,Offer2,Call Center,236.902001,Four-Door Car,Medsize +YT36855,Washington,2981.875575,No,Extended,College,2/24/11,Unemployed,M,0,Suburban,Married,83,26,89,0,1,Personal Auto,Personal L2,Offer3,Web,582.679087,Two-Door Car,Medsize +CW82151,California,8902.737595,No,Basic,Bachelor,1/5/11,Employed,M,46833,Rural,Married,112,6,3,0,9,Personal Auto,Personal L3,Offer1,Call Center,64.109663,Sports Car,Medsize +DY22043,Oregon,5499.447223,No,Basic,High School or Below,1/28/11,Employed,F,88768,Suburban,Married,68,17,77,0,7,Personal Auto,Personal L3,Offer3,Branch,326.4,Two-Door Car,Small +SH36774,California,15023.59858,No,Basic,High School or Below,1/12/11,Employed,M,28262,Suburban,Single,192,9,77,0,3,Personal Auto,Personal L3,Offer3,Web,921.6,Luxury SUV,Medsize +EM43724,Nevada,2509.107875,No,Basic,Bachelor,2/16/11,Employed,F,33555,Rural,Married,63,17,11,0,1,Personal Auto,Personal L3,Offer1,Agent,101.89645,Four-Door Car,Medsize +FH85960,Oregon,31221.7481,No,Premium,College,1/3/11,Employed,M,42780,Suburban,Divorced,113,10,27,1,2,Personal Auto,Personal L2,Offer1,Call Center,542.4,Four-Door Car,Medsize +XA55993,Oregon,3133.503432,No,Extended,Master,2/7/11,Employed,F,58850,Rural,Single,78,20,26,0,1,Personal Auto,Personal L3,Offer2,Branch,143.747794,Four-Door Car,Medsize +GO36627,Arizona,3837.451863,No,Extended,College,1/13/11,Employed,M,21880,Urban,Married,97,29,37,0,1,Special Auto,Special L2,Offer1,Branch,424.077159,Four-Door Car,Medsize +QH48047,Oregon,11790.49617,Yes,Basic,College,1/3/11,Retired,M,25251,Suburban,Divorced,66,13,43,0,2,Personal Auto,Personal L2,Offer2,Web,316.8,Four-Door Car,Medsize +RB50392,Washington,7838.068321,No,Basic,Master,2/17/11,Unemployed,F,0,Rural,Married,69,9,12,0,2,Personal Auto,Personal L1,Offer2,Agent,2.704934,Four-Door Car,Medsize +UH65059,Arizona,4305.808345,No,Basic,High School or Below,1/21/11,Employed,M,24188,Suburban,Married,109,14,82,0,1,Personal Auto,Personal L3,Offer1,Agent,523.2,Sports Car,Medsize +FV21968,Nevada,5973.976904,No,Basic,Bachelor,1/26/11,Employed,F,41611,Rural,Married,74,14,8,0,8,Special Auto,Special L2,Offer1,Branch,113.801497,Four-Door Car,Medsize +QA87025,Oregon,5670.442396,No,Basic,Bachelor,1/31/11,Employed,F,28406,Urban,Married,72,16,35,1,4,Personal Auto,Personal L3,Offer1,Call Center,192.87572,Four-Door Car,Medsize +TQ13499,Arizona,4731.749346,No,Premium,College,1/2/11,Employed,M,69833,Suburban,Married,118,32,99,0,1,Personal Auto,Personal L3,Offer1,Agent,828.662719,Four-Door Car,Small +BU44523,Arizona,8026.379641,No,Basic,High School or Below,2/7/11,Unemployed,F,0,Suburban,Single,74,15,91,0,2,Corporate Auto,Corporate L2,Offer1,Web,532.8,Four-Door Car,Small +MS41162,Arizona,4022.963529,No,Basic,High School or Below,1/26/11,Unemployed,M,0,Suburban,Single,117,6,1,0,1,Personal Auto,Personal L3,Offer1,Agent,975.107098,SUV,Medsize +PU25891,Oregon,9618.310865,No,Basic,High School or Below,1/11/11,Employed,F,80536,Rural,Married,119,5,83,0,3,Special Auto,Special L2,Offer1,Branch,53.798708,Sports Car,Medsize +RB81636,Washington,2274.775451,No,Basic,College,1/15/11,Unemployed,F,0,Suburban,Single,63,2,5,0,1,Personal Auto,Personal L2,Offer2,Agent,606.642452,Four-Door Car,Small +SX26335,Oregon,9552.926922,No,Extended,College,2/8/11,Employed,F,97732,Urban,Married,79,0,70,0,2,Personal Auto,Personal L3,Offer4,Branch,289.9122,Four-Door Car,Medsize +AZ95587,Arizona,10388.55323,No,Extended,Bachelor,1/11/11,Employed,F,61222,Urban,Single,89,20,55,0,2,Special Auto,Special L3,Offer3,Branch,392.604371,Four-Door Car,Small +DS81757,Oregon,2470.121222,No,Basic,College,1/9/11,Unemployed,M,0,Suburban,Single,74,7,20,0,1,Personal Auto,Personal L1,Offer4,Web,721.242206,Two-Door Car,Large +OJ94107,Arizona,5619.068508,No,Premium,Master,2/4/11,Employed,M,50335,Urban,Married,140,9,54,0,1,Personal Auto,Personal L2,Offer1,Call Center,456.52385,SUV,Medsize +LP84436,California,9047.119209,No,Extended,High School or Below,1/21/11,Unemployed,F,0,Suburban,Single,127,30,11,0,6,Personal Auto,Personal L2,Offer3,Branch,1087.995426,Sports Car,Medsize +YV64727,Washington,6692.143668,No,Premium,High School or Below,2/16/11,Employed,M,63221,Suburban,Married,168,28,49,0,1,Corporate Auto,Corporate L3,Offer3,Agent,806.4,SUV,Medsize +LM19287,Oregon,3731.504584,Yes,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,96,31,34,0,1,Personal Auto,Personal L1,Offer1,Agent,460.8,Four-Door Car,Large +ZU18643,Nevada,3660.770258,No,Extended,Bachelor,1/18/11,Employed,M,64495,Urban,Married,92,34,30,0,1,Corporate Auto,Corporate L2,Offer4,Web,251.992083,Four-Door Car,Medsize +AZ82578,California,7928.829252,No,Basic,College,1/30/11,Unemployed,F,0,Suburban,Married,72,7,75,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,345.6,Four-Door Car,Medsize +XC67861,Arizona,5011.751577,No,Basic,Bachelor,1/9/11,Employed,F,28859,Suburban,Divorced,67,24,51,3,4,Corporate Auto,Corporate L2,Offer1,Call Center,321.6,Two-Door Car,Medsize +YC43143,Arizona,7988.258292,No,Extended,High School or Below,2/1/11,Employed,F,77330,Rural,Married,99,0,21,0,3,Personal Auto,Personal L3,Offer2,Web,99.257608,Four-Door Car,Medsize +EK59571,Oregon,3885.456401,Yes,Premium,College,2/28/11,Unemployed,M,0,Suburban,Married,105,3,92,0,1,Corporate Auto,Corporate L2,Offer1,Branch,504,Four-Door Car,Large +GD83998,Washington,2659.337982,No,Basic,Bachelor,1/31/11,Employed,M,24495,Suburban,Single,70,29,65,0,1,Personal Auto,Personal L2,Offer4,Branch,336,Four-Door Car,Small +WA25797,Washington,8564.768226,Yes,Basic,High School or Below,2/17/11,Employed,M,95697,Rural,Married,107,29,29,0,9,Personal Auto,Personal L3,Offer2,Agent,178.006524,Sports Car,Medsize +PD27940,Arizona,4885.162511,No,Extended,High School or Below,2/12/11,Disabled,M,26372,Suburban,Married,126,11,7,0,1,Personal Auto,Personal L3,Offer4,Agent,604.8,SUV,Medsize +BS77946,Arizona,9753.307106,No,Extended,Bachelor,2/24/11,Medical Leave,F,17514,Rural,Married,127,2,5,0,3,Personal Auto,Personal L1,Offer1,Branch,8.312729,SUV,Medsize +YM50253,California,2946.153697,No,Basic,Bachelor,2/1/11,Employed,F,89270,Urban,Single,74,17,90,0,1,Personal Auto,Personal L3,Offer2,Branch,316.599228,Four-Door Car,Medsize +NR15332,California,2581.110945,No,Basic,High School or Below,2/6/11,Employed,M,29757,Suburban,Married,65,13,55,0,1,Personal Auto,Personal L2,Offer2,Web,312,Four-Door Car,Small +RC62865,Oregon,3517.385764,No,Extended,College,1/23/11,Employed,M,51814,Rural,Single,92,28,89,0,1,Personal Auto,Personal L2,Offer3,Agent,56.300724,Four-Door Car,Medsize +CC15295,Oregon,9743.350113,No,Extended,Bachelor,1/21/11,Employed,F,24028,Suburban,Married,82,14,27,0,2,Personal Auto,Personal L2,Offer2,Agent,393.6,Four-Door Car,Small +KA61892,Arizona,3873.647046,Yes,Basic,College,1/20/11,Retired,M,28142,Suburban,Married,105,18,50,0,1,Personal Auto,Personal L3,Offer2,Agent,701.708239,Sports Car,Medsize +OS94884,Arizona,7649.28199,No,Basic,Bachelor,1/6/11,Employed,F,52705,Rural,Married,64,14,8,1,2,Personal Auto,Personal L2,Offer1,Web,128.705563,Two-Door Car,Large +ND87334,California,2287.59692,No,Basic,High School or Below,2/22/11,Unemployed,M,0,Suburban,Married,63,1,5,0,1,Corporate Auto,Corporate L3,Offer2,Agent,679.368378,Two-Door Car,Medsize +ML93326,Washington,4475.424592,No,Basic,College,2/27/11,Employed,F,84903,Urban,Married,111,7,63,0,1,Personal Auto,Personal L1,Offer1,Agent,497.126827,SUV,Medsize +YL74911,California,8714.922135,Yes,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,118,14,64,0,4,Personal Auto,Personal L3,Offer1,Agent,566.4,SUV,Medsize +JP69864,Washington,2248.449633,Yes,Basic,Bachelor,1/29/11,Retired,F,24910,Suburban,Single,63,7,63,1,1,Personal Auto,Personal L1,Offer1,Branch,347.857619,Four-Door Car,Medsize +HL53154,California,7416.197322,No,Extended,Bachelor,2/22/11,Unemployed,M,0,Suburban,Single,77,15,12,2,2,Personal Auto,Personal L3,Offer1,Agent,554.4,Four-Door Car,Medsize +RI78966,Oregon,7771.158973,No,Basic,Master,2/21/11,Medical Leave,M,21876,Suburban,Married,68,12,28,0,2,Personal Auto,Personal L3,Offer1,Agent,465.41477,Four-Door Car,Small +IC13702,California,6968.3419,No,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Single,69,33,61,1,2,Personal Auto,Personal L3,Offer1,Agent,496.8,Four-Door Car,Small +BE10809,California,4250.282624,Yes,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,61,17,1,1,7,Personal Auto,Personal L1,Offer1,Agent,292.8,Four-Door Car,Small +HT87217,Oregon,19776.56654,No,Extended,High School or Below,1/16/11,Employed,F,70699,Urban,Divorced,82,1,57,0,2,Personal Auto,Personal L2,Offer3,Agent,256.813837,Four-Door Car,Medsize +TH95618,California,21343.46599,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Married,74,11,85,1,2,Personal Auto,Personal L2,Offer1,Agent,355.2,Four-Door Car,Medsize +TS19868,California,2413.139714,No,Basic,College,1/27/11,Medical Leave,M,27501,Suburban,Married,63,20,0,0,1,Personal Auto,Personal L1,Offer4,Branch,542.319401,Four-Door Car,Medsize +LP45550,Oregon,15363.84716,No,Premium,Doctor,1/15/11,Disabled,F,15897,Urban,Divorced,101,30,99,0,2,Personal Auto,Personal L3,Offer2,Agent,303.148399,Four-Door Car,Medsize +QR87004,Nevada,8456.961887,No,Basic,College,1/9/11,Employed,F,25141,Rural,Divorced,73,12,4,1,2,Personal Auto,Personal L3,Offer3,Agent,25.438063,Four-Door Car,Medsize +OE75747,Nevada,2189.642522,No,Basic,College,1/28/11,Unemployed,F,0,Suburban,Married,61,5,46,3,1,Personal Auto,Personal L2,Offer3,Agent,292.8,Four-Door Car,Small +DX91392,California,5780.182197,Yes,Basic,High School or Below,2/26/11,Employed,M,51066,Suburban,Single,74,23,0,0,8,Personal Auto,Personal L2,Offer2,Call Center,787.993313,Four-Door Car,Medsize +AB72731,California,4639.981638,No,Basic,Bachelor,1/4/11,Employed,F,28358,Rural,Married,117,24,37,0,1,Personal Auto,Personal L2,Offer2,Call Center,84.024413,Sports Car,Medsize +RU49126,Washington,4465.335703,No,Basic,College,2/1/11,Employed,F,61846,Rural,Married,112,1,48,0,1,Personal Auto,Personal L2,Offer2,Agent,215.8182,SUV,Medsize +IS12901,Arizona,5968.118877,No,Basic,Bachelor,1/27/11,Employed,F,90972,Urban,Married,74,3,47,0,8,Personal Auto,Personal L3,Offer2,Call Center,232.926145,Two-Door Car,Medsize +IX37561,Washington,5097.763337,No,Basic,College,2/14/11,Unemployed,F,0,Suburban,Single,74,3,95,0,7,Personal Auto,Personal L3,Offer3,Web,532.8,Two-Door Car,Medsize +HH90090,California,4076.634665,No,Basic,Bachelor,1/23/11,Employed,F,29549,Suburban,Divorced,104,17,51,0,1,Personal Auto,Personal L2,Offer2,Call Center,710.433775,Sports Car,Small +IU25463,California,12252.60179,No,Premium,Bachelor,2/18/11,Unemployed,F,0,Suburban,Married,115,12,17,1,2,Personal Auto,Personal L2,Offer1,Agent,552,Four-Door Car,Medsize +KC11055,Nevada,16936.27147,No,Extended,Bachelor,1/24/11,Employed,F,39411,Suburban,Married,217,4,29,2,4,Personal Auto,Personal L3,Offer3,Branch,1122.658899,Luxury Car,Medsize +PD33979,Oregon,4892.435461,No,Basic,High School or Below,2/18/11,Employed,M,21709,Suburban,Married,62,28,17,0,3,Personal Auto,Personal L2,Offer2,Branch,408.374746,Four-Door Car,Large +NK71023,Nevada,9942.304791,No,Extended,Bachelor,1/19/11,Employed,M,67890,Suburban,Single,85,23,57,0,2,Personal Auto,Personal L2,Offer4,Agent,408,Four-Door Car,Small +AB13432,California,3735.838129,No,Basic,Bachelor,1/4/11,Unemployed,M,0,Suburban,Single,110,3,16,0,1,Personal Auto,Personal L3,Offer1,Agent,792,SUV,Medsize +OZ97704,California,13117.52215,No,Basic,High School or Below,2/7/11,Employed,F,84311,Suburban,Single,111,11,98,4,2,Personal Auto,Personal L3,Offer3,Call Center,532.8,SUV,Small +UF46533,California,4574.524094,No,Basic,College,1/30/11,Employed,F,99316,Suburban,Single,114,26,53,0,1,Corporate Auto,Corporate L3,Offer2,Branch,754.358929,SUV,Medsize +XP47431,Arizona,5470.060561,Yes,Extended,Bachelor,2/17/11,Employed,F,54507,Suburban,Married,138,20,11,0,1,Personal Auto,Personal L1,Offer2,Agent,702.990032,SUV,Medsize +GK73582,California,2978.84601,No,Extended,Bachelor,1/13/11,Employed,F,64586,Urban,Single,76,3,17,0,1,Personal Auto,Personal L1,Offer3,Branch,206.837111,Four-Door Car,Medsize +RV98763,Oregon,6410.967544,No,Extended,College,2/8/11,Employed,M,61709,Urban,Married,82,5,41,2,7,Personal Auto,Personal L3,Offer3,Branch,275.395894,Four-Door Car,Medsize +II62831,California,4479.023088,No,Basic,Master,1/29/11,Employed,M,94656,Urban,Married,111,12,79,1,1,Special Auto,Special L2,Offer4,Web,459.738128,SUV,Medsize +XK33449,California,2383.731879,No,Basic,High School or Below,2/5/11,Unemployed,F,0,Suburban,Single,69,5,40,0,1,Special Auto,Special L3,Offer4,Branch,496.8,Two-Door Car,Small +TR85083,California,2764.493659,No,Basic,Bachelor,1/20/11,Employed,M,61085,Suburban,Married,70,27,34,1,1,Personal Auto,Personal L3,Offer2,Branch,336,Two-Door Car,Medsize +EO95328,Oregon,7920.105377,No,Basic,Bachelor,1/27/11,Employed,F,89284,Suburban,Married,67,7,31,3,2,Personal Auto,Personal L2,Offer4,Agent,321.6,Two-Door Car,Small +EN21086,Arizona,6889.097981,No,Basic,High School or Below,1/9/11,Unemployed,F,0,Suburban,Divorced,63,6,12,0,2,Personal Auto,Personal L2,Offer1,Branch,302.4,Four-Door Car,Small +YL83902,Washington,3274.194616,No,Extended,Bachelor,1/11/11,Employed,F,31686,Suburban,Married,81,11,33,0,1,Personal Auto,Personal L3,Offer1,Agent,430.994107,Four-Door Car,Small +AZ62651,Oregon,9951.707743,No,Premium,High School or Below,2/17/11,Employed,M,56855,Suburban,Single,255,12,1,0,1,Corporate Auto,Corporate L3,Offer4,Web,1836,Luxury SUV,Medsize +ZW25874,Oregon,2521.555686,No,Basic,Bachelor,2/16/11,Employed,M,53703,Rural,Single,67,3,45,2,1,Special Auto,Special L3,Offer1,Branch,67.632476,Four-Door Car,Medsize +EH41854,Washington,23706.11337,No,Extended,High School or Below,2/10/11,Unemployed,F,0,Suburban,Single,96,12,35,1,2,Personal Auto,Personal L1,Offer3,Branch,844.481918,Two-Door Car,Medsize +MW70227,California,6047.02516,Yes,Extended,College,2/19/11,Employed,M,20396,Suburban,Married,76,15,60,1,4,Personal Auto,Personal L1,Offer1,Branch,364.8,Four-Door Car,Medsize +SL22297,California,11140.30248,No,Premium,Master,1/21/11,Disabled,F,27679,Suburban,Single,150,30,28,0,3,Personal Auto,Personal L1,Offer1,Call Center,722.486994,SUV,Medsize +RV14138,Nevada,4334.064096,Yes,Extended,Bachelor,2/27/11,Retired,F,23904,Suburban,Single,123,1,67,3,1,Personal Auto,Personal L3,Offer1,Agent,590.4,SUV,Medsize +UO62808,Arizona,2799.74791,No,Basic,High School or Below,2/4/11,Employed,F,65351,Suburban,Married,69,4,54,0,1,Corporate Auto,Corporate L1,Offer2,Call Center,481.027516,Four-Door Car,Medsize +ZX64745,California,7923.136624,No,Basic,College,1/18/11,Unemployed,M,0,Suburban,Single,113,20,1,0,7,Personal Auto,Personal L2,Offer1,Agent,1124.427734,SUV,Medsize +FL34139,California,3688.110888,No,Basic,High School or Below,2/3/11,Unemployed,M,0,Suburban,Single,63,0,54,3,7,Personal Auto,Personal L2,Offer1,Call Center,669.682001,Four-Door Car,Medsize +TS11219,California,12067.45599,No,Basic,College,1/2/11,Unemployed,M,0,Suburban,Single,116,14,35,0,2,Personal Auto,Personal L2,Offer1,Agent,1284.093173,SUV,Medsize +XX12304,California,2924.976721,No,Basic,College,1/9/11,Employed,F,64459,Urban,Married,72,16,64,0,1,Personal Auto,Personal L1,Offer2,Branch,240.259479,Four-Door Car,Medsize +SD64087,California,15014.0927,No,Premium,College,1/19/11,Employed,M,32961,Suburban,Married,190,13,53,0,3,Corporate Auto,Corporate L2,Offer1,Branch,912,SUV,Small +OY38576,Oregon,9277.233839,No,Basic,High School or Below,1/11/11,Employed,F,71416,Suburban,Divorced,116,10,0,0,3,Corporate Auto,Corporate L3,Offer2,Agent,556.8,SUV,Medsize +BG76355,Washington,6274.123875,No,Extended,Bachelor,1/31/11,Employed,F,68964,Rural,Married,78,15,6,0,3,Personal Auto,Personal L3,Offer3,Web,115.086827,Four-Door Car,Medsize +IP66913,California,3886.647414,No,Extended,High School or Below,1/11/11,Employed,M,78108,Suburban,Single,98,12,34,0,1,Personal Auto,Personal L3,Offer2,Agent,470.4,Two-Door Car,Small +LE95702,California,4386.277558,Yes,Basic,College,2/11/11,Retired,M,10621,Suburban,Single,67,28,22,0,5,Special Auto,Special L3,Offer1,Agent,321.6,Four-Door Car,Medsize +KX54357,Washington,11365.26766,No,Extended,College,1/22/11,Employed,M,84910,Urban,Married,95,4,69,0,2,Corporate Auto,Corporate L3,Offer2,Web,383.167471,Two-Door Car,Small +EZ78112,California,5610.96434,No,Basic,High School or Below,2/24/11,Employed,F,77493,Urban,Single,70,2,35,0,3,Special Auto,Special L3,Offer1,Agent,307.963291,Four-Door Car,Medsize +XN16891,Arizona,2912.892035,No,Basic,College,2/28/11,Employed,M,81097,Suburban,Divorced,74,7,67,0,1,Personal Auto,Personal L1,Offer4,Agent,355.2,Four-Door Car,Small +XK31350,Oregon,6915.729915,No,Extended,College,1/25/11,Employed,F,96610,Suburban,Married,85,6,23,0,3,Corporate Auto,Corporate L1,Offer4,Call Center,520.364752,Four-Door Car,Large +CC30924,Oregon,6262.663307,No,Premium,College,2/26/11,Employed,M,30110,Urban,Married,159,20,71,0,1,Corporate Auto,Corporate L3,Offer4,Agent,466.436375,Sports Car,Small +IT78748,Oregon,6503.397049,Yes,Extended,High School or Below,2/19/11,Disabled,F,22081,Suburban,Married,84,1,9,0,6,Special Auto,Special L3,Offer1,Agent,451.670309,Two-Door Car,Small +KY33386,Washington,8007.399376,Yes,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,112,12,93,0,3,Personal Auto,Personal L3,Offer1,Web,537.6,Sports Car,Medsize +CO44221,California,2929.916512,No,Basic,College,1/2/11,Employed,M,98473,Suburban,Married,72,19,69,0,1,Personal Auto,Personal L1,Offer2,Branch,345.6,Four-Door Car,Medsize +LK60013,Oregon,5969.55297,No,Basic,Bachelor,1/26/11,Employed,F,97431,Suburban,Married,74,1,72,0,3,Personal Auto,Personal L2,Offer3,Branch,355.2,Four-Door Car,Medsize +DE21533,California,5473.15987,No,Basic,Bachelor,2/2/11,Employed,M,93870,Suburban,Divorced,69,1,96,0,8,Personal Auto,Personal L2,Offer1,Call Center,331.2,Four-Door Car,Medsize +YS94121,Nevada,5645.396665,No,Basic,High School or Below,2/27/11,Employed,M,50366,Suburban,Divorced,72,9,5,0,9,Personal Auto,Personal L1,Offer1,Call Center,428.734656,Four-Door Car,Small +UK68427,Washington,6369.262355,Yes,Extended,High School or Below,1/20/11,Employed,M,34498,Suburban,Single,83,30,72,0,7,Personal Auto,Personal L3,Offer2,Branch,398.4,Two-Door Car,Small +TE49565,Oregon,11833.76732,No,Basic,College,1/17/11,Disabled,F,16552,Suburban,Married,103,23,53,0,2,Personal Auto,Personal L3,Offer2,Call Center,494.4,SUV,Small +RA88421,Oregon,6121.107929,No,Extended,College,1/17/11,Employed,F,26787,Suburban,Married,77,7,50,0,5,Personal Auto,Personal L3,Offer3,Branch,369.6,Four-Door Car,Medsize +KQ51983,Nevada,5159.369746,No,Basic,College,2/24/11,Unemployed,M,0,Suburban,Single,74,2,42,0,9,Personal Auto,Personal L1,Offer1,Branch,831.752839,Two-Door Car,Medsize +CD88896,Nevada,2514.59196,Yes,Basic,High School or Below,2/14/11,Employed,F,43860,Rural,Single,65,15,58,0,1,Corporate Auto,Corporate L3,Offer2,Agent,156.124914,Four-Door Car,Medsize +YV22553,Arizona,8668.611261,No,Basic,High School or Below,2/20/11,Employed,M,21474,Urban,Married,114,13,72,2,9,Corporate Auto,Corporate L3,Offer1,Agent,373.428187,SUV,Small +WU14435,California,4960.965384,No,Basic,Bachelor,2/19/11,Disabled,M,18174,Suburban,Married,66,8,16,0,9,Corporate Auto,Corporate L1,Offer1,Agent,395.934815,Four-Door Car,Small +XV84099,Arizona,5504.139033,Yes,Basic,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,73,18,45,0,5,Corporate Auto,Corporate L1,Offer1,Call Center,350.4,Four-Door Car,Medsize +RI24911,Arizona,7507.455372,Yes,Basic,College,2/6/11,Employed,M,60920,Urban,Single,64,10,61,0,2,Personal Auto,Personal L3,Offer2,Agent,231.201886,Two-Door Car,Medsize +KO26461,Arizona,32269.85139,No,Extended,High School or Below,2/27/11,Employed,M,41520,Urban,Married,90,18,70,0,2,Personal Auto,Personal L2,Offer1,Agent,289.904105,Four-Door Car,Medsize +HI14283,Oregon,5657.031588,No,Premium,Bachelor,2/1/11,Unemployed,F,0,Suburban,Married,152,12,89,0,1,Personal Auto,Personal L3,Offer1,Web,729.6,SUV,Small +PT50227,Arizona,5061.757902,No,Basic,High School or Below,2/23/11,Unemployed,M,0,Suburban,Married,68,19,16,0,8,Personal Auto,Personal L3,Offer3,Call Center,326.4,Two-Door Car,Medsize +BH36570,California,5912.783829,No,Basic,Bachelor,1/11/11,Employed,M,72208,Suburban,Married,73,3,84,0,8,Personal Auto,Personal L3,Offer1,Branch,350.4,Two-Door Car,Small +TX17484,California,15182.27975,No,Basic,Bachelor,2/10/11,Employed,F,53863,Rural,Married,63,12,30,0,2,Personal Auto,Personal L2,Offer1,Web,105.765111,Four-Door Car,Large +CT41158,Washington,10747.03094,No,Extended,College,2/25/11,Employed,M,66446,Urban,Divorced,136,8,77,0,3,Corporate Auto,Corporate L1,Offer2,Branch,639.464548,SUV,Large +AO87348,Washington,2050.623512,No,Basic,College,2/16/11,Unemployed,M,0,Suburban,Single,61,18,26,0,1,Personal Auto,Personal L3,Offer2,Agent,292.8,Four-Door Car,Small +DE55857,Washington,2465.444865,No,Basic,Bachelor,1/30/11,Employed,F,64997,Suburban,Single,63,7,99,1,1,Personal Auto,Personal L3,Offer2,Agent,383.442328,Four-Door Car,Small +LF66923,Nevada,5343.121327,No,Basic,High School or Below,2/11/11,Employed,F,64460,Suburban,Married,66,18,42,0,3,Corporate Auto,Corporate L3,Offer2,Agent,316.8,Two-Door Car,Small +CN24514,Arizona,8119.829071,No,Basic,College,1/14/11,Employed,F,46618,Rural,Married,67,22,77,0,2,Personal Auto,Personal L1,Offer3,Agent,99.085943,Four-Door Car,Large +UW32074,Oregon,4605.265164,No,Basic,College,2/14/11,Unemployed,F,0,Suburban,Divorced,64,13,64,0,4,Corporate Auto,Corporate L3,Offer1,Branch,307.2,Four-Door Car,Small +HP36979,California,6408.785577,No,Extended,College,2/3/11,Employed,M,49988,Suburban,Married,84,6,37,5,5,Personal Auto,Personal L2,Offer2,Web,566.935022,Two-Door Car,Large +PP40919,California,2376.533508,No,Extended,College,1/31/11,Unemployed,F,0,Suburban,Single,91,2,8,5,1,Personal Auto,Personal L1,Offer1,Agent,436.8,Two-Door Car,Medsize +RO73268,California,3211.070017,No,Extended,Bachelor,2/15/11,Disabled,M,16269,Suburban,Divorced,86,6,84,0,1,Corporate Auto,Corporate L2,Offer3,Agent,412.8,Two-Door Car,Medsize +HO61691,Arizona,5094.522262,No,Basic,Bachelor,2/27/11,Employed,F,72006,Suburban,Divorced,64,4,38,0,3,Personal Auto,Personal L1,Offer4,Agent,307.2,Four-Door Car,Medsize +BS13062,Arizona,25755.27817,No,Extended,High School or Below,1/21/11,Unemployed,F,0,Suburban,Married,81,3,60,2,2,Personal Auto,Personal L2,Offer4,Call Center,388.8,Four-Door Car,Small +FO35655,Oregon,8672.229719,No,Extended,Bachelor,1/14/11,Unemployed,M,0,Suburban,Single,245,34,83,0,1,Corporate Auto,Corporate L3,Offer1,Branch,2345.413441,Luxury SUV,Medsize +HR10526,California,8044.73072,No,Basic,Master,1/25/11,Employed,M,44320,Suburban,Married,67,13,79,0,2,Personal Auto,Personal L2,Offer1,Call Center,321.6,Four-Door Car,Medsize +IA63417,Arizona,4001.519098,No,Premium,High School or Below,2/2/11,Retired,F,19782,Suburban,Divorced,108,13,66,0,1,Personal Auto,Personal L3,Offer3,Web,773.470977,Two-Door Car,Medsize +BH35016,Nevada,16706.11699,No,Basic,Bachelor,2/9/11,Employed,F,63933,Suburban,Divorced,70,35,98,0,2,Personal Auto,Personal L3,Offer1,Call Center,424.883448,Two-Door Car,Medsize +PK52952,Arizona,8544.411077,No,Basic,Doctor,2/28/11,Employed,M,28224,Suburban,Single,109,13,13,0,8,Personal Auto,Personal L3,Offer1,Call Center,523.2,SUV,Medsize +OD76309,Washington,7805.31287,Yes,Basic,College,1/27/11,Retired,F,21073,Suburban,Divorced,106,25,54,1,3,Personal Auto,Personal L3,Offer1,Agent,508.8,SUV,Small +IL28481,Oregon,6112.756868,No,Extended,Bachelor,2/19/11,Employed,M,63243,Urban,Married,77,21,73,0,3,Personal Auto,Personal L3,Offer4,Call Center,364.240307,Four-Door Car,Large +GY55092,Nevada,4772.943848,Yes,Extended,High School or Below,2/18/11,Retired,M,20993,Suburban,Divorced,133,35,90,0,1,Personal Auto,Personal L3,Offer2,Agent,638.4,SUV,Medsize +UF33451,Oregon,10979.09559,No,Extended,Bachelor,2/14/11,Employed,F,94827,Urban,Married,135,5,64,0,4,Personal Auto,Personal L3,Offer1,Agent,354.729129,SUV,Medsize +CF15558,California,5004.263818,No,Basic,Master,1/30/11,Employed,F,39161,Urban,Married,63,18,83,1,4,Personal Auto,Personal L3,Offer2,Call Center,283.995953,Two-Door Car,Small +JM62924,Washington,13223.04379,No,Extended,Bachelor,2/9/11,Employed,M,37534,Suburban,Married,84,2,0,2,2,Personal Auto,Personal L3,Offer3,Branch,403.2,Four-Door Car,Medsize +EM66435,Oregon,2623.31543,No,Basic,Bachelor,2/6/11,Employed,F,80210,Rural,Divorced,65,30,28,0,1,Corporate Auto,Corporate L3,Offer1,Agent,20.543176,Four-Door Car,Medsize +QX45933,California,17840.19555,No,Basic,Bachelor,2/23/11,Unemployed,M,0,Suburban,Married,62,32,59,0,2,Personal Auto,Personal L1,Offer1,Agent,385.115437,Four-Door Car,Small +JI71369,California,5106.111827,No,Basic,College,2/22/11,Employed,F,30110,Rural,Married,64,2,4,0,5,Personal Auto,Personal L1,Offer1,Web,140.165035,Four-Door Car,Medsize +JU93290,Arizona,17930.60451,No,Basic,College,1/16/11,Medical Leave,F,21708,Suburban,Divorced,68,28,77,0,2,Personal Auto,Personal L2,Offer1,Web,326.4,Four-Door Car,Medsize +GU66096,Arizona,5457.342569,No,Basic,High School or Below,2/2/11,Employed,M,94731,Suburban,Married,67,23,65,0,4,Personal Auto,Personal L2,Offer2,Agent,321.6,Four-Door Car,Medsize +UC33108,California,6563.644143,No,Extended,Bachelor,2/22/11,Employed,M,32375,Suburban,Married,83,17,83,0,6,Personal Auto,Personal L1,Offer1,Agent,398.4,Four-Door Car,Small +LW93867,Oregon,4812.525221,No,Basic,College,1/3/11,Medical Leave,M,16531,Rural,Married,63,0,40,0,4,Corporate Auto,Corporate L1,Offer1,Web,102.879769,Four-Door Car,Medsize +OU78470,Arizona,29328.04185,No,Extended,Master,2/27/11,Employed,F,32006,Rural,Single,94,28,7,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,56.868289,Four-Door Car,Medsize +XW90265,Arizona,5773.520711,No,Basic,Bachelor,2/15/11,Employed,F,81676,Suburban,Married,72,21,86,0,8,Personal Auto,Personal L2,Offer1,Agent,463.158502,Two-Door Car,Small +HS67749,California,6847.1189,No,Extended,College,1/11/11,Employed,M,71038,Rural,Married,86,15,56,0,3,Corporate Auto,Corporate L1,Offer4,Agent,205.444066,Four-Door Car,Medsize +VZ51506,Arizona,3595.31286,No,Basic,High School or Below,1/21/11,Unemployed,F,0,Suburban,Single,103,20,43,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,741.6,Sports Car,Medsize +UI64281,Nevada,22855.61209,No,Basic,Master,1/26/11,Medical Leave,F,20832,Rural,Married,65,8,32,0,2,Personal Auto,Personal L3,Offer1,Call Center,56.371967,Two-Door Car,Medsize +AE98193,Washington,7859.414569,No,Basic,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,113,19,10,0,7,Personal Auto,Personal L1,Offer1,Branch,813.6,SUV,Medsize +AZ74055,Oregon,4115.577437,No,Premium,High School or Below,2/23/11,Employed,M,52405,Suburban,Married,103,2,27,0,1,Personal Auto,Personal L3,Offer4,Call Center,494.4,Four-Door Car,Medsize +XS76911,Arizona,5029.638777,No,Extended,High School or Below,2/4/11,Unemployed,F,0,Suburban,Married,133,3,89,0,1,Personal Auto,Personal L3,Offer1,Agent,795.864079,Sports Car,Small +AY40674,Washington,4821.418454,No,Extended,Bachelor,2/6/11,Employed,F,26583,Suburban,Married,128,6,46,4,1,Personal Auto,Personal L2,Offer2,Agent,614.4,SUV,Medsize +NA12740,Oregon,5004.310469,No,Basic,Master,2/10/11,Disabled,M,25486,Rural,Married,65,15,53,0,3,Special Auto,Special L3,Offer1,Web,72.438681,Two-Door Car,Medsize +UA84837,Arizona,8630.053943,No,Premium,College,1/2/11,Employed,M,24065,Suburban,Divorced,111,30,1,0,5,Corporate Auto,Corporate L2,Offer1,Branch,532.8,Four-Door Car,Medsize +DJ51510,Arizona,9322.08512,No,Premium,High School or Below,2/10/11,Employed,F,70435,Rural,Married,116,0,50,0,4,Personal Auto,Personal L3,Offer3,Agent,67.881546,Four-Door Car,Medsize +VM58985,California,16727.56063,No,Extended,College,1/19/11,Unemployed,M,0,Suburban,Single,76,33,36,2,2,Personal Auto,Personal L3,Offer3,Branch,402.636829,Two-Door Car,Medsize +OH60605,Oregon,3652.532435,No,Extended,High School or Below,2/23/11,Employed,F,39679,Suburban,Married,92,2,85,0,1,Personal Auto,Personal L3,Offer2,Branch,641.388616,Two-Door Car,Medsize +UO98052,Nevada,6158.601171,No,Extended,College,1/7/11,Unemployed,M,0,Urban,Single,89,13,45,0,5,Personal Auto,Personal L2,Offer1,Web,342.481173,Four-Door Car,Medsize +NC53424,California,4376.083958,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Married,69,21,70,4,3,Personal Auto,Personal L2,Offer4,Web,331.2,Two-Door Car,Medsize +LQ13873,Nevada,5569.456156,No,Basic,High School or Below,2/15/11,Employed,M,53565,Suburban,Married,71,27,34,1,6,Personal Auto,Personal L3,Offer1,Agent,340.8,Four-Door Car,Small +LA97014,Washington,2576.513006,No,Basic,Bachelor,2/24/11,Employed,M,37574,Suburban,Married,66,19,14,1,1,Personal Auto,Personal L1,Offer1,Agent,412.101933,Two-Door Car,Medsize +NB79936,Washington,8346.983233,No,Premium,Bachelor,2/2/11,Employed,M,48259,Rural,Single,108,14,79,0,3,Personal Auto,Personal L2,Offer1,Branch,73.700573,Two-Door Car,Medsize +NT89061,Arizona,6323.923864,No,Extended,High School or Below,1/7/11,Employed,F,78532,Suburban,Married,78,25,87,0,3,Personal Auto,Personal L3,Offer2,Call Center,374.4,Four-Door Car,Medsize +AF10970,Arizona,5973.14343,No,Basic,Bachelor,2/28/11,Employed,F,96163,Suburban,Married,73,23,90,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,350.4,Four-Door Car,Medsize +ZG48513,California,4706.676993,No,Basic,Bachelor,2/17/11,Unemployed,M,0,Suburban,Single,72,0,86,0,7,Personal Auto,Personal L2,Offer1,Agent,345.6,Four-Door Car,Medsize +JQ59145,California,8093.410258,No,Basic,High School or Below,2/12/11,Unemployed,M,0,Suburban,Married,114,9,72,1,5,Personal Auto,Personal L1,Offer1,Agent,722.024742,Sports Car,Medsize +FE84989,Washington,5035.744643,No,Basic,College,1/9/11,Employed,M,72672,Urban,Married,63,7,39,0,5,Personal Auto,Personal L2,Offer2,Call Center,259.361117,Four-Door Car,Large +JT52858,Oregon,9027.867218,No,Premium,Bachelor,1/10/11,Employed,F,99002,Suburban,Married,112,33,75,1,8,Personal Auto,Personal L1,Offer3,Branch,537.6,Four-Door Car,Medsize +MC62068,California,7288.884849,No,Extended,High School or Below,1/8/11,Employed,M,79494,Urban,Married,91,19,30,0,3,Personal Auto,Personal L2,Offer4,Agent,396.295614,Four-Door Car,Large +EU27538,Oregon,18042.47942,No,Extended,Master,1/25/11,Employed,M,35704,Rural,Married,225,21,35,0,8,Personal Auto,Personal L3,Offer1,Branch,358.281562,Luxury Car,Medsize +RH42306,Arizona,4992.063043,No,Basic,Bachelor,1/27/11,Unemployed,F,0,Suburban,Single,71,6,5,0,3,Corporate Auto,Corporate L2,Offer3,Web,653.388564,Four-Door Car,Small +US23612,Oregon,9102.267849,No,Premium,High School or Below,1/12/11,Disabled,F,26049,Rural,Married,118,17,6,0,6,Personal Auto,Personal L2,Offer1,Call Center,121.032372,Two-Door Car,Large +WV76014,Arizona,2540.407726,No,Basic,Doctor,1/16/11,Employed,M,70125,Rural,Single,64,21,77,0,1,Special Auto,Special L2,Offer2,Branch,92.813396,Four-Door Car,Medsize +RK96223,California,12941.89193,No,Basic,College,1/22/11,Employed,M,52369,Suburban,Married,110,34,49,1,2,Personal Auto,Personal L3,Offer1,Agent,528,SUV,Medsize +MF82000,Washington,2365.348601,No,Basic,Bachelor,1/13/11,Unemployed,F,0,Rural,Married,66,25,51,2,1,Special Auto,Special L2,Offer2,Branch,159.636956,Four-Door Car,Medsize +FM46980,Arizona,5720.765064,No,Basic,College,2/11/11,Employed,M,41770,Suburban,Married,72,0,60,0,9,Personal Auto,Personal L1,Offer2,Branch,476.156957,Four-Door Car,Small +SY56792,Oregon,7035.534088,No,Premium,High School or Below,1/4/11,Unemployed,M,0,Suburban,Divorced,101,16,88,0,8,Corporate Auto,Corporate L3,Offer3,Web,727.2,Four-Door Car,Medsize +RF61565,California,2636.97773,No,Basic,College,1/29/11,Employed,M,31911,Suburban,Married,67,33,27,0,1,Personal Auto,Personal L3,Offer2,Agent,321.6,Four-Door Car,Medsize +IM94808,Nevada,5395.831967,No,Basic,Bachelor,2/28/11,Employed,M,70051,Rural,Married,68,15,69,0,8,Corporate Auto,Corporate L3,Offer4,Web,42.078345,Four-Door Car,Medsize +VI14730,Oregon,8382.630118,Yes,Basic,High School or Below,2/4/11,Retired,M,19683,Suburban,Married,117,17,41,1,9,Personal Auto,Personal L2,Offer1,Web,561.6,Sports Car,Medsize +YR34119,Washington,31161.74523,No,Basic,College,2/2/11,Employed,F,30916,Rural,Married,112,7,65,0,2,Personal Auto,Personal L1,Offer1,Agent,200.11606,SUV,Small +RR77985,Oregon,2887.742258,No,Extended,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,80,24,95,0,1,Personal Auto,Personal L1,Offer1,Call Center,676.944023,Four-Door Car,Medsize +VC22097,Washington,8714.922135,Yes,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,118,14,64,0,4,Corporate Auto,Corporate L3,Offer1,Agent,566.4,SUV,Medsize +WV17090,California,25585.72783,No,Basic,Bachelor,2/1/11,Unemployed,M,0,Suburban,Married,116,0,45,0,2,Corporate Auto,Corporate L1,Offer2,Call Center,830.623064,SUV,Medsize +TM23514,Oregon,10272.6082,No,Extended,College,1/1/11,Employed,M,60145,Urban,Single,132,8,28,0,3,Personal Auto,Personal L3,Offer3,Web,580.473259,SUV,Medsize +MQ68407,Oregon,4376.363592,Yes,Premium,Bachelor,2/28/11,Employed,F,63774,Rural,Divorced,111,18,63,0,1,Personal Auto,Personal L3,Offer2,Agent,60.036683,Four-Door Car,Medsize +GJ59592,California,5318.89664,Yes,Basic,Bachelor,1/12/11,Employed,F,25134,Suburban,Married,67,3,0,0,6,Corporate Auto,Corporate L2,Offer2,Call Center,321.6,Four-Door Car,Small +FY56083,Oregon,4719.762191,No,Basic,Bachelor,2/13/11,Employed,M,37057,Rural,Married,61,5,48,1,6,Personal Auto,Personal L2,Offer1,Agent,47.53101,Four-Door Car,Small +UA94723,Oregon,4428.031583,Yes,Basic,High School or Below,1/29/11,Employed,F,58577,Urban,Married,110,6,62,0,1,Personal Auto,Personal L3,Offer1,Agent,303.872752,SUV,Medsize +FW91032,California,5879.176092,No,Basic,High School or Below,2/13/11,Employed,M,85857,Rural,Married,73,3,19,0,6,Corporate Auto,Corporate L2,Offer4,Agent,100.620067,Four-Door Car,Medsize +DE34457,Oregon,9416.908485,No,Basic,Doctor,1/22/11,Employed,F,70602,Urban,Married,116,8,47,0,3,Personal Auto,Personal L3,Offer3,Call Center,481.339891,SUV,Small +HD32044,Oregon,8288.155579,No,Premium,Master,1/25/11,Employed,F,33816,Suburban,Divorced,106,10,97,2,3,Corporate Auto,Corporate L3,Offer1,Branch,508.8,Four-Door Car,Medsize +HH30454,Oregon,32654.8383,No,Premium,Bachelor,2/23/11,Unemployed,M,0,Suburban,Single,153,7,75,0,2,Personal Auto,Personal L3,Offer3,Branch,1101.6,SUV,Medsize +AH84063,Oregon,4719.450052,No,Extended,College,2/18/11,Employed,F,89642,Rural,Married,121,11,20,4,1,Corporate Auto,Corporate L3,Offer3,Call Center,86.320022,SUV,Medsize +QA17596,California,3903.474784,No,Extended,Bachelor,1/3/11,Employed,F,60068,Suburban,Married,98,17,75,0,1,Personal Auto,Personal L3,Offer2,Agent,470.4,Two-Door Car,Small +XI41052,California,5457.259678,No,Extended,Bachelor,1/9/11,Employed,F,50044,Suburban,Single,139,16,14,0,1,Personal Auto,Personal L2,Offer3,Call Center,667.2,SUV,Medsize +DI30528,California,2725.356404,Yes,Basic,Master,1/3/11,Employed,F,36650,Rural,Married,69,2,70,1,1,Personal Auto,Personal L3,Offer2,Web,56.60333,Four-Door Car,Large +SC66359,Arizona,4433.97368,No,Basic,College,2/21/11,Employed,F,50653,Rural,Married,110,29,42,0,1,Corporate Auto,Corporate L3,Offer4,Agent,262.865172,SUV,Small +EN61670,Arizona,5332.462694,Yes,Basic,Doctor,2/22/11,Employed,F,68931,Urban,Married,66,32,30,0,7,Personal Auto,Personal L1,Offer2,Branch,309.577946,Four-Door Car,Medsize +DQ10761,Oregon,2315.094985,No,Basic,Bachelor,1/9/11,Unemployed,M,0,Suburban,Single,73,14,39,1,1,Corporate Auto,Corporate L3,Offer1,Branch,350.4,Four-Door Car,Medsize +BQ51587,California,5411.953687,No,Basic,College,2/7/11,Unemployed,F,0,Suburban,Single,73,1,22,0,5,Personal Auto,Personal L2,Offer2,Call Center,365.364581,Four-Door Car,Medsize +JE21522,California,9587.33234,No,Extended,Bachelor,2/26/11,Employed,M,39266,Suburban,Married,80,33,31,0,2,Personal Auto,Personal L2,Offer4,Branch,384,Four-Door Car,Medsize +WS47147,California,22103.5072,Yes,Basic,College,1/30/11,Unemployed,M,0,Suburban,Married,102,35,48,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,SUV,Medsize +ZA64638,Nevada,9764.945308,No,Extended,High School or Below,2/28/11,Unemployed,F,0,Suburban,Single,98,24,11,1,2,Personal Auto,Personal L2,Offer2,Web,705.6,Four-Door Car,Small +EW38459,Nevada,2567.151468,No,Basic,Bachelor,2/20/11,Employed,F,40864,Rural,Married,65,2,75,0,1,Corporate Auto,Corporate L1,Offer2,Web,9.51528,Four-Door Car,Medsize +QW87316,Oregon,2650.622781,No,Basic,College,1/20/11,Employed,F,39035,Urban,Divorced,68,15,65,0,1,Personal Auto,Personal L2,Offer2,Agent,244.564334,Four-Door Car,Medsize +IC43478,California,11264.36334,No,Extended,Bachelor,1/22/11,Employed,M,34923,Suburban,Single,98,23,82,0,2,Personal Auto,Personal L1,Offer1,Call Center,639.105556,Two-Door Car,Medsize +TE34064,California,2168.523464,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,63,1,56,0,1,Personal Auto,Personal L3,Offer2,Agent,453.6,Four-Door Car,Medsize +WU60905,California,8610.667489,No,Basic,High School or Below,2/6/11,Unemployed,F,0,Suburban,Married,111,27,36,0,9,Corporate Auto,Corporate L1,Offer3,Web,532.8,SUV,Medsize +YM18992,California,2834.646235,No,Basic,College,2/2/11,Employed,F,24506,Suburban,Divorced,71,7,47,0,1,Personal Auto,Personal L1,Offer1,Agent,511.2,Two-Door Car,Medsize +PD55753,Oregon,8930.139728,No,Extended,High School or Below,2/23/11,Unemployed,M,0,Suburban,Married,82,25,63,0,2,Personal Auto,Personal L1,Offer4,Call Center,554.522969,Four-Door Car,Medsize +KU56006,Arizona,5536.386959,No,Basic,College,1/7/11,Employed,F,52220,Suburban,Married,70,17,42,1,5,Personal Auto,Personal L2,Offer1,Call Center,336,Four-Door Car,Small +MJ69973,Arizona,2840.85429,No,Basic,High School or Below,2/27/11,Unemployed,M,0,Suburban,Married,74,17,73,0,1,Personal Auto,Personal L3,Offer1,Call Center,402.449823,Two-Door Car,Medsize +TW43626,California,8082.880956,No,Basic,College,1/21/11,Employed,M,53554,Suburban,Married,67,6,5,0,2,Personal Auto,Personal L2,Offer1,Agent,327.020539,Four-Door Car,Large +XX84133,California,5254.734278,No,Basic,Bachelor,2/4/11,Employed,M,34476,Rural,Married,67,23,49,1,3,Corporate Auto,Corporate L2,Offer4,Call Center,5.3953,Four-Door Car,Medsize +ZW84453,Arizona,5116.237577,No,Basic,Bachelor,1/8/11,Unemployed,F,0,Rural,Married,70,1,11,0,5,Personal Auto,Personal L2,Offer1,Web,131.401291,Four-Door Car,Medsize +HO29524,California,3034.646997,No,Extended,College,2/4/11,Employed,M,68205,Rural,Married,76,35,14,0,1,Personal Auto,Personal L1,Offer4,Branch,99.382943,Two-Door Car,Medsize +VE89726,California,8024.89992,No,Basic,High School or Below,1/15/11,Unemployed,F,0,Suburban,Single,119,6,48,1,8,Personal Auto,Personal L1,Offer3,Branch,856.8,SUV,Medsize +GE87503,California,18211.14319,No,Premium,High School or Below,2/7/11,Employed,M,53690,Suburban,Married,154,20,97,0,2,Personal Auto,Personal L3,Offer4,Call Center,739.2,SUV,Small +PX90263,Oregon,5121.563312,No,Basic,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,72,2,22,0,5,Personal Auto,Personal L3,Offer1,Branch,518.4,Four-Door Car,Medsize +NI17718,California,2150.178588,No,Basic,High School or Below,2/9/11,Unemployed,F,0,Suburban,Single,61,28,31,0,1,Personal Auto,Personal L3,Offer2,Web,292.8,Four-Door Car,Medsize +FY32213,California,5595.389905,Yes,Basic,High School or Below,2/5/11,Employed,F,74454,Suburban,Single,71,25,29,0,3,Personal Auto,Personal L3,Offer2,Call Center,340.8,Four-Door Car,Medsize +RZ13254,Nevada,7562.824036,No,Basic,Bachelor,1/15/11,Unemployed,F,0,Suburban,Single,73,23,91,0,2,Personal Auto,Personal L1,Offer2,Branch,350.4,Four-Door Car,Large +GN45013,Oregon,5385.853211,No,Basic,High School or Below,2/6/11,Medical Leave,M,29664,Suburban,Married,71,1,69,0,3,Personal Auto,Personal L1,Offer1,Agent,340.8,Four-Door Car,Medsize +UB16654,Washington,4718.558501,No,Basic,Master,2/27/11,Disabled,M,15680,Urban,Divorced,64,20,29,0,8,Personal Auto,Personal L3,Offer4,Web,260.879903,Four-Door Car,Medsize +KU84464,Nevada,9422.567923,No,Extended,Bachelor,1/17/11,Employed,F,47272,Rural,Married,79,17,17,3,2,Personal Auto,Personal L3,Offer1,Call Center,64.546877,Four-Door Car,Medsize +YH43527,Oregon,3605.860265,No,Extended,College,1/7/11,Employed,F,21585,Suburban,Married,92,35,61,0,1,Corporate Auto,Corporate L2,Offer4,Agent,441.6,Four-Door Car,Medsize +RO30676,California,7762.590564,No,Premium,College,1/3/11,Disabled,F,23827,Rural,Married,106,18,77,2,3,Personal Auto,Personal L3,Offer1,Agent,37.910623,Four-Door Car,Medsize +QL59704,Arizona,23444.90045,No,Basic,College,1/26/11,Employed,F,69906,Urban,Married,74,34,32,2,2,Corporate Auto,Corporate L3,Offer2,Branch,202.860399,Four-Door Car,Medsize +QH19450,California,2558.178159,No,Basic,High School or Below,1/7/11,Unemployed,F,0,Suburban,Single,72,7,77,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,345.6,Four-Door Car,Small +HR85211,Washington,5123.170887,No,Basic,Master,1/14/11,Employed,F,89879,Rural,Married,63,17,20,0,3,Personal Auto,Personal L3,Offer2,Web,94.030308,Two-Door Car,Medsize +UV54502,Washington,2537.744494,No,Basic,High School or Below,2/20/11,Unemployed,F,0,Suburban,Married,69,9,89,0,1,Personal Auto,Personal L3,Offer4,Branch,331.2,Four-Door Car,Large +WB38524,California,2969.593296,No,Basic,High School or Below,1/1/11,Employed,M,46131,Suburban,Married,74,27,28,0,1,Personal Auto,Personal L3,Offer2,Branch,355.2,Two-Door Car,Small +CE56187,Oregon,4363.124641,No,Basic,Master,1/10/11,Employed,F,54514,Urban,Divorced,109,5,36,3,1,Personal Auto,Personal L2,Offer2,Branch,286.234931,SUV,Medsize +JL19416,California,5884.308607,No,Premium,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,161,29,1,0,1,Personal Auto,Personal L3,Offer1,Agent,1159.2,SUV,Medsize +JZ61422,Nevada,5272.191556,No,Basic,College,2/7/11,Employed,F,96668,Suburban,Single,66,2,95,0,3,Personal Auto,Personal L2,Offer1,Agent,316.8,Four-Door Car,Medsize +LA13377,California,5509.895664,No,Basic,Doctor,1/25/11,Employed,M,78879,Suburban,Married,69,9,67,1,4,Personal Auto,Personal L3,Offer4,Call Center,466.570791,Four-Door Car,Small +NC99948,Nevada,16313.68349,No,Basic,College,2/11/11,Unemployed,M,0,Suburban,Single,69,21,86,0,2,Personal Auto,Personal L1,Offer3,Call Center,331.2,Four-Door Car,Medsize +QD34785,Arizona,5678.050167,Yes,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,76,8,44,0,3,Personal Auto,Personal L1,Offer2,Agent,364.8,Four-Door Car,Small +RO26085,California,12101.20884,No,Basic,Bachelor,2/4/11,Unemployed,F,0,Suburban,Single,112,28,30,0,2,Personal Auto,Personal L2,Offer2,Agent,1252.406235,Sports Car,Large +ES57969,Oregon,2453.570794,Yes,Basic,Bachelor,2/9/11,Medical Leave,M,29735,Suburban,Single,69,3,92,0,1,Personal Auto,Personal L2,Offer1,Agent,331.2,Four-Door Car,Medsize +JK55587,California,5075.66267,No,Basic,High School or Below,2/20/11,Medical Leave,M,23082,Suburban,Married,65,18,90,0,7,Special Auto,Special L3,Offer1,Branch,312,Four-Door Car,Large +RN97635,Arizona,3214.979402,No,Extended,Bachelor,2/4/11,Employed,M,53984,Suburban,Divorced,80,15,62,0,1,Corporate Auto,Corporate L2,Offer1,Call Center,421.484456,Four-Door Car,Small +BI76326,California,12275.34309,No,Premium,College,1/8/11,Employed,F,52135,Urban,Single,156,6,86,0,9,Personal Auto,Personal L3,Offer2,Call Center,430.505942,SUV,Small +JA34909,California,2722.210707,Yes,Basic,College,2/2/11,Medical Leave,F,17576,Suburban,Married,71,29,70,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,398.502948,Four-Door Car,Medsize +OJ90342,Oregon,2457.440923,No,Basic,Bachelor,2/7/11,Employed,F,29486,Rural,Married,62,19,73,0,1,Personal Auto,Personal L3,Offer2,Web,7.646763,Four-Door Car,Medsize +CM88932,Oregon,3554.845264,Yes,Extended,Master,1/10/11,Employed,F,58557,Rural,Married,88,4,83,0,1,Corporate Auto,Corporate L2,Offer1,Branch,55.510526,Four-Door Car,Large +JJ97525,California,4929.549699,Yes,Basic,Bachelor,1/26/11,Employed,M,25632,Suburban,Married,63,27,52,0,7,Personal Auto,Personal L1,Offer2,Call Center,351.270869,Two-Door Car,Medsize +XV21647,California,8036.45034,No,Basic,High School or Below,2/1/11,Unemployed,F,0,Suburban,Single,112,7,42,0,9,Personal Auto,Personal L1,Offer1,Branch,806.4,Sports Car,Medsize +MC83487,Arizona,4276.915328,No,Basic,Bachelor,1/28/11,Disabled,M,18768,Suburban,Single,68,19,53,3,3,Corporate Auto,Corporate L3,Offer1,Agent,647.454583,Four-Door Car,Medsize +BL90769,California,33473.34946,Yes,Basic,Bachelor,1/11/11,Employed,F,33190,Suburban,Divorced,106,18,95,0,2,Personal Auto,Personal L3,Offer1,Web,508.8,SUV,Medsize +CR57148,Oregon,5960.581363,No,Basic,Master,2/3/11,Employed,F,47945,Rural,Married,74,32,39,0,3,Personal Auto,Personal L3,Offer2,Branch,128.43823,Two-Door Car,Medsize +CP85232,Arizona,44795.46942,No,Extended,College,2/4/11,Employed,M,58778,Rural,Married,126,6,62,0,2,Special Auto,Special L3,Offer1,Agent,302.033971,SUV,Small +YL74732,California,3832.118106,No,Basic,High School or Below,2/14/11,Disabled,F,15192,Suburban,Married,100,1,7,0,1,Personal Auto,Personal L2,Offer4,Web,480,SUV,Medsize +FG16766,California,6837.932624,No,Premium,Bachelor,1/24/11,Employed,F,51859,Suburban,Married,171,0,21,0,1,Personal Auto,Personal L2,Offer4,Branch,1003.160633,SUV,Medsize +NV55438,Nevada,5285.26816,No,Basic,High School or Below,2/23/11,Retired,F,23422,Suburban,Single,72,25,76,0,3,Personal Auto,Personal L3,Offer2,Agent,518.4,Two-Door Car,Medsize +RM10880,California,3096.511217,Yes,Extended,College,2/12/11,Employed,F,21604,Suburban,Divorced,79,14,28,0,1,Corporate Auto,Corporate L3,Offer1,Branch,379.2,Four-Door Car,Medsize +GL56175,Arizona,3589.710715,No,Extended,College,1/5/11,Employed,M,79298,Urban,Married,90,22,2,0,1,Personal Auto,Personal L1,Offer2,Call Center,244.362072,Four-Door Car,Medsize +UK52289,Arizona,2582.408525,Yes,Basic,Bachelor,2/14/11,Employed,F,76731,Urban,Married,64,2,68,0,1,Special Auto,Special L3,Offer2,Agent,201.455005,Four-Door Car,Medsize +LL45497,Washington,2487.729726,No,Basic,College,2/2/11,Employed,F,67282,Suburban,Married,62,29,27,0,1,Personal Auto,Personal L2,Offer2,Web,297.6,Two-Door Car,Medsize +BC62782,Arizona,13575.67599,No,Basic,College,1/23/11,Employed,F,48534,Suburban,Married,115,29,79,1,2,Personal Auto,Personal L3,Offer4,Call Center,552,SUV,Small +YM57893,Washington,4685.504251,No,Premium,Doctor,1/5/11,Employed,M,77678,Suburban,Married,116,32,81,0,1,Personal Auto,Personal L2,Offer1,Call Center,741.418485,Two-Door Car,Small +JP30654,Oregon,28685.82785,No,Basic,College,2/24/11,Employed,F,48412,Suburban,Single,104,15,23,0,2,Personal Auto,Personal L3,Offer3,Agent,707.430832,SUV,Medsize +RA66180,Washington,2764.032126,No,Basic,High School or Below,1/10/11,Employed,F,33837,Urban,Married,72,29,54,4,1,Corporate Auto,Corporate L2,Offer1,Branch,305.575785,Two-Door Car,Medsize +EN60878,Oregon,6183.111464,No,Extended,Bachelor,2/13/11,Disabled,M,23712,Urban,Single,85,2,20,0,3,Personal Auto,Personal L2,Offer1,Branch,376.126419,Four-Door Car,Medsize +JF36291,California,3873.647046,Yes,Basic,College,1/20/11,Retired,M,28142,Suburban,Married,105,18,50,0,1,Personal Auto,Personal L3,Offer2,Agent,701.708239,Sports Car,Medsize +BK59444,California,18929.3306,No,Basic,Master,2/5/11,Employed,F,72196,Rural,Single,68,8,61,0,2,Personal Auto,Personal L2,Offer2,Branch,152.184244,Four-Door Car,Medsize +MK70700,California,5553.295758,No,Basic,Master,1/7/11,Employed,M,68197,Urban,Married,69,1,81,0,3,Personal Auto,Personal L1,Offer2,Branch,176.819414,Four-Door Car,Medsize +IW71076,California,5011.259184,No,Basic,Bachelor,2/27/11,Employed,M,75248,Rural,Married,63,13,71,0,5,Corporate Auto,Corporate L3,Offer2,Agent,104.454624,Four-Door Car,Large +AP98768,California,10442.44633,No,Extended,College,1/8/11,Unemployed,F,0,Suburban,Single,98,9,50,0,2,Personal Auto,Personal L1,Offer1,Agent,941.718054,Four-Door Car,Small +OM24164,Nevada,2199.61781,No,Basic,Bachelor,1/6/11,Unemployed,M,0,Suburban,Single,65,5,19,1,1,Personal Auto,Personal L2,Offer1,Agent,468,Two-Door Car,Medsize +QP84605,Washington,8709.845263,No,Premium,Bachelor,2/3/11,Employed,F,41546,Rural,Divorced,111,4,47,0,3,Corporate Auto,Corporate L1,Offer1,Call Center,121.306839,Four-Door Car,Medsize +VC87846,Oregon,7484.310483,No,Extended,High School or Below,1/20/11,Employed,M,46998,Suburban,Divorced,96,13,98,0,6,Corporate Auto,Corporate L3,Offer3,Agent,460.8,Four-Door Car,Medsize +ZM92052,Oregon,2613.023132,No,Basic,Bachelor,2/23/11,Employed,M,57099,Rural,Single,67,20,37,0,1,Personal Auto,Personal L2,Offer3,Agent,67.859881,Two-Door Car,Small +ON73702,Arizona,9080.639651,No,Basic,Bachelor,1/26/11,Employed,F,33897,Urban,Married,114,15,67,0,8,Corporate Auto,Corporate L3,Offer1,Agent,539.843003,SUV,Small +QQ90441,Nevada,13770.97618,Yes,Premium,High School or Below,2/1/11,Employed,F,59207,Suburban,Single,116,23,21,0,2,Personal Auto,Personal L1,Offer1,Agent,556.8,Four-Door Car,Medsize +HU35721,Oregon,2876.822941,No,Basic,High School or Below,2/14/11,Employed,M,40171,Suburban,Divorced,73,8,78,0,1,Personal Auto,Personal L3,Offer4,Agent,350.4,Four-Door Car,Medsize +XH85336,Washington,5548.031892,Yes,Basic,Bachelor,1/13/11,Employed,M,67798,Suburban,Divorced,69,1,78,0,9,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +ZH17561,Washington,5097.526248,No,Extended,Bachelor,1/24/11,Medical Leave,F,21665,Suburban,Divorced,136,0,25,0,1,Corporate Auto,Corporate L2,Offer1,Branch,765.709629,SUV,Medsize +AG85615,Oregon,24143.87556,No,Extended,College,1/17/11,Unemployed,M,0,Suburban,Single,87,9,75,0,2,Special Auto,Special L1,Offer1,Web,626.4,Four-Door Car,Medsize +OY74069,Arizona,3538.059456,No,Basic,College,1/15/11,Unemployed,F,0,Suburban,Single,67,12,67,5,7,Personal Auto,Personal L2,Offer4,Call Center,321.6,Four-Door Car,Medsize +DJ91267,Nevada,29091.23936,No,Extended,Bachelor,2/18/11,Employed,F,34226,Rural,Married,244,29,22,0,2,Personal Auto,Personal L3,Offer1,Agent,494.395024,Luxury SUV,Small +KB72438,California,19834.20115,No,Extended,High School or Below,1/6/11,Employed,F,65989,Rural,Married,123,4,43,1,2,Personal Auto,Personal L3,Offer3,Call Center,115.545086,SUV,Medsize +TR67616,Oregon,4731.366975,No,Basic,High School or Below,1/14/11,Employed,M,30686,Rural,Single,61,22,45,0,3,Corporate Auto,Corporate L3,Offer2,Web,19.938981,Four-Door Car,Medsize +GF65731,California,35537.846,No,Basic,Master,2/6/11,Unemployed,F,0,Suburban,Married,113,15,6,0,2,Personal Auto,Personal L3,Offer1,Call Center,799.926741,Sports Car,Large +HB67642,Arizona,34611.37896,Yes,Basic,High School or Below,1/14/11,Employed,F,20090,Suburban,Married,109,10,59,0,2,Personal Auto,Personal L1,Offer2,Agent,523.2,Sports Car,Medsize +DP84567,California,20216.30883,No,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,183,6,16,0,2,Personal Auto,Personal L1,Offer3,Agent,878.4,Luxury SUV,Large +VV77534,Oregon,13976.51925,No,Premium,College,1/26/11,Employed,M,77094,Urban,Married,176,25,29,0,5,Personal Auto,Personal L3,Offer3,Call Center,444.470676,SUV,Medsize +GL67540,California,5904.088162,No,Basic,College,1/15/11,Employed,F,97413,Urban,Married,73,21,80,0,6,Personal Auto,Personal L3,Offer1,Agent,268.819985,Four-Door Car,Medsize +SV50502,Oregon,5595.835041,No,Basic,Master,1/22/11,Employed,F,79189,Suburban,Married,69,6,97,0,4,Corporate Auto,Corporate L2,Offer4,Branch,331.2,Four-Door Car,Medsize +UK59698,California,2294.303629,No,Basic,High School or Below,2/9/11,Unemployed,F,0,Suburban,Divorced,62,5,31,0,1,Personal Auto,Personal L3,Offer3,Branch,297.6,Two-Door Car,Medsize +OA57352,Arizona,6273.911874,Yes,Extended,College,2/16/11,Retired,F,18577,Suburban,Divorced,86,21,76,0,6,Personal Auto,Personal L2,Offer1,Branch,412.8,Four-Door Car,Medsize +ZF84449,Oregon,3726.727996,No,Basic,College,2/26/11,Unemployed,F,0,Suburban,Single,112,7,34,1,1,Special Auto,Special L1,Offer1,Agent,806.4,Sports Car,Medsize +VH31965,Washington,5285.118669,No,Basic,Bachelor,1/24/11,Employed,M,40783,Suburban,Married,67,13,43,1,9,Personal Auto,Personal L1,Offer1,Call Center,321.6,Four-Door Car,Medsize +HG39060,Oregon,5110.680779,No,Basic,Bachelor,1/28/11,Unemployed,M,0,Suburban,Single,74,34,51,0,4,Corporate Auto,Corporate L2,Offer1,Call Center,532.8,Four-Door Car,Medsize +EM29359,Nevada,7126.596501,No,Basic,College,2/3/11,Medical Leave,M,17483,Suburban,Married,183,24,63,0,1,Personal Auto,Personal L1,Offer2,Web,1317.6,Luxury Car,Large +SF57173,Oregon,4601.634099,No,Basic,Master,1/27/11,Employed,M,84394,Suburban,Married,114,9,38,0,1,Personal Auto,Personal L3,Offer4,Agent,691.412378,SUV,Medsize +OT47603,Oregon,9155.239699,No,Extended,College,2/4/11,Unemployed,M,0,Suburban,Married,127,3,93,0,3,Personal Auto,Personal L2,Offer2,Agent,804.811859,Sports Car,Medsize +SW31412,Oregon,14808.05624,No,Basic,College,2/22/11,Employed,F,41440,Suburban,Married,62,20,80,1,2,Personal Auto,Personal L3,Offer3,Agent,297.6,Four-Door Car,Small +JS36322,Arizona,8901.678357,No,Extended,High School or Below,1/19/11,Unemployed,M,0,Suburban,Single,136,14,69,1,8,Personal Auto,Personal L3,Offer1,Agent,1090.86434,Sports Car,Small +RE81445,Oregon,5734.598243,No,Basic,College,1/5/11,Employed,F,98132,Rural,Married,71,10,61,0,3,Personal Auto,Personal L2,Offer3,Branch,50.587035,Two-Door Car,Medsize +RM24280,Oregon,4177.696973,No,Premium,High School or Below,2/3/11,Unemployed,F,0,Suburban,Married,112,4,49,0,1,Personal Auto,Personal L2,Offer3,Agent,537.6,Four-Door Car,Medsize +LC25393,California,27776.28906,No,Extended,Bachelor,1/18/11,Employed,M,88220,Rural,Married,230,28,63,0,2,Personal Auto,Personal L3,Offer1,Call Center,151.528482,Luxury Car,Small +UX38930,Arizona,10364.34749,No,Extended,Master,1/9/11,Employed,F,58327,Urban,Married,129,31,5,0,3,Personal Auto,Personal L3,Offer2,Branch,347.075948,SUV,Medsize +HD95496,Oregon,7851.901368,No,Basic,Master,2/3/11,Employed,M,25950,Urban,Married,66,27,1,0,2,Personal Auto,Personal L1,Offer4,Agent,271.697529,Two-Door Car,Medsize +RX24650,Oregon,4772.943848,Yes,Extended,High School or Below,2/18/11,Retired,M,20993,Suburban,Divorced,133,35,90,0,1,Corporate Auto,Corporate L3,Offer2,Agent,638.4,SUV,Medsize +DW19309,Oregon,14226.50485,No,Premium,High School or Below,1/8/11,Employed,M,65726,Suburban,Married,177,35,90,0,7,Corporate Auto,Corporate L1,Offer1,Agent,849.6,SUV,Medsize +EG48956,Washington,4031.104947,No,Basic,College,2/7/11,Unemployed,M,0,Suburban,Married,63,35,59,3,3,Personal Auto,Personal L2,Offer2,Call Center,639.45899,Two-Door Car,Large +UF88986,Washington,2794.907476,No,Basic,College,1/22/11,Employed,F,39783,Suburban,Single,72,28,43,0,1,Personal Auto,Personal L1,Offer1,Branch,345.6,Two-Door Car,Medsize +DB42794,California,4362.931238,Yes,Premium,College,1/3/11,Employed,M,58842,Suburban,Married,110,6,74,0,1,Personal Auto,Personal L1,Offer2,Branch,528,Four-Door Car,Medsize +JB50798,Oregon,9624.524417,No,Extended,Master,1/20/11,Employed,F,25629,Suburban,Single,124,3,70,2,6,Corporate Auto,Corporate L3,Offer2,Agent,595.2,Sports Car,Medsize +JY45873,Washington,5015.009472,Yes,Extended,Bachelor,2/3/11,Employed,F,48567,Suburban,Single,130,12,15,0,1,Corporate Auto,Corporate L2,Offer2,Agent,624,SUV,Medsize +TE35785,California,6948.422239,No,Basic,Doctor,2/7/11,Unemployed,M,0,Suburban,Married,196,0,73,2,1,Personal Auto,Personal L3,Offer1,Branch,1337.063487,Luxury SUV,Large +CM55703,Washington,2896.918767,No,Basic,College,2/9/11,Employed,F,33746,Suburban,Divorced,74,1,6,1,1,Personal Auto,Personal L3,Offer1,Agent,355.2,Two-Door Car,Medsize +QN65180,Oregon,21903.91364,No,Extended,Bachelor,2/26/11,Employed,F,22254,Rural,Married,79,22,75,0,2,Personal Auto,Personal L1,Offer3,Call Center,125.194389,Four-Door Car,Large +GE47180,Nevada,9028.821403,No,Basic,High School or Below,2/14/11,Employed,M,65974,Rural,Married,113,3,43,0,3,Personal Auto,Personal L3,Offer3,Agent,235.220971,Sports Car,Medsize +VQ38776,Oregon,5303.759534,No,Extended,College,1/2/11,Unemployed,F,0,Suburban,Single,76,18,63,0,3,Personal Auto,Personal L3,Offer2,Agent,395.34111,Four-Door Car,Large +ZY90118,Washington,4165.354461,No,Premium,College,1/3/11,Medical Leave,M,17161,Suburban,Married,113,1,22,1,1,Corporate Auto,Corporate L1,Offer1,Call Center,542.4,Four-Door Car,Small +IN17648,Nevada,5123.768112,No,Basic,High School or Below,2/27/11,Unemployed,M,0,Suburban,Single,74,1,62,0,7,Personal Auto,Personal L1,Offer1,Agent,772.798511,Two-Door Car,Medsize +DF95759,Oregon,9492.342964,No,Extended,College,1/15/11,Unemployed,M,0,Suburban,Married,132,9,85,0,6,Personal Auto,Personal L3,Offer2,Agent,633.6,SUV,Medsize +QG45324,Oregon,8204.863191,No,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Married,73,9,14,0,2,Personal Auto,Personal L2,Offer1,Agent,350.4,Four-Door Car,Medsize +MN61620,Arizona,9877.295699,No,Extended,College,1/31/11,Employed,F,67752,Rural,Single,131,4,40,4,9,Personal Auto,Personal L2,Offer1,Web,168.517149,Sports Car,Small +YH86390,California,4815.009736,No,Basic,Bachelor,1/16/11,Disabled,F,25398,Suburban,Divorced,64,30,80,0,6,Corporate Auto,Corporate L3,Offer2,Agent,307.2,Four-Door Car,Medsize +FY13480,California,6277.011679,No,Extended,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,88,30,19,0,4,Personal Auto,Personal L3,Offer1,Web,633.6,Four-Door Car,Medsize +YH61661,California,8260.639809,No,Basic,High School or Below,1/2/11,Employed,M,33321,Suburban,Married,105,6,2,0,3,Special Auto,Special L1,Offer2,Branch,504,SUV,Medsize +NL93182,Nevada,2549.450038,No,Extended,Bachelor,1/20/11,Unemployed,M,0,Suburban,Single,78,13,32,0,1,Corporate Auto,Corporate L3,Offer2,Web,845.654042,Four-Door Car,Small +UM45563,Washington,4502.679656,No,Basic,Bachelor,1/27/11,Employed,M,68798,Rural,Single,114,19,69,0,1,Personal Auto,Personal L2,Offer2,Call Center,92.915251,SUV,Medsize +WE68644,Oregon,3803.921781,No,Basic,Bachelor,1/26/11,Medical Leave,F,20325,Suburban,Married,100,4,6,0,1,Personal Auto,Personal L3,Offer1,Branch,668.29397,Sports Car,Medsize +EZ30498,Oregon,8635.4035,No,Basic,Bachelor,2/15/11,Medical Leave,M,13129,Suburban,Married,117,15,93,0,6,Personal Auto,Personal L3,Offer1,Web,700.901632,SUV,Medsize +QY74517,Oregon,5510.558964,No,Basic,High School or Below,1/7/11,Unemployed,F,0,Suburban,Single,73,24,57,0,4,Personal Auto,Personal L3,Offer1,Branch,525.6,Four-Door Car,Large +NM88660,Nevada,3585.884123,No,Extended,Master,1/10/11,Employed,M,49080,Rural,Single,91,14,68,0,1,Corporate Auto,Corporate L2,Offer1,Agent,25.299,Four-Door Car,Small +MZ82036,Nevada,4889.25278,No,Basic,College,2/20/11,Employed,M,42536,Suburban,Divorced,63,30,57,0,6,Personal Auto,Personal L1,Offer2,Branch,375.330097,Four-Door Car,Medsize +ID20929,Oregon,2756.941661,No,Basic,Bachelor,1/18/11,Medical Leave,M,29926,Suburban,Divorced,74,25,34,0,1,Corporate Auto,Corporate L1,Offer1,Branch,418.233667,Four-Door Car,Medsize +EY50028,Nevada,3289.547398,No,Extended,Doctor,1/24/11,Unemployed,M,0,Urban,Married,86,5,55,0,1,Corporate Auto,Corporate L3,Offer2,Agent,398.240791,Two-Door Car,Medsize +TT82373,California,10937.1785,No,Extended,Bachelor,1/8/11,Employed,F,21450,Suburban,Married,138,15,35,0,4,Personal Auto,Personal L2,Offer1,Branch,938.513425,Sports Car,Medsize +OH64088,California,7375.567916,No,Basic,High School or Below,2/9/11,Employed,M,33345,Suburban,Single,65,32,52,0,2,Corporate Auto,Corporate L1,Offer1,Agent,338.619869,Four-Door Car,Medsize +SK97780,California,10110.77818,No,Extended,Bachelor,2/16/11,Medical Leave,F,15752,Urban,Married,90,27,37,0,2,Corporate Auto,Corporate L3,Offer1,Branch,339.344531,Two-Door Car,Large +IO33050,Oregon,5119.414293,No,Basic,High School or Below,1/10/11,Employed,F,40169,Urban,Divorced,65,1,47,1,3,Personal Auto,Personal L3,Offer1,Call Center,302.818833,Four-Door Car,Medsize +XA55917,California,8533.832013,No,Basic,College,2/28/11,Disabled,F,26049,Suburban,Married,113,10,15,1,9,Personal Auto,Personal L1,Offer1,Web,619.165344,SUV,Medsize +JK32620,Nevada,2224.768,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Single,68,3,4,0,1,Personal Auto,Personal L3,Offer2,Web,326.4,Four-Door Car,Medsize +RQ19236,Arizona,8042.803784,No,Basic,Doctor,1/5/11,Employed,M,55411,Urban,Married,100,24,53,0,4,Personal Auto,Personal L2,Offer2,Web,259.561195,Sports Car,Medsize +QC47433,Oregon,2554.437138,No,Basic,College,1/21/11,Medical Leave,M,12459,Suburban,Married,70,4,41,0,1,Personal Auto,Personal L2,Offer2,Branch,336,Four-Door Car,Small +RA93608,Oregon,18073.93999,No,Extended,Bachelor,1/24/11,Employed,M,64620,Suburban,Married,76,24,32,1,2,Personal Auto,Personal L2,Offer1,Agent,364.8,Two-Door Car,Small +XH97711,California,2430.506586,No,Basic,Bachelor,1/14/11,Employed,M,83140,Urban,Married,61,25,70,0,1,Corporate Auto,Corporate L3,Offer4,Agent,179.161843,Four-Door Car,Medsize +AU96286,Oregon,3167.658442,No,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Single,92,20,50,0,1,Corporate Auto,Corporate L1,Offer4,Web,662.4,Four-Door Car,Medsize +KC17170,Arizona,5465.603983,No,Basic,Bachelor,1/31/11,Employed,F,54422,Rural,Married,68,9,8,0,5,Corporate Auto,Corporate L3,Offer1,Branch,75.501852,Four-Door Car,Medsize +ZN47335,California,10357.51422,No,Extended,College,2/16/11,Employed,M,68309,Rural,Divorced,131,4,67,0,9,Corporate Auto,Corporate L3,Offer1,Web,306.983596,SUV,Small +EI46264,California,2537.813878,No,Basic,High School or Below,1/12/11,Employed,M,56621,Rural,Married,65,27,36,2,1,Personal Auto,Personal L2,Offer2,Branch,84.026848,Four-Door Car,Medsize +EK87864,Arizona,2821.947219,No,Basic,College,1/6/11,Employed,F,38977,Rural,Married,70,27,22,0,1,Special Auto,Special L2,Offer1,Agent,139.489926,Four-Door Car,Medsize +GV45403,Arizona,7757.128146,No,Premium,Bachelor,1/23/11,Unemployed,M,0,Suburban,Divorced,111,32,13,0,3,Corporate Auto,Corporate L2,Offer1,Branch,607.4459,Two-Door Car,Medsize +QK31192,Arizona,4079.132667,No,Premium,High School or Below,2/18/11,Unemployed,M,0,Suburban,Married,114,12,43,0,1,Corporate Auto,Corporate L2,Offer4,Branch,631.124372,Two-Door Car,Medsize +LU89008,Arizona,5955.544552,No,Extended,College,2/7/11,Unemployed,F,0,Suburban,Single,83,35,87,0,8,Personal Auto,Personal L3,Offer1,Agent,628.023494,Four-Door Car,Medsize +NS10490,Oregon,14158.61364,No,Basic,Bachelor,2/26/11,Employed,F,83235,Suburban,Married,70,16,33,0,2,Personal Auto,Personal L3,Offer2,Agent,336,Two-Door Car,Medsize +KL98495,Nevada,8487.238032,No,Basic,College,1/5/11,Unemployed,M,0,Suburban,Married,74,7,93,0,2,Personal Auto,Personal L2,Offer1,Agent,426.655599,Two-Door Car,Medsize +IU96845,Arizona,6285.476868,No,Extended,College,2/10/11,Employed,M,32390,Rural,Married,80,20,36,0,8,Personal Auto,Personal L3,Offer1,Call Center,91.417923,Four-Door Car,Medsize +QL93655,Oregon,11473.48149,No,Extended,High School or Below,1/12/11,Employed,F,66538,Urban,Married,95,14,64,0,2,Personal Auto,Personal L3,Offer2,Agent,317.844812,Two-Door Car,Medsize +QZ42725,Washington,2310.882998,No,Basic,Bachelor,1/1/11,Unemployed,F,0,Suburban,Single,64,12,24,0,1,Personal Auto,Personal L3,Offer2,Agent,460.8,Four-Door Car,Medsize +LZ34046,Oregon,23594.6802,Yes,Basic,Bachelor,1/31/11,Employed,M,76358,Rural,Married,66,25,3,0,2,Personal Auto,Personal L1,Offer3,Agent,86.461582,Four-Door Car,Medsize +ZH19885,Washington,2514.59196,Yes,Basic,High School or Below,2/14/11,Employed,F,43860,Rural,Single,65,15,58,0,1,Personal Auto,Personal L3,Offer2,Agent,156.124914,Four-Door Car,Medsize +YE88490,Arizona,5380.898636,Yes,Basic,College,2/24/11,Employed,F,55350,Suburban,Married,67,0,13,0,9,Personal Auto,Personal L2,Offer1,Agent,321.6,Four-Door Car,Medsize +YC80498,California,4770.550911,Yes,Basic,College,2/1/11,Medical Leave,F,12964,Suburban,Single,65,2,37,0,4,Personal Auto,Personal L1,Offer1,Web,362.774545,Two-Door Car,Medsize +AI85843,Arizona,6756.651404,No,Extended,Master,1/6/11,Employed,F,33288,Urban,Married,86,1,27,2,9,Personal Auto,Personal L3,Offer1,Branch,221.856184,Four-Door Car,Medsize +XD66024,Arizona,5936.011773,No,Extended,College,1/27/11,Unemployed,F,0,Suburban,Single,84,31,25,0,3,Personal Auto,Personal L3,Offer3,Call Center,980.169081,Four-Door Car,Medsize +FY51713,Arizona,3570.760509,No,Extended,Bachelor,1/7/11,Employed,F,56168,Suburban,Married,88,13,20,0,1,Personal Auto,Personal L1,Offer1,Branch,614.675906,Four-Door Car,Small +PH26378,California,6019.960469,No,Extended,College,1/31/11,Unemployed,M,0,Suburban,Single,92,3,28,0,4,Personal Auto,Personal L3,Offer1,Agent,662.4,Four-Door Car,Medsize +WQ18638,Oregon,5426.863953,No,Basic,High School or Below,2/25/11,Employed,M,23105,Suburban,Married,69,15,21,0,3,Personal Auto,Personal L3,Offer2,Agent,331.2,Two-Door Car,Small +KY14688,Oregon,2730.313804,No,Basic,Master,1/3/11,Employed,F,36218,Rural,Married,68,6,83,0,1,Personal Auto,Personal L1,Offer3,Branch,145.252168,Four-Door Car,Large +TC97762,California,4982.681374,No,Basic,High School or Below,2/27/11,Employed,F,52275,Suburban,Married,62,6,88,0,5,Corporate Auto,Corporate L3,Offer3,Branch,374.240783,Four-Door Car,Medsize +QC87108,Oregon,8769.266756,No,Basic,College,1/19/11,Employed,F,49665,Suburban,Single,74,5,51,0,2,Personal Auto,Personal L3,Offer3,Web,355.2,Four-Door Car,Large +CX12134,Nevada,4220.613534,No,Premium,High School or Below,1/31/11,Employed,M,32471,Suburban,Single,110,0,87,0,1,Personal Auto,Personal L2,Offer2,Agent,528,Two-Door Car,Medsize +SM73248,Arizona,11537.50507,No,Extended,High School or Below,1/21/11,Unemployed,M,0,Suburban,Single,86,12,89,1,2,Corporate Auto,Corporate L1,Offer1,Agent,619.2,Two-Door Car,Medsize +CK19789,California,5887.182043,No,Basic,Master,2/14/11,Employed,F,62773,Rural,Married,73,19,57,0,9,Personal Auto,Personal L3,Offer4,Branch,80.669257,Four-Door Car,Medsize +UV12583,California,4700.583771,No,Basic,College,2/18/11,Employed,F,76694,Suburban,Married,117,34,23,0,1,Personal Auto,Personal L1,Offer4,Agent,561.6,SUV,Medsize +JC11405,Oregon,10963.95723,Yes,Premium,High School or Below,2/8/11,Employed,M,55687,Suburban,Divorced,276,33,91,0,1,Personal Auto,Personal L3,Offer1,Agent,1324.8,Luxury SUV,Medsize +KA89683,Arizona,2523.171245,No,Basic,High School or Below,1/30/11,Unemployed,F,0,Suburban,Single,70,20,81,0,1,Personal Auto,Personal L1,Offer1,Branch,504,Four-Door Car,Small +BG85305,Nevada,3757.804716,No,Extended,Doctor,1/28/11,Employed,M,36633,Suburban,Single,96,20,61,1,1,Personal Auto,Personal L2,Offer2,Call Center,460.8,Four-Door Car,Medsize +UQ87917,Oregon,12941.73353,No,Basic,High School or Below,1/24/11,Employed,M,77060,Urban,Married,106,23,90,0,2,Personal Auto,Personal L2,Offer1,Branch,468.566133,SUV,Medsize +XN11823,Nevada,3764.465074,No,Extended,Bachelor,2/17/11,Employed,F,92600,Suburban,Single,94,9,48,0,1,Corporate Auto,Corporate L2,Offer3,Web,842.43785,Two-Door Car,Small +OS46571,California,6889.557028,No,Basic,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,66,2,75,0,2,Personal Auto,Personal L3,Offer1,Branch,475.2,Four-Door Car,Small +PX17116,Nevada,3623.454198,No,Basic,College,1/20/11,Unemployed,M,0,Suburban,Single,111,6,24,2,1,Corporate Auto,Corporate L2,Offer1,Agent,1171.93117,SUV,Medsize +RP19541,Arizona,7582.113842,Yes,Basic,College,2/3/11,Employed,M,64801,Urban,Married,64,23,19,0,2,Personal Auto,Personal L3,Offer2,Web,268.471802,Four-Door Car,Medsize +ZR25747,Oregon,8277.74558,No,Premium,College,2/6/11,Employed,F,45257,Suburban,Married,103,33,90,0,4,Corporate Auto,Corporate L1,Offer3,Call Center,494.4,Two-Door Car,Medsize +NQ86532,California,2576.455597,No,Basic,High School or Below,1/22/11,Medical Leave,M,26854,Suburban,Married,66,31,70,0,1,Personal Auto,Personal L3,Offer1,Agent,475.2,Four-Door Car,Small +JY27336,Oregon,8205.387936,No,Basic,College,2/22/11,Employed,F,85840,Rural,Married,102,14,79,2,4,Corporate Auto,Corporate L3,Offer2,Agent,138.722385,SUV,Medsize +PB54378,Oregon,19582.46887,No,Basic,Doctor,1/29/11,Medical Leave,F,26463,Suburban,Married,72,28,93,0,2,Corporate Auto,Corporate L2,Offer1,Branch,345.6,Four-Door Car,Medsize +SV38190,Nevada,6481.526576,No,Extended,Bachelor,1/13/11,Employed,F,30689,Suburban,Married,81,23,51,0,5,Personal Auto,Personal L2,Offer4,Branch,467.24802,Four-Door Car,Medsize +CV24005,Oregon,2599.310879,No,Basic,High School or Below,2/13/11,Employed,M,29590,Suburban,Married,66,17,18,0,1,Corporate Auto,Corporate L3,Offer2,Agent,467.503236,Two-Door Car,Small +EX28656,Oregon,9830.337629,No,Premium,College,2/10/11,Employed,F,25965,Suburban,Divorced,253,15,59,0,1,Personal Auto,Personal L1,Offer2,Agent,1214.4,Luxury SUV,Medsize +CF57022,Oregon,10442.65139,No,Extended,Bachelor,1/26/11,Medical Leave,M,17269,Suburban,Married,139,3,31,0,5,Personal Auto,Personal L1,Offer1,Branch,667.2,SUV,Small +GM16780,Oregon,36057.53702,No,Extended,College,2/7/11,Employed,M,90330,Rural,Single,137,0,86,3,2,Corporate Auto,Corporate L3,Offer1,Call Center,192.085299,Sports Car,Medsize +BX94438,California,8470.036773,No,Basic,High School or Below,1/7/11,Unemployed,F,0,Suburban,Married,113,34,5,0,8,Corporate Auto,Corporate L2,Offer1,Call Center,619.973889,SUV,Medsize +RM41745,California,8278.786492,No,Premium,High School or Below,1/18/11,Unemployed,F,0,Suburban,Married,110,20,66,0,7,Personal Auto,Personal L3,Offer1,Agent,1002.782553,Four-Door Car,Medsize +XR70252,California,4788.932598,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Married,67,2,49,1,3,Personal Auto,Personal L2,Offer2,Web,321.6,Two-Door Car,Medsize +YH92099,Arizona,3087.999917,No,Extended,Bachelor,1/16/11,Disabled,F,18558,Suburban,Married,80,17,23,0,1,Special Auto,Special L1,Offer1,Agent,384,Four-Door Car,Medsize +SG81493,Arizona,4443.736209,No,Premium,Bachelor,1/1/11,Employed,M,46384,Rural,Married,113,33,93,0,1,Corporate Auto,Corporate L1,Offer2,Web,251.774574,Four-Door Car,Medsize +ZX23819,Oregon,7984.086473,No,Basic,High School or Below,2/10/11,Unemployed,F,0,Suburban,Single,72,1,77,0,2,Personal Auto,Personal L3,Offer2,Call Center,866.208321,Two-Door Car,Large +FJ54907,Oregon,7180.971028,No,Basic,College,1/9/11,Employed,F,42303,Suburban,Married,180,24,66,0,1,Personal Auto,Personal L2,Offer2,Agent,1210.920949,Luxury SUV,Medsize +CU26127,California,15656.03434,No,Extended,Bachelor,2/2/11,Employed,F,71731,Urban,Single,130,12,50,0,2,Corporate Auto,Corporate L2,Offer1,Branch,599.648466,SUV,Medsize +YH60476,Oregon,5780.182197,Yes,Basic,High School or Below,2/26/11,Employed,M,51066,Suburban,Single,74,23,0,0,8,Corporate Auto,Corporate L3,Offer2,Call Center,787.993313,Four-Door Car,Medsize +ZZ97035,California,20714.94043,No,Extended,College,2/1/11,Unemployed,M,0,Suburban,Single,203,20,66,0,2,Corporate Auto,Corporate L1,Offer1,Branch,2027.724442,Luxury Car,Small +GE82737,Nevada,5337.352409,No,Extended,Bachelor,2/14/11,Unemployed,F,0,Suburban,Single,86,19,93,3,5,Personal Auto,Personal L3,Offer1,Agent,619.2,Four-Door Car,Small +KY21873,Arizona,5050.826183,No,Basic,College,2/25/11,Unemployed,M,0,Rural,Married,69,16,45,0,6,Personal Auto,Personal L1,Offer3,Agent,72.852047,Two-Door Car,Medsize +UA51318,Arizona,5116.624022,No,Basic,High School or Below,2/17/11,Employed,F,26173,Suburban,Single,68,2,10,1,9,Corporate Auto,Corporate L1,Offer2,Web,449.819671,Four-Door Car,Medsize +BV55014,Oregon,7268.736958,No,Basic,Bachelor,2/8/11,Employed,M,24445,Suburban,Single,63,18,15,0,2,Personal Auto,Personal L3,Offer1,Agent,302.4,Two-Door Car,Medsize +HX21307,Oregon,2616.613903,Yes,Basic,College,2/25/11,Employed,M,72302,Suburban,Divorced,66,6,27,0,1,Personal Auto,Personal L3,Offer1,Agent,316.8,Two-Door Car,Medsize +LQ68252,Oregon,3738.436222,No,Basic,High School or Below,2/11/11,Retired,M,27208,Suburban,Single,102,10,65,0,1,Personal Auto,Personal L2,Offer1,Web,489.6,SUV,Medsize +CR92802,California,2725.356404,Yes,Basic,Master,1/3/11,Employed,F,36650,Rural,Married,69,2,70,1,1,Special Auto,Special L2,Offer2,Web,56.60333,Four-Door Car,Large +SL35268,Arizona,5453.861203,No,Basic,College,1/4/11,Employed,M,30855,Urban,Married,68,7,15,0,7,Corporate Auto,Corporate L3,Offer2,Web,259.060862,Four-Door Car,Medsize +RD62882,Arizona,6846.150323,Yes,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Divorced,95,13,20,0,5,Personal Auto,Personal L3,Offer1,Call Center,456,Two-Door Car,Large +JS42382,Oregon,6172.914199,No,Extended,Master,1/27/11,Employed,M,99960,Suburban,Married,76,19,83,0,4,Corporate Auto,Corporate L3,Offer1,Agent,364.8,Four-Door Car,Small +BT30554,Arizona,10346.32454,No,Extended,Bachelor,2/13/11,Unemployed,F,0,Suburban,Single,98,1,15,0,2,Personal Auto,Personal L3,Offer1,Agent,470.4,Four-Door Car,Large +VP57424,Nevada,6997.008618,No,Extended,Bachelor,1/8/11,Employed,F,55873,Urban,Married,88,30,19,0,6,Personal Auto,Personal L2,Offer2,Agent,299.356083,Four-Door Car,Small +VU19243,Arizona,4196.257691,No,Premium,High School or Below,2/26/11,Medical Leave,F,18052,Suburban,Divorced,111,5,71,0,1,Personal Auto,Personal L1,Offer3,Web,699.1679,Four-Door Car,Medsize +TA82973,Oregon,7858.109763,No,Basic,High School or Below,2/1/11,Employed,F,28937,Rural,Divorced,104,28,23,2,6,Personal Auto,Personal L3,Offer1,Call Center,117.959654,SUV,Medsize +GK71720,Oregon,6064.343994,No,Extended,High School or Below,1/16/11,Unemployed,F,0,Suburban,Single,86,34,80,0,5,Personal Auto,Personal L3,Offer1,Call Center,545.240341,Four-Door Car,Medsize +OQ61223,California,17497.52201,Yes,Basic,College,2/28/11,Unemployed,M,0,Suburban,Divorced,73,9,94,0,2,Personal Auto,Personal L2,Offer1,Agent,350.4,Two-Door Car,Medsize +LL62746,Oregon,8970.647312,No,Basic,Doctor,2/6/11,Medical Leave,M,12829,Urban,Married,118,33,1,0,9,Personal Auto,Personal L1,Offer2,Call Center,328.231432,SUV,Medsize +JQ56711,Oregon,5923.117229,No,Basic,Master,2/2/11,Employed,F,92163,Rural,Married,73,3,79,0,6,Personal Auto,Personal L3,Offer3,Web,66.568642,Two-Door Car,Medsize +AW77988,Oregon,35850.59935,No,Basic,High School or Below,1/6/11,Disabled,M,17588,Suburban,Single,192,24,92,0,2,Personal Auto,Personal L1,Offer1,Web,1382.4,Luxury Car,Medsize +HF75891,Washington,4331.460674,No,Basic,High School or Below,2/11/11,Employed,F,82302,Suburban,Married,106,11,92,0,1,Personal Auto,Personal L2,Offer1,Branch,722.178166,SUV,Medsize +MY97912,Arizona,13309.33517,No,Extended,College,1/13/11,Unemployed,M,0,Suburban,Divorced,127,19,40,0,2,Personal Auto,Personal L3,Offer1,Call Center,609.6,SUV,Medsize +IB87349,California,4528.50489,No,Premium,High School or Below,2/25/11,Employed,M,70340,Suburban,Married,113,5,56,0,1,Special Auto,Special L2,Offer1,Agent,542.4,Four-Door Car,Small +AW73065,Oregon,2791.906514,No,Basic,High School or Below,2/6/11,Unemployed,F,0,Suburban,Single,74,35,59,0,1,Personal Auto,Personal L1,Offer1,Agent,532.8,Four-Door Car,Small +HI74419,Washington,8092.87696,Yes,Basic,College,2/5/11,Employed,M,50825,Urban,Married,102,3,46,0,3,Personal Auto,Personal L2,Offer1,Agent,369.614729,SUV,Medsize +PX70175,Arizona,7996.00748,No,Extended,College,1/19/11,Employed,M,93459,Suburban,Married,99,9,85,0,5,Personal Auto,Personal L3,Offer2,Web,655.41333,Four-Door Car,Medsize +KF75098,Arizona,5129.738992,No,Basic,Bachelor,1/25/11,Employed,M,86148,Suburban,Married,65,19,51,2,4,Personal Auto,Personal L3,Offer4,Agent,312,Four-Door Car,Small +IS50283,California,5697.175238,No,Basic,Bachelor,1/17/11,Employed,F,27048,Suburban,Married,72,5,85,0,4,Corporate Auto,Corporate L3,Offer3,Agent,345.6,Four-Door Car,Medsize +MY64920,Oregon,9217.130629,No,Basic,College,2/27/11,Employed,F,73259,Suburban,Married,115,7,31,0,4,Personal Auto,Personal L2,Offer4,Web,673.34265,SUV,Medsize +KN34250,Oregon,10208.92761,Yes,Extended,College,2/14/11,Employed,F,35482,Suburban,Married,129,21,59,0,3,Corporate Auto,Corporate L2,Offer1,Branch,619.2,SUV,Medsize +GN46207,Oregon,4170.687348,Yes,Basic,Master,1/17/11,Employed,F,29462,Suburban,Single,107,28,23,1,1,Personal Auto,Personal L3,Offer2,Branch,513.6,SUV,Large +KL57176,Oregon,4505.405812,No,Basic,College,2/15/11,Employed,F,67801,Rural,Divorced,115,12,45,1,1,Personal Auto,Personal L3,Offer3,Web,23.810491,SUV,Medsize +MN94234,California,3107.568648,No,Extended,High School or Below,1/19/11,Unemployed,M,0,Suburban,Married,94,34,59,4,1,Personal Auto,Personal L3,Offer1,Branch,451.2,Two-Door Car,Medsize +JY90595,Arizona,5528.664986,No,Basic,High School or Below,2/7/11,Medical Leave,M,16042,Suburban,Married,73,33,58,0,9,Personal Auto,Personal L3,Offer1,Agent,350.4,Two-Door Car,Medsize +HK26543,California,5045.866663,No,Basic,High School or Below,1/27/11,Employed,M,28056,Suburban,Married,64,32,41,1,8,Personal Auto,Personal L3,Offer1,Branch,307.2,Four-Door Car,Medsize +PN86062,California,2962.722482,No,Extended,High School or Below,1/9/11,Medical Leave,M,16495,Suburban,Married,85,25,75,3,1,Corporate Auto,Corporate L2,Offer1,Branch,408,Four-Door Car,Medsize +VW27730,California,8665.956372,No,Basic,Master,2/8/11,Employed,F,41163,Rural,Married,108,11,66,0,3,Corporate Auto,Corporate L2,Offer1,Branch,231.922173,SUV,Small +SH55671,Arizona,11413.44115,No,Premium,College,2/6/11,Unemployed,F,0,Suburban,Married,161,3,71,1,9,Personal Auto,Personal L3,Offer1,Branch,772.8,Sports Car,Small +MO56878,California,15488.43196,No,Basic,Bachelor,1/5/11,Employed,M,33799,Suburban,Single,109,28,52,3,2,Corporate Auto,Corporate L3,Offer2,Agent,664.980242,SUV,Small +QP80741,Washington,6048.574243,No,Basic,College,1/1/11,Unemployed,F,0,Suburban,Married,61,17,71,3,2,Corporate Auto,Corporate L1,Offer3,Agent,292.8,Four-Door Car,Medsize +SV35618,Oregon,5934.741492,No,Premium,Bachelor,2/28/11,Employed,F,87747,Rural,Divorced,147,3,87,1,1,Personal Auto,Personal L2,Offer2,Agent,46.492039,SUV,Small +RX12347,Nevada,3543.232138,No,Extended,College,2/9/11,Employed,M,35695,Suburban,Married,90,2,7,0,1,Personal Auto,Personal L2,Offer4,Branch,432,Four-Door Car,Medsize +FR55658,California,3490.028304,No,Extended,Master,1/27/11,Employed,M,90985,Rural,Divorced,87,33,39,0,1,Personal Auto,Personal L2,Offer1,Branch,78.085149,Four-Door Car,Medsize +XS12556,California,3683.099864,No,Basic,College,1/6/11,Unemployed,F,0,Suburban,Married,101,19,16,0,1,Corporate Auto,Corporate L2,Offer4,Call Center,564.466556,Sports Car,Medsize +ZU73588,California,5989.773931,Yes,Premium,College,1/19/11,Employed,M,66839,Suburban,Single,154,33,24,0,1,Personal Auto,Personal L3,Offer2,Branch,739.2,Sports Car,Medsize +WT43034,California,12500.84302,No,Premium,High School or Below,1/15/11,Unemployed,F,0,Suburban,Married,165,16,43,0,3,Personal Auto,Personal L3,Offer3,Call Center,792,SUV,Medsize +VM13430,Oregon,8609.158215,Yes,Basic,Bachelor,1/14/11,Employed,F,79090,Urban,Married,107,2,74,0,3,Corporate Auto,Corporate L3,Offer2,Branch,289.040734,SUV,Medsize +TC78849,Oregon,2497.45507,No,Basic,Bachelor,2/12/11,Employed,M,24825,Rural,Married,64,34,44,0,1,Personal Auto,Personal L3,Offer2,Branch,155.938593,Two-Door Car,Medsize +VC34764,California,7019.177186,Yes,Basic,College,1/23/11,Retired,M,26806,Suburban,Married,63,32,19,0,2,Personal Auto,Personal L2,Offer1,Agent,302.4,Four-Door Car,Medsize +WO90953,Oregon,5387.926265,No,Basic,College,1/21/11,Employed,F,56835,Suburban,Married,67,25,16,0,3,Personal Auto,Personal L3,Offer1,Branch,326.549425,Two-Door Car,Small +IU47468,Oregon,6165.557517,No,Extended,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,88,12,54,0,6,Special Auto,Special L2,Offer3,Web,653.65668,Two-Door Car,Small +KO46064,California,2730.20294,No,Basic,Bachelor,2/25/11,Employed,M,46135,Rural,Married,69,12,68,0,1,Personal Auto,Personal L3,Offer1,Agent,103.935601,Four-Door Car,Medsize +RB34917,Arizona,5162.116944,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,73,21,87,0,4,Personal Auto,Personal L2,Offer2,Branch,809.532341,Four-Door Car,Small +BI38192,Oregon,7937.064822,No,Basic,High School or Below,2/1/11,Employed,F,22862,Suburban,Married,67,9,40,0,2,Personal Auto,Personal L3,Offer2,Agent,321.6,Two-Door Car,Medsize +PU18983,Oregon,8608.157233,No,Basic,High School or Below,2/4/11,Employed,F,21450,Suburban,Divorced,110,8,80,2,3,Personal Auto,Personal L1,Offer1,Call Center,528,Sports Car,Small +SW79912,Oregon,2632.545795,No,Basic,Bachelor,1/22/11,Employed,M,95854,Suburban,Married,65,16,78,0,1,Personal Auto,Personal L3,Offer2,Agent,312,Two-Door Car,Small +ES39217,Oregon,7785.004214,No,Extended,Bachelor,2/19/11,Employed,F,44897,Suburban,Married,99,22,46,1,7,Personal Auto,Personal L1,Offer4,Web,580.72531,Four-Door Car,Small +OY51402,Washington,8255.76385,No,Basic,High School or Below,1/14/11,Employed,F,54040,Rural,Married,103,14,88,0,4,Personal Auto,Personal L2,Offer1,Agent,59.987126,SUV,Medsize +UA19178,Oregon,4980.825042,No,Basic,Master,2/10/11,Employed,F,53265,Urban,Married,62,12,27,0,3,Personal Auto,Personal L2,Offer2,Call Center,238.005074,Four-Door Car,Small +PR53785,Arizona,7457.237794,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Married,198,18,55,1,1,Personal Auto,Personal L3,Offer1,Branch,1577.674417,Luxury Car,Small +RJ85627,Washington,12302.76244,No,Basic,Bachelor,1/5/11,Employed,F,43817,Urban,Married,62,25,12,1,2,Personal Auto,Personal L3,Offer3,Branch,245.447622,Four-Door Car,Medsize +CN90378,California,6862.508337,No,Extended,High School or Below,2/27/11,Employed,F,54780,Rural,Married,88,22,72,3,5,Personal Auto,Personal L3,Offer1,Agent,135.26125,Four-Door Car,Large +KI56154,Nevada,9048.983447,Yes,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,119,9,8,0,3,Personal Auto,Personal L1,Offer2,Web,571.2,Sports Car,Medsize +UI55951,California,5548.031892,Yes,Basic,Bachelor,1/13/11,Employed,M,67798,Suburban,Divorced,69,1,78,0,9,Personal Auto,Personal L1,Offer1,Agent,331.2,Four-Door Car,Medsize +FF28650,Oregon,8312.681598,No,Basic,Bachelor,1/3/11,Retired,M,21442,Suburban,Divorced,118,32,84,0,3,Personal Auto,Personal L3,Offer2,Web,566.4,SUV,Medsize +FS55302,California,2389.980951,No,Basic,Bachelor,2/17/11,Employed,M,27615,Suburban,Married,62,19,18,1,1,Personal Auto,Personal L3,Offer3,Call Center,297.6,Four-Door Car,Medsize +TN79487,California,4458.113369,Yes,Basic,Bachelor,1/2/11,Retired,M,17622,Suburban,Divorced,65,1,36,1,3,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Medsize +HG32616,Nevada,5295.741716,No,Extended,High School or Below,2/25/11,Employed,M,50200,Urban,Divorced,135,23,98,0,1,Personal Auto,Personal L3,Offer1,Agent,637.063458,Sports Car,Medsize +UK41984,Arizona,3839.606117,No,Basic,Doctor,2/21/11,Unemployed,F,0,Suburban,Divorced,112,3,51,2,1,Personal Auto,Personal L2,Offer1,Agent,537.6,SUV,Medsize +LZ52266,California,3731.504584,Yes,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,96,31,34,0,1,Personal Auto,Personal L1,Offer1,Agent,460.8,Four-Door Car,Large +PM27367,California,2778.903705,No,Basic,Master,2/27/11,Employed,F,73570,Rural,Single,70,0,46,1,1,Special Auto,Special L3,Offer2,Branch,75.936096,Two-Door Car,Medsize +ZK21724,Oregon,4016.541995,No,Basic,High School or Below,2/10/11,Unemployed,F,0,Suburban,Single,111,4,85,0,1,Personal Auto,Personal L1,Offer3,Call Center,799.2,SUV,Large +QV59143,Washington,8236.917193,No,Premium,High School or Below,2/2/11,Unemployed,F,0,Suburban,Married,106,11,15,0,6,Special Auto,Special L2,Offer1,Web,603.058114,Four-Door Car,Large +QE22757,Nevada,2491.317024,Yes,Basic,Doctor,1/29/11,Employed,M,36631,Rural,Divorced,62,30,77,0,1,Personal Auto,Personal L3,Offer1,Agent,67.530904,Four-Door Car,Large +ON77649,Oregon,2908.875917,No,Basic,College,1/29/11,Employed,F,35895,Urban,Married,73,11,51,0,1,Personal Auto,Personal L3,Offer2,Agent,312.921256,Four-Door Car,Medsize +RN82884,Arizona,4282.947971,Yes,Basic,College,2/26/11,Employed,F,40864,Rural,Married,109,16,70,1,1,Personal Auto,Personal L3,Offer1,Agent,166.937747,SUV,Medsize +CQ75652,Oregon,8341.623748,No,Premium,College,1/8/11,Unemployed,M,0,Suburban,Divorced,118,15,77,0,4,Personal Auto,Personal L2,Offer1,Agent,566.4,Four-Door Car,Medsize +FF58467,Arizona,5090.781344,No,Basic,Master,2/5/11,Employed,F,93018,Rural,Divorced,63,5,90,0,3,Personal Auto,Personal L3,Offer3,Call Center,135.382194,Four-Door Car,Medsize +BS83666,Oregon,7366.1883,No,Basic,Bachelor,2/13/11,Employed,M,70014,Rural,Divorced,62,6,4,0,2,Corporate Auto,Corporate L3,Offer1,Agent,17.742954,Four-Door Car,Large +WO29605,Oregon,2436.875126,No,Basic,College,2/25/11,Employed,F,48875,Rural,Married,61,20,9,0,1,Personal Auto,Personal L1,Offer1,Call Center,1.838367,Two-Door Car,Small +TL77607,California,8852.688689,No,Basic,Bachelor,2/5/11,Employed,M,67969,Urban,Married,74,11,14,0,2,Personal Auto,Personal L3,Offer3,Branch,197.776009,Four-Door Car,Medsize +EZ50606,Oregon,23875.47675,No,Basic,High School or Below,2/14/11,Unemployed,F,0,Suburban,Married,108,8,55,0,2,Corporate Auto,Corporate L3,Offer4,Web,612.102262,SUV,Medsize +OS39723,Oregon,5600.496541,No,Basic,Doctor,1/23/11,Employed,F,68665,Suburban,Married,69,33,67,0,7,Personal Auto,Personal L3,Offer3,Call Center,331.2,Two-Door Car,Small +FN69743,California,4636.54647,Yes,Basic,College,1/1/11,Retired,M,26802,Suburban,Married,66,7,43,1,5,Corporate Auto,Corporate L1,Offer2,Agent,316.8,Two-Door Car,Medsize +XW96958,Nevada,7573.345057,No,Premium,High School or Below,2/20/11,Unemployed,M,0,Suburban,Single,110,6,37,0,6,Corporate Auto,Corporate L3,Offer1,Agent,1193.036154,Four-Door Car,Large +TU92578,California,14696.63549,No,Extended,College,1/29/11,Employed,M,45345,Suburban,Married,125,0,73,0,2,Personal Auto,Personal L1,Offer1,Agent,600,SUV,Medsize +IJ50779,Washington,12298.6863,Yes,Basic,High School or Below,2/20/11,Medical Leave,M,17101,Suburban,Single,113,1,88,0,2,Personal Auto,Personal L3,Offer1,Call Center,542.4,SUV,Medsize +YE68736,California,7724.840065,No,Premium,Bachelor,2/7/11,Employed,F,32051,Suburban,Married,193,4,40,1,1,Personal Auto,Personal L3,Offer1,Call Center,926.4,SUV,Medsize +OB96537,Oregon,5946.670679,No,Basic,Master,2/22/11,Employed,M,81139,Suburban,Divorced,74,22,69,0,3,Special Auto,Special L2,Offer1,Web,392.6364,Four-Door Car,Medsize +EU68825,Oregon,8000.545061,No,Basic,Master,1/2/11,Employed,F,63834,Rural,Married,100,23,19,1,3,Personal Auto,Personal L3,Offer4,Agent,215.226476,Sports Car,Small +CC31456,Arizona,6457.560953,No,Extended,Bachelor,1/5/11,Employed,M,37548,Rural,Married,81,12,9,0,3,Special Auto,Special L2,Offer2,Web,160.598662,Four-Door Car,Medsize +DJ77787,Arizona,7281.44014,No,Basic,High School or Below,1/7/11,Unemployed,F,0,Suburban,Married,69,28,28,3,2,Personal Auto,Personal L2,Offer3,Call Center,371.803029,Four-Door Car,Medsize +LN26837,California,2592.437797,Yes,Basic,High School or Below,1/2/11,Employed,M,72421,Suburban,Married,65,8,23,0,1,Personal Auto,Personal L2,Offer2,Call Center,312,Four-Door Car,Small +YI92916,Nevada,4678.423394,No,Premium,Master,1/17/11,Employed,M,83102,Urban,Married,116,15,35,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,443.670399,Four-Door Car,Small +NW54906,Oregon,13869.92705,Yes,Basic,College,1/21/11,Employed,M,28432,Suburban,Married,118,1,59,0,2,Personal Auto,Personal L3,Offer2,Branch,612.300581,SUV,Small +ME77513,Nevada,8717.777831,No,Premium,Master,2/22/11,Employed,F,83707,Urban,Married,108,2,72,0,7,Corporate Auto,Corporate L3,Offer1,Agent,290.391526,Four-Door Car,Medsize +UK76891,California,5233.986808,No,Basic,College,2/4/11,Employed,F,63259,Suburban,Married,65,25,14,0,7,Corporate Auto,Corporate L3,Offer1,Agent,316.795337,Four-Door Car,Medsize +SI26888,Nevada,4764.189722,No,Basic,High School or Below,2/7/11,Unemployed,F,0,Suburban,Single,67,18,73,0,8,Personal Auto,Personal L3,Offer1,Web,405.527937,Four-Door Car,Medsize +YD74948,Oregon,2472.469209,Yes,Basic,College,1/20/11,Employed,F,63860,Urban,Married,62,26,81,0,1,Personal Auto,Personal L3,Offer2,Agent,208.598246,Four-Door Car,Medsize +CA86085,Washington,5608.316348,No,Basic,High School or Below,2/22/11,Employed,M,67176,Suburban,Single,72,20,90,0,9,Personal Auto,Personal L3,Offer2,Branch,345.6,Four-Door Car,Large +BW52697,California,5505.057003,No,Basic,College,1/1/11,Employed,F,86132,Urban,Married,68,30,10,0,3,Personal Auto,Personal L3,Offer2,Call Center,301.437365,Two-Door Car,Medsize +NL41409,Oregon,2606.208503,No,Basic,Bachelor,2/14/11,Employed,F,28519,Suburban,Married,66,1,56,0,1,Personal Auto,Personal L3,Offer2,Web,456.473115,Two-Door Car,Large +OD69005,Arizona,10481.94383,No,Extended,High School or Below,1/28/11,Employed,F,39102,Rural,Married,88,11,98,0,2,Personal Auto,Personal L3,Offer3,Agent,152.338562,Four-Door Car,Medsize +ZZ91716,California,3256.766388,No,Extended,Bachelor,1/22/11,Unemployed,F,0,Suburban,Married,89,17,56,0,1,Personal Auto,Personal L3,Offer2,Web,491.755368,Four-Door Car,Small +UK70255,California,30475.78048,No,Extended,College,1/30/11,Employed,F,97298,Rural,Single,128,16,38,0,2,Personal Auto,Personal L3,Offer4,Web,48.517439,Sports Car,Medsize +QT25383,Nevada,6364.902164,No,Extended,High School or Below,1/18/11,Employed,M,41986,Suburban,Single,84,25,31,2,5,Personal Auto,Personal L3,Offer1,Branch,430.375049,Two-Door Car,Small +AW18068,Arizona,9468.509337,No,Extended,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,88,6,47,0,2,Personal Auto,Personal L1,Offer1,Agent,633.6,Two-Door Car,Medsize +NS45347,Oregon,5631.451866,No,Basic,College,1/3/11,Medical Leave,F,17291,Suburban,Married,73,3,25,0,5,Personal Auto,Personal L2,Offer1,Agent,350.4,Four-Door Car,Medsize +FV19421,California,7780.999262,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Urban,Married,74,0,52,0,2,Personal Auto,Personal L1,Offer1,Branch,246.489123,Four-Door Car,Medsize +XW89091,California,9816.528302,Yes,Basic,College,1/28/11,Employed,M,37256,Rural,Married,62,15,7,0,2,Personal Auto,Personal L3,Offer1,Branch,128.969729,Four-Door Car,Medsize +YC11951,Oregon,7519.133631,Yes,Extended,High School or Below,2/20/11,Employed,M,96306,Rural,Divorced,95,12,17,1,6,Corporate Auto,Corporate L2,Offer1,Agent,185.355353,Four-Door Car,Medsize +UY18770,California,10179.71704,Yes,Premium,Bachelor,1/5/11,Retired,F,14290,Suburban,Married,271,20,40,0,1,Personal Auto,Personal L3,Offer1,Agent,1300.8,Luxury SUV,Medsize +RA49085,California,2772.839235,No,Basic,College,2/28/11,Employed,F,37038,Rural,Married,71,6,97,1,1,Corporate Auto,Corporate L3,Offer4,Branch,9.071305,Four-Door Car,Large +BG84194,Oregon,4037.501846,No,Basic,College,2/18/11,Employed,M,90760,Rural,Married,103,5,7,2,1,Special Auto,Special L3,Offer2,Branch,133.475315,SUV,Medsize +GM62071,Washington,21435.87782,No,Basic,High School or Below,1/7/11,Employed,F,20668,Suburban,Married,188,34,54,3,2,Personal Auto,Personal L3,Offer2,Call Center,902.4,Luxury Car,Large +MR67738,Oregon,2676.867914,No,Basic,High School or Below,2/4/11,Employed,F,54480,Suburban,Married,67,19,91,0,1,Personal Auto,Personal L1,Offer2,Branch,321.6,Four-Door Car,Small +DM95829,California,2523.959554,No,Basic,College,2/24/11,Medical Leave,M,16244,Suburban,Married,68,4,85,0,1,Personal Auto,Personal L3,Offer4,Call Center,623.223617,Two-Door Car,Medsize +DB75522,California,6988.401604,No,Extended,College,2/26/11,Employed,F,22436,Suburban,Married,89,24,21,0,3,Special Auto,Special L2,Offer2,Branch,427.2,Four-Door Car,Small +RZ27571,Washington,2695.963857,No,Basic,Bachelor,2/13/11,Employed,F,25544,Suburban,Married,68,18,30,0,1,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Medsize +WW30771,Arizona,2673.319593,No,Basic,Master,2/13/11,Employed,M,28728,Suburban,Married,67,8,10,0,1,Personal Auto,Personal L3,Offer4,Branch,321.6,Four-Door Car,Small +QP65569,Arizona,12157.32992,Yes,Premium,High School or Below,2/27/11,Employed,M,57449,Suburban,Single,103,6,28,0,2,Personal Auto,Personal L3,Offer1,Agent,494.4,Four-Door Car,Medsize +TN50051,California,2957.764017,No,Basic,Doctor,2/6/11,Employed,F,83318,Urban,Divorced,73,21,42,0,1,Personal Auto,Personal L1,Offer3,Web,211.336937,Two-Door Car,Medsize +GT62080,Washington,7433.820995,No,Basic,High School or Below,1/29/11,Employed,M,55561,Urban,Divorced,63,2,79,0,2,Personal Auto,Personal L2,Offer1,Call Center,227.872071,Four-Door Car,Medsize +JA41698,Nevada,3099.538005,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,102,18,32,5,1,Corporate Auto,Corporate L2,Offer2,Call Center,862.762957,SUV,Medsize +NX18774,Oregon,8415.684559,No,Basic,Bachelor,1/3/11,Employed,M,55308,Suburban,Divorced,107,17,74,0,6,Corporate Auto,Corporate L3,Offer1,Call Center,513.6,SUV,Medsize +DA69469,Oregon,26843.12452,No,Extended,College,1/16/11,Employed,F,36068,Rural,Married,97,0,10,0,2,Personal Auto,Personal L3,Offer2,Branch,113.367765,Two-Door Car,Medsize +CN23147,Oregon,13057.17071,No,Premium,Bachelor,2/27/11,Employed,M,48804,Suburban,Married,112,1,4,1,2,Corporate Auto,Corporate L3,Offer1,Branch,537.6,Four-Door Car,Medsize +RA68844,Oregon,9599.950239,No,Extended,College,1/24/11,Unemployed,M,0,Suburban,Single,131,6,52,0,6,Personal Auto,Personal L2,Offer2,Web,943.2,SUV,Small +GH42026,Oregon,8535.108918,No,Basic,Bachelor,2/22/11,Employed,M,55790,Rural,Single,111,4,40,0,9,Personal Auto,Personal L3,Offer3,Branch,117.672722,SUV,Medsize +BD16530,Arizona,8293.481886,No,Basic,Bachelor,1/9/11,Employed,F,70258,Urban,Divorced,69,20,65,0,2,Personal Auto,Personal L1,Offer1,Agent,225.145949,Four-Door Car,Medsize +JH91579,Oregon,6846.150323,Yes,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Divorced,95,13,20,0,5,Personal Auto,Personal L2,Offer1,Call Center,456,Two-Door Car,Large +WK23685,Oregon,6636.859781,No,Extended,Bachelor,1/6/11,Employed,F,47274,Rural,Married,83,32,26,1,5,Corporate Auto,Corporate L2,Offer1,Agent,182.432565,Four-Door Car,Medsize +ZJ18419,Washington,5802.83547,No,Extended,College,2/28/11,Unemployed,F,0,Suburban,Married,78,27,10,0,8,Personal Auto,Personal L1,Offer1,Branch,644.755653,Four-Door Car,Small +PI78084,Arizona,5077.320916,No,Basic,High School or Below,1/9/11,Unemployed,M,0,Suburban,Single,73,26,84,0,3,Personal Auto,Personal L3,Offer2,Call Center,525.6,Two-Door Car,Medsize +ZF40671,Washington,12427.39371,No,Premium,Master,2/9/11,Medical Leave,F,15818,Urban,Married,107,24,99,0,2,Personal Auto,Personal L2,Offer2,Call Center,333.886816,Two-Door Car,Medsize +UG34438,Washington,10990.59477,No,Extended,College,1/16/11,Employed,F,44552,Rural,Married,137,7,42,0,3,Personal Auto,Personal L3,Offer1,Branch,311.103582,SUV,Medsize +UK25655,Oregon,3435.25008,No,Extended,Bachelor,1/14/11,Employed,F,64348,Rural,Married,86,25,18,0,1,Personal Auto,Personal L2,Offer2,Call Center,212.391975,Two-Door Car,Medsize +QR45101,Oregon,6624.61183,No,Basic,Bachelor,2/26/11,Unemployed,M,0,Suburban,Married,62,27,53,0,2,Corporate Auto,Corporate L3,Offer1,Branch,297.6,Two-Door Car,Medsize +EL93539,California,5757.442258,Yes,Basic,Master,1/31/11,Employed,M,88997,Rural,Divorced,72,9,71,0,3,Special Auto,Special L3,Offer2,Branch,174.041566,Four-Door Car,Small +DG80424,Washington,2691.568951,No,Basic,College,1/24/11,Employed,F,77411,Urban,Married,67,30,63,0,1,Personal Auto,Personal L2,Offer2,Agent,257.900458,Four-Door Car,Medsize +DP46882,California,2886.451602,Yes,Extended,High School or Below,1/20/11,Retired,F,10312,Suburban,Married,78,10,63,0,1,Corporate Auto,Corporate L2,Offer2,Agent,486.278557,Four-Door Car,Large +WP41146,California,5341.438779,No,Basic,High School or Below,1/1/11,Unemployed,F,0,Suburban,Married,72,4,11,1,7,Personal Auto,Personal L2,Offer1,Branch,345.6,Four-Door Car,Medsize +TK60799,Arizona,4160.018087,No,Basic,High School or Below,1/8/11,Employed,F,96263,Rural,Married,103,5,5,0,1,Personal Auto,Personal L3,Offer2,Agent,1.924709,SUV,Small +DN29808,California,2846.24535,No,Basic,College,2/3/11,Employed,F,28919,Suburban,Married,72,18,11,0,1,Corporate Auto,Corporate L3,Offer2,Agent,518.4,Four-Door Car,Medsize +SS59521,Oregon,4770.256564,No,Basic,College,1/2/11,Unemployed,F,0,Suburban,Married,68,2,28,1,4,Personal Auto,Personal L3,Offer3,Agent,326.4,Two-Door Car,Medsize +NG66579,Oregon,5059.616223,No,Basic,Bachelor,1/6/11,Employed,M,41869,Urban,Married,64,5,52,0,6,Personal Auto,Personal L3,Offer2,Web,262.12205,Two-Door Car,Medsize +TC14209,Arizona,9095.744565,No,Extended,High School or Below,1/15/11,Unemployed,F,0,Suburban,Single,128,5,76,0,8,Personal Auto,Personal L2,Offer1,Agent,921.6,SUV,Medsize +ED50963,California,2688.863963,No,Basic,High School or Below,1/29/11,Employed,F,32808,Suburban,Married,68,1,88,1,1,Personal Auto,Personal L3,Offer3,Branch,541.695658,Four-Door Car,Small +GP40701,California,8277.637562,No,Basic,Bachelor,2/14/11,Employed,F,79780,Suburban,Married,68,11,58,0,2,Personal Auto,Personal L2,Offer2,Web,326.4,Four-Door Car,Medsize +CP98451,Oregon,9057.935331,No,Basic,College,1/2/11,Employed,F,91025,Urban,Married,112,26,37,0,9,Personal Auto,Personal L3,Offer1,Agent,327.682669,SUV,Medsize +NX52648,California,3801.750407,No,Extended,High School or Below,1/2/11,Employed,F,33043,Suburban,Married,95,15,90,0,1,Personal Auto,Personal L3,Offer1,Branch,456,Two-Door Car,Medsize +ZC32510,Arizona,9339.341599,No,Premium,High School or Below,2/22/11,Employed,M,69442,Suburban,Married,118,26,6,3,3,Personal Auto,Personal L1,Offer3,Branch,1265.570302,Four-Door Car,Small +NG27780,Oregon,2520.12318,No,Basic,College,1/15/11,Unemployed,M,0,Rural,Married,70,18,47,0,1,Corporate Auto,Corporate L1,Offer2,Agent,63.043197,Four-Door Car,Medsize +HN95240,Arizona,4984.095342,No,Basic,College,2/14/11,Unemployed,F,0,Suburban,Divorced,70,25,48,0,9,Corporate Auto,Corporate L1,Offer1,Agent,336,Four-Door Car,Small +EB59129,Oregon,2595.747991,No,Basic,Bachelor,2/18/11,Employed,F,47234,Rural,Married,65,11,34,0,1,Personal Auto,Personal L2,Offer1,Agent,15.631363,Four-Door Car,Medsize +RA70851,Oregon,7437.693335,No,Extended,High School or Below,1/12/11,Employed,M,86863,Suburban,Married,92,27,26,0,3,Personal Auto,Personal L3,Offer2,Branch,441.6,Four-Door Car,Medsize +PM19162,Oregon,14536.78759,No,Basic,Bachelor,1/16/11,Employed,M,25805,Suburban,Divorced,66,25,0,2,2,Personal Auto,Personal L2,Offer2,Call Center,375.866091,Four-Door Car,Medsize +MS59005,Nevada,5913.305869,No,Extended,Bachelor,1/23/11,Employed,M,43676,Suburban,Single,76,19,7,0,3,Personal Auto,Personal L3,Offer1,Agent,364.8,Four-Door Car,Medsize +SU71163,Arizona,2771.663013,No,Basic,College,1/7/11,Employed,M,59855,Suburban,Married,74,30,82,4,1,Personal Auto,Personal L2,Offer2,Branch,355.2,Two-Door Car,Medsize +BD35676,Arizona,29194.36639,No,Extended,Master,1/4/11,Employed,M,35296,Urban,Single,126,19,11,0,2,Personal Auto,Personal L1,Offer2,Branch,452.616872,SUV,Medsize +NI44621,Oregon,9880.38582,No,Extended,Master,1/3/11,Employed,F,36576,Rural,Married,125,11,73,1,3,Personal Auto,Personal L3,Offer1,Agent,113.450122,SUV,Medsize +EW33419,California,15114.40241,Yes,Basic,High School or Below,1/19/11,Medical Leave,F,28513,Suburban,Married,100,4,22,1,2,Corporate Auto,Corporate L2,Offer2,Call Center,480,SUV,Medsize +HX44948,Oregon,5759.91084,No,Basic,Bachelor,1/28/11,Employed,M,85448,Rural,Married,72,16,76,0,3,Special Auto,Special L2,Offer3,Agent,16.03451,Four-Door Car,Medsize +DL36983,Oregon,8495.164213,No,Premium,High School or Below,1/24/11,Employed,F,23791,Suburban,Divorced,110,11,71,3,7,Personal Auto,Personal L3,Offer1,Agent,615.27228,Two-Door Car,Medsize +XR87264,California,4381.184212,No,Premium,Bachelor,1/8/11,Employed,F,20597,Suburban,Married,112,31,46,0,1,Personal Auto,Personal L2,Offer2,Agent,615.256301,Four-Door Car,Medsize +NN99001,Arizona,6997.827397,No,Extended,College,2/23/11,Employed,F,56940,Suburban,Married,87,11,10,0,9,Personal Auto,Personal L3,Offer2,Web,512.66245,Four-Door Car,Small +XV95530,Oregon,11430.58845,No,Basic,Bachelor,1/16/11,Employed,M,93210,Rural,Married,71,35,62,0,2,Personal Auto,Personal L3,Offer4,Web,74.523935,Two-Door Car,Large +OL97871,Oregon,7482.486135,No,Extended,Bachelor,1/23/11,Employed,F,48992,Urban,Married,94,30,0,1,7,Personal Auto,Personal L2,Offer1,Agent,426.072946,Four-Door Car,Medsize +HQ23708,Arizona,8596.916624,No,Basic,Master,1/31/11,Employed,F,53736,Rural,Married,71,2,20,0,2,Personal Auto,Personal L3,Offer4,Web,169.287785,Two-Door Car,Medsize +WR63188,Arizona,7854.960831,No,Basic,College,1/16/11,Employed,M,25378,Suburban,Married,66,22,32,1,2,Personal Auto,Personal L2,Offer1,Agent,419.464143,Four-Door Car,Medsize +NG82219,Oregon,2582.408525,Yes,Basic,Bachelor,2/14/11,Employed,F,76731,Urban,Married,64,2,68,0,1,Personal Auto,Personal L3,Offer2,Agent,201.455005,Four-Door Car,Medsize +GB33195,Washington,2275.363967,No,Basic,High School or Below,1/12/11,Unemployed,M,0,Suburban,Single,64,11,85,0,1,Personal Auto,Personal L3,Offer4,Branch,662.69318,Four-Door Car,Medsize +RE46783,California,4118.588554,Yes,Premium,Bachelor,1/28/11,Employed,F,69379,Suburban,Single,103,14,79,0,1,Personal Auto,Personal L2,Offer1,Branch,494.4,Two-Door Car,Medsize +RU94434,Oregon,12157.32992,Yes,Premium,High School or Below,2/27/11,Employed,M,57449,Suburban,Single,103,6,28,0,2,Personal Auto,Personal L3,Offer1,Agent,494.4,Four-Door Car,Medsize +GI82355,Arizona,5152.819636,No,Basic,Bachelor,1/2/11,Unemployed,M,0,Suburban,Married,68,7,31,0,7,Corporate Auto,Corporate L1,Offer2,Web,326.4,Four-Door Car,Medsize +VO26340,Nevada,6512.976472,No,Extended,College,1/2/11,Unemployed,M,0,Suburban,Single,93,30,70,0,6,Personal Auto,Personal L2,Offer3,Agent,669.6,Two-Door Car,Medsize +NV61299,Arizona,27789.69235,Yes,Extended,Bachelor,1/20/11,Employed,F,33806,Urban,Divorced,89,32,59,0,2,Corporate Auto,Corporate L3,Offer2,Web,395.729716,Four-Door Car,Medsize +PT64580,Washington,4191.966092,No,Basic,Master,1/29/11,Employed,M,77048,Rural,Married,103,20,41,0,1,Personal Auto,Personal L1,Offer2,Agent,141.199465,SUV,Medsize +CY50337,Oregon,10928.40709,No,Extended,College,1/11/11,Employed,F,74965,Rural,Married,90,20,93,0,2,Personal Auto,Personal L3,Offer1,Agent,58.557552,Four-Door Car,Medsize +TJ20375,Arizona,7615.381271,No,Basic,High School or Below,1/9/11,Employed,F,34095,Suburban,Married,63,5,99,0,2,Personal Auto,Personal L3,Offer2,Web,302.4,Two-Door Car,Medsize +EP72155,California,2004.350666,Yes,Basic,College,2/22/11,Unemployed,F,0,Suburban,Divorced,66,16,35,4,1,Personal Auto,Personal L3,Offer1,Branch,316.8,Four-Door Car,Small +JJ76159,California,2434.681155,No,Basic,College,1/15/11,Employed,M,96045,Rural,Divorced,61,24,35,0,1,Corporate Auto,Corporate L3,Offer2,Web,8.582971,Four-Door Car,Large +BG15419,Nevada,14195.36028,No,Basic,Bachelor,2/12/11,Employed,F,86355,Rural,Married,118,27,86,0,2,Personal Auto,Personal L3,Offer1,Agent,285.418473,Sports Car,Large +AO74776,California,9427.684903,No,Basic,High School or Below,1/21/11,Employed,F,27824,Suburban,Married,118,32,9,0,8,Personal Auto,Personal L3,Offer3,Agent,566.4,SUV,Large +HQ82233,California,11982.42085,No,Basic,High School or Below,2/27/11,Employed,M,42995,Urban,Married,101,10,22,0,2,Personal Auto,Personal L3,Offer3,Call Center,410.508316,SUV,Medsize +OL72737,Oregon,3102.789546,No,Extended,High School or Below,2/4/11,Employed,F,21235,Urban,Married,79,18,56,0,1,Personal Auto,Personal L2,Offer4,Agent,244.23135,Two-Door Car,Medsize +ZQ59828,California,4222.631209,No,Basic,High School or Below,1/17/11,Employed,M,74585,Rural,Married,106,1,49,0,1,Personal Auto,Personal L3,Offer2,Agent,218.598065,SUV,Medsize +NZ15548,Oregon,4023.814439,No,Premium,Bachelor,1/10/11,Employed,M,41833,Suburban,Married,103,28,43,0,1,Personal Auto,Personal L3,Offer2,Branch,643.826716,Four-Door Car,Medsize +XK61304,California,5297.151805,No,Basic,College,2/19/11,Medical Leave,F,23908,Suburban,Married,70,18,57,0,4,Personal Auto,Personal L3,Offer1,Agent,336,Four-Door Car,Medsize +EJ44139,Oregon,21423.63723,Yes,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Married,65,9,31,0,2,Personal Auto,Personal L1,Offer2,Agent,312,Two-Door Car,Medsize +CM94425,Arizona,4416.206243,No,Basic,Bachelor,1/26/11,Employed,M,61953,Urban,Divorced,113,5,63,0,1,Personal Auto,Personal L3,Offer3,Branch,497.047297,SUV,Medsize +OV54878,California,4639.035171,No,Premium,Bachelor,2/28/11,Unemployed,M,0,Suburban,Single,142,5,87,0,1,Corporate Auto,Corporate L2,Offer4,Web,1022.4,SUV,Medsize +JF57282,Nevada,4863.544585,No,Extended,Bachelor,1/13/11,Unemployed,M,0,Suburban,Married,137,25,45,0,1,Personal Auto,Personal L2,Offer2,Branch,657.6,SUV,Small +MY37953,Arizona,25830.90982,No,Basic,Bachelor,1/31/11,Employed,F,73760,Rural,Married,107,16,3,1,2,Personal Auto,Personal L2,Offer3,Web,230.245772,Sports Car,Medsize +XP64922,Oregon,2974.314896,No,Basic,College,2/16/11,Employed,F,23333,Rural,Married,74,8,43,0,1,Corporate Auto,Corporate L3,Offer4,Agent,5.622751,Four-Door Car,Medsize +WL65572,California,2064.458781,No,Basic,College,1/8/11,Unemployed,M,0,Suburban,Single,61,6,30,0,1,Personal Auto,Personal L3,Offer2,Agent,292.8,Four-Door Car,Medsize +LN50325,Arizona,10064.60828,No,Extended,High School or Below,2/3/11,Employed,F,20440,Suburban,Married,128,11,54,2,9,Corporate Auto,Corporate L3,Offer3,Branch,614.4,Sports Car,Medsize +MP53505,Washington,5500.01251,No,Extended,High School or Below,2/11/11,Employed,F,86073,Rural,Married,136,3,32,0,1,Corporate Auto,Corporate L3,Offer4,Agent,333.5671,Sports Car,Medsize +KH59823,California,5489.214062,No,Extended,College,1/10/11,Employed,M,50943,Suburban,Divorced,139,18,14,0,1,Special Auto,Special L2,Offer1,Branch,667.2,SUV,Medsize +YM79169,California,2612.756658,No,Basic,Bachelor,2/23/11,Disabled,M,19003,Rural,Married,71,29,21,0,1,Personal Auto,Personal L1,Offer3,Agent,34.651305,Two-Door Car,Medsize +DR38127,California,8573.463947,No,Premium,College,1/10/11,Employed,M,46703,Suburban,Single,108,0,48,0,6,Personal Auto,Personal L3,Offer1,Branch,678.100487,Four-Door Car,Small +PU42145,California,24127.50402,Yes,Basic,Bachelor,1/26/11,Medical Leave,M,14072,Suburban,Divorced,71,13,3,0,2,Personal Auto,Personal L3,Offer1,Agent,511.2,Four-Door Car,Medsize +KM33477,Oregon,8550.386579,No,Basic,College,2/6/11,Employed,M,21733,Suburban,Single,73,17,37,0,2,Corporate Auto,Corporate L2,Offer2,Web,525.6,Four-Door Car,Medsize +RI53167,Arizona,2308.648034,No,Basic,Bachelor,1/20/11,Medical Leave,M,20811,Suburban,Married,61,33,61,0,1,Personal Auto,Personal L2,Offer2,Agent,292.8,Four-Door Car,Medsize +OF77789,Arizona,4254.620669,Yes,Basic,High School or Below,2/3/11,Disabled,F,11904,Suburban,Single,61,34,11,2,3,Personal Auto,Personal L3,Offer1,Web,292.8,Two-Door Car,Small +YB33445,Oregon,8982.850377,No,Basic,College,2/13/11,Employed,F,43490,Rural,Married,114,24,63,4,6,Corporate Auto,Corporate L1,Offer1,Call Center,174.588413,SUV,Medsize +BA17836,California,7868.165983,No,Basic,High School or Below,1/17/11,Employed,M,57340,Rural,Single,67,7,19,0,2,Corporate Auto,Corporate L3,Offer1,Agent,159.391681,Four-Door Car,Medsize +JS43228,California,7704.248723,No,Extended,College,2/9/11,Employed,M,49088,Suburban,Married,97,4,46,0,3,Corporate Auto,Corporate L3,Offer4,Branch,698.4,Four-Door Car,Small +BB11622,Nevada,10552.16999,No,Extended,Master,1/2/11,Employed,M,47761,Rural,Married,131,2,54,0,6,Personal Auto,Personal L3,Offer1,Agent,232.711071,SUV,Small +UG79499,Washington,11681.37428,No,Extended,Bachelor,2/26/11,Employed,M,70930,Rural,Divorced,99,2,21,0,2,Personal Auto,Personal L1,Offer1,Agent,190.43446,Four-Door Car,Medsize +WK88044,Arizona,8737.837514,No,Basic,Bachelor,2/13/11,Employed,M,61281,Rural,Married,110,7,16,0,7,Personal Auto,Personal L3,Offer1,Agent,79.865605,SUV,Medsize +LA80525,Nevada,5454.890731,No,Extended,Bachelor,2/22/11,Unemployed,M,0,Suburban,Divorced,82,4,77,1,3,Corporate Auto,Corporate L3,Offer1,Branch,393.6,Two-Door Car,Large +EH16250,Arizona,7705.283329,No,Basic,Bachelor,2/26/11,Employed,M,25290,Suburban,Single,66,0,4,0,2,Personal Auto,Personal L1,Offer3,Call Center,382.085897,Four-Door Car,Medsize +PU41872,Arizona,7039.262387,No,Extended,High School or Below,2/12/11,Employed,F,24239,Rural,Married,88,25,5,0,8,Personal Auto,Personal L1,Offer4,Call Center,48.348319,Four-Door Car,Medsize +HB85743,California,8838.085637,Yes,Basic,Bachelor,1/21/11,Employed,M,82664,Rural,Married,114,24,10,3,9,Personal Auto,Personal L1,Offer2,Agent,133.425609,SUV,Medsize +MM71959,Arizona,8733.527338,No,Basic,Bachelor,2/5/11,Employed,M,83210,Suburban,Divorced,110,0,25,0,3,Personal Auto,Personal L3,Offer3,Branch,528,Sports Car,Large +MB83663,Oregon,9597.474777,No,Extended,Bachelor,2/18/11,Employed,F,38736,Suburban,Divorced,81,7,35,0,2,Personal Auto,Personal L3,Offer1,Call Center,561.414794,Two-Door Car,Small +KR43119,California,4506.660224,No,Basic,College,1/17/11,Unemployed,M,0,Suburban,Single,66,0,10,0,9,Personal Auto,Personal L3,Offer1,Call Center,316.8,Four-Door Car,Medsize +KH24214,Oregon,17857.97233,No,Basic,College,2/13/11,Employed,M,55437,Suburban,Married,64,5,78,1,2,Personal Auto,Personal L3,Offer3,Agent,445.287788,Four-Door Car,Medsize +HD95276,Washington,4737.871725,No,Extended,College,2/3/11,Unemployed,F,0,Rural,Married,130,0,93,0,1,Personal Auto,Personal L3,Offer3,Branch,23.820158,SUV,Medsize +HP55391,Oregon,5426.136238,No,Basic,Master,1/1/11,Unemployed,M,0,Suburban,Married,71,33,83,0,3,Corporate Auto,Corporate L3,Offer1,Agent,407.99684,Four-Door Car,Medsize +EG62398,California,7998.143771,No,Basic,High School or Below,2/19/11,Employed,F,29066,Suburban,Married,100,13,51,0,3,Personal Auto,Personal L3,Offer2,Branch,844.229478,SUV,Medsize +VS19949,Nevada,2897.620704,No,Basic,Bachelor,2/25/11,Employed,M,54337,Suburban,Married,72,27,7,0,1,Personal Auto,Personal L2,Offer3,Web,345.6,Four-Door Car,Medsize +AM92343,Oregon,11599.50219,No,Extended,High School or Below,2/19/11,Employed,F,67616,Urban,Married,96,25,17,0,2,Personal Auto,Personal L3,Offer3,Agent,340.306584,Four-Door Car,Medsize +GI68556,California,15147.93055,No,Basic,Bachelor,2/16/11,Employed,F,41082,Rural,Married,63,23,94,0,2,Personal Auto,Personal L2,Offer3,Web,106.647493,Two-Door Car,Medsize +JT11876,Washington,5435.767832,No,Basic,High School or Below,2/13/11,Unemployed,F,0,Suburban,Single,73,12,71,0,4,Personal Auto,Personal L1,Offer2,Branch,626.116259,Four-Door Car,Small +XR64251,Nevada,2725.356404,Yes,Basic,Master,1/3/11,Employed,F,36650,Rural,Married,69,2,70,1,1,Personal Auto,Personal L1,Offer2,Web,56.60333,Four-Door Car,Large +MK34957,Oregon,13297.71225,No,Basic,College,2/19/11,Employed,F,50631,Suburban,Married,112,19,12,4,2,Special Auto,Special L1,Offer2,Agent,784.65781,SUV,Medsize +GP18756,California,9927.049694,No,Extended,College,1/22/11,Medical Leave,M,19592,Suburban,Divorced,92,31,63,0,2,Personal Auto,Personal L2,Offer4,Web,441.6,Four-Door Car,Medsize +AP23850,Washington,17771.54902,No,Premium,High School or Below,1/23/11,Unemployed,F,0,Suburban,Married,114,30,1,0,2,Personal Auto,Personal L2,Offer3,Branch,547.2,Two-Door Car,Medsize +KQ65521,Arizona,18269.27017,No,Basic,College,2/12/11,Employed,F,55761,Rural,Divorced,115,22,73,0,2,Personal Auto,Personal L3,Offer1,Branch,86.27772,Sports Car,Medsize +EJ19449,California,2722.210707,Yes,Basic,College,2/2/11,Medical Leave,F,17576,Suburban,Married,71,29,70,0,1,Special Auto,Special L2,Offer2,Call Center,398.502948,Four-Door Car,Medsize +QB70027,California,7083.212357,No,Extended,Bachelor,2/24/11,Employed,F,41449,Rural,Married,89,15,45,0,5,Personal Auto,Personal L2,Offer4,Branch,63.516572,Four-Door Car,Medsize +QW47320,California,10179.71704,Yes,Premium,Bachelor,1/5/11,Retired,F,14290,Suburban,Married,271,20,40,0,1,Personal Auto,Personal L1,Offer1,Agent,1300.8,Luxury SUV,Medsize +KH64733,Nevada,5889.509098,No,Basic,College,2/24/11,Employed,F,62007,Rural,Married,73,4,7,0,3,Personal Auto,Personal L3,Offer2,Agent,120.015609,Four-Door Car,Medsize +ON59472,Arizona,15771.39342,No,Extended,High School or Below,2/26/11,Medical Leave,M,21921,Suburban,Married,206,14,44,0,3,Corporate Auto,Corporate L2,Offer1,Branch,1254.137899,Luxury SUV,Large +HP94242,Arizona,5288.173294,No,Basic,Bachelor,1/17/11,Employed,F,42621,Suburban,Married,66,8,3,0,3,Personal Auto,Personal L1,Offer2,Call Center,316.8,Four-Door Car,Medsize +RV15398,Oregon,27580.55396,No,Extended,College,1/22/11,Unemployed,M,0,Suburban,Divorced,87,16,41,1,2,Personal Auto,Personal L3,Offer1,Agent,417.6,Four-Door Car,Large +EA25683,Washington,7778.532347,No,Basic,High School or Below,1/7/11,Employed,M,63786,Urban,Single,196,30,81,0,1,Corporate Auto,Corporate L3,Offer1,Branch,798.002689,Luxury SUV,Medsize +PW73754,California,7341.861257,No,Basic,High School or Below,1/18/11,Unemployed,F,0,Rural,Married,104,1,48,3,7,Personal Auto,Personal L3,Offer1,Branch,82.041684,Sports Car,Medsize +MC71942,California,7919.197048,No,Extended,High School or Below,1/7/11,Employed,F,82877,Rural,Married,99,8,89,1,3,Personal Auto,Personal L3,Offer1,Agent,22.819088,Two-Door Car,Medsize +OX72195,Arizona,2163.870179,No,Basic,College,2/7/11,Unemployed,M,0,Suburban,Single,63,0,75,0,1,Corporate Auto,Corporate L3,Offer2,Branch,302.4,Two-Door Car,Medsize +YQ99152,Nevada,9787.808819,No,Extended,High School or Below,1/7/11,Retired,M,10475,Suburban,Married,88,13,81,1,2,Personal Auto,Personal L2,Offer1,Branch,422.4,Two-Door Car,Small +KI19439,Oregon,5207.640754,No,Basic,High School or Below,1/18/11,Employed,F,21952,Suburban,Married,66,20,31,0,6,Personal Auto,Personal L1,Offer4,Branch,316.8,Four-Door Car,Small +PM76175,Oregon,21147.27716,No,Extended,Bachelor,1/7/11,Employed,F,49721,Suburban,Married,132,18,49,0,2,Corporate Auto,Corporate L3,Offer3,Call Center,639.971388,Sports Car,Large +US45383,California,12280.76661,Yes,Premium,College,1/1/11,Employed,M,88340,Suburban,Married,102,16,1,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,Two-Door Car,Medsize +GT38956,California,2441.394244,No,Basic,College,2/13/11,Unemployed,F,0,Suburban,Married,65,7,28,0,1,Personal Auto,Personal L3,Offer2,Branch,312,Four-Door Car,Medsize +SN41301,Oregon,6535.560574,No,Basic,Bachelor,2/10/11,Unemployed,M,0,Suburban,Single,65,14,62,0,2,Corporate Auto,Corporate L2,Offer3,Branch,468,Four-Door Car,Medsize +BE62503,Washington,9206.598256,No,Extended,College,1/10/11,Retired,F,24589,Suburban,Married,82,33,39,0,2,Personal Auto,Personal L3,Offer1,Branch,511.497882,Two-Door Car,Medsize +PA16884,California,4118.588554,Yes,Premium,Bachelor,1/28/11,Employed,F,69379,Suburban,Single,103,14,79,0,1,Personal Auto,Personal L3,Offer1,Branch,494.4,Two-Door Car,Medsize +NC58480,Nevada,4838.208972,No,Basic,Bachelor,1/23/11,Employed,F,73769,Urban,Married,61,24,95,2,3,Personal Auto,Personal L3,Offer4,Web,239.540223,Four-Door Car,Medsize +NS39326,California,4625.548098,No,Basic,College,2/28/11,Employed,F,66670,Urban,Married,114,23,6,0,1,Personal Auto,Personal L3,Offer3,Agent,518.180364,SUV,Medsize +PN18507,Arizona,14042.103,No,Premium,Bachelor,1/6/11,Employed,M,88854,Suburban,Single,118,6,50,0,2,Personal Auto,Personal L2,Offer1,Branch,715.252366,Two-Door Car,Medsize +EK91340,Oregon,7546.613549,No,Basic,Bachelor,1/20/11,Employed,M,31266,Suburban,Married,193,6,79,0,1,Corporate Auto,Corporate L3,Offer4,Branch,926.4,Luxury Car,Large +JY16280,California,2514.59196,Yes,Basic,High School or Below,2/14/11,Employed,F,43860,Rural,Single,65,15,58,0,1,Personal Auto,Personal L2,Offer2,Agent,156.124914,Four-Door Car,Medsize +ZW71731,California,5170.358435,No,Extended,Bachelor,1/31/11,Employed,M,89284,Urban,Divorced,133,4,62,2,1,Corporate Auto,Corporate L3,Offer1,Web,402.070719,SUV,Medsize +ZC24631,Oregon,13917.37715,No,Extended,College,1/13/11,Employed,M,67267,Rural,Single,89,31,10,0,2,Corporate Auto,Corporate L3,Offer3,Call Center,94.814032,Four-Door Car,Medsize +YR34689,California,11318.13083,No,Extended,High School or Below,1/13/11,Employed,F,79270,Suburban,Married,95,28,61,3,2,Personal Auto,Personal L1,Offer2,Branch,456,Four-Door Car,Medsize +RT65829,Oregon,4276.363627,No,Premium,Bachelor,1/16/11,Employed,M,36692,Suburban,Married,109,1,6,1,1,Personal Auto,Personal L3,Offer2,Call Center,523.2,Four-Door Car,Medsize +BZ12077,Oregon,4322.240343,No,Basic,High School or Below,2/16/11,Unemployed,F,0,Suburban,Divorced,119,0,37,0,1,Personal Auto,Personal L3,Offer2,Agent,571.2,SUV,Medsize +WM65373,California,8002.308333,Yes,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,107,3,65,0,3,Corporate Auto,Corporate L3,Offer1,Agent,513.6,SUV,Medsize +NH35059,Nevada,3885.456401,Yes,Premium,College,2/28/11,Unemployed,M,0,Suburban,Married,105,3,92,0,1,Corporate Auto,Corporate L3,Offer1,Branch,504,Four-Door Car,Large +QD38160,Oregon,4471.778239,No,Extended,College,1/24/11,Unemployed,M,0,Suburban,Single,135,8,14,0,1,Personal Auto,Personal L3,Offer1,Agent,972,SUV,Medsize +BM15160,California,8496.352846,No,Basic,High School or Below,2/4/11,Employed,F,44624,Rural,Married,71,10,79,1,2,Special Auto,Special L3,Offer4,Web,73.883044,Four-Door Car,Medsize +VY79030,Arizona,22500.88348,No,Basic,College,1/14/11,Unemployed,F,0,Suburban,Single,71,1,23,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,340.8,Four-Door Car,Medsize +EV19512,Nevada,16301.9676,Yes,Extended,Master,2/17/11,Retired,F,19614,Suburban,Married,85,21,32,0,2,Personal Auto,Personal L2,Offer2,Agent,574.024018,Two-Door Car,Medsize +TE13577,Oregon,2319.735908,No,Basic,College,1/23/11,Unemployed,F,0,Suburban,Single,64,31,53,0,1,Personal Auto,Personal L1,Offer3,Branch,632.715382,Four-Door Car,Medsize +WY97929,Arizona,8717.049833,Yes,Basic,College,2/14/11,Employed,M,83846,Suburban,Married,74,22,94,3,2,Special Auto,Special L1,Offer2,Agent,355.2,Four-Door Car,Large +YG20683,Washington,2860.111745,No,Basic,College,2/20/11,Employed,M,51159,Rural,Married,72,4,61,0,1,Personal Auto,Personal L2,Offer2,Branch,4.238626,Four-Door Car,Medsize +FK75497,California,2453.408288,No,Basic,College,1/21/11,Employed,M,83772,Rural,Divorced,62,13,76,0,1,Personal Auto,Personal L3,Offer3,Branch,42.248087,Two-Door Car,Large +NE60110,Arizona,5989.773931,Yes,Premium,College,1/19/11,Employed,M,66839,Suburban,Single,154,33,24,0,1,Personal Auto,Personal L2,Offer2,Branch,739.2,Sports Car,Medsize +TN36521,Arizona,24980.22553,No,Basic,College,2/24/11,Employed,F,88440,Rural,Single,70,19,30,0,2,Personal Auto,Personal L3,Offer4,Branch,27.145151,Two-Door Car,Medsize +HG33568,Arizona,7482.639506,No,Basic,Master,2/14/11,Employed,F,25666,Urban,Married,63,7,30,2,2,Personal Auto,Personal L3,Offer4,Call Center,270.002766,Four-Door Car,Medsize +TW17878,Oregon,2457.576007,No,Basic,High School or Below,1/27/11,Employed,F,52926,Suburban,Married,61,2,92,0,1,Personal Auto,Personal L3,Offer1,Call Center,292.8,Four-Door Car,Medsize +ZO83562,Nevada,2379.741171,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,67,16,90,0,1,Personal Auto,Personal L3,Offer3,Agent,494.946438,Four-Door Car,Medsize +CH97539,Washington,8286.964421,No,Basic,Bachelor,2/22/11,Employed,F,40001,Rural,Divorced,70,26,7,0,2,Personal Auto,Personal L3,Offer1,Branch,142.567008,Four-Door Car,Medsize +CV29889,California,2393.915369,Yes,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,70,24,10,0,1,Personal Auto,Personal L3,Offer1,Branch,425.266308,Four-Door Car,Medsize +MO33320,Oregon,4657.159469,No,Basic,College,1/13/11,Disabled,M,18024,Suburban,Single,65,13,1,0,3,Personal Auto,Personal L3,Offer1,Agent,312,Two-Door Car,Medsize +QZ81258,Oregon,13197.92893,Yes,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,68,19,2,3,2,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Large +NY56352,Oregon,2803.916726,No,Basic,Bachelor,1/28/11,Medical Leave,F,23220,Urban,Married,74,3,73,0,1,Personal Auto,Personal L3,Offer1,Agent,251.334247,Four-Door Car,Medsize +EA27048,California,8646.504109,Yes,Basic,High School or Below,1/2/11,Employed,F,64125,Urban,Married,108,3,44,0,3,Personal Auto,Personal L3,Offer2,Branch,369.818708,SUV,Large +UT38865,Oregon,7425.870642,No,Basic,College,1/7/11,Employed,F,58042,Urban,Married,62,14,88,0,2,Corporate Auto,Corporate L3,Offer3,Agent,161.419528,Four-Door Car,Medsize +QC89139,Oregon,4528.737362,No,Basic,High School or Below,1/11/11,Employed,F,90034,Suburban,Married,112,5,86,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,537.6,SUV,Medsize +LA14484,Nevada,2227.072755,Yes,Basic,High School or Below,1/5/11,Retired,M,27972,Suburban,Married,61,7,38,0,1,Special Auto,Special L1,Offer3,Web,292.8,Four-Door Car,Medsize +HN57556,California,7292.948758,No,Basic,High School or Below,2/17/11,Unemployed,F,0,Suburban,Single,65,6,45,0,2,Personal Auto,Personal L3,Offer2,Branch,312,Four-Door Car,Medsize +CV31235,Arizona,3184.355246,No,Extended,Bachelor,2/21/11,Employed,M,50989,Urban,Married,80,3,11,0,1,Corporate Auto,Corporate L3,Offer2,Agent,255.999709,Four-Door Car,Medsize +WR45726,Arizona,11315.20373,Yes,Premium,Bachelor,2/16/11,Disabled,F,11885,Suburban,Divorced,101,18,39,0,2,Special Auto,Special L1,Offer1,Agent,484.8,Four-Door Car,Medsize +LB25094,California,2530.705137,Yes,Basic,Bachelor,1/21/11,Employed,F,89451,Rural,Single,63,11,2,0,1,Special Auto,Special L2,Offer2,Web,61.769564,Four-Door Car,Medsize +KW56110,Oregon,18361.55525,No,Basic,Bachelor,2/28/11,Unemployed,M,0,Suburban,Single,182,3,56,0,2,Personal Auto,Personal L2,Offer1,Web,1310.4,Luxury Car,Medsize +XO36233,Washington,8641.530036,No,Basic,Bachelor,2/12/11,Employed,M,78904,Rural,Divorced,109,10,38,0,9,Personal Auto,Personal L3,Offer4,Branch,250.001424,SUV,Large +ZX86243,Arizona,3278.53188,No,Extended,Doctor,2/19/11,Employed,M,70247,Rural,Single,83,13,19,1,1,Personal Auto,Personal L2,Offer4,Call Center,141.799422,Four-Door Car,Medsize +DW29763,Arizona,5271.982116,No,Basic,High School or Below,2/13/11,Employed,M,32653,Suburban,Married,67,4,25,0,9,Personal Auto,Personal L1,Offer1,Agent,321.6,Two-Door Car,Large +CT83377,Washington,3763.637743,No,Extended,High School or Below,2/21/11,Employed,M,93595,Rural,Married,97,15,30,4,1,Special Auto,Special L2,Offer4,Agent,49.797016,Four-Door Car,Medsize +OQ90898,California,13955.56961,No,Basic,Master,1/2/11,Employed,M,90279,Urban,Divorced,115,7,64,0,2,Personal Auto,Personal L1,Offer3,Call Center,372.175592,SUV,Medsize +GO77248,Oregon,5001.527484,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Single,72,3,56,0,3,Personal Auto,Personal L3,Offer1,Agent,542.14385,Four-Door Car,Small +QW33258,California,7082.830426,No,Basic,Bachelor,1/22/11,Employed,M,53310,Suburban,Divorced,189,26,33,3,1,Personal Auto,Personal L3,Offer2,Branch,1360.8,Luxury Car,Medsize +OU79745,California,7619.482766,No,Premium,College,2/2/11,Unemployed,M,0,Suburban,Divorced,105,5,42,0,5,Personal Auto,Personal L3,Offer1,Agent,504,Four-Door Car,Medsize +VZ79886,Oregon,12550.88198,No,Premium,Bachelor,2/22/11,Employed,F,22234,Suburban,Divorced,160,0,92,0,3,Personal Auto,Personal L3,Offer1,Agent,768,SUV,Medsize +FI92440,Washington,32196.60037,No,Extended,High School or Below,1/30/11,Employed,F,91375,Rural,Married,99,22,89,0,2,Personal Auto,Personal L1,Offer4,Call Center,72.632934,Two-Door Car,Medsize +YG85980,Nevada,6793.77405,No,Extended,High School or Below,1/29/11,Employed,F,22250,Suburban,Married,86,10,36,0,3,Personal Auto,Personal L3,Offer3,Web,720.601429,Two-Door Car,Medsize +QM74621,Oregon,5272.319663,No,Extended,Bachelor,1/27/11,Unemployed,M,0,Suburban,Single,80,9,69,0,7,Personal Auto,Personal L3,Offer3,Agent,576,Four-Door Car,Medsize +EI71732,Oregon,6265.343299,Yes,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Married,84,18,25,1,4,Personal Auto,Personal L1,Offer1,Agent,481.025786,Four-Door Car,Medsize +VN79010,California,8547.586142,No,Basic,High School or Below,2/24/11,Employed,F,51179,Suburban,Married,71,10,25,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,466.176731,Four-Door Car,Small +FI61723,California,2787.423683,No,Basic,Bachelor,1/26/11,Employed,M,38667,Rural,Single,72,8,67,0,1,Personal Auto,Personal L3,Offer1,Agent,159.266473,Four-Door Car,Medsize +OH55411,California,4626.801093,Yes,Basic,Master,1/16/11,Employed,F,79487,Suburban,Divorced,114,20,87,0,1,Corporate Auto,Corporate L2,Offer2,Branch,547.2,SUV,Medsize +TF10720,Nevada,8663.363959,No,Premium,Doctor,1/27/11,Employed,F,67763,Rural,Married,107,28,10,2,9,Personal Auto,Personal L3,Offer1,Web,41.283167,Four-Door Car,Medsize +NW30838,Nevada,3872.222217,No,Basic,High School or Below,1/25/11,Unemployed,M,0,Suburban,Single,62,8,81,2,6,Corporate Auto,Corporate L3,Offer1,Call Center,503.808329,Four-Door Car,Medsize +CB58476,Oregon,5170.811494,No,Basic,College,2/6/11,Unemployed,F,0,Suburban,Single,71,5,20,0,5,Corporate Auto,Corporate L2,Offer1,Call Center,859.599411,Four-Door Car,Small +WI69346,California,8960.280213,No,Basic,Master,1/17/11,Employed,F,71943,Urban,Single,112,8,51,0,4,Corporate Auto,Corporate L2,Offer3,Agent,305.653785,SUV,Medsize +FS76657,Oregon,5471.83429,No,Basic,College,2/6/11,Employed,F,53526,Urban,Married,68,27,69,0,4,Personal Auto,Personal L3,Offer1,Agent,278.902846,Four-Door Car,Medsize +YX89016,Oregon,34931.00171,No,Premium,College,2/17/11,Employed,M,35005,Suburban,Married,295,14,46,0,2,Personal Auto,Personal L3,Offer2,Web,1416,Luxury Car,Small +PK28821,California,2620.392335,No,Basic,College,1/28/11,Employed,M,24721,Rural,Married,67,3,76,0,1,Personal Auto,Personal L2,Offer2,Branch,139.963594,Four-Door Car,Medsize +MB51200,Washington,19069.49954,No,Premium,College,2/2/11,Unemployed,M,0,Suburban,Single,102,29,72,2,2,Personal Auto,Personal L3,Offer1,Branch,734.4,Four-Door Car,Medsize +XG44587,Arizona,5757.442258,Yes,Basic,Master,1/31/11,Employed,M,88997,Rural,Divorced,72,9,71,0,3,Personal Auto,Personal L3,Offer2,Branch,174.041566,Four-Door Car,Small +FG91922,Arizona,40224.01359,No,Basic,Master,2/7/11,Employed,M,48587,Suburban,Married,111,7,14,0,2,Personal Auto,Personal L2,Offer1,Branch,532.8,SUV,Medsize +OM99303,Arizona,2701.488341,No,Basic,High School or Below,1/5/11,Employed,F,76310,Suburban,Married,67,1,33,0,1,Personal Auto,Personal L3,Offer4,Branch,321.6,Two-Door Car,Medsize +RV67546,California,3712.430479,No,Extended,Bachelor,2/11/11,Employed,M,73205,Rural,Married,92,9,18,0,1,Personal Auto,Personal L2,Offer3,Branch,37.299865,Four-Door Car,Medsize +UJ79253,Oregon,21850.84002,No,Extended,College,2/17/11,Employed,F,51056,Rural,Married,78,27,86,0,2,Personal Auto,Personal L1,Offer3,Branch,95.816516,Four-Door Car,Large +PN98247,California,7840.165778,Yes,Extended,College,1/14/11,Employed,M,58414,Suburban,Single,210,7,24,2,1,Personal Auto,Personal L3,Offer2,Agent,1008,Luxury SUV,Small +IB67546,California,8237.037945,No,Basic,Bachelor,1/17/11,Medical Leave,F,23940,Suburban,Married,107,13,34,0,7,Personal Auto,Personal L3,Offer1,Call Center,513.6,SUV,Small +OE19087,California,2243.473907,No,Basic,High School or Below,2/24/11,Unemployed,F,0,Suburban,Single,62,26,18,0,1,Personal Auto,Personal L3,Offer4,Call Center,446.4,Four-Door Car,Medsize +CM95716,California,8434.464067,No,Basic,Bachelor,2/3/11,Employed,M,44216,Rural,Married,71,24,36,0,2,Personal Auto,Personal L2,Offer1,Agent,72.205362,Four-Door Car,Large +MW62634,California,2227.072755,Yes,Basic,High School or Below,1/5/11,Retired,M,27972,Suburban,Married,61,7,38,0,1,Corporate Auto,Corporate L3,Offer3,Web,292.8,Four-Door Car,Medsize +QW67581,Arizona,5170.025981,No,Basic,High School or Below,1/17/11,Unemployed,F,0,Suburban,Married,69,27,48,0,9,Personal Auto,Personal L2,Offer2,Call Center,331.2,Four-Door Car,Small +SN16059,California,2641.446062,No,Basic,Master,2/8/11,Employed,F,29305,Suburban,Married,66,1,38,0,1,Personal Auto,Personal L2,Offer3,Web,475.2,Four-Door Car,Small +OE51254,California,2790.682957,No,Basic,College,2/10/11,Employed,F,53882,Suburban,Married,69,14,33,0,1,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +RM42344,Oregon,2745.129849,No,Basic,College,1/15/11,Employed,M,91757,Suburban,Married,69,29,58,1,1,Personal Auto,Personal L3,Offer2,Web,331.2,Four-Door Car,Medsize +GB35238,California,7579.532717,No,Basic,Bachelor,1/9/11,Employed,F,33906,Suburban,Married,64,25,49,0,2,Personal Auto,Personal L2,Offer1,Branch,401.592109,Two-Door Car,Small +ML82674,Oregon,10978.78028,No,Extended,Bachelor,1/12/11,Employed,M,68158,Rural,Married,139,28,87,1,4,Personal Auto,Personal L2,Offer1,Call Center,253.183568,SUV,Medsize +EI85244,California,8255.060054,No,Extended,College,1/20/11,Unemployed,M,0,Suburban,Single,134,24,86,3,5,Personal Auto,Personal L1,Offer1,Agent,643.2,SUV,Medsize +DE28132,Oregon,4747.734642,No,Extended,College,1/8/11,Employed,M,42165,Suburban,Single,123,22,66,0,1,Corporate Auto,Corporate L3,Offer1,Branch,799.673766,SUV,Large +TV25678,Washington,3540.90425,No,Basic,College,2/2/11,Unemployed,M,0,Suburban,Single,101,24,11,0,1,Personal Auto,Personal L3,Offer4,Web,727.2,SUV,Medsize +TY26512,California,3436.134281,Yes,Extended,Doctor,2/18/11,Employed,M,30817,Rural,Divorced,88,25,43,0,1,Personal Auto,Personal L3,Offer2,Branch,91.834668,Four-Door Car,Medsize +OB69153,California,2582.185301,No,Basic,Bachelor,1/23/11,Employed,M,68074,Rural,Married,65,12,62,0,1,Personal Auto,Personal L1,Offer4,Branch,27.987867,Four-Door Car,Medsize +AB31813,Washington,44771.29936,No,Extended,High School or Below,2/12/11,Unemployed,M,0,Suburban,Married,131,20,59,0,2,Personal Auto,Personal L3,Offer3,Agent,842.391832,SUV,Medsize +XN41715,California,7396.283653,No,Extended,Master,2/19/11,Employed,F,71135,Urban,Married,92,11,64,1,3,Personal Auto,Personal L3,Offer1,Branch,270.563995,Four-Door Car,Medsize +QR15857,California,4330.799785,No,Basic,College,1/12/11,Unemployed,F,0,Suburban,Single,61,30,35,0,3,Personal Auto,Personal L3,Offer3,Agent,292.8,Two-Door Car,Medsize +FL69363,Oregon,9075.768214,Yes,Basic,Master,1/26/11,Employed,M,37722,Rural,Single,116,8,23,0,8,Personal Auto,Personal L1,Offer1,Agent,158.077504,Sports Car,Medsize +IS30295,Arizona,14635.45158,Yes,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Divorced,139,5,56,0,2,Personal Auto,Personal L3,Offer1,Call Center,667.2,SUV,Medsize +GR62267,Washington,5609.082494,No,Basic,College,1/4/11,Employed,F,44705,Rural,Divorced,71,21,63,0,6,Personal Auto,Personal L2,Offer1,Branch,148.173152,Two-Door Car,Medsize +NL59519,California,11565.68747,No,Extended,College,2/14/11,Employed,F,64642,Urban,Married,96,3,79,0,2,Personal Auto,Personal L2,Offer3,Branch,404.265696,Four-Door Car,Large +ZU93025,Oregon,2771.045031,Yes,Basic,College,1/11/11,Employed,F,50071,Rural,Single,71,3,32,0,1,Personal Auto,Personal L2,Offer2,Agent,18.918935,Two-Door Car,Medsize +DK94262,Oregon,8507.128824,No,Basic,High School or Below,1/24/11,Employed,M,46754,Suburban,Married,106,5,70,1,9,Personal Auto,Personal L3,Offer3,Web,513.818403,SUV,Medsize +UQ30615,California,7582.113842,Yes,Basic,College,2/3/11,Employed,M,64801,Urban,Married,64,23,19,0,2,Corporate Auto,Corporate L3,Offer2,Web,268.471802,Four-Door Car,Medsize +OR40060,Arizona,3323.092454,No,Extended,Bachelor,1/18/11,Employed,M,70410,Rural,Married,83,25,13,0,1,Personal Auto,Personal L3,Offer2,Web,131.828507,Four-Door Car,Medsize +DK32872,Nevada,5234.331741,No,Extended,High School or Below,1/18/11,Employed,F,66957,Suburban,Married,131,31,4,1,1,Personal Auto,Personal L1,Offer2,Web,628.8,SUV,Medsize +FA46418,Nevada,24709.59957,No,Extended,High School or Below,2/4/11,Employed,F,24213,Suburban,Single,78,11,28,1,2,Personal Auto,Personal L3,Offer2,Agent,374.4,Four-Door Car,Medsize +ST96866,Washington,3123.080994,Yes,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,101,1,83,4,1,Special Auto,Special L3,Offer1,Agent,960.115399,SUV,Large +KI75855,Oregon,2551.226692,Yes,Basic,Master,1/19/11,Employed,M,79751,Suburban,Married,63,15,67,0,1,Personal Auto,Personal L3,Offer3,Web,392.235698,Two-Door Car,Small +ND41876,Arizona,7247.713672,No,Basic,High School or Below,1/16/11,Employed,M,86122,Suburban,Married,182,33,54,1,1,Personal Auto,Personal L2,Offer2,Agent,873.6,Luxury SUV,Small +PN21042,Arizona,4538.847818,No,Basic,Bachelor,2/17/11,Employed,M,82297,Rural,Single,116,5,62,0,1,Personal Auto,Personal L3,Offer1,Call Center,0.382107,Sports Car,Medsize +FF22360,Washington,2687.314108,No,Basic,Doctor,1/30/11,Employed,F,82210,Rural,Married,68,33,46,4,1,Personal Auto,Personal L2,Offer3,Call Center,51.961915,Four-Door Car,Medsize +AL46984,California,8730.421977,No,Basic,High School or Below,2/4/11,Employed,M,43259,Suburban,Married,73,12,18,0,2,Personal Auto,Personal L2,Offer1,Branch,350.4,Four-Door Car,Medsize +JP58047,Oregon,8332.730557,No,Extended,College,1/27/11,Unemployed,M,0,Suburban,Married,79,7,72,0,2,Personal Auto,Personal L3,Offer2,Web,379.2,Four-Door Car,Medsize +ZE85014,California,2357.747015,No,Basic,College,1/20/11,Disabled,M,25064,Suburban,Married,62,17,34,0,1,Personal Auto,Personal L3,Offer1,Call Center,297.6,Four-Door Car,Medsize +KU88219,Arizona,4637.164036,No,Basic,Master,2/7/11,Employed,M,25816,Suburban,Single,119,18,63,0,1,Personal Auto,Personal L1,Offer3,Agent,571.2,Sports Car,Medsize +UU98729,California,5357.192698,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Married,73,14,74,0,8,Personal Auto,Personal L3,Offer1,Call Center,350.853987,Four-Door Car,Large +WS82822,Oregon,5391.970996,No,Basic,College,2/21/11,Employed,F,41662,Urban,Divorced,69,27,73,0,6,Corporate Auto,Corporate L3,Offer1,Agent,217.973168,Four-Door Car,Medsize +YB49933,Arizona,3694.140498,No,Extended,Bachelor,2/3/11,Employed,M,96170,Suburban,Married,92,8,86,0,1,Personal Auto,Personal L1,Offer2,Call Center,441.6,Four-Door Car,Large +XC16387,Arizona,5040.412436,No,Basic,High School or Below,1/1/11,Employed,F,46072,Rural,Single,64,0,61,0,4,Personal Auto,Personal L3,Offer1,Branch,25.934064,Four-Door Car,Medsize +XJ96748,Arizona,27495.42188,No,Extended,High School or Below,2/23/11,Employed,F,37931,Suburban,Married,99,8,31,0,2,Personal Auto,Personal L3,Offer2,Branch,475.2,Four-Door Car,Small +TM98684,Oregon,4842.284965,No,Basic,High School or Below,1/19/11,Employed,M,35127,Suburban,Married,62,9,21,0,5,Personal Auto,Personal L2,Offer2,Agent,297.6,Four-Door Car,Small +NM39588,Washington,2678.058299,No,Basic,Doctor,1/20/11,Employed,F,72450,Rural,Married,66,21,58,0,1,Corporate Auto,Corporate L3,Offer4,Branch,84.218363,Four-Door Car,Medsize +DM74502,Nevada,5227.101938,No,Extended,College,2/11/11,Employed,F,93087,Suburban,Married,131,14,25,3,1,Corporate Auto,Corporate L3,Offer1,Agent,628.8,Sports Car,Medsize +FT56968,Arizona,2590.096027,No,Basic,High School or Below,1/3/11,Employed,M,22398,Suburban,Married,67,23,76,2,1,Personal Auto,Personal L1,Offer1,Agent,321.6,Four-Door Car,Large +OX36896,California,10536.07798,No,Extended,High School or Below,2/20/11,Employed,M,92983,Rural,Married,87,9,77,1,2,Corporate Auto,Corporate L3,Offer1,Agent,153.205591,Four-Door Car,Medsize +BZ65376,Arizona,8581.278701,No,Extended,Bachelor,1/18/11,Medical Leave,M,27689,Suburban,Married,239,0,72,2,1,Personal Auto,Personal L2,Offer2,Web,2893.239678,Luxury SUV,Medsize +LN34660,California,9463.113263,No,Basic,College,2/21/11,Employed,F,69654,Suburban,Married,118,10,50,0,7,Corporate Auto,Corporate L3,Offer1,Branch,629.532731,SUV,Small +JC29295,California,13441.00637,No,Basic,Bachelor,1/21/11,Employed,F,80744,Urban,Married,111,15,19,0,2,Personal Auto,Personal L3,Offer3,Web,361.284757,SUV,Medsize +KJ87930,California,3886.504807,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,112,13,59,0,1,Corporate Auto,Corporate L2,Offer1,Agent,1185.988301,SUV,Medsize +XT36360,Arizona,6784.89369,No,Basic,High School or Below,2/1/11,Unemployed,F,0,Suburban,Single,64,7,5,1,2,Personal Auto,Personal L2,Offer1,Call Center,460.8,Four-Door Car,Large +IX35050,Arizona,23594.6802,Yes,Basic,Bachelor,1/31/11,Employed,M,76358,Rural,Married,66,25,3,0,2,Special Auto,Special L3,Offer3,Agent,86.461582,Four-Door Car,Medsize +UN97379,Oregon,2538.62632,Yes,Basic,Bachelor,2/17/11,Retired,M,18608,Suburban,Divorced,71,13,24,0,1,Corporate Auto,Corporate L3,Offer2,Web,340.8,Four-Door Car,Medsize +MR57294,California,5639.941974,Yes,Basic,High School or Below,1/10/11,Employed,M,73168,Suburban,Married,70,21,50,0,3,Personal Auto,Personal L3,Offer2,Agent,425.800112,Four-Door Car,Medsize +LK74984,Washington,2459.171724,No,Basic,High School or Below,1/12/11,Employed,M,21190,Suburban,Married,65,24,68,2,1,Personal Auto,Personal L3,Offer2,Call Center,312,Four-Door Car,Medsize +DX31066,Washington,2667.270014,No,Basic,College,2/10/11,Employed,F,94041,Rural,Married,66,14,11,0,1,Personal Auto,Personal L3,Offer3,Agent,159.756733,Four-Door Car,Medsize +GL20444,Nevada,13778.36933,No,Premium,Master,1/4/11,Employed,F,91474,Rural,Married,113,9,99,0,2,Corporate Auto,Corporate L3,Offer3,Branch,24.087774,Two-Door Car,Large +SP58110,California,4923.18169,No,Basic,Bachelor,1/16/11,Employed,F,61469,Suburban,Married,63,16,65,5,3,Personal Auto,Personal L3,Offer3,Branch,302.4,Four-Door Car,Small +XM91635,Arizona,2272.335352,No,Basic,High School or Below,1/5/11,Medical Leave,F,16618,Urban,Single,62,0,40,0,1,Special Auto,Special L2,Offer3,Branch,219.288706,Four-Door Car,Medsize +TV82603,California,14895.39798,No,Basic,Bachelor,1/21/11,Employed,F,48081,Urban,Married,188,31,12,0,5,Personal Auto,Personal L3,Offer1,Branch,881.360959,Luxury SUV,Small +BB82067,Oregon,9756.044954,No,Extended,Doctor,1/2/11,Employed,M,67632,Rural,Married,121,0,44,0,4,Personal Auto,Personal L3,Offer1,Branch,26.951627,Sports Car,Medsize +JP94676,Oregon,9422.974113,No,Basic,Bachelor,2/16/11,Employed,F,34115,Urban,Married,119,6,73,0,6,Personal Auto,Personal L2,Offer1,Agent,466.122541,SUV,Medsize +VU53417,Arizona,3837.357574,No,Extended,High School or Below,1/1/11,Medical Leave,M,23051,Suburban,Divorced,99,31,86,0,1,Personal Auto,Personal L1,Offer1,Agent,475.2,Two-Door Car,Medsize +IW54795,California,10952.13189,No,Extended,College,2/16/11,Medical Leave,M,23748,Suburban,Married,99,0,24,0,2,Personal Auto,Personal L2,Offer2,Agent,607.095655,Four-Door Car,Large +RN78170,Arizona,8159.136579,No,Basic,College,1/15/11,Employed,F,40589,Suburban,Divorced,69,23,68,0,2,Corporate Auto,Corporate L3,Offer4,Branch,331.2,Four-Door Car,Medsize +IX55883,California,19480.49981,No,Extended,College,1/2/11,Employed,F,50809,Urban,Single,83,29,58,0,2,Personal Auto,Personal L1,Offer1,Branch,290.381707,Four-Door Car,Medsize +XM72420,Arizona,3919.366722,Yes,Extended,High School or Below,1/5/11,Employed,F,66676,Suburban,Married,97,0,40,0,1,Personal Auto,Personal L2,Offer3,Agent,558.099357,Four-Door Car,Small +GC15104,Nevada,7985.14214,No,Basic,Bachelor,2/21/11,Employed,F,52339,Suburban,Divorced,70,7,55,3,2,Corporate Auto,Corporate L3,Offer3,Web,336,Four-Door Car,Medsize +RX13282,Oregon,12168.74492,Yes,Basic,Bachelor,2/5/11,Retired,M,14973,Suburban,Divorced,115,2,75,0,2,Personal Auto,Personal L3,Offer1,Branch,828,SUV,Medsize +QA85890,Arizona,5849.321498,No,Extended,High School or Below,1/14/11,Unemployed,F,0,Suburban,Single,83,2,47,0,4,Corporate Auto,Corporate L2,Offer3,Agent,540.514115,Four-Door Car,Medsize +IR62668,Arizona,5085.836595,No,Basic,Bachelor,2/10/11,Employed,F,31546,Rural,Divorced,65,4,83,0,9,Personal Auto,Personal L3,Offer1,Branch,100.049832,Four-Door Car,Medsize +AL96740,California,2903.939763,No,Basic,College,1/12/11,Employed,F,67763,Rural,Married,73,17,69,1,1,Personal Auto,Personal L3,Offer1,Agent,59.861963,Four-Door Car,Medsize +QC55306,Washington,31162.6933,No,Extended,High School or Below,1/15/11,Employed,M,83170,Urban,Married,97,0,53,0,2,Personal Auto,Personal L2,Offer2,Agent,344.118069,Four-Door Car,Medsize +VO78441,Washington,3086.873854,No,Extended,Master,2/10/11,Medical Leave,F,19464,Suburban,Single,84,10,94,1,1,Personal Auto,Personal L2,Offer3,Agent,871.505797,Four-Door Car,Small +JH62891,Oregon,5178.704151,No,Basic,College,2/2/11,Employed,F,66943,Rural,Married,65,33,10,1,7,Special Auto,Special L2,Offer3,Call Center,53.084753,Four-Door Car,Medsize +FI20423,Arizona,14024.35839,Yes,Premium,High School or Below,2/19/11,Employed,F,81872,Rural,Married,115,10,55,0,2,Special Auto,Special L1,Offer2,Web,256.43803,Four-Door Car,Medsize +XF57481,Washington,10640.93932,No,Extended,Master,1/19/11,Employed,M,50450,Rural,Single,90,11,68,0,2,Personal Auto,Personal L3,Offer4,Branch,135.892444,Two-Door Car,Medsize +YV67971,California,4949.803822,No,Basic,High School or Below,1/21/11,Employed,F,21342,Rural,Married,62,34,72,0,3,Personal Auto,Personal L2,Offer3,Agent,74.350893,Four-Door Car,Medsize +QD31377,California,8595.665294,No,Basic,Bachelor,1/8/11,Employed,M,34621,Suburban,Married,108,21,32,1,8,Corporate Auto,Corporate L3,Offer1,Branch,621.464468,SUV,Medsize +YG10247,Oregon,22951.892,No,Basic,College,1/20/11,Employed,M,62396,Suburban,Married,64,13,18,0,2,Personal Auto,Personal L2,Offer3,Call Center,307.2,Four-Door Car,Small +FE73696,Oregon,3792.13031,No,Extended,High School or Below,1/7/11,Employed,M,97212,Urban,Married,93,28,61,0,1,Personal Auto,Personal L1,Offer2,Call Center,360.05589,Two-Door Car,Medsize +SW19699,Arizona,2755.747968,No,Basic,Bachelor,1/7/11,Employed,F,49648,Rural,Divorced,70,0,23,0,1,Personal Auto,Personal L3,Offer2,Call Center,65.954813,Four-Door Car,Medsize +QJ40732,Arizona,4880.339614,No,Basic,College,1/23/11,Employed,M,97984,Suburban,Married,61,1,36,1,5,Personal Auto,Personal L2,Offer2,Agent,407.450118,Four-Door Car,Small +HM76207,California,9051.905275,No,Basic,College,2/3/11,Employed,F,26308,Suburban,Married,114,10,30,0,3,Corporate Auto,Corporate L3,Offer3,Web,547.2,SUV,Medsize +NT59303,Oregon,10115.44622,No,Premium,College,1/17/11,Employed,F,63528,Suburban,Divorced,256,15,23,0,1,Personal Auto,Personal L3,Offer2,Agent,1228.8,Luxury Car,Large +PU41393,Nevada,8269.075366,No,Basic,College,2/18/11,Medical Leave,M,20225,Suburban,Married,114,27,64,1,6,Special Auto,Special L2,Offer3,Call Center,547.2,SUV,Small +QO86948,Nevada,8071.65295,No,Basic,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,112,3,84,0,7,Personal Auto,Personal L3,Offer1,Web,806.4,SUV,Small +QN10888,Oregon,7726.993623,No,Basic,High School or Below,1/24/11,Employed,F,87620,Rural,Married,64,3,15,0,2,Personal Auto,Personal L3,Offer3,Call Center,24.063693,Four-Door Car,Medsize +VY19543,California,8311.1359,No,Basic,Bachelor,1/26/11,Unemployed,F,0,Urban,Married,72,22,79,0,2,Corporate Auto,Corporate L2,Offer2,Agent,311.329282,Four-Door Car,Medsize +XC15133,Nevada,2574.020376,Yes,Basic,Master,1/14/11,Employed,F,34990,Rural,Single,65,23,73,0,1,Personal Auto,Personal L3,Offer2,Web,42.689135,Four-Door Car,Medsize +ST43550,Oregon,5727.327124,No,Basic,Bachelor,1/26/11,Employed,M,99934,Suburban,Married,71,9,12,0,3,Special Auto,Special L3,Offer4,Web,460.323855,Four-Door Car,Medsize +YT69858,Washington,5441.42013,No,Basic,Bachelor,1/7/11,Employed,F,85702,Urban,Married,67,9,74,0,6,Personal Auto,Personal L2,Offer4,Branch,249.085887,Two-Door Car,Medsize +JX68983,Oregon,2744.519593,No,Basic,Bachelor,2/9/11,Employed,M,94648,Suburban,Divorced,69,19,64,0,1,Personal Auto,Personal L2,Offer1,Branch,331.2,Four-Door Car,Medsize +HX78576,California,5636.740347,No,Basic,High School or Below,1/25/11,Employed,F,24516,Urban,Married,71,11,23,0,8,Personal Auto,Personal L3,Offer3,Call Center,300.607591,Four-Door Car,Medsize +ZQ11381,Arizona,16870.3882,No,Extended,Bachelor,1/21/11,Employed,M,61063,Urban,Married,85,21,4,0,2,Personal Auto,Personal L2,Offer2,Agent,262.504882,Four-Door Car,Medsize +ON39271,California,2738.001957,No,Basic,Master,2/21/11,Unemployed,M,0,Urban,Married,74,27,91,0,1,Personal Auto,Personal L2,Offer1,Branch,263.365432,Two-Door Car,Medsize +SB18278,Oregon,4644.700497,No,Basic,Bachelor,2/14/11,Unemployed,M,0,Suburban,Divorced,64,23,71,0,6,Corporate Auto,Corporate L1,Offer3,Branch,307.2,Four-Door Car,Small +ZT30559,California,4746.686506,No,Basic,High School or Below,1/28/11,Disabled,F,15169,Suburban,Married,63,34,15,0,3,Personal Auto,Personal L3,Offer4,Web,302.4,Four-Door Car,Medsize +XI41106,Arizona,16874.32815,No,Basic,College,2/5/11,Employed,M,55390,Urban,Married,71,34,29,0,2,Corporate Auto,Corporate L3,Offer3,Branch,256.268091,Two-Door Car,Medsize +ZS88847,Oregon,2387.60606,No,Basic,Bachelor,2/20/11,Disabled,F,27592,Suburban,Married,62,6,29,0,1,Personal Auto,Personal L3,Offer1,Branch,297.6,Four-Door Car,Large +KR48903,Washington,2504.907557,No,Basic,High School or Below,2/27/11,Employed,M,88264,Suburban,Married,62,8,34,0,1,Personal Auto,Personal L3,Offer1,Branch,297.6,Two-Door Car,Medsize +KR62797,Arizona,4591.625938,No,Basic,High School or Below,1/1/11,Employed,F,83297,Suburban,Married,113,6,28,0,1,Personal Auto,Personal L2,Offer2,Call Center,542.4,SUV,Medsize +ZJ73220,Arizona,13092.58578,No,Basic,College,1/24/11,Unemployed,F,0,Suburban,Single,188,35,82,0,7,Special Auto,Special L2,Offer1,Call Center,1353.6,Luxury Car,Medsize +FY62633,Oregon,9112.266649,No,Extended,Bachelor,1/14/11,Unemployed,M,0,Suburban,Single,90,21,21,0,2,Personal Auto,Personal L1,Offer1,Agent,432,Four-Door Car,Medsize +CU36986,California,4165.166581,No,Premium,High School or Below,2/2/11,Employed,F,55897,Suburban,Married,104,33,5,0,1,Personal Auto,Personal L1,Offer1,Branch,499.2,Four-Door Car,Medsize +WZ53904,Arizona,2659.980563,No,Basic,Bachelor,1/11/11,Employed,M,21297,Rural,Single,71,26,56,0,1,Personal Auto,Personal L3,Offer2,Agent,45.507952,Four-Door Car,Medsize +AA71604,Arizona,11986.59212,No,Extended,Master,1/17/11,Employed,F,87560,Suburban,Married,98,4,86,1,2,Personal Auto,Personal L2,Offer1,Web,470.4,Two-Door Car,Medsize +TD10493,Oregon,2898.732747,No,Extended,High School or Below,1/26/11,Unemployed,F,0,Suburban,Single,96,5,7,4,1,Personal Auto,Personal L2,Offer2,Agent,691.2,Four-Door Car,Medsize +LY97989,Oregon,2894.243869,No,Extended,Bachelor,2/17/11,Unemployed,F,0,Suburban,Single,85,3,53,0,1,Personal Auto,Personal L3,Offer3,Agent,408,Four-Door Car,Medsize +VX39856,Arizona,3500.454354,No,Extended,Doctor,2/13/11,Employed,F,89398,Rural,Married,86,5,57,0,1,Personal Auto,Personal L3,Offer4,Branch,82.409922,Four-Door Car,Medsize +TP51897,California,2621.808611,No,Basic,College,2/20/11,Employed,F,36843,Suburban,Married,68,12,11,3,1,Corporate Auto,Corporate L1,Offer4,Agent,357.642982,Four-Door Car,Medsize +QQ89253,Oregon,10221.80504,No,Extended,College,1/22/11,Unemployed,F,0,Suburban,Married,134,23,16,0,4,Personal Auto,Personal L3,Offer1,Agent,643.2,SUV,Small +EI91403,California,2578.270957,No,Basic,High School or Below,2/22/11,Employed,M,34946,Suburban,Married,65,30,63,0,1,Personal Auto,Personal L3,Offer2,Call Center,420.35698,Two-Door Car,Small +QG15435,Arizona,6242.595729,No,Extended,College,1/19/11,Employed,F,75680,Rural,Married,78,27,6,0,6,Personal Auto,Personal L3,Offer2,Agent,136.787725,Four-Door Car,Medsize +FZ55002,Nevada,5220.280968,No,Basic,Doctor,2/14/11,Unemployed,F,0,Suburban,Married,69,23,13,0,7,Personal Auto,Personal L3,Offer4,Agent,331.2,Four-Door Car,Small +KU29408,Washington,9075.768214,Yes,Basic,Master,1/26/11,Employed,M,37722,Rural,Single,116,8,23,0,8,Corporate Auto,Corporate L3,Offer1,Agent,158.077504,Sports Car,Medsize +UN37063,Arizona,4525.365839,No,Basic,Bachelor,1/31/11,Medical Leave,M,10269,Urban,Single,65,12,5,0,3,Personal Auto,Personal L1,Offer1,Agent,170.798204,Two-Door Car,Medsize +VB87946,California,4970.357298,No,Basic,College,2/6/11,Employed,M,49714,Urban,Married,63,29,64,3,4,Personal Auto,Personal L3,Offer3,Branch,266.165535,Four-Door Car,Medsize +AB60627,California,15467.78904,No,Extended,High School or Below,1/28/11,Employed,M,77517,Rural,Married,129,19,20,0,2,Corporate Auto,Corporate L2,Offer3,Branch,98.921782,SUV,Medsize +TA34903,Oregon,5838.89915,Yes,Basic,High School or Below,1/6/11,Employed,M,81082,Urban,Married,73,5,85,0,4,Personal Auto,Personal L1,Offer2,Agent,281.295903,Four-Door Car,Large +AQ51368,Oregon,10656.88195,Yes,Extended,Bachelor,2/27/11,Employed,F,72540,Suburban,Married,88,7,3,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,631.743039,Two-Door Car,Medsize +NZ26102,Oregon,2289.618736,No,Basic,High School or Below,2/28/11,Unemployed,F,0,Suburban,Single,65,8,58,0,1,Personal Auto,Personal L3,Offer2,Branch,468,Four-Door Car,Small +GB45753,California,5439.804227,No,Basic,High School or Below,1/25/11,Employed,M,61546,Rural,Married,68,4,27,0,3,Corporate Auto,Corporate L2,Offer4,Call Center,29.209521,Two-Door Car,Large +BV79904,California,7956.150059,No,Basic,Master,2/13/11,Employed,F,44818,Rural,Divorced,67,25,41,1,2,Personal Auto,Personal L3,Offer1,Web,136.883999,Two-Door Car,Medsize +OB49075,Arizona,4458.113369,Yes,Basic,Bachelor,1/2/11,Retired,M,17622,Suburban,Divorced,65,1,36,1,3,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Medsize +DS97676,Oregon,2555.051532,No,Basic,College,2/3/11,Unemployed,F,0,Suburban,Single,72,14,24,0,1,Personal Auto,Personal L2,Offer2,Agent,518.4,Four-Door Car,Large +JO63462,California,3307.99904,No,Extended,Bachelor,2/28/11,Employed,M,79797,Rural,Divorced,84,27,46,0,1,Corporate Auto,Corporate L2,Offer4,Branch,31.755601,Two-Door Car,Medsize +WZ40465,Washington,5041.29961,No,Basic,Bachelor,1/30/11,Employed,F,36234,Rural,Married,63,0,44,0,5,Personal Auto,Personal L3,Offer3,Web,113.534474,Four-Door Car,Small +RS24501,Oregon,13350.1209,No,Premium,College,1/11/11,Employed,F,28919,Suburban,Single,173,5,88,0,3,Personal Auto,Personal L2,Offer3,Agent,830.4,SUV,Medsize +VT78274,Arizona,4931.221348,No,Basic,College,1/17/11,Unemployed,M,0,Suburban,Married,68,6,93,0,8,Personal Auto,Personal L3,Offer1,Agent,480.159011,Four-Door Car,Medsize +SU56153,Nevada,7776.835189,No,Basic,Bachelor,1/4/11,Employed,M,63568,Suburban,Married,65,19,5,0,2,Corporate Auto,Corporate L3,Offer4,Agent,390.792553,Two-Door Car,Medsize +MN20737,Nevada,2553.672212,No,Basic,College,2/26/11,Employed,F,73935,Rural,Married,64,13,29,1,1,Corporate Auto,Corporate L3,Offer4,Call Center,72.071195,Four-Door Car,Medsize +KL43114,Arizona,4876.469668,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Married,66,15,56,0,3,Corporate Auto,Corporate L2,Offer2,Branch,316.8,Two-Door Car,Medsize +YQ15567,Oregon,9034.305834,No,Basic,Bachelor,1/4/11,Medical Leave,F,18846,Suburban,Married,115,16,84,0,3,Personal Auto,Personal L2,Offer1,Agent,552,SUV,Small +TR88637,Arizona,8105.910755,No,Basic,High School or Below,2/11/11,Employed,F,38893,Rural,Single,103,19,40,0,9,Personal Auto,Personal L1,Offer2,Agent,41.965252,SUV,Small +TC88986,Oregon,5619.689084,Yes,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,153,25,5,0,1,Special Auto,Special L1,Offer2,Web,1027.000029,SUV,Medsize +XX88577,California,15727.13063,No,Premium,Bachelor,2/28/11,Employed,M,84824,Rural,Married,196,7,4,0,9,Corporate Auto,Corporate L1,Offer2,Branch,319.820747,SUV,Small +NE49052,California,6618.016423,No,Extended,High School or Below,2/7/11,Medical Leave,F,20068,Urban,Married,86,8,28,0,3,Corporate Auto,Corporate L2,Offer1,Web,411.011162,Four-Door Car,Medsize +KX17826,Oregon,4670.047979,No,Extended,Doctor,2/25/11,Unemployed,M,0,Suburban,Married,125,21,34,0,1,Corporate Auto,Corporate L3,Offer1,Branch,600,SUV,Medsize +CC91503,Arizona,10169.36981,No,Extended,High School or Below,1/3/11,Unemployed,F,0,Suburban,Married,135,32,61,0,8,Personal Auto,Personal L3,Offer1,Agent,648,Sports Car,Medsize +WH32183,California,8323.073985,No,Basic,Bachelor,1/20/11,Employed,M,97245,Rural,Divorced,70,29,29,0,2,Personal Auto,Personal L3,Offer2,Web,4.110585,Four-Door Car,Medsize +ES90681,California,2417.759961,No,Basic,College,2/26/11,Employed,F,51808,Suburban,Married,61,3,12,1,1,Personal Auto,Personal L2,Offer1,Agent,351.149904,Four-Door Car,Small +DW96592,California,8044.872393,Yes,Basic,Bachelor,2/19/11,Employed,M,71391,Urban,Married,67,29,39,0,2,Personal Auto,Personal L3,Offer2,Agent,284.000172,Four-Door Car,Medsize +MT23134,Oregon,5325.724541,Yes,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Married,73,17,44,0,7,Personal Auto,Personal L3,Offer2,Call Center,496.474767,Two-Door Car,Medsize +BM69081,Arizona,6947.524013,No,Basic,Bachelor,1/28/11,Unemployed,M,0,Suburban,Single,100,5,54,0,7,Personal Auto,Personal L1,Offer2,Call Center,925.137143,SUV,Medsize +MB90871,Oregon,5847.415237,No,Extended,College,1/26/11,Medical Leave,F,23496,Rural,Married,77,17,88,0,8,Special Auto,Special L1,Offer3,Web,13.164097,Four-Door Car,Medsize +QR15221,Washington,2584.203924,No,Basic,High School or Below,1/4/11,Employed,F,22562,Suburban,Married,65,4,81,0,1,Personal Auto,Personal L3,Offer1,Branch,312,Two-Door Car,Medsize +QL77686,Nevada,4724.786102,No,Basic,College,1/5/11,Employed,F,23986,Urban,Married,119,31,3,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,463.335061,SUV,Small +ON77827,Arizona,2790.227993,No,Basic,Master,2/5/11,Medical Leave,F,22974,Urban,Married,71,0,8,0,1,Personal Auto,Personal L3,Offer4,Call Center,180.667969,Four-Door Car,Large +KP18988,Oregon,21531.33284,No,Premium,High School or Below,1/19/11,Unemployed,F,0,Suburban,Single,101,21,35,0,2,Personal Auto,Personal L3,Offer1,Branch,484.8,Four-Door Car,Medsize +TI92884,Arizona,12622.83268,No,Basic,Bachelor,2/15/11,Employed,M,61844,Suburban,Divorced,106,19,74,0,2,Personal Auto,Personal L2,Offer1,Call Center,508.8,Sports Car,Small +JH73503,Arizona,20171.96154,No,Basic,Doctor,2/1/11,Employed,M,24804,Suburban,Married,73,19,98,0,2,Personal Auto,Personal L2,Offer3,Call Center,350.4,Two-Door Car,Small +YE97964,California,16464.36587,No,Basic,Bachelor,2/9/11,Employed,F,27760,Urban,Married,104,13,71,0,2,Personal Auto,Personal L2,Offer1,Web,302.764283,SUV,Small +VA30351,Oregon,5595.389905,Yes,Basic,High School or Below,2/5/11,Employed,F,74454,Suburban,Single,71,25,29,0,3,Personal Auto,Personal L2,Offer2,Call Center,340.8,Four-Door Car,Medsize +PV55726,Oregon,4170.687348,Yes,Basic,Master,1/17/11,Employed,F,29462,Suburban,Single,107,28,23,1,1,Personal Auto,Personal L2,Offer2,Branch,513.6,SUV,Large +UC88305,Arizona,2665.447079,No,Basic,College,2/23/11,Employed,F,52266,Rural,Single,68,14,98,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,141.922839,Two-Door Car,Medsize +TS53809,Oregon,7098.91414,No,Basic,Bachelor,2/7/11,Unemployed,M,0,Suburban,Single,70,18,99,0,2,Personal Auto,Personal L1,Offer1,Agent,349.783046,Two-Door Car,Medsize +ZV32120,California,3971.345097,No,Basic,Doctor,2/26/11,Employed,M,23599,Suburban,Single,103,20,46,0,1,Corporate Auto,Corporate L3,Offer2,Agent,494.4,SUV,Medsize +FB80807,Oregon,5528.212807,Yes,Basic,Bachelor,1/19/11,Employed,M,36088,Suburban,Single,72,16,31,0,9,Personal Auto,Personal L3,Offer1,Agent,345.6,Four-Door Car,Medsize +AS55677,California,8338.995787,No,Premium,High School or Below,1/15/11,Employed,F,70534,Rural,Divorced,104,31,71,0,3,Personal Auto,Personal L2,Offer3,Branch,54.065538,Four-Door Car,Medsize +WA15684,Oregon,38445.85587,No,Extended,College,1/29/11,Employed,M,27398,Suburban,Married,125,4,71,1,2,Personal Auto,Personal L1,Offer4,Call Center,600,SUV,Medsize +SA50567,Nevada,5448.555219,No,Basic,Bachelor,1/7/11,Employed,M,85296,Suburban,Married,68,15,47,0,6,Personal Auto,Personal L3,Offer3,Web,342.515136,Four-Door Car,Medsize +KJ31611,Arizona,10808.06597,No,Extended,High School or Below,1/30/11,Employed,M,31063,Suburban,Married,92,20,19,0,2,Personal Auto,Personal L2,Offer2,Agent,441.6,Four-Door Car,Small +VL37375,California,6185.09653,No,Extended,Bachelor,2/25/11,Unemployed,M,0,Suburban,Single,92,8,28,0,3,Personal Auto,Personal L3,Offer1,Branch,1027.177255,Two-Door Car,Small +KN21017,Nevada,3208.225911,No,Extended,High School or Below,1/21/11,Employed,M,52367,Urban,Married,81,25,64,0,1,Personal Auto,Personal L1,Offer2,Call Center,275.989978,Four-Door Car,Medsize +PX44289,Arizona,5480.104065,No,Basic,College,2/15/11,Employed,M,58651,Suburban,Single,71,6,95,0,3,Personal Auto,Personal L2,Offer4,Call Center,472.599683,Four-Door Car,Medsize +AM97901,Nevada,22986.15393,No,Premium,College,1/23/11,Employed,F,84831,Suburban,Single,192,13,37,0,2,Special Auto,Special L1,Offer1,Branch,1336.931716,Sports Car,Medsize +RE42925,Oregon,13107.92594,No,Basic,Bachelor,2/28/11,Employed,M,49088,Suburban,Divorced,114,17,87,1,2,Corporate Auto,Corporate L2,Offer3,Branch,547.2,SUV,Small +TR81766,California,7462.926263,Yes,Extended,College,1/28/11,Employed,F,70263,Rural,Married,93,30,66,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,7.345946,Two-Door Car,Small +CH85057,Oregon,11463.99097,No,Premium,Doctor,1/15/11,Employed,F,45354,Rural,Married,285,5,51,0,1,Personal Auto,Personal L3,Offer4,Agent,540.141566,Luxury SUV,Medsize +UP71482,Arizona,7236.132483,No,Basic,High School or Below,1/11/11,Unemployed,M,0,Suburban,Married,63,11,73,0,2,Personal Auto,Personal L1,Offer3,Call Center,383.363758,Four-Door Car,Large +EG40670,California,6232.687923,No,Extended,Bachelor,1/8/11,Disabled,F,28334,Suburban,Single,83,3,44,0,7,Special Auto,Special L3,Offer1,Agent,537.765151,Four-Door Car,Medsize +HV83672,Oregon,28393.32994,No,Extended,Bachelor,2/9/11,Employed,F,38772,Urban,Married,90,8,87,0,2,Personal Auto,Personal L1,Offer1,Branch,321.873474,Four-Door Car,Medsize +MG10140,Oregon,3746.751625,Yes,Extended,College,2/26/11,Employed,F,41479,Rural,Married,94,14,38,1,1,Personal Auto,Personal L1,Offer2,Call Center,19.575683,Two-Door Car,Large +TC44716,California,21569.33731,No,Basic,Bachelor,2/19/11,Retired,M,23909,Suburban,Single,119,21,86,0,2,Personal Auto,Personal L1,Offer1,Agent,571.2,SUV,Medsize +QO65264,California,5012.083744,No,Basic,College,1/3/11,Employed,M,48328,Rural,Married,63,22,12,0,7,Personal Auto,Personal L3,Offer2,Branch,108.138715,Two-Door Car,Small +EB66698,California,3371.858433,No,Extended,High School or Below,1/27/11,Employed,M,86689,Suburban,Single,85,3,72,0,1,Corporate Auto,Corporate L3,Offer2,Agent,408,Two-Door Car,Small +OT52034,California,3864.776795,No,Extended,Bachelor,2/2/11,Employed,M,24204,Suburban,Married,99,25,41,1,1,Personal Auto,Personal L3,Offer2,Branch,707.303416,Four-Door Car,Medsize +CH85444,Oregon,4145.711862,No,Premium,College,1/25/11,Disabled,M,25943,Suburban,Married,110,26,83,0,1,Corporate Auto,Corporate L2,Offer1,Branch,1067.333126,Two-Door Car,Small +PU85769,California,5156.072651,No,Basic,High School or Below,2/12/11,Unemployed,M,0,Suburban,Single,73,5,72,0,7,Personal Auto,Personal L2,Offer1,Branch,807.947292,Four-Door Car,Small +UI73201,California,3667.37497,No,Extended,College,1/7/11,Employed,M,62375,Suburban,Married,92,34,34,0,1,Personal Auto,Personal L2,Offer3,Web,618.630955,Two-Door Car,Medsize +SL50592,California,7835.683513,No,Basic,High School or Below,1/22/11,Unemployed,F,0,Suburban,Married,71,7,24,0,2,Corporate Auto,Corporate L3,Offer4,Web,404.272806,Four-Door Car,Small +XP11075,Arizona,14567.26841,No,Premium,Bachelor,1/12/11,Unemployed,M,0,Suburban,Single,148,8,18,0,2,Personal Auto,Personal L2,Offer1,Agent,710.4,SUV,Medsize +SI31236,Oregon,10171.33903,No,Basic,Bachelor,1/15/11,Employed,M,70200,Suburban,Divorced,65,25,10,0,2,Corporate Auto,Corporate L3,Offer2,Agent,312,Four-Door Car,Medsize +JN26745,Nevada,4135.775206,No,Premium,Bachelor,1/30/11,Unemployed,F,0,Suburban,Married,112,16,62,0,1,Special Auto,Special L2,Offer3,Agent,707.977614,Four-Door Car,Large +VK48036,Oregon,5511.491102,No,Basic,College,1/19/11,Employed,F,79027,Suburban,Single,70,13,37,0,5,Corporate Auto,Corporate L1,Offer1,Agent,336,Four-Door Car,Medsize +EC71986,Washington,2429.280527,No,Basic,High School or Below,1/18/11,Medical Leave,F,26736,Suburban,Married,63,6,64,0,1,Personal Auto,Personal L1,Offer1,Agent,367.92773,Four-Door Car,Medsize +DS45802,California,5414.61734,No,Basic,High School or Below,2/19/11,Employed,F,26893,Rural,Married,68,1,31,0,5,Personal Auto,Personal L3,Offer4,Agent,68.226001,Four-Door Car,Medsize +OA96690,Oregon,7421.593541,No,Extended,High School or Below,1/10/11,Employed,F,47406,Urban,Married,94,2,96,1,6,Personal Auto,Personal L3,Offer1,Agent,287.149807,Four-Door Car,Medsize +EM27919,California,4458.113369,Yes,Basic,Bachelor,1/2/11,Retired,M,17622,Suburban,Divorced,65,1,36,1,3,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Medsize +QO41043,Oregon,14476.12489,No,Extended,College,2/25/11,Disabled,F,27572,Suburban,Married,124,11,57,0,2,Corporate Auto,Corporate L3,Offer3,Branch,595.2,SUV,Medsize +OV50124,Oregon,4936.888359,No,Basic,College,1/15/11,Unemployed,F,0,Suburban,Single,72,7,34,2,7,Personal Auto,Personal L3,Offer2,Agent,391.636628,Two-Door Car,Medsize +PR31642,Oregon,4525.276524,No,Basic,Bachelor,1/29/11,Employed,F,32802,Suburban,Married,114,31,8,0,1,Personal Auto,Personal L1,Offer2,Call Center,547.2,SUV,Medsize +PO98961,Washington,6701.770088,No,Extended,College,2/19/11,Medical Leave,M,18400,Suburban,Married,89,26,52,0,8,Corporate Auto,Corporate L3,Offer2,Agent,640.8,Two-Door Car,Small +TK30357,California,14134.3474,No,Basic,Bachelor,2/10/11,Employed,F,90844,Rural,Divorced,118,10,98,0,2,Personal Auto,Personal L3,Offer1,Agent,232.674417,SUV,Medsize +NF31087,Nevada,24723.18311,No,Basic,High School or Below,1/9/11,Employed,F,44685,Suburban,Married,69,1,41,0,2,Personal Auto,Personal L2,Offer2,Agent,331.2,Four-Door Car,Medsize +NH16984,California,2838.067784,No,Extended,Bachelor,2/7/11,Unemployed,F,0,Urban,Divorced,80,30,8,0,1,Personal Auto,Personal L1,Offer1,Web,336.50961,Four-Door Car,Medsize +OS75493,California,3848.483648,No,Extended,High School or Below,2/9/11,Employed,F,42589,Suburban,Divorced,98,8,73,0,1,Corporate Auto,Corporate L1,Offer1,Agent,470.4,Four-Door Car,Medsize +VT63298,Oregon,19504.4739,No,Basic,Bachelor,1/9/11,Unemployed,M,0,Suburban,Single,72,17,55,0,2,Personal Auto,Personal L1,Offer3,Agent,345.6,Four-Door Car,Medsize +HT16519,Washington,26900.27013,No,Basic,Bachelor,1/13/11,Employed,F,63009,Urban,Married,112,17,49,0,2,Personal Auto,Personal L3,Offer3,Call Center,485.286815,Sports Car,Small +SZ16483,Arizona,4361.372941,No,Premium,High School or Below,2/4/11,Employed,F,79583,Suburban,Married,109,12,76,2,1,Personal Auto,Personal L3,Offer1,Agent,523.2,Four-Door Car,Medsize +VM92311,Arizona,2529.077508,No,Basic,High School or Below,2/21/11,Employed,F,89129,Suburban,Single,64,24,93,0,1,Personal Auto,Personal L3,Offer2,Branch,328.870868,Four-Door Car,Medsize +NJ46849,Arizona,2504.444752,No,Basic,College,1/9/11,Unemployed,M,0,Suburban,Single,69,23,15,0,1,Personal Auto,Personal L2,Offer2,Branch,496.8,Four-Door Car,Medsize +WZ31900,Oregon,8649.700578,No,Basic,Bachelor,1/11/11,Employed,F,94389,Rural,Married,107,16,76,0,8,Corporate Auto,Corporate L3,Offer2,Call Center,85.063708,SUV,Medsize +RG30482,Oregon,13668.35528,No,Premium,College,2/3/11,Unemployed,F,0,Suburban,Single,197,5,50,0,9,Personal Auto,Personal L3,Offer1,Call Center,1418.4,SUV,Medsize +ZM86949,Oregon,20635.0846,No,Basic,High School or Below,2/17/11,Employed,F,84106,Suburban,Single,64,0,86,0,2,Personal Auto,Personal L3,Offer1,Branch,334.408717,Two-Door Car,Medsize +QQ39596,Arizona,2517.533581,No,Basic,College,2/26/11,Unemployed,F,0,Rural,Married,69,2,71,0,1,Personal Auto,Personal L3,Offer2,Call Center,42.096415,Four-Door Car,Medsize +FH51383,California,5326.677654,No,Basic,High School or Below,2/7/11,Employed,F,76717,Urban,Married,66,26,10,0,6,Personal Auto,Personal L3,Offer4,Call Center,300.528579,Two-Door Car,Large +BJ53923,Arizona,2600.272131,No,Basic,High School or Below,1/20/11,Employed,M,51978,Rural,Married,66,18,81,0,1,Corporate Auto,Corporate L3,Offer2,Agent,144.782152,Four-Door Car,Medsize +CZ96653,Oregon,8534.792754,No,Basic,Bachelor,2/21/11,Employed,F,47325,Rural,Married,107,0,92,0,6,Personal Auto,Personal L2,Offer1,Web,64.598216,SUV,Small +FB23788,Oregon,8828.834957,No,Basic,High School or Below,1/27/11,Employed,M,86721,Suburban,Divorced,111,33,10,0,3,Corporate Auto,Corporate L2,Offer4,Call Center,532.8,SUV,Large +NT43594,Nevada,2248.449633,Yes,Basic,Bachelor,1/29/11,Retired,F,24910,Suburban,Single,63,7,63,1,1,Personal Auto,Personal L1,Offer1,Branch,347.857619,Four-Door Car,Medsize +VO38365,Washington,8861.149536,No,Basic,College,2/5/11,Employed,F,90125,Rural,Married,110,1,72,0,3,Corporate Auto,Corporate L3,Offer3,Branch,128.645946,SUV,Medsize +KJ86296,Oregon,4556.592993,No,Basic,High School or Below,2/1/11,Unemployed,M,0,Suburban,Single,73,24,40,2,9,Personal Auto,Personal L2,Offer1,Agent,525.6,Four-Door Car,Medsize +PI47776,Oregon,2530.705137,Yes,Basic,Bachelor,1/21/11,Employed,F,89451,Rural,Single,63,11,2,0,1,Corporate Auto,Corporate L3,Offer2,Web,61.769564,Four-Door Car,Medsize +MD73554,California,5251.983996,No,Basic,College,2/22/11,Employed,M,59537,Suburban,Married,66,23,5,0,7,Personal Auto,Personal L1,Offer1,Branch,316.8,Two-Door Car,Medsize +UX92071,Oregon,6743.119265,No,Basic,High School or Below,1/4/11,Unemployed,M,0,Suburban,Single,199,6,37,0,1,Personal Auto,Personal L1,Offer4,Call Center,955.2,Luxury SUV,Medsize +YG44474,Oregon,14014.72129,No,Basic,College,2/12/11,Employed,M,54193,Suburban,Married,117,2,83,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,720.752945,SUV,Medsize +UH45301,Oregon,9438.915619,No,Premium,College,1/11/11,Employed,M,86946,Urban,Married,118,13,14,0,7,Personal Auto,Personal L1,Offer2,Agent,340.656963,Four-Door Car,Medsize +RY92647,California,10506.77172,No,Extended,Bachelor,1/13/11,Unemployed,F,0,Suburban,Married,92,15,36,0,2,Personal Auto,Personal L3,Offer1,Branch,546.524896,Four-Door Car,Medsize +IK12620,Arizona,4213.918619,No,Premium,High School or Below,1/19/11,Disabled,F,12160,Urban,Married,109,5,34,0,1,Personal Auto,Personal L1,Offer2,Agent,489.411833,Four-Door Car,Medsize +GQ66762,California,4773.686425,No,Basic,College,2/8/11,Employed,M,33701,Urban,Single,63,16,67,0,5,Personal Auto,Personal L2,Offer3,Agent,171.325856,Four-Door Car,Small +RY92254,Washington,4547.892543,No,Premium,Bachelor,1/13/11,Employed,M,33531,Suburban,Married,116,11,15,0,1,Personal Auto,Personal L3,Offer4,Agent,801.577478,Two-Door Car,Medsize +XD85577,California,2842.266905,No,Basic,Bachelor,2/13/11,Employed,M,69417,Rural,Divorced,73,30,78,1,1,Personal Auto,Personal L1,Offer1,Branch,30.874869,Four-Door Car,Small +TM65736,Oregon,3059.550321,No,Extended,Master,2/10/11,Employed,M,38644,Urban,Married,78,28,0,1,1,Personal Auto,Personal L3,Offer3,Web,361.455219,Four-Door Car,Medsize +VJ51327,California,20314.9976,No,Basic,High School or Below,1/21/11,Employed,F,63209,Rural,Married,102,20,28,2,2,Personal Auto,Personal L3,Offer1,Agent,207.320041,SUV,Small +GS98873,Arizona,3239.124699,No,Extended,Bachelor,2/3/11,Disabled,F,16061,Suburban,Single,88,26,23,0,1,Personal Auto,Personal L2,Offer3,Web,633.6,Four-Door Car,Medsize +CW49887,California,4626.801093,Yes,Basic,Master,1/16/11,Employed,F,79487,Suburban,Divorced,114,20,87,0,1,Special Auto,Special L1,Offer2,Branch,547.2,SUV,Medsize +MY31220,California,8997.040244,No,Premium,College,1/15/11,Employed,F,54230,Suburban,Married,112,10,21,0,9,Personal Auto,Personal L2,Offer2,Agent,537.6,Two-Door Car,Medsize +UH35128,Oregon,25807.063,Yes,Extended,College,2/13/11,Employed,F,71210,Suburban,Married,214,8,89,1,2,Personal Auto,Personal L2,Offer1,Branch,1027.2,Luxury Car,Small +WH52799,Arizona,3808.122147,Yes,Extended,College,1/28/11,Employed,F,94903,Suburban,Married,94,3,38,0,1,Corporate Auto,Corporate L2,Offer2,Agent,451.2,Two-Door Car,Small +WL99637,Arizona,7614.137981,No,Extended,Bachelor,2/2/11,Employed,M,27293,Suburban,Married,96,20,55,0,6,Personal Auto,Personal L3,Offer2,Web,469.030907,Two-Door Car,Medsize +UC84059,California,6898.455315,No,Premium,Master,2/10/11,Employed,F,70950,Urban,Married,171,6,12,0,1,Personal Auto,Personal L3,Offer4,Call Center,565.929394,Sports Car,Medsize +HW62747,Oregon,2298.379166,No,Basic,College,1/2/11,Unemployed,M,0,Suburban,Married,63,19,9,0,1,Corporate Auto,Corporate L1,Offer2,Branch,302.4,Four-Door Car,Small +BH11344,Oregon,2806.696138,No,Basic,Doctor,2/17/11,Employed,F,37009,Rural,Single,71,1,45,0,1,Corporate Auto,Corporate L2,Offer1,Branch,145.673348,Two-Door Car,Medsize +TX28465,Nevada,5206.118179,No,Basic,College,1/23/11,Employed,M,52629,Rural,Married,65,30,22,0,6,Personal Auto,Personal L3,Offer1,Branch,136.684141,Four-Door Car,Medsize +OK56965,California,45708.65342,No,Basic,Bachelor,1/19/11,Employed,F,31264,Urban,Divorced,198,9,54,1,2,Personal Auto,Personal L2,Offer2,Branch,825.657746,Luxury SUV,Medsize +WT22392,Oregon,8007.349108,No,Basic,College,1/24/11,Employed,F,65473,Urban,Married,67,4,14,0,2,Personal Auto,Personal L1,Offer2,Call Center,277.685667,Four-Door Car,Medsize +GG68407,Washington,2321.88367,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,65,13,7,0,1,Personal Auto,Personal L3,Offer2,Agent,468,Four-Door Car,Medsize +KC71643,Oregon,2463.236825,No,Basic,High School or Below,1/17/11,Employed,M,99144,Suburban,Married,61,29,51,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,292.8,Four-Door Car,Medsize +NR32615,California,5498.940679,Yes,Basic,College,2/5/11,Medical Leave,M,22520,Suburban,Married,73,17,64,0,3,Corporate Auto,Corporate L2,Offer1,Branch,350.4,Four-Door Car,Medsize +GS69842,Arizona,5243.828046,No,Basic,Bachelor,1/17/11,Employed,F,36615,Urban,Married,65,14,7,0,5,Special Auto,Special L2,Offer2,Call Center,264.563772,Four-Door Car,Medsize +KP72427,Washington,21639.83862,No,Basic,High School or Below,2/21/11,Employed,M,64455,Rural,Married,108,5,43,0,2,Personal Auto,Personal L3,Offer2,Agent,133.735395,SUV,Medsize +KD23847,Arizona,4886.544296,No,Basic,High School or Below,1/27/11,Employed,F,76374,Suburban,Divorced,61,21,28,0,7,Personal Auto,Personal L3,Offer2,Call Center,292.8,Four-Door Car,Small +GK72076,Washington,4169.356909,No,Premium,Bachelor,2/7/11,Employed,F,35457,Suburban,Single,105,0,93,0,1,Personal Auto,Personal L3,Offer1,Branch,641.230581,Four-Door Car,Small +NK91488,Nevada,5479.555081,Yes,Basic,Master,1/13/11,Employed,M,56005,Suburban,Married,68,31,30,1,3,Personal Auto,Personal L3,Offer1,Branch,326.4,Four-Door Car,Small +QK46697,Washington,6177.109254,No,Extended,Bachelor,1/25/11,Employed,M,61040,Rural,Married,79,12,24,1,4,Personal Auto,Personal L3,Offer4,Agent,20.382876,Two-Door Car,Medsize +WP73172,Oregon,8287.679305,No,Basic,Bachelor,2/26/11,Employed,F,81367,Urban,Married,103,2,32,0,4,Special Auto,Special L2,Offer3,Branch,415.768941,SUV,Medsize +PS30217,California,9886.656416,No,Extended,Bachelor,2/16/11,Employed,F,44817,Suburban,Married,83,23,89,0,2,Personal Auto,Personal L2,Offer1,Agent,527.421579,Four-Door Car,Small +EL62967,Oregon,2712.915597,No,Basic,High School or Below,2/7/11,Employed,F,58508,Rural,Single,69,32,11,0,1,Personal Auto,Personal L3,Offer2,Web,57.614392,Two-Door Car,Medsize +MU23938,Oregon,10477.67631,No,Extended,Bachelor,2/9/11,Employed,M,45259,Rural,Single,138,1,27,0,4,Personal Auto,Personal L1,Offer3,Agent,272.217171,SUV,Medsize +VC83809,California,3436.134281,Yes,Extended,Doctor,2/18/11,Employed,M,30817,Rural,Divorced,88,25,43,0,1,Personal Auto,Personal L3,Offer2,Branch,91.834668,Four-Door Car,Medsize +VL34577,Oregon,2596.1852,No,Basic,High School or Below,2/9/11,Unemployed,F,0,Suburban,Single,72,3,65,0,1,Personal Auto,Personal L3,Offer1,Agent,345.6,Two-Door Car,Medsize +QE12539,California,12731.95161,Yes,Basic,Doctor,1/14/11,Employed,M,40870,Suburban,Married,105,3,56,0,2,Personal Auto,Personal L1,Offer1,Agent,504,SUV,Large +YO15246,Nevada,3494.147878,No,Extended,High School or Below,2/17/11,Employed,M,35001,Suburban,Single,96,18,87,3,1,Personal Auto,Personal L2,Offer1,Web,460.8,Four-Door Car,Small +WF73839,Arizona,7597.910661,No,Basic,College,2/4/11,Employed,F,49937,Urban,Married,64,1,45,0,2,Personal Auto,Personal L2,Offer3,Web,302.586407,Two-Door Car,Medsize +TJ11671,Oregon,4015.214476,No,Premium,Bachelor,1/2/11,Unemployed,F,0,Suburban,Married,109,35,75,0,1,Personal Auto,Personal L2,Offer1,Branch,523.2,Four-Door Car,Small +SV34223,California,20477.10841,No,Basic,College,1/1/11,Employed,F,58317,Suburban,Married,73,0,56,0,2,Personal Auto,Personal L2,Offer4,Call Center,350.4,Four-Door Car,Medsize +XD19546,California,8160.689782,No,Basic,High School or Below,1/21/11,Unemployed,F,0,Suburban,Married,109,15,61,0,7,Personal Auto,Personal L1,Offer1,Web,523.2,SUV,Medsize +OY95739,Nevada,12298.6863,Yes,Basic,High School or Below,2/20/11,Medical Leave,M,17101,Suburban,Single,113,1,88,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,542.4,SUV,Medsize +SW57539,California,8714.922135,Yes,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,118,14,64,0,4,Corporate Auto,Corporate L3,Offer1,Agent,566.4,SUV,Medsize +IA62027,Arizona,4853.534204,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,65,24,53,0,3,Personal Auto,Personal L3,Offer1,Web,468,Four-Door Car,Medsize +FZ20933,Oregon,4880.94644,No,Basic,High School or Below,1/24/11,Employed,M,24398,Suburban,Married,63,14,79,1,3,Personal Auto,Personal L2,Offer2,Agent,302.4,Four-Door Car,Large +WR62597,Oregon,2311.382109,No,Basic,College,1/28/11,Medical Leave,M,24641,Suburban,Married,61,16,57,0,1,Corporate Auto,Corporate L2,Offer1,Branch,294.92773,Four-Door Car,Medsize +KU61611,Arizona,4327.098922,No,Basic,High School or Below,2/6/11,Employed,M,69040,Suburban,Married,108,4,88,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,518.4,Sports Car,Small +XW98867,Oregon,12298.6863,Yes,Basic,High School or Below,2/20/11,Medical Leave,M,17101,Suburban,Single,113,1,88,0,2,Personal Auto,Personal L2,Offer1,Call Center,542.4,SUV,Medsize +PP80817,California,8323.533338,No,Basic,High School or Below,2/2/11,Employed,F,59886,Rural,Married,104,30,1,0,4,Personal Auto,Personal L2,Offer1,Agent,71.729298,Sports Car,Medsize +DT77901,Oregon,10179.71704,Yes,Premium,Bachelor,1/5/11,Retired,F,14290,Suburban,Married,271,20,40,0,1,Personal Auto,Personal L3,Offer1,Agent,1300.8,Luxury SUV,Medsize +DX34647,California,7761.267839,No,Extended,College,2/24/11,Employed,F,43137,Suburban,Married,96,8,41,0,8,Personal Auto,Personal L3,Offer2,Call Center,460.8,Two-Door Car,Large +OD56551,Oregon,5239.890913,No,Basic,College,1/9/11,Employed,M,27978,Suburban,Single,69,3,21,1,7,Personal Auto,Personal L3,Offer1,Branch,447.911255,Four-Door Car,Medsize +OO63074,California,4517.908834,No,Basic,Bachelor,2/9/11,Medical Leave,F,25261,Suburban,Married,118,31,9,0,1,Personal Auto,Personal L3,Offer4,Branch,566.4,SUV,Medsize +EH24828,Nevada,2389.774148,No,Basic,College,1/11/11,Employed,M,58652,Suburban,Married,64,14,75,5,1,Personal Auto,Personal L2,Offer2,Agent,307.2,Four-Door Car,Small +CX99919,Nevada,4130.628776,No,Basic,College,2/6/11,Retired,F,28321,Suburban,Single,111,34,32,0,1,Corporate Auto,Corporate L3,Offer3,Branch,537.391704,SUV,Medsize +PS31050,Washington,21404.35885,No,Basic,Bachelor,2/28/11,Unemployed,F,0,Suburban,Single,69,35,79,0,2,Personal Auto,Personal L3,Offer1,Branch,496.8,Four-Door Car,Medsize +NU32697,Oregon,5227.766419,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Single,72,20,12,0,6,Corporate Auto,Corporate L3,Offer1,Agent,518.4,Four-Door Car,Medsize +PU98976,California,6187.345744,No,Extended,Bachelor,2/5/11,Unemployed,F,0,Suburban,Single,88,17,25,0,6,Personal Auto,Personal L3,Offer1,Call Center,633.6,Four-Door Car,Medsize +ZR20842,Arizona,5113.874718,No,Extended,College,1/23/11,Employed,M,94415,Urban,Married,127,6,53,1,1,Personal Auto,Personal L1,Offer1,Branch,492.770321,Sports Car,Medsize +NF35573,Oregon,11039.31617,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Married,103,4,67,0,2,Special Auto,Special L3,Offer2,Call Center,1149.203884,SUV,Medsize +DF66914,Arizona,32227.08389,No,Basic,Bachelor,2/15/11,Employed,F,45331,Suburban,Married,100,0,8,0,2,Personal Auto,Personal L1,Offer2,Agent,572.635987,SUV,Medsize +YM99866,Arizona,2611.965869,No,Basic,High School or Below,2/28/11,Employed,M,53904,Suburban,Married,67,1,17,2,1,Personal Auto,Personal L2,Offer3,Agent,321.6,Four-Door Car,Medsize +VH62084,California,13372.32772,No,Basic,High School or Below,2/6/11,Unemployed,M,0,Suburban,Single,74,18,58,0,2,Personal Auto,Personal L3,Offer1,Agent,811.086484,Four-Door Car,Medsize +SE28250,Arizona,4838.981869,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Divorced,70,11,36,2,7,Special Auto,Special L2,Offer2,Agent,336,Four-Door Car,Large +MD86050,Oregon,4721.659016,No,Basic,High School or Below,2/28/11,Unemployed,M,0,Suburban,Single,67,20,38,0,8,Personal Auto,Personal L3,Offer4,Branch,482.4,Four-Door Car,Medsize +GF17866,Oregon,3873.647046,Yes,Basic,College,1/20/11,Retired,M,28142,Suburban,Married,105,18,50,0,1,Corporate Auto,Corporate L2,Offer2,Agent,701.708239,Sports Car,Medsize +FU99476,Washington,6770.306834,No,Extended,High School or Below,2/22/11,Employed,M,74422,Rural,Divorced,85,4,3,1,3,Personal Auto,Personal L1,Offer1,Call Center,95.338505,Four-Door Car,Medsize +KO44736,Oregon,16979.79757,Yes,Basic,Bachelor,1/17/11,Employed,M,35095,Suburban,Divorced,73,25,56,0,2,Personal Auto,Personal L3,Offer2,Call Center,525.6,Two-Door Car,Small +KI55845,Oregon,13681.71178,No,Basic,College,2/18/11,Employed,F,55588,Suburban,Married,114,15,40,0,2,Personal Auto,Personal L2,Offer1,Branch,547.2,SUV,Medsize +JJ24476,Arizona,5717.221919,No,Basic,Master,2/25/11,Employed,F,52391,Suburban,Married,71,9,32,0,3,Personal Auto,Personal L2,Offer2,Web,409.763267,Two-Door Car,Medsize +VC68509,Oregon,9486.596417,No,Extended,Bachelor,1/20/11,Employed,F,42240,Rural,Married,79,25,10,0,2,Personal Auto,Personal L3,Offer3,Agent,46.386546,Four-Door Car,Medsize +QN62502,Oregon,3839.143697,No,Extended,Bachelor,2/7/11,Employed,F,70146,Rural,Married,96,28,65,0,1,Personal Auto,Personal L1,Offer2,Branch,157.440069,Four-Door Car,Medsize +EL92515,Oregon,11211.59027,No,Extended,College,1/27/11,Employed,F,41121,Suburban,Divorced,94,20,56,0,2,Personal Auto,Personal L2,Offer1,Call Center,451.2,Four-Door Car,Medsize +VL84149,Oregon,25807.063,Yes,Extended,College,2/13/11,Employed,F,71210,Suburban,Married,214,8,89,1,2,Corporate Auto,Corporate L2,Offer1,Branch,1027.2,Luxury Car,Small +JX19907,Oregon,3798.32165,No,Premium,Bachelor,2/4/11,Unemployed,M,0,Suburban,Married,107,34,70,1,1,Corporate Auto,Corporate L3,Offer1,Web,1261.943541,Two-Door Car,Medsize +BC66921,Nevada,2816.567395,No,Basic,High School or Below,2/16/11,Employed,F,41228,Suburban,Single,71,19,13,0,1,Personal Auto,Personal L3,Offer1,Branch,340.8,Four-Door Car,Small +IA15979,Washington,6948.325858,No,Extended,College,2/6/11,Employed,M,40598,Urban,Single,91,35,98,0,5,Personal Auto,Personal L3,Offer1,Agent,302.791402,Four-Door Car,Medsize +GN80437,Oregon,3444.967503,No,Extended,College,2/28/11,Unemployed,F,0,Suburban,Married,91,28,59,0,1,Special Auto,Special L2,Offer2,Branch,596.050118,Four-Door Car,Medsize +AH65907,California,2859.40857,No,Basic,Bachelor,1/14/11,Employed,F,51790,Suburban,Married,71,12,43,0,1,Personal Auto,Personal L3,Offer2,Agent,340.8,Four-Door Car,Large +VG57728,California,2692.057629,No,Basic,High School or Below,1/8/11,Employed,M,92593,Rural,Single,68,4,53,0,1,Corporate Auto,Corporate L3,Offer1,Agent,8.44322,Four-Door Car,Medsize +AF81450,California,11431.73089,No,Basic,High School or Below,1/26/11,Disabled,M,28657,Suburban,Married,100,4,55,0,2,Personal Auto,Personal L3,Offer1,Branch,588.742251,SUV,Small +YI28422,Oregon,7635.883324,No,Extended,High School or Below,1/7/11,Employed,M,30262,Suburban,Married,98,0,96,1,9,Personal Auto,Personal L3,Offer2,Agent,499.22561,Four-Door Car,Large +GR26937,Oregon,9805.829614,No,Extended,Master,2/1/11,Employed,F,47197,Rural,Married,81,19,91,0,2,Corporate Auto,Corporate L2,Offer2,Agent,76.112618,Four-Door Car,Medsize +BR99015,California,6803.615629,No,Extended,Bachelor,2/26/11,Unemployed,F,0,Suburban,Single,94,25,20,0,6,Personal Auto,Personal L3,Offer2,Call Center,451.2,Four-Door Car,Small +PB11270,Oregon,7107.655397,No,Basic,Bachelor,2/24/11,Unemployed,F,0,Suburban,Married,61,2,15,0,2,Personal Auto,Personal L2,Offer1,Agent,541.561209,Four-Door Car,Medsize +PZ89632,Oregon,4735.184474,No,Extended,High School or Below,1/25/11,Unemployed,F,0,Suburban,Single,134,22,68,0,1,Personal Auto,Personal L3,Offer3,Agent,964.8,SUV,Medsize +LV62981,Arizona,6874.326693,No,Extended,College,1/4/11,Employed,M,22093,Suburban,Divorced,87,15,8,0,9,Corporate Auto,Corporate L3,Offer4,Branch,616.749885,Two-Door Car,Medsize +AS97690,Arizona,2411.256575,No,Basic,College,2/23/11,Employed,M,54483,Suburban,Married,61,6,57,0,1,Personal Auto,Personal L1,Offer3,Call Center,292.8,Two-Door Car,Medsize +SG32258,Arizona,2416.542359,No,Basic,College,2/6/11,Medical Leave,F,18944,Rural,Married,63,20,64,0,1,Personal Auto,Personal L3,Offer4,Call Center,125.274351,Four-Door Car,Medsize +MY80583,Oregon,23981.54344,No,Basic,Bachelor,1/5/11,Employed,F,84365,Suburban,Married,66,14,42,0,2,Personal Auto,Personal L3,Offer2,Branch,316.8,Four-Door Car,Small +WS57286,Arizona,4692.165155,No,Basic,College,2/13/11,Unemployed,M,0,Rural,Married,64,20,13,0,4,Personal Auto,Personal L3,Offer2,Agent,137.169296,Four-Door Car,Medsize +MF53477,California,3600.934326,Yes,Basic,High School or Below,2/25/11,Retired,F,25147,Suburban,Single,101,7,54,0,1,Corporate Auto,Corporate L1,Offer1,Agent,694.598288,SUV,Medsize +DQ28641,Nevada,2665.222511,No,Basic,High School or Below,1/9/11,Medical Leave,M,14315,Suburban,Married,71,33,16,0,1,Personal Auto,Personal L1,Offer2,Branch,511.2,Four-Door Car,Medsize +EX46492,Arizona,7666.520438,No,Extended,Master,1/12/11,Employed,F,87864,Urban,Married,94,19,42,0,8,Personal Auto,Personal L3,Offer2,Agent,421.456547,Two-Door Car,Medsize +VW20823,California,16675.89616,No,Extended,High School or Below,1/27/11,Employed,M,57844,Suburban,Married,85,16,31,1,2,Personal Auto,Personal L3,Offer3,Branch,408,Four-Door Car,Small +LH26563,Oregon,4550.856045,No,Premium,High School or Below,2/8/11,Disabled,F,17913,Suburban,Married,116,0,39,0,1,Personal Auto,Personal L3,Offer3,Web,556.8,Four-Door Car,Small +FR56877,Arizona,11763.93565,No,Extended,High School or Below,2/3/11,Employed,F,28806,Suburban,Married,99,35,75,0,2,Special Auto,Special L3,Offer2,Call Center,475.2,Four-Door Car,Medsize +ZY99878,California,13742.53724,No,Premium,High School or Below,1/3/11,Employed,M,90343,Urban,Single,175,11,68,0,3,Personal Auto,Personal L2,Offer1,Branch,833.072722,SUV,Medsize +CS15289,Oregon,16138.41628,No,Basic,Master,2/5/11,Employed,F,79041,Rural,Married,199,14,48,0,3,Personal Auto,Personal L3,Offer2,Branch,419.26062,Luxury SUV,Small +VM84548,Washington,8819.018934,Yes,Basic,High School or Below,1/10/11,Employed,M,99845,Suburban,Married,110,23,25,1,8,Personal Auto,Personal L2,Offer2,Branch,528,SUV,Medsize +IA96447,California,6673.737677,No,Premium,College,1/15/11,Employed,M,85019,Suburban,Married,167,26,92,0,1,Personal Auto,Personal L3,Offer2,Agent,801.6,Sports Car,Medsize +PT32230,California,7782.126848,No,Basic,High School or Below,2/14/11,Employed,F,70059,Rural,Married,194,1,97,0,1,Personal Auto,Personal L3,Offer2,Agent,253.740993,Luxury SUV,Medsize +NK73719,California,19393.21145,No,Premium,College,1/28/11,Employed,F,70503,Rural,Divorced,164,11,11,1,2,Corporate Auto,Corporate L3,Offer1,Agent,41.05291,SUV,Medsize +OH15771,California,3974.13815,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,117,9,78,0,1,Personal Auto,Personal L3,Offer2,Agent,561.6,SUV,Medsize +XP61034,Oregon,4105.580991,No,Basic,Bachelor,2/26/11,Employed,M,39492,Suburban,Married,105,20,81,0,1,Personal Auto,Personal L3,Offer2,Agent,756,SUV,Medsize +ZN34245,Arizona,2308.472055,No,Basic,College,2/23/11,Unemployed,M,0,Suburban,Single,68,9,34,0,1,Corporate Auto,Corporate L3,Offer2,Web,489.6,Four-Door Car,Medsize +FX55923,Arizona,5372.914477,No,Basic,Bachelor,2/22/11,Employed,M,50405,Rural,Divorced,70,6,21,1,9,Personal Auto,Personal L2,Offer3,Call Center,7.069583,Four-Door Car,Medsize +ZZ83340,Oregon,5508.315536,No,Basic,Doctor,2/4/11,Employed,F,96021,Urban,Married,68,5,30,0,5,Personal Auto,Personal L1,Offer3,Branch,315.004602,Two-Door Car,Medsize +HA99340,Oregon,2398.333185,No,Basic,High School or Below,2/24/11,Unemployed,M,0,Suburban,Married,65,26,97,0,1,Personal Auto,Personal L3,Offer1,Agent,422.947888,Two-Door Car,Medsize +LE43061,California,3728.83013,No,Premium,High School or Below,2/20/11,Unemployed,M,0,Suburban,Single,105,13,22,0,1,Personal Auto,Personal L3,Offer1,Web,756,Four-Door Car,Medsize +UF77413,Oregon,2758.498582,No,Basic,College,2/27/11,Employed,M,65794,Urban,Married,69,10,14,1,1,Personal Auto,Personal L1,Offer1,Branch,277.27294,Four-Door Car,Medsize +UY45293,Oregon,3703.930261,No,Extended,Bachelor,2/5/11,Employed,M,21975,Suburban,Divorced,95,28,63,0,1,Corporate Auto,Corporate L1,Offer4,Agent,456,Four-Door Car,Large +TH84309,California,9372.843639,No,Extended,High School or Below,2/22/11,Unemployed,M,0,Suburban,Married,126,19,17,0,4,Personal Auto,Personal L3,Offer3,Branch,604.8,SUV,Medsize +PZ94551,Oregon,4991.584471,No,Extended,Bachelor,2/10/11,Employed,F,56649,Suburban,Married,125,12,8,0,1,Special Auto,Special L2,Offer1,Branch,780.090361,SUV,Large +FY40655,Washington,39400.1854,No,Premium,Master,1/20/11,Unemployed,M,0,Suburban,Single,181,22,96,0,2,Personal Auto,Personal L3,Offer1,Call Center,868.8,SUV,Medsize +HS85465,California,2759.978287,Yes,Basic,Bachelor,1/3/11,Employed,M,92296,Suburban,Married,69,4,65,0,1,Corporate Auto,Corporate L1,Offer2,Agent,331.2,Two-Door Car,Medsize +SI78985,Oregon,7993.003997,No,Premium,Bachelor,1/3/11,Employed,F,39448,Rural,Married,103,10,14,3,5,Personal Auto,Personal L1,Offer3,Web,66.020788,Four-Door Car,Medsize +KF50730,California,5235.573528,No,Extended,Bachelor,2/21/11,Employed,F,71794,Urban,Married,131,19,48,0,1,Personal Auto,Personal L3,Offer2,Web,457.471225,SUV,Medsize +JO13576,California,2633.011837,No,Basic,High School or Below,1/1/11,Retired,F,21861,Suburban,Married,69,3,11,0,1,Personal Auto,Personal L3,Offer2,Agent,348.278032,Four-Door Car,Medsize +HJ79774,Oregon,2764.802284,No,Basic,College,2/19/11,Employed,F,31591,Urban,Married,72,17,65,4,1,Corporate Auto,Corporate L1,Offer3,Branch,240.241499,Four-Door Car,Medsize +KI18648,Arizona,8084.846371,No,Basic,Bachelor,1/25/11,Employed,F,60662,Suburban,Divorced,68,10,38,0,2,Special Auto,Special L1,Offer2,Web,326.4,Two-Door Car,Medsize +EL99335,California,2685.177658,No,Basic,College,1/29/11,Retired,F,20608,Suburban,Divorced,73,10,24,0,1,Personal Auto,Personal L2,Offer3,Branch,350.4,Four-Door Car,Small +LE84979,California,12208.12004,No,Basic,Master,2/27/11,Employed,F,21331,Urban,Divorced,103,18,84,0,2,Personal Auto,Personal L3,Offer1,Agent,419.062661,SUV,Large +CE12380,Arizona,20090.43865,No,Basic,College,1/11/11,Unemployed,F,0,Urban,Single,66,16,19,1,2,Corporate Auto,Corporate L3,Offer1,Agent,252.149798,Four-Door Car,Medsize +IB80924,Washington,32864.4046,No,Basic,High School or Below,2/10/11,Employed,F,90783,Urban,Divorced,104,0,38,2,2,Personal Auto,Personal L3,Offer1,Agent,285.745227,SUV,Small +JF83834,Oregon,2491.317024,Yes,Basic,Doctor,1/29/11,Employed,M,36631,Rural,Divorced,62,30,77,0,1,Corporate Auto,Corporate L1,Offer1,Agent,67.530904,Four-Door Car,Large +YN10988,California,6314.596813,No,Extended,High School or Below,1/2/11,Unemployed,M,0,Suburban,Married,87,15,46,0,6,Personal Auto,Personal L2,Offer2,Web,417.6,Four-Door Car,Medsize +YX15941,Oregon,16229.64891,No,Extended,College,2/12/11,Employed,M,26030,Suburban,Married,139,25,29,1,2,Corporate Auto,Corporate L3,Offer2,Call Center,667.2,Sports Car,Medsize +ZB50601,Nevada,5161.789881,No,Basic,College,2/10/11,Unemployed,M,0,Suburban,Married,70,6,24,0,6,Personal Auto,Personal L3,Offer1,Web,469.491537,Four-Door Car,Medsize +HP50399,Nevada,3982.266087,No,Basic,Bachelor,1/5/11,Unemployed,M,0,Suburban,Divorced,113,14,77,0,1,Personal Auto,Personal L3,Offer3,Branch,542.4,SUV,Medsize +GC17585,Arizona,13473.18567,No,Basic,Bachelor,2/16/11,Employed,M,25302,Suburban,Married,70,13,16,1,2,Personal Auto,Personal L1,Offer2,Branch,336,Four-Door Car,Medsize +FG46258,Washington,6921.973993,No,Extended,College,2/4/11,Medical Leave,F,16483,Urban,Married,90,14,68,0,9,Corporate Auto,Corporate L2,Offer3,Web,320.519977,Two-Door Car,Medsize +DO41287,Oregon,8276.44416,No,Extended,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,82,29,92,0,2,Personal Auto,Personal L2,Offer3,Branch,590.4,Four-Door Car,Medsize +GT54462,Arizona,14349.85991,No,Premium,Bachelor,2/5/11,Employed,M,73222,Urban,Married,180,24,43,0,3,Personal Auto,Personal L1,Offer1,Call Center,821.51673,SUV,Large +BT76268,California,5878.199296,No,Basic,College,1/15/11,Employed,F,22061,Suburban,Married,74,25,25,0,8,Personal Auto,Personal L2,Offer2,Branch,355.2,Four-Door Car,Medsize +QM38267,Arizona,2666.05454,No,Basic,High School or Below,1/21/11,Employed,F,86321,Suburban,Married,66,7,25,0,1,Personal Auto,Personal L1,Offer3,Call Center,316.8,Four-Door Car,Medsize +LP82042,Oregon,5345.680998,No,Basic,Bachelor,2/16/11,Employed,M,54668,Suburban,Married,68,3,41,1,6,Personal Auto,Personal L3,Offer1,Call Center,326.4,Four-Door Car,Medsize +EF52978,Arizona,4777.121596,No,Basic,High School or Below,1/21/11,Unemployed,F,0,Suburban,Married,62,15,80,0,3,Personal Auto,Personal L3,Offer1,Agent,297.6,Four-Door Car,Medsize +GH54524,California,16973.74021,No,Premium,High School or Below,2/7/11,Employed,M,69497,Rural,Married,142,30,31,0,2,Personal Auto,Personal L3,Offer4,Agent,92.286763,SUV,Medsize +DP26592,Oregon,2518.112127,No,Basic,High School or Below,1/8/11,Employed,M,86617,Urban,Single,63,9,10,0,1,Personal Auto,Personal L3,Offer3,Agent,188.325603,Four-Door Car,Medsize +UP29839,Nevada,19160.98994,Yes,Extended,Master,2/20/11,Employed,F,22705,Suburban,Divorced,239,19,59,0,7,Personal Auto,Personal L1,Offer2,Agent,1294.700423,Luxury SUV,Medsize +SS48498,Washington,6273.173441,No,Extended,College,1/5/11,Employed,F,20836,Rural,Married,79,25,2,0,9,Corporate Auto,Corporate L3,Offer1,Branch,193.57032,Four-Door Car,Medsize +OB55054,Oregon,3964.81296,No,Extended,Bachelor,1/30/11,Employed,M,88410,Suburban,Single,99,30,31,0,1,Corporate Auto,Corporate L2,Offer4,Call Center,475.2,Four-Door Car,Medsize +NP91656,California,4911.773088,No,Basic,Bachelor,1/9/11,Unemployed,F,0,Suburban,Single,69,26,33,0,9,Personal Auto,Personal L2,Offer4,Agent,496.8,Four-Door Car,Medsize +SH74080,Oregon,7805.31287,Yes,Basic,College,1/27/11,Retired,F,21073,Suburban,Divorced,106,25,54,1,3,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Small +KN25556,Arizona,7200.664877,Yes,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,66,16,77,0,2,Personal Auto,Personal L1,Offer2,Agent,316.8,Four-Door Car,Medsize +RB38792,Oregon,5389.499465,Yes,Extended,College,1/7/11,Employed,M,66429,Rural,Married,136,35,93,0,1,Personal Auto,Personal L3,Offer2,Agent,57.712985,Sports Car,Medsize +QR72180,California,3241.314176,No,Extended,Doctor,1/20/11,Employed,F,66889,Urban,Married,80,6,16,0,1,Personal Auto,Personal L1,Offer2,Call Center,294.319428,Four-Door Car,Small +TW64385,California,5528.212807,Yes,Basic,Bachelor,1/19/11,Employed,M,36088,Suburban,Single,72,16,31,0,9,Corporate Auto,Corporate L3,Offer1,Agent,345.6,Four-Door Car,Medsize +UO86707,Washington,7173.909404,No,Basic,Bachelor,2/15/11,Employed,M,75217,Rural,Single,61,12,47,1,2,Personal Auto,Personal L3,Offer3,Branch,147.080303,Four-Door Car,Medsize +GF94951,Arizona,7076.653181,No,Basic,Bachelor,2/20/11,Unemployed,M,0,Suburban,Single,68,8,9,0,2,Corporate Auto,Corporate L2,Offer1,Branch,489.6,Two-Door Car,Large +NF53775,California,3700.385003,No,Extended,College,2/17/11,Retired,F,17557,Suburban,Married,96,6,5,0,1,Personal Auto,Personal L2,Offer4,Web,666.724937,Four-Door Car,Medsize +YB58778,California,5328.835851,No,Basic,College,1/30/11,Employed,F,81064,Rural,Single,70,20,4,4,3,Personal Auto,Personal L3,Offer1,Agent,42.238585,Two-Door Car,Large +PH77560,Nevada,4838.877084,No,Basic,High School or Below,2/12/11,Unemployed,F,0,Suburban,Single,66,2,45,0,5,Personal Auto,Personal L3,Offer2,Branch,700.331425,Four-Door Car,Small +WA84789,Washington,10700.4952,No,Extended,Bachelor,2/24/11,Employed,F,75313,Suburban,Married,89,16,64,1,2,Personal Auto,Personal L1,Offer1,Web,527.139074,Four-Door Car,Medsize +BI34376,California,7879.928952,No,Extended,Doctor,1/10/11,Employed,F,45703,Suburban,Married,98,17,36,0,9,Personal Auto,Personal L1,Offer4,Agent,470.4,Two-Door Car,Small +UQ63396,California,7869.432384,No,Basic,Bachelor,2/17/11,Employed,F,40036,Rural,Married,65,2,85,0,2,Personal Auto,Personal L3,Offer1,Agent,48.828732,Four-Door Car,Medsize +BR23201,California,2586.807171,No,Basic,Bachelor,2/25/11,Unemployed,M,0,Urban,Married,71,23,84,0,1,Personal Auto,Personal L3,Offer2,Branch,191.640085,Four-Door Car,Medsize +VH45094,Arizona,7286.789075,No,Basic,High School or Below,2/13/11,Employed,M,65870,Urban,Married,61,21,40,1,2,Personal Auto,Personal L2,Offer2,Branch,202.847644,Four-Door Car,Large +KD47243,California,11797.99211,No,Basic,Bachelor,2/21/11,Employed,F,91469,Urban,Single,100,11,89,2,2,Personal Auto,Personal L1,Offer1,Agent,418.864555,SUV,Small +MY13737,California,9386.753031,No,Basic,High School or Below,2/11/11,Employed,M,42090,Rural,Married,119,0,61,0,3,Corporate Auto,Corporate L3,Offer1,Branch,203.352239,SUV,Medsize +OR48881,Oregon,6308.922374,No,Extended,Doctor,2/5/11,Employed,F,21368,Rural,Married,79,7,2,0,6,Corporate Auto,Corporate L3,Offer2,Call Center,4.61262,Four-Door Car,Medsize +OU62604,Washington,17484.53438,No,Basic,Bachelor,1/16/11,Employed,F,78362,Suburban,Divorced,73,16,66,0,2,Personal Auto,Personal L3,Offer1,Agent,525.6,Four-Door Car,Small +LW77178,Oregon,15428.01044,No,Extended,Bachelor,2/9/11,Employed,F,33879,Suburban,Married,98,16,82,0,2,Corporate Auto,Corporate L3,Offer1,Branch,470.4,Two-Door Car,Small +BQ12347,Arizona,5630.793,No,Basic,High School or Below,1/24/11,Employed,M,72874,Suburban,Married,70,26,31,0,6,Special Auto,Special L3,Offer3,Branch,336,Four-Door Car,Small +FF61670,California,18131.18874,No,Extended,High School or Below,1/28/11,Unemployed,M,0,Suburban,Single,82,29,23,1,2,Personal Auto,Personal L2,Offer3,Call Center,393.6,Four-Door Car,Large +PM61374,California,8087.219475,No,Premium,Bachelor,2/6/11,Unemployed,F,0,Suburban,Married,110,9,23,0,6,Personal Auto,Personal L1,Offer1,Web,550.825934,Two-Door Car,Medsize +BW25236,Arizona,18453.57629,No,Basic,College,1/13/11,Employed,M,72215,Urban,Married,66,22,23,0,2,Personal Auto,Personal L3,Offer2,Web,247.911872,Four-Door Car,Medsize +XO22038,California,5217.513287,Yes,Basic,Bachelor,2/17/11,Employed,F,39854,Urban,Divorced,66,6,4,0,7,Corporate Auto,Corporate L2,Offer2,Web,261.930545,Two-Door Car,Medsize +QG51953,Oregon,4835.783179,No,Basic,College,1/29/11,Employed,M,36655,Suburban,Married,61,15,81,0,9,Personal Auto,Personal L3,Offer1,Web,295.223164,Four-Door Car,Small +SZ56338,Oregon,5597.12496,Yes,Extended,High School or Below,1/27/11,Employed,F,37995,Suburban,Married,139,16,50,0,1,Personal Auto,Personal L3,Offer1,Branch,667.2,SUV,Medsize +PX60116,California,8920.463999,No,Premium,High School or Below,1/21/11,Employed,F,40867,Suburban,Married,112,21,98,0,7,Corporate Auto,Corporate L3,Offer1,Branch,537.6,Two-Door Car,Large +BW46202,Oregon,5995.411008,No,Extended,Bachelor,1/23/11,Medical Leave,F,28804,Rural,Married,78,6,84,0,3,Personal Auto,Personal L3,Offer1,Web,76.025368,Two-Door Car,Large +GW14109,California,38496.94701,No,Extended,High School or Below,2/2/11,Employed,F,48409,Urban,Single,124,13,60,0,2,Special Auto,Special L3,Offer1,Agent,345.211703,SUV,Medsize +GP42026,California,8382.630118,Yes,Basic,High School or Below,2/4/11,Retired,M,19683,Suburban,Married,117,17,41,1,9,Personal Auto,Personal L3,Offer1,Web,561.6,Sports Car,Medsize +HR42454,Washington,13372.02426,No,Premium,High School or Below,2/25/11,Employed,F,88706,Suburban,Married,110,14,72,1,2,Corporate Auto,Corporate L3,Offer3,Branch,528,Two-Door Car,Small +TL43709,Washington,8972.140307,No,Basic,Bachelor,1/27/11,Employed,M,89689,Rural,Divorced,74,14,4,0,2,Personal Auto,Personal L3,Offer1,Branch,136.829537,Four-Door Car,Large +OL36978,California,5405.518391,No,Basic,High School or Below,2/24/11,Employed,F,67241,Rural,Married,68,22,6,1,9,Personal Auto,Personal L3,Offer2,Call Center,5.674809,Two-Door Car,Medsize +KT40899,California,9352.478998,No,Extended,High School or Below,1/10/11,Employed,M,75436,Rural,Married,78,10,20,0,2,Personal Auto,Personal L2,Offer2,Agent,9.747443,Four-Door Car,Medsize +WE60408,Arizona,4339.871053,No,Basic,College,1/2/11,Employed,F,91761,Suburban,Married,109,33,20,2,1,Personal Auto,Personal L1,Offer3,Branch,779.052276,SUV,Medsize +LG64797,California,17723.76398,No,Extended,College,2/18/11,Employed,F,25771,Suburban,Married,222,21,58,0,4,Personal Auto,Personal L1,Offer1,Branch,1253.984948,Luxury SUV,Medsize +MD87746,Oregon,7507.455372,Yes,Basic,College,2/6/11,Employed,M,60920,Urban,Single,64,10,61,0,2,Personal Auto,Personal L2,Offer2,Agent,231.201886,Two-Door Car,Medsize +FN50615,Washington,8029.393076,No,Premium,High School or Below,1/16/11,Employed,F,96869,Suburban,Single,101,25,97,0,3,Personal Auto,Personal L3,Offer2,Agent,628.498605,Four-Door Car,Medsize +QF59448,Washington,2831.587689,No,Extended,College,2/13/11,Retired,M,17752,Suburban,Married,77,26,87,0,1,Personal Auto,Personal L3,Offer3,Agent,369.6,Four-Door Car,Medsize +MU79385,Arizona,10080.37031,No,Extended,College,2/12/11,Employed,M,60944,Urban,Married,130,10,38,2,4,Personal Auto,Personal L3,Offer2,Web,623.505066,SUV,Medsize +JH30384,California,6503.397049,Yes,Extended,High School or Below,2/19/11,Disabled,F,22081,Suburban,Married,84,1,9,0,6,Personal Auto,Personal L2,Offer1,Agent,451.670309,Two-Door Car,Small +JE71423,Washington,3331.445625,No,Extended,College,2/20/11,Employed,M,73695,Suburban,Married,84,28,84,0,1,Personal Auto,Personal L3,Offer3,Call Center,403.2,Four-Door Car,Medsize +SK95364,California,4620.390087,No,Extended,College,2/26/11,Unemployed,F,0,Suburban,Single,130,11,0,0,1,Personal Auto,Personal L2,Offer3,Agent,936,SUV,Medsize +VG56765,Arizona,2471.528431,Yes,Basic,High School or Below,1/15/11,Employed,M,95697,Rural,Married,61,16,55,0,1,Personal Auto,Personal L2,Offer2,Agent,114.273025,Two-Door Car,Medsize +NE24371,Oregon,6494.243995,No,Extended,College,1/26/11,Medical Leave,F,15300,Suburban,Married,85,17,16,0,9,Personal Auto,Personal L2,Offer3,Call Center,408,Four-Door Car,Small +MB69535,Washington,9657.579498,Yes,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,131,34,61,0,9,Corporate Auto,Corporate L1,Offer1,Agent,628.8,SUV,Medsize +ZF27999,Nevada,4904.894731,Yes,Extended,College,2/14/11,Retired,F,12902,Suburban,Divorced,139,3,51,0,1,Personal Auto,Personal L1,Offer1,Agent,667.2,Sports Car,Medsize +MH40017,Arizona,4802.477033,No,Basic,High School or Below,1/6/11,Employed,M,29809,Suburban,Married,61,13,17,0,9,Personal Auto,Personal L3,Offer2,Call Center,365.312072,Four-Door Car,Medsize +YJ99764,Nevada,7955.774758,No,Basic,High School or Below,1/27/11,Unemployed,M,0,Suburban,Married,74,17,27,0,2,Personal Auto,Personal L3,Offer2,Web,355.2,Four-Door Car,Medsize +AG22225,Oregon,6941.900812,No,Extended,High School or Below,1/8/11,Unemployed,M,0,Suburban,Married,96,21,18,0,3,Personal Auto,Personal L3,Offer2,Call Center,460.8,Four-Door Car,Small +ZJ26179,Oregon,8382.478392,Yes,Basic,Bachelor,1/27/11,Employed,M,25998,Suburban,Married,71,16,38,0,2,Personal Auto,Personal L3,Offer2,Call Center,791.878042,Four-Door Car,Medsize +VO36036,Oregon,3536.431774,No,Extended,Doctor,2/27/11,Employed,F,28248,Suburban,Single,90,25,89,0,1,Personal Auto,Personal L3,Offer2,Branch,634.385937,Four-Door Car,Small +ZQ94281,California,3244.816567,No,Extended,College,1/27/11,Employed,F,68103,Urban,Divorced,82,28,91,0,1,Personal Auto,Personal L2,Offer2,Branch,277.795988,Two-Door Car,Medsize +CK40732,California,7611.212764,No,Premium,High School or Below,1/13/11,Unemployed,F,0,Suburban,Single,103,33,54,0,3,Special Auto,Special L2,Offer1,Agent,741.6,Four-Door Car,Medsize +UT73461,Oregon,4505.398267,No,Basic,Doctor,2/23/11,Employed,F,81079,Rural,Married,111,11,5,0,1,Special Auto,Special L3,Offer2,Web,134.222332,SUV,Medsize +LT57320,Nevada,2445.844833,No,Basic,Master,1/14/11,Disabled,F,22732,Rural,Married,62,31,35,0,1,Personal Auto,Personal L1,Offer3,Branch,15.616535,Four-Door Car,Medsize +BZ44726,Nevada,16477.76843,No,Basic,High School or Below,2/26/11,Employed,F,49825,Suburban,Married,70,14,27,3,2,Corporate Auto,Corporate L3,Offer3,Agent,336,Two-Door Car,Medsize +VU32116,Oregon,3546.400212,No,Basic,College,1/9/11,Unemployed,F,0,Suburban,Single,103,11,92,0,1,Personal Auto,Personal L3,Offer3,Branch,621.959357,SUV,Small +EG94326,Nevada,4277.27009,No,Basic,High School or Below,2/9/11,Employed,M,77265,Suburban,Married,107,23,9,0,1,Personal Auto,Personal L2,Offer2,Call Center,513.6,SUV,Small +EJ43595,California,4784.773547,No,Basic,High School or Below,2/23/11,Unemployed,M,0,Suburban,Single,72,20,41,0,7,Corporate Auto,Corporate L2,Offer3,Web,779.629297,Four-Door Car,Medsize +QI37869,California,7572.237727,No,Premium,College,2/2/11,Disabled,M,12876,Urban,Married,107,8,90,2,3,Corporate Auto,Corporate L3,Offer1,Call Center,425.964628,Four-Door Car,Large +SX65826,Arizona,11760.87637,No,Extended,Bachelor,2/21/11,Employed,M,36431,Suburban,Married,99,27,59,0,2,Personal Auto,Personal L1,Offer1,Agent,513.252488,Two-Door Car,Small +XO42145,Oregon,3933.813993,Yes,Basic,High School or Below,1/23/11,Employed,M,25927,Suburban,Single,103,6,20,0,1,Personal Auto,Personal L1,Offer2,Web,674.973614,SUV,Medsize +WJ74851,Nevada,5700.761833,No,Basic,Bachelor,2/19/11,Employed,F,26811,Suburban,Married,72,22,82,0,3,Personal Auto,Personal L3,Offer4,Agent,465.763576,Two-Door Car,Medsize +IG68709,Oregon,3498.634784,No,Extended,High School or Below,1/2/11,Employed,F,41711,Urban,Single,90,3,89,0,1,Personal Auto,Personal L2,Offer1,Agent,351.286604,Four-Door Car,Medsize +AC75391,Arizona,5768.091295,No,Basic,College,1/1/11,Employed,F,35091,Suburban,Divorced,74,27,19,0,9,Corporate Auto,Corporate L1,Offer1,Branch,418.927204,Two-Door Car,Medsize +WO94087,Arizona,6361.954003,No,Extended,Bachelor,1/12/11,Unemployed,F,0,Suburban,Married,87,17,33,0,3,Corporate Auto,Corporate L1,Offer4,Agent,417.6,Four-Door Car,Medsize +YJ69332,Oregon,6503.397049,Yes,Extended,High School or Below,2/19/11,Disabled,F,22081,Suburban,Married,84,1,9,0,6,Personal Auto,Personal L1,Offer1,Agent,451.670309,Two-Door Car,Small +BM21532,Washington,6832.111972,No,Extended,Bachelor,1/26/11,Unemployed,F,0,Suburban,Married,93,7,90,1,5,Personal Auto,Personal L3,Offer1,Agent,446.4,Four-Door Car,Small +PD32641,Oregon,5785.223477,No,Basic,College,1/24/11,Employed,M,31320,Urban,Married,72,30,95,0,5,Personal Auto,Personal L3,Offer1,Branch,293.86579,Four-Door Car,Medsize +CK39096,Oregon,5619.689084,Yes,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,153,25,5,0,1,Personal Auto,Personal L3,Offer2,Web,1027.000029,SUV,Medsize +QV19964,Oregon,2599.2896,No,Basic,Doctor,2/1/11,Employed,M,33947,Urban,Married,66,10,48,1,1,Personal Auto,Personal L3,Offer2,Web,192.213037,Four-Door Car,Medsize +BF72793,California,6732.970948,No,Basic,High School or Below,1/28/11,Unemployed,F,0,Suburban,Single,62,10,31,0,2,Personal Auto,Personal L3,Offer2,Agent,446.4,Two-Door Car,Medsize +WB12017,California,18321.86647,No,Basic,College,1/3/11,Employed,F,21189,Suburban,Divorced,66,4,2,0,2,Personal Auto,Personal L3,Offer3,Agent,316.8,Two-Door Car,Medsize +PB43222,Washington,9102.902307,No,Premium,Doctor,2/22/11,Employed,M,73759,Suburban,Married,114,2,25,3,6,Personal Auto,Personal L3,Offer1,Agent,547.2,Four-Door Car,Small +AY84441,Oregon,4002.857594,No,Basic,High School or Below,1/31/11,Unemployed,M,0,Suburban,Single,114,3,93,0,1,Personal Auto,Personal L2,Offer3,Call Center,820.8,SUV,Medsize +JQ65500,Oregon,8620.997439,No,Premium,Bachelor,2/24/11,Employed,F,44988,Suburban,Married,108,30,57,0,3,Corporate Auto,Corporate L2,Offer1,Web,518.4,Two-Door Car,Medsize +OI29521,Oregon,10388.986,No,Extended,College,1/10/11,Employed,F,33432,Rural,Single,90,28,43,0,2,Corporate Auto,Corporate L3,Offer1,Agent,161.423101,Two-Door Car,Medsize +MJ51323,Oregon,8427.172486,Yes,Extended,Bachelor,2/10/11,Employed,F,46503,Suburban,Divorced,215,4,21,1,1,Personal Auto,Personal L2,Offer1,Agent,1032,Luxury SUV,Medsize +QI64880,California,7007.274228,No,Basic,Bachelor,2/7/11,Unemployed,M,0,Suburban,Single,101,12,12,0,6,Corporate Auto,Corporate L3,Offer2,Branch,973.787176,SUV,Medsize +HV93429,Oregon,5176.579135,No,Basic,Master,2/4/11,Employed,F,23636,Rural,Married,65,19,10,0,3,Personal Auto,Personal L3,Offer2,Call Center,81.452537,Four-Door Car,Large +TA89713,Oregon,5389.499465,Yes,Extended,College,1/7/11,Employed,M,66429,Rural,Married,136,35,93,0,1,Personal Auto,Personal L3,Offer2,Agent,57.712985,Sports Car,Medsize +IE15348,Washington,4067.004737,No,Basic,High School or Below,1/9/11,Employed,F,28466,Urban,Married,102,33,91,0,1,Personal Auto,Personal L3,Offer3,Agent,371.802628,SUV,Medsize +LE65901,Oregon,4434.941371,No,Basic,Bachelor,2/20/11,Employed,F,58082,Rural,Married,112,31,66,1,1,Personal Auto,Personal L3,Offer1,Call Center,103.022126,SUV,Medsize +FF68864,Arizona,14010.52742,No,Basic,Bachelor,1/28/11,Employed,F,36523,Rural,Married,71,28,67,0,2,Personal Auto,Personal L1,Offer2,Web,101.353875,Four-Door Car,Medsize +YX99200,Nevada,12350.05824,No,Premium,Bachelor,1/9/11,Employed,M,54710,Urban,Married,103,13,46,0,2,Personal Auto,Personal L3,Offer3,Branch,294.058449,Two-Door Car,Medsize +LZ26801,California,8161.576876,No,Basic,High School or Below,2/7/11,Employed,F,73466,Rural,Married,102,2,71,1,6,Personal Auto,Personal L1,Offer3,Call Center,204.74051,SUV,Medsize +TA66375,Oregon,11009.13049,Yes,Premium,Bachelor,1/24/11,Employed,F,51643,Suburban,Single,283,16,43,0,1,Corporate Auto,Corporate L2,Offer2,Agent,1358.4,Luxury Car,Medsize +SC92090,Arizona,8717.049833,Yes,Basic,College,2/14/11,Employed,M,83846,Suburban,Married,74,22,94,3,2,Personal Auto,Personal L2,Offer2,Agent,355.2,Four-Door Car,Large +TK40018,Oregon,5917.466603,No,Premium,High School or Below,2/13/11,Unemployed,M,0,Suburban,Single,169,31,77,0,1,Personal Auto,Personal L3,Offer4,Agent,1207.084251,SUV,Medsize +ZD63451,California,2503.660407,No,Basic,Bachelor,1/11/11,Employed,M,53338,Rural,Married,63,24,35,1,1,Personal Auto,Personal L2,Offer4,Agent,35.45384,Four-Door Car,Medsize +ZA83961,Washington,12682.25069,No,Extended,High School or Below,1/20/11,Employed,M,75203,Suburban,Single,80,0,13,1,2,Corporate Auto,Corporate L2,Offer1,Call Center,384,Four-Door Car,Medsize +DT35588,Oregon,4330.38602,Yes,Premium,College,2/16/11,Employed,M,60475,Suburban,Married,107,9,18,0,1,Personal Auto,Personal L1,Offer2,Branch,513.6,Four-Door Car,Medsize +VF87723,California,10487.74332,No,Extended,College,2/24/11,Employed,M,30658,Suburban,Married,89,6,67,0,2,Personal Auto,Personal L3,Offer2,Branch,441.757585,Four-Door Car,Medsize +QP69826,Arizona,3567.503755,Yes,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,102,28,11,0,1,Corporate Auto,Corporate L2,Offer2,Agent,660.430456,SUV,Medsize +UW37050,Oregon,19896.42226,No,Extended,Bachelor,1/15/11,Employed,F,60420,Urban,Married,248,8,74,0,8,Personal Auto,Personal L2,Offer2,Web,632.944366,Luxury SUV,Medsize +UH62254,Oregon,21423.63723,Yes,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Married,65,9,31,0,2,Personal Auto,Personal L2,Offer2,Agent,312,Two-Door Car,Medsize +BU41599,Washington,5581.761298,No,Basic,Master,2/28/11,Employed,F,62739,Urban,Divorced,70,29,80,0,3,Personal Auto,Personal L1,Offer2,Call Center,239.328571,Two-Door Car,Medsize +DB71122,California,3515.831889,No,Extended,Doctor,1/31/11,Medical Leave,F,15144,Urban,Married,90,2,71,0,1,Personal Auto,Personal L2,Offer3,Agent,372.652536,Four-Door Car,Medsize +TM14491,California,12036.62051,Yes,Basic,Bachelor,2/10/11,Employed,M,44428,Suburban,Single,104,17,61,0,2,Personal Auto,Personal L3,Offer1,Call Center,499.2,SUV,Medsize +OY94707,California,3609.798318,No,Extended,College,2/16/11,Employed,M,58297,Suburban,Married,97,19,94,5,1,Special Auto,Special L3,Offer1,Agent,647.039443,Four-Door Car,Small +LN55080,Oregon,17732.46488,No,Basic,Bachelor,2/14/11,Employed,F,42191,Rural,Married,74,2,43,1,2,Special Auto,Special L2,Offer1,Call Center,68.647736,Two-Door Car,Medsize +TZ47750,Nevada,8509.850887,Yes,Basic,Master,1/31/11,Disabled,M,26057,Suburban,Divorced,74,3,63,0,2,Personal Auto,Personal L1,Offer1,Call Center,523.888845,Four-Door Car,Small +SJ74501,Arizona,5866.424273,No,Basic,Bachelor,1/15/11,Employed,F,26608,Urban,Married,73,12,14,0,6,Personal Auto,Personal L2,Offer3,Agent,234.234301,Two-Door Car,Medsize +LE26899,California,4825.500869,No,Basic,Doctor,2/15/11,Unemployed,M,0,Urban,Married,63,8,27,0,9,Personal Auto,Personal L2,Offer3,Branch,272.843439,Four-Door Car,Medsize +ML34366,California,5389.499465,Yes,Extended,College,1/7/11,Employed,M,66429,Rural,Married,136,35,93,0,1,Personal Auto,Personal L2,Offer2,Agent,57.712985,Sports Car,Medsize +EI45850,California,7778.005623,No,Basic,Bachelor,1/19/11,Disabled,F,25970,Suburban,Married,72,18,30,3,2,Personal Auto,Personal L2,Offer4,Branch,430.818992,Four-Door Car,Small +LD75023,Oregon,26346.08582,No,Extended,High School or Below,1/20/11,Employed,M,48268,Suburban,Divorced,223,28,26,0,2,Personal Auto,Personal L2,Offer1,Web,1605.6,Luxury SUV,Medsize +JW12998,California,14866.45116,No,Extended,High School or Below,2/9/11,Employed,F,24279,Suburban,Married,126,16,97,0,2,Personal Auto,Personal L2,Offer2,Branch,604.8,Sports Car,Medsize +LP47259,Arizona,8324.23271,No,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,121,11,92,0,5,Corporate Auto,Corporate L3,Offer2,Branch,871.2,Sports Car,Medsize +XD21246,Oregon,9238.305998,No,Extended,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,128,30,26,0,5,Personal Auto,Personal L3,Offer1,Agent,921.6,SUV,Medsize +DW59142,Nevada,22693.29076,No,Basic,High School or Below,2/28/11,Employed,F,71879,Rural,Single,64,1,64,0,2,Corporate Auto,Corporate L3,Offer2,Web,9.163065,Two-Door Car,Medsize +KX54900,Arizona,6236.018595,No,Extended,Doctor,1/9/11,Employed,M,57760,Urban,Single,78,9,67,0,3,Special Auto,Special L2,Offer2,Call Center,223.950089,Four-Door Car,Medsize +XV83643,California,5012.184756,No,Extended,College,1/24/11,Employed,M,20976,Suburban,Married,129,20,86,1,1,Personal Auto,Personal L3,Offer1,Agent,735.683769,Sports Car,Large +RX19151,Washington,8176.576796,No,Basic,Bachelor,2/28/11,Employed,M,67137,Urban,Married,111,0,49,5,6,Personal Auto,Personal L1,Offer2,Agent,314.880326,SUV,Medsize +ZH42145,Washington,2582.862313,No,Basic,High School or Below,2/22/11,Employed,F,50148,Suburban,Married,65,0,45,0,1,Corporate Auto,Corporate L3,Offer2,Web,323.485239,Four-Door Car,Small +ET79528,California,3118.981095,No,Extended,College,1/10/11,Employed,M,23008,Rural,Married,79,29,49,1,1,Personal Auto,Personal L1,Offer2,Call Center,80.663097,Four-Door Car,Medsize +GH36606,Washington,2938.07856,No,Extended,College,2/24/11,Unemployed,M,0,Suburban,Single,82,12,67,0,1,Personal Auto,Personal L2,Offer3,Agent,590.4,Four-Door Car,Medsize +BC66536,Arizona,6883.686618,No,Extended,High School or Below,2/26/11,Employed,F,84869,Suburban,Married,85,5,65,0,4,Corporate Auto,Corporate L2,Offer2,Web,408,Four-Door Car,Medsize +PN22481,Oregon,2215.912948,No,Basic,College,1/6/11,Unemployed,M,0,Suburban,Single,66,21,67,0,1,Corporate Auto,Corporate L3,Offer1,Agent,316.8,Two-Door Car,Medsize +VD27065,Washington,4297.018104,No,Premium,Bachelor,2/10/11,Employed,M,86860,Suburban,Married,107,13,29,0,1,Personal Auto,Personal L2,Offer2,Call Center,513.6,Four-Door Car,Small +IF38438,Arizona,21522.94749,No,Extended,High School or Below,2/14/11,Employed,F,44695,Rural,Married,79,14,51,2,2,Personal Auto,Personal L2,Offer1,Call Center,81.166323,Two-Door Car,Medsize +ZC62609,Oregon,2761.691693,No,Extended,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,77,35,38,0,1,Personal Auto,Personal L1,Offer1,Branch,554.4,Four-Door Car,Small +FD64348,Oregon,22563.61838,No,Basic,High School or Below,1/17/11,Employed,M,23046,Rural,Married,65,18,7,3,2,Personal Auto,Personal L3,Offer4,Branch,1.687291,Two-Door Car,Large +TA58285,Oregon,5285.918307,No,Basic,High School or Below,2/15/11,Unemployed,M,0,Suburban,Married,73,1,44,0,4,Personal Auto,Personal L1,Offer2,Branch,392.951076,Two-Door Car,Small +WV66165,Oregon,35062.64795,No,Basic,High School or Below,2/4/11,Employed,F,84811,Rural,Single,111,27,38,0,2,Personal Auto,Personal L2,Offer2,Branch,278.284943,SUV,Small +YE27183,Oregon,5913.199024,No,Extended,Bachelor,2/28/11,Unemployed,M,0,Suburban,Single,91,13,89,0,4,Corporate Auto,Corporate L3,Offer3,Call Center,436.8,Four-Door Car,Medsize +TI47802,California,2593.398672,No,Basic,Master,2/1/11,Unemployed,F,0,Suburban,Married,69,29,35,0,1,Personal Auto,Personal L3,Offer4,Branch,331.2,Two-Door Car,Medsize +ZZ44902,Arizona,12692.67092,No,Premium,High School or Below,1/25/11,Employed,M,40117,Suburban,Married,108,6,55,0,2,Personal Auto,Personal L1,Offer3,Agent,750.082794,Two-Door Car,Small +JD73594,Oregon,3309.11965,No,Extended,Bachelor,2/22/11,Employed,M,72140,Suburban,Divorced,87,22,66,2,1,Personal Auto,Personal L3,Offer3,Agent,417.6,Four-Door Car,Large +ZV93969,Washington,4754.449647,No,Extended,College,1/4/11,Unemployed,F,0,Suburban,Single,136,5,46,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,652.8,SUV,Medsize +JS55721,California,2413.93064,No,Basic,College,1/20/11,Disabled,M,12495,Suburban,Divorced,65,32,62,0,1,Personal Auto,Personal L3,Offer1,Call Center,312,Four-Door Car,Medsize +ZB62469,California,2161.685527,No,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Single,67,33,75,2,1,Corporate Auto,Corporate L3,Offer2,Call Center,482.4,Two-Door Car,Medsize +HZ74609,Oregon,5527.988928,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Suburban,Married,72,4,72,0,7,Personal Auto,Personal L3,Offer3,Branch,345.6,Four-Door Car,Large +TJ76363,Arizona,10629.21789,No,Extended,Doctor,1/29/11,Employed,F,36495,Rural,Married,133,14,97,1,3,Corporate Auto,Corporate L3,Offer2,Agent,229.930796,SUV,Medsize +QZ58370,Nevada,11820.1098,No,Extended,Bachelor,2/22/11,Employed,F,86801,Urban,Married,98,5,20,0,2,Personal Auto,Personal L3,Offer4,Branch,371.108203,Four-Door Car,Medsize +RF44930,California,4964.63152,No,Basic,College,1/29/11,Employed,M,52679,Rural,Married,62,21,3,0,4,Personal Auto,Personal L3,Offer2,Agent,117.998498,Four-Door Car,Medsize +VJ44100,California,9122.92563,No,Basic,Master,2/15/11,Employed,M,90804,Urban,Married,113,29,67,0,5,Personal Auto,Personal L1,Offer2,Call Center,434.09776,Sports Car,Small +PM13394,Washington,5309.435869,No,Basic,College,2/5/11,Medical Leave,F,22404,Urban,Married,70,0,62,1,4,Personal Auto,Personal L3,Offer1,Agent,211.136067,Four-Door Car,Medsize +NL80137,Oregon,3460.66504,No,Extended,College,1/16/11,Disabled,F,14262,Urban,Married,90,27,9,0,1,Personal Auto,Personal L3,Offer1,Agent,290.432527,Four-Door Car,Medsize +NZ57065,Oregon,2872.980808,No,Basic,Bachelor,1/22/11,Employed,M,36844,Urban,Married,73,10,11,0,1,Personal Auto,Personal L3,Offer2,Agent,283.966321,Four-Door Car,Medsize +NM42917,Arizona,9927.877699,No,Extended,College,1/12/11,Employed,F,58703,Rural,Married,127,32,26,2,6,Personal Auto,Personal L3,Offer3,Agent,227.916076,SUV,Small +RR68322,Nevada,3482.687007,No,Extended,High School or Below,1/3/11,Employed,M,65162,Rural,Married,86,11,59,0,1,Personal Auto,Personal L3,Offer2,Call Center,134.430084,Four-Door Car,Medsize +OF78862,Oregon,3991.727249,No,Extended,College,2/11/11,Employed,F,54964,Suburban,Married,99,13,53,0,1,Personal Auto,Personal L2,Offer1,Agent,525.515271,Four-Door Car,Medsize +SC93784,Oregon,5510.107444,No,Basic,Bachelor,1/10/11,Employed,M,61401,Rural,Married,69,8,77,0,3,Personal Auto,Personal L2,Offer1,Call Center,144.439335,Four-Door Car,Medsize +CM59084,Oregon,3600.934326,Yes,Basic,High School or Below,2/25/11,Retired,F,25147,Suburban,Single,101,7,54,0,1,Corporate Auto,Corporate L3,Offer1,Agent,694.598288,SUV,Medsize +QA41558,Oregon,5419.45812,No,Basic,Master,1/6/11,Employed,F,73536,Urban,Married,67,29,27,0,6,Personal Auto,Personal L1,Offer2,Branch,172.518524,Two-Door Car,Medsize +SD62061,Oregon,5810.630529,No,Basic,High School or Below,2/17/11,Employed,F,24860,Suburban,Married,73,2,35,0,8,Personal Auto,Personal L2,Offer4,Web,350.4,Four-Door Car,Large +VP13613,California,3942.725768,No,Extended,Bachelor,1/3/11,Employed,M,65404,Urban,Married,99,16,79,0,1,Personal Auto,Personal L2,Offer2,Branch,300.703109,Four-Door Car,Large +HF96939,Oregon,3126.271893,No,Extended,High School or Below,2/18/11,Employed,M,34510,Suburban,Divorced,81,0,54,0,1,Personal Auto,Personal L3,Offer2,Agent,388.8,Four-Door Car,Small +DU18362,California,3530.007745,No,Premium,Bachelor,2/11/11,Unemployed,M,0,Suburban,Single,108,7,55,0,1,Corporate Auto,Corporate L3,Offer1,Agent,777.6,Two-Door Car,Medsize +RK24470,Washington,5029.296953,No,Basic,Bachelor,1/19/11,Employed,M,40113,Urban,Divorced,67,2,43,3,5,Corporate Auto,Corporate L2,Offer1,Branch,262.047663,Two-Door Car,Medsize +XQ19793,Arizona,4772.943848,Yes,Extended,High School or Below,2/18/11,Retired,M,20993,Suburban,Divorced,133,35,90,0,1,Personal Auto,Personal L3,Offer2,Agent,638.4,SUV,Medsize +OB77084,Oregon,2202.3352,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Married,61,2,34,1,1,Personal Auto,Personal L3,Offer1,Call Center,292.8,Two-Door Car,Medsize +PS69748,Washington,8717.049833,Yes,Basic,College,2/14/11,Employed,M,83846,Suburban,Married,74,22,94,3,2,Personal Auto,Personal L3,Offer2,Agent,355.2,Four-Door Car,Large +JE13986,Arizona,10373.88882,No,Extended,College,1/2/11,Employed,F,62587,Suburban,Married,86,30,47,0,2,Personal Auto,Personal L1,Offer2,Branch,412.8,Four-Door Car,Medsize +TP41703,Washington,7250.029606,No,Basic,Bachelor,2/1/11,Unemployed,M,0,Suburban,Single,69,17,10,0,2,Personal Auto,Personal L3,Offer4,Call Center,496.8,Two-Door Car,Medsize +LD49835,California,4307.422775,No,Basic,High School or Below,1/17/11,Employed,M,73345,Suburban,Married,107,7,62,0,1,Personal Auto,Personal L1,Offer4,Agent,513.6,SUV,Medsize +EK19337,Oregon,3040.253837,No,Extended,High School or Below,1/31/11,Unemployed,F,0,Suburban,Single,83,30,44,0,1,Personal Auto,Personal L3,Offer1,Agent,989.105367,Four-Door Car,Small +GD55093,California,19160.98994,Yes,Extended,Master,2/20/11,Employed,F,22705,Suburban,Divorced,239,19,59,0,7,Personal Auto,Personal L1,Offer2,Agent,1294.700423,Luxury SUV,Medsize +NN68193,Washington,5391.078171,No,Extended,College,2/20/11,Employed,M,21440,Suburban,Married,135,7,19,0,1,Personal Auto,Personal L3,Offer3,Agent,972,SUV,Medsize +TJ30354,Oregon,5285.307579,No,Basic,Bachelor,1/22/11,Employed,F,22627,Suburban,Married,67,19,43,0,8,Personal Auto,Personal L1,Offer2,Agent,321.6,Four-Door Car,Medsize +TA75663,California,8024.992989,No,Basic,Master,2/12/11,Employed,F,38702,Rural,Married,101,7,32,3,3,Personal Auto,Personal L3,Offer1,Web,253.364333,SUV,Large +WG15841,California,2810.464447,Yes,Basic,Bachelor,2/27/11,Employed,M,26790,Suburban,Married,71,4,41,0,1,Personal Auto,Personal L3,Offer2,Agent,340.8,Two-Door Car,Medsize +LO68739,Arizona,7739.550403,No,Extended,Bachelor,1/3/11,Employed,F,64859,Urban,Married,96,24,11,0,8,Personal Auto,Personal L2,Offer3,Call Center,266.949266,Four-Door Car,Medsize +HM20544,Washington,2175.740021,No,Basic,College,2/5/11,Unemployed,F,0,Suburban,Single,61,31,15,0,1,Personal Auto,Personal L3,Offer1,Web,479.097472,Four-Door Car,Medsize +EG56026,Nevada,3275.16199,No,Extended,High School or Below,1/23/11,Employed,F,69263,Suburban,Married,81,8,12,2,1,Personal Auto,Personal L3,Offer3,Agent,494.847804,Two-Door Car,Medsize +VF21395,Oregon,2652.695343,No,Basic,Bachelor,1/1/11,Employed,M,82655,Suburban,Married,66,8,93,0,1,Personal Auto,Personal L2,Offer2,Web,316.8,Two-Door Car,Medsize +SI11249,California,5048.226244,No,Basic,High School or Below,2/11/11,Employed,F,29401,Suburban,Single,65,30,56,0,4,Personal Auto,Personal L3,Offer1,Branch,312,Four-Door Car,Small +IK99137,Washington,5515.41017,No,Extended,Bachelor,2/28/11,Unemployed,M,0,Suburban,Divorced,79,5,62,0,7,Special Auto,Special L2,Offer2,Web,379.2,Four-Door Car,Small +VO87785,Arizona,4858.429375,No,Basic,College,2/12/11,Employed,F,26480,Suburban,Divorced,63,13,17,0,3,Personal Auto,Personal L1,Offer2,Call Center,378.695238,Two-Door Car,Medsize +FS29897,Oregon,2144.921535,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Single,61,34,35,1,1,Personal Auto,Personal L1,Offer2,Agent,292.8,Four-Door Car,Medsize +JG36165,California,6042.618486,No,Extended,Bachelor,1/1/11,Unemployed,M,0,Suburban,Single,83,12,21,0,5,Personal Auto,Personal L1,Offer4,Web,904.385726,Two-Door Car,Medsize +SJ42058,Oregon,3387.203337,No,Extended,High School or Below,1/20/11,Employed,F,73268,Rural,Married,84,18,18,0,1,Personal Auto,Personal L3,Offer3,Agent,93.623377,Four-Door Car,Medsize +CU13711,Oregon,10864.27491,No,Basic,Doctor,2/9/11,Employed,F,95579,Urban,Single,67,19,78,0,2,Personal Auto,Personal L1,Offer1,Agent,308.631159,Four-Door Car,Medsize +GT65065,Oregon,8842.650024,No,Basic,Master,2/21/11,Employed,F,42142,Urban,Single,112,1,8,0,3,Personal Auto,Personal L3,Offer4,Branch,396.17554,Sports Car,Medsize +UN39066,Washington,4389.279424,No,Basic,Bachelor,2/6/11,Employed,M,26676,Suburban,Married,112,7,96,0,1,Personal Auto,Personal L3,Offer2,Agent,537.6,SUV,Large +UQ85283,California,30763.25637,No,Basic,Bachelor,1/6/11,Employed,M,41279,Rural,Single,115,1,30,0,2,Personal Auto,Personal L3,Offer3,Agent,251.429988,Sports Car,Medsize +YF80144,Washington,20725.37773,No,Premium,Bachelor,2/2/11,Disabled,M,15529,Suburban,Married,273,1,64,0,9,Personal Auto,Personal L3,Offer3,Branch,1965.6,Luxury SUV,Small +GE29173,Nevada,8591.305411,No,Extended,Bachelor,1/15/11,Unemployed,M,0,Suburban,Single,128,4,24,0,6,Corporate Auto,Corporate L2,Offer1,Branch,1448.994134,SUV,Medsize +DF21541,Arizona,2646.573754,No,Basic,College,1/28/11,Disabled,F,23170,Suburban,Divorced,71,21,67,0,1,Personal Auto,Personal L3,Offer1,Call Center,340.8,Four-Door Car,Medsize +JL59571,Oregon,4607.244307,No,Basic,Bachelor,1/7/11,Disabled,F,17343,Urban,Single,63,9,92,0,5,Corporate Auto,Corporate L3,Offer2,Branch,208.659743,Two-Door Car,Medsize +DF94525,Oregon,4860.62003,No,Basic,College,1/23/11,Medical Leave,M,25854,Suburban,Single,68,24,37,0,9,Personal Auto,Personal L3,Offer1,Branch,396.284835,Four-Door Car,Medsize +YO58424,Oregon,2580.849899,Yes,Basic,College,2/9/11,Employed,M,46900,Suburban,Married,66,13,59,0,1,Corporate Auto,Corporate L1,Offer2,Web,316.8,Four-Door Car,Medsize +MP76478,Washington,8646.504109,Yes,Basic,High School or Below,1/2/11,Employed,F,64125,Urban,Married,108,3,44,0,3,Corporate Auto,Corporate L3,Offer2,Branch,369.818708,SUV,Large +HO92982,California,8405.752991,No,Basic,High School or Below,1/30/11,Employed,M,85355,Suburban,Married,71,34,47,2,2,Personal Auto,Personal L2,Offer2,Call Center,458.568921,Two-Door Car,Small +MZ24175,Arizona,3096.511217,Yes,Extended,College,2/12/11,Employed,F,21604,Suburban,Divorced,79,14,28,0,1,Personal Auto,Personal L3,Offer1,Branch,379.2,Four-Door Car,Medsize +YD48962,Arizona,29412.2893,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Suburban,Divorced,107,0,62,0,2,Personal Auto,Personal L3,Offer3,Agent,513.6,SUV,Medsize +QB47024,Washington,5898.733666,No,Extended,Bachelor,2/17/11,Employed,F,53998,Suburban,Divorced,78,5,38,5,8,Personal Auto,Personal L3,Offer1,Call Center,414.519064,Four-Door Car,Medsize +MF18493,California,17497.52201,Yes,Basic,College,2/28/11,Unemployed,M,0,Suburban,Divorced,73,9,94,0,2,Personal Auto,Personal L1,Offer1,Agent,350.4,Two-Door Car,Medsize +EP61084,Nevada,3218.608644,No,Extended,High School or Below,1/13/11,Employed,F,68776,Rural,Married,80,28,78,0,1,Personal Auto,Personal L3,Offer3,Call Center,87.861666,Four-Door Car,Medsize +EN38348,Oregon,23207.26972,No,Extended,High School or Below,1/16/11,Employed,F,45039,Rural,Married,96,27,94,0,2,Personal Auto,Personal L2,Offer1,Agent,192.144838,Four-Door Car,Large +HJ15383,Washington,8032.401911,No,Basic,Master,2/9/11,Employed,M,27658,Rural,Married,68,4,75,0,2,Personal Auto,Personal L2,Offer3,Call Center,160.07526,Four-Door Car,Medsize +LS98306,Nevada,13918.5348,No,Premium,High School or Below,1/8/11,Employed,M,64113,Suburban,Divorced,117,24,32,0,2,Special Auto,Special L3,Offer1,Agent,561.6,Four-Door Car,Medsize +PZ47477,Arizona,8966.309774,No,Extended,High School or Below,1/30/11,Employed,M,41829,Suburban,Married,76,11,41,0,2,Personal Auto,Personal L2,Offer2,Call Center,416.365369,Two-Door Car,Medsize +LT32391,California,11981.98481,Yes,Basic,Master,1/20/11,Retired,F,21514,Urban,Married,62,0,59,0,2,Personal Auto,Personal L3,Offer1,Agent,257.248789,Two-Door Car,Medsize +KK30016,Nevada,5532.629846,No,Basic,Master,1/5/11,Employed,M,27722,Suburban,Divorced,69,3,29,0,9,Personal Auto,Personal L3,Offer3,Call Center,331.2,Four-Door Car,Medsize +OA89218,Nevada,11660.57298,No,Premium,College,2/19/11,Employed,F,21506,Suburban,Divorced,151,11,42,0,4,Personal Auto,Personal L3,Offer2,Agent,826.658992,Sports Car,Medsize +CY47265,Oregon,2886.451602,Yes,Extended,High School or Below,1/20/11,Retired,F,10312,Suburban,Married,78,10,63,0,1,Personal Auto,Personal L3,Offer2,Agent,486.278557,Four-Door Car,Large +ZI47663,Arizona,12741.84754,Yes,Basic,Bachelor,1/7/11,Employed,F,73054,Urban,Married,106,34,36,1,2,Personal Auto,Personal L2,Offer1,Branch,419.365958,SUV,Medsize +GO14008,Oregon,5398.098108,No,Basic,Bachelor,1/21/11,Employed,F,73775,Suburban,Divorced,67,14,51,0,3,Personal Auto,Personal L3,Offer2,Agent,321.6,Four-Door Car,Medsize +BC43958,California,7285.030983,Yes,Basic,High School or Below,2/28/11,Employed,M,44788,Suburban,Married,61,6,48,0,2,Corporate Auto,Corporate L1,Offer2,Agent,386.031248,Four-Door Car,Small +AI61368,Nevada,17651.96339,No,Extended,High School or Below,1/31/11,Medical Leave,F,22510,Suburban,Single,95,19,48,0,2,Personal Auto,Personal L3,Offer1,Web,456,Four-Door Car,Small +UF37831,Arizona,17029.89338,No,Extended,Master,2/9/11,Employed,M,54613,Urban,Divorced,213,29,62,0,5,Personal Auto,Personal L3,Offer1,Call Center,731.559007,Luxury SUV,Medsize +PO90615,Arizona,2491.257604,Yes,Basic,High School or Below,2/12/11,Medical Leave,F,25965,Suburban,Divorced,65,23,27,0,1,Personal Auto,Personal L2,Offer1,Agent,329.206567,Four-Door Car,Medsize +GY74661,Oregon,4039.315002,No,Basic,College,1/13/11,Employed,F,34911,Rural,Divorced,105,6,31,1,1,Personal Auto,Personal L3,Offer4,Agent,126.779673,SUV,Large +MX50302,Oregon,2619.337376,Yes,Basic,Bachelor,2/5/11,Employed,M,78618,Urban,Divorced,66,7,56,0,1,Special Auto,Special L3,Offer1,Agent,225.578841,Two-Door Car,Medsize +TC84427,Oregon,5049.689638,No,Basic,High School or Below,1/1/11,Employed,F,61080,Urban,Single,66,7,41,2,9,Personal Auto,Personal L3,Offer1,Call Center,294.284951,Four-Door Car,Medsize +IQ82914,Oregon,4983.457132,No,Basic,Master,1/10/11,Employed,F,60415,Rural,Divorced,62,10,31,0,5,Personal Auto,Personal L3,Offer2,Branch,72.665253,Two-Door Car,Small +TY74870,California,2530.639412,No,Basic,Master,2/15/11,Medical Leave,F,25143,Rural,Divorced,66,34,38,0,1,Corporate Auto,Corporate L2,Offer1,Branch,8.737111,Four-Door Car,Medsize +II83628,California,7396.719746,No,Basic,College,1/30/11,Employed,M,41045,Suburban,Single,64,9,28,1,2,Personal Auto,Personal L3,Offer2,Branch,394.582401,Four-Door Car,Medsize +ZR77995,California,3832.898507,No,Extended,College,2/20/11,Employed,M,97729,Rural,Married,95,18,21,0,1,Personal Auto,Personal L3,Offer2,Web,97.176153,Four-Door Car,Medsize +QT89604,Arizona,4961.405917,No,Basic,High School or Below,1/22/11,Employed,F,55702,Rural,Married,61,13,55,0,6,Personal Auto,Personal L3,Offer1,Agent,151.13336,Four-Door Car,Medsize +AB21519,California,3861.486269,Yes,Extended,College,1/6/11,Employed,F,93272,Urban,Married,95,3,54,0,1,Personal Auto,Personal L3,Offer2,Branch,281.110788,Four-Door Car,Medsize +MP47256,California,22658.53652,Yes,Basic,Bachelor,1/25/11,Retired,M,23665,Suburban,Married,67,19,50,0,2,Personal Auto,Personal L3,Offer1,Branch,404.817249,Four-Door Car,Medsize +MA47641,Oregon,10408.96865,Yes,Basic,High School or Below,2/18/11,Retired,M,20228,Suburban,Divorced,101,3,43,1,2,Personal Auto,Personal L3,Offer1,Branch,523.815839,SUV,Medsize +GQ20713,Nevada,4834.710493,Yes,Basic,College,1/31/11,Employed,F,38713,Suburban,Divorced,66,31,69,4,6,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +WW87934,Arizona,8257.666512,Yes,Basic,Bachelor,1/12/11,Disabled,F,23815,Suburban,Married,73,4,47,0,2,Personal Auto,Personal L3,Offer2,Call Center,424.330166,Four-Door Car,Medsize +HF75276,Nevada,3052.629532,No,Extended,High School or Below,1/12/11,Unemployed,F,0,Suburban,Divorced,93,15,31,3,1,Personal Auto,Personal L3,Offer1,Branch,446.4,Four-Door Car,Large +ET64028,California,4012.319346,No,Extended,High School or Below,1/18/11,Employed,F,47221,Suburban,Married,99,8,79,0,1,Personal Auto,Personal L2,Offer1,Agent,475.2,Two-Door Car,Large +QA41472,Oregon,13355.48637,No,Basic,Bachelor,1/14/11,Employed,M,34495,Urban,Married,113,27,29,0,2,Personal Auto,Personal L3,Offer3,Branch,389.673944,SUV,Medsize +OZ92426,Oregon,2364.43161,No,Basic,College,1/18/11,Employed,M,46264,Urban,Single,62,17,75,0,1,Corporate Auto,Corporate L1,Offer4,Branch,199.37361,Four-Door Car,Medsize +UM69933,Nevada,2489.337928,No,Basic,College,2/15/11,Employed,M,46051,Suburban,Married,63,16,34,0,1,Personal Auto,Personal L1,Offer3,Branch,302.4,Two-Door Car,Large +RQ11502,Nevada,4755.720009,No,Extended,Bachelor,2/11/11,Retired,F,23975,Suburban,Married,128,8,39,0,1,Corporate Auto,Corporate L3,Offer1,Agent,614.4,SUV,Small +TX98128,California,13864.38495,No,Basic,College,2/18/11,Unemployed,F,0,Suburban,Single,74,4,12,4,2,Personal Auto,Personal L1,Offer1,Agent,580.886785,Four-Door Car,Large +XY52165,Arizona,3020.424822,No,Basic,College,2/13/11,Employed,F,78561,Suburban,Married,74,7,50,0,1,Personal Auto,Personal L1,Offer1,Branch,355.2,Two-Door Car,Medsize +GB39003,California,6285.305195,No,Extended,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,90,4,63,0,7,Personal Auto,Personal L3,Offer1,Agent,432,Two-Door Car,Medsize +VH43367,California,2506.021971,No,Basic,High School or Below,2/21/11,Employed,F,61402,Suburban,Married,63,14,56,2,1,Special Auto,Special L1,Offer1,Agent,302.4,Four-Door Car,Medsize +KG81168,Arizona,2826.307641,No,Basic,Bachelor,1/12/11,Employed,M,65090,Rural,Married,71,28,3,0,1,Personal Auto,Personal L3,Offer3,Agent,73.995096,Four-Door Car,Medsize +WU14549,Nevada,4369.71794,No,Premium,Master,1/11/11,Employed,M,88495,Suburban,Married,108,2,83,0,1,Personal Auto,Personal L3,Offer1,Branch,535.926948,Two-Door Car,Medsize +XB17553,Nevada,12174.58795,No,Basic,Bachelor,1/30/11,Employed,M,52797,Rural,Married,104,14,13,1,2,Personal Auto,Personal L3,Offer1,Agent,88.173438,Sports Car,Small +MY88518,Nevada,3528.044252,Yes,Extended,Doctor,2/1/11,Employed,M,31278,Suburban,Married,92,24,95,4,1,Personal Auto,Personal L1,Offer1,Branch,441.6,Two-Door Car,Medsize +XE18554,California,10436.57466,No,Extended,Bachelor,2/6/11,Medical Leave,F,24177,Suburban,Married,92,4,37,1,2,Personal Auto,Personal L2,Offer1,Agent,441.6,Four-Door Car,Medsize +NY97446,Oregon,2746.121383,No,Basic,High School or Below,1/6/11,Employed,F,96339,Urban,Married,68,1,44,0,1,Corporate Auto,Corporate L1,Offer2,Branch,293.205349,Four-Door Car,Medsize +VT96364,California,9175.171899,No,Premium,Bachelor,1/28/11,Employed,M,68164,Rural,Single,119,27,37,2,6,Personal Auto,Personal L3,Offer1,Agent,222.582872,Four-Door Car,Small +ZY20779,Washington,4979.079933,No,Basic,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,71,17,57,0,5,Personal Auto,Personal L1,Offer2,Agent,340.8,Two-Door Car,Medsize +NN65845,Washington,2585.937023,No,Basic,Bachelor,2/19/11,Disabled,F,21603,Suburban,Married,68,11,46,2,1,Personal Auto,Personal L3,Offer4,Branch,326.4,Four-Door Car,Large +VC54081,Oregon,9449.745947,No,Basic,College,2/10/11,Unemployed,F,0,Rural,Married,63,11,20,0,2,Special Auto,Special L2,Offer1,Branch,117.744416,Four-Door Car,Medsize +CE94751,California,4568.819387,No,Basic,College,2/6/11,Unemployed,M,0,Suburban,Single,70,5,33,1,7,Personal Auto,Personal L3,Offer1,Branch,524.836298,Two-Door Car,Medsize +VM85856,Oregon,2574.020376,Yes,Basic,Master,1/14/11,Employed,F,34990,Rural,Single,65,23,73,0,1,Personal Auto,Personal L3,Offer2,Web,42.689135,Four-Door Car,Medsize +EH37385,Arizona,8789.88406,No,Basic,Master,2/22/11,Employed,F,22849,Suburban,Married,109,5,75,0,4,Personal Auto,Personal L3,Offer1,Call Center,523.2,Sports Car,Medsize +FI45719,Arizona,2507.407815,No,Basic,Doctor,2/18/11,Employed,M,32893,Urban,Married,63,13,14,0,1,Personal Auto,Personal L3,Offer3,Agent,174.086385,Four-Door Car,Medsize +SB79528,Oregon,2522.41457,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Single,73,24,15,0,1,Corporate Auto,Corporate L3,Offer2,Branch,350.4,Two-Door Car,Medsize +WH81461,Nevada,7542.713967,No,Basic,College,1/29/11,Unemployed,M,0,Suburban,Single,111,7,25,0,3,Personal Auto,Personal L2,Offer3,Branch,1186.972445,SUV,Medsize +UD47050,Oregon,6005.214792,Yes,Extended,High School or Below,1/12/11,Employed,M,26876,Suburban,Single,76,17,72,0,8,Corporate Auto,Corporate L2,Offer1,Agent,364.8,Four-Door Car,Medsize +XZ17273,Nevada,20998.25947,No,Basic,Bachelor,1/25/11,Employed,M,71663,Rural,Married,74,23,22,0,2,Corporate Auto,Corporate L3,Offer2,Web,84.494022,Four-Door Car,Medsize +XR97812,California,2345.084479,No,Basic,College,2/22/11,Unemployed,M,0,Suburban,Single,69,1,56,0,1,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +BW88060,California,8783.165364,No,Basic,High School or Below,1/3/11,Disabled,F,16994,Suburban,Married,112,25,12,0,8,Personal Auto,Personal L3,Offer1,Call Center,806.4,SUV,Medsize +CP32818,Oregon,4529.965388,No,Basic,Bachelor,2/21/11,Employed,M,64270,Rural,Single,117,12,58,0,1,Personal Auto,Personal L3,Offer2,Agent,46.104534,Sports Car,Small +CM52565,Nevada,6033.222351,No,Extended,High School or Below,2/16/11,Unemployed,F,0,Suburban,Single,83,4,3,0,3,Corporate Auto,Corporate L2,Offer2,Call Center,597.6,Four-Door Car,Medsize +YP40334,Oregon,5308.246978,No,Premium,Doctor,1/17/11,Unemployed,F,0,Rural,Single,145,29,70,0,1,Personal Auto,Personal L2,Offer2,Web,358.765757,SUV,Medsize +KD63998,California,2674.730716,Yes,Basic,College,2/15/11,Employed,M,56342,Suburban,Single,69,12,89,0,1,Personal Auto,Personal L2,Offer2,Call Center,331.2,Four-Door Car,Small +VC77127,California,4929.8075,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,70,25,21,0,6,Personal Auto,Personal L3,Offer4,Call Center,837.438442,Four-Door Car,Medsize +AM30008,California,14131.12134,No,Basic,High School or Below,1/9/11,Employed,M,28327,Suburban,Single,185,29,26,0,3,Personal Auto,Personal L2,Offer4,Web,888,Luxury Car,Medsize +PC83755,Oregon,2471.528431,Yes,Basic,High School or Below,1/15/11,Employed,M,95697,Rural,Married,61,16,55,0,1,Personal Auto,Personal L2,Offer2,Agent,114.273025,Two-Door Car,Medsize +XS22323,Arizona,6005.214792,Yes,Extended,High School or Below,1/12/11,Employed,M,26876,Suburban,Single,76,17,72,0,8,Personal Auto,Personal L3,Offer1,Agent,364.8,Four-Door Car,Medsize +YM43461,Washington,14082.63918,No,Premium,College,1/19/11,Unemployed,M,0,Suburban,Single,102,17,91,0,2,Personal Auto,Personal L3,Offer1,Agent,734.4,Four-Door Car,Large +BH23017,Nevada,19116.56806,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,61,31,43,0,2,Personal Auto,Personal L3,Offer1,Branch,657.808231,Two-Door Car,Small +OD18225,California,6631.665538,No,Extended,College,1/18/11,Employed,M,32918,Suburban,Married,84,33,69,0,3,Personal Auto,Personal L2,Offer3,Agent,403.2,Four-Door Car,Medsize +VE31507,Oregon,7432.299921,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,71,4,76,0,2,Personal Auto,Personal L3,Offer2,Web,447.333545,Four-Door Car,Medsize +NR18672,Nevada,2928.115104,No,Basic,High School or Below,1/24/11,Employed,M,63127,Rural,Married,74,35,17,1,1,Personal Auto,Personal L1,Offer4,Agent,174.292234,Two-Door Car,Large +DM76654,California,46611.87375,No,Extended,College,2/6/11,Employed,M,22022,Suburban,Single,136,35,1,0,2,Personal Auto,Personal L2,Offer2,Branch,979.2,SUV,Large +YY11432,Oregon,16515.00927,No,Extended,High School or Below,2/1/11,Employed,F,51725,Rural,Married,138,9,16,1,2,Personal Auto,Personal L3,Offer1,Agent,159.004261,SUV,Medsize +BD77090,Washington,8609.158215,Yes,Basic,Bachelor,1/14/11,Employed,F,79090,Urban,Married,107,2,74,0,3,Personal Auto,Personal L1,Offer2,Branch,289.040734,SUV,Medsize +XA75063,Oregon,10213.56338,No,Extended,College,1/9/11,Employed,F,39719,Suburban,Divorced,131,1,57,0,3,Personal Auto,Personal L3,Offer1,Agent,628.8,Sports Car,Medsize +PQ13422,Nevada,10049.28585,No,Extended,College,1/22/11,Employed,M,58194,Suburban,Married,84,26,23,0,2,Personal Auto,Personal L3,Offer2,Web,450.996589,Four-Door Car,Small +NA89685,Oregon,5746.148291,No,Basic,College,2/14/11,Employed,M,61990,Rural,Married,72,21,47,0,9,Personal Auto,Personal L3,Offer1,Agent,48.884434,Four-Door Car,Medsize +AL35726,Oregon,3746.751625,Yes,Extended,College,2/26/11,Employed,F,41479,Rural,Married,94,14,38,1,1,Personal Auto,Personal L2,Offer2,Call Center,19.575683,Two-Door Car,Large +WO70078,Oregon,7486.068405,No,Extended,Bachelor,1/3/11,Employed,F,97899,Rural,Divorced,95,29,73,3,7,Personal Auto,Personal L3,Offer1,Branch,3.772105,Four-Door Car,Medsize +CA56041,Nevada,9120.065162,No,Basic,College,2/16/11,Employed,F,63878,Urban,Married,113,32,47,0,9,Personal Auto,Personal L3,Offer3,Call Center,370.285349,SUV,Small +HI41970,Oregon,5678.046711,No,Basic,High School or Below,1/14/11,Employed,F,68671,Rural,Married,70,30,49,0,6,Special Auto,Special L2,Offer2,Call Center,8.076879,Two-Door Car,Medsize +AU46443,Nevada,7517.083811,No,Basic,Bachelor,2/28/11,Unemployed,F,0,Suburban,Single,102,19,13,0,3,Personal Auto,Personal L3,Offer1,Agent,1178.995926,SUV,Medsize +WC35554,Oregon,4530.530663,No,Basic,College,1/21/11,Employed,M,34640,Urban,Married,117,23,54,2,1,Personal Auto,Personal L2,Offer1,Call Center,466.318191,Sports Car,Medsize +JR10216,California,2691.380574,No,Basic,Bachelor,1/31/11,Retired,F,21959,Suburban,Married,71,0,69,0,1,Corporate Auto,Corporate L3,Offer4,Web,340.8,Four-Door Car,Small +OH11674,Arizona,8068.623946,No,Basic,Bachelor,1/27/11,Employed,F,51584,Suburban,Divorced,69,11,98,2,2,Corporate Auto,Corporate L1,Offer1,Branch,368.919773,Two-Door Car,Small +US85318,Oregon,2478.576723,No,Basic,Bachelor,2/8/11,Employed,F,65744,Urban,Divorced,62,9,77,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,166.507217,Four-Door Car,Medsize +FS19862,Arizona,9112.041503,No,Basic,Bachelor,1/17/11,Disabled,F,25198,Suburban,Married,118,26,36,0,4,Personal Auto,Personal L3,Offer3,Call Center,566.4,SUV,Small +ZP80713,Arizona,2772.441318,No,Basic,Master,1/9/11,Employed,F,79663,Urban,Divorced,69,14,39,0,1,Personal Auto,Personal L2,Offer3,Branch,263.957201,Two-Door Car,Medsize +OK50159,Arizona,4305.793209,No,Basic,Bachelor,1/6/11,Employed,F,31071,Rural,Single,111,0,57,2,1,Personal Auto,Personal L2,Offer2,Call Center,215.23091,Sports Car,Small +TP54769,California,5103.35758,No,Extended,Bachelor,2/27/11,Employed,F,39452,Urban,Divorced,131,6,54,0,1,Corporate Auto,Corporate L3,Offer1,Web,398.190882,SUV,Medsize +FS49381,Oregon,4784.960513,No,Basic,Bachelor,1/26/11,Employed,F,25813,Urban,Divorced,61,16,97,0,8,Personal Auto,Personal L1,Offer3,Agent,205.332749,Four-Door Car,Medsize +DQ79499,Oregon,10541.10977,No,Extended,Doctor,2/11/11,Employed,F,59965,Suburban,Married,131,7,54,0,7,Personal Auto,Personal L2,Offer1,Branch,905.030448,SUV,Medsize +NM62724,Washington,2179.425137,No,Basic,High School or Below,2/9/11,Unemployed,M,0,Suburban,Single,63,23,90,0,1,Personal Auto,Personal L3,Offer3,Branch,544.362598,Two-Door Car,Medsize +VO25602,Nevada,7610.840476,No,Extended,College,2/6/11,Employed,F,98701,Rural,Married,94,22,66,0,3,Personal Auto,Personal L1,Offer1,Branch,79.615631,Four-Door Car,Small +EP93369,Arizona,8510.525936,No,Extended,College,1/8/11,Unemployed,F,0,Suburban,Single,121,5,94,0,8,Personal Auto,Personal L2,Offer2,Branch,871.2,Sports Car,Medsize +DQ45854,Oregon,16172.94049,No,Basic,College,1/30/11,Employed,F,64388,Rural,Single,68,9,46,0,2,Personal Auto,Personal L3,Offer2,Branch,12.394834,Four-Door Car,Medsize +QG15661,Oregon,2425.494812,No,Basic,College,2/8/11,Employed,M,66841,Rural,Divorced,62,4,73,0,1,Personal Auto,Personal L3,Offer4,Call Center,123.436634,Four-Door Car,Medsize +YA80645,Oregon,2899.317224,No,Basic,High School or Below,1/2/11,Employed,F,33738,Urban,Divorced,74,6,50,1,1,Corporate Auto,Corporate L1,Offer2,Agent,304.390472,Four-Door Car,Medsize +TW16499,California,3633.05403,No,Extended,Bachelor,2/28/11,Employed,M,43334,Suburban,Married,95,3,72,2,1,Corporate Auto,Corporate L2,Offer4,Call Center,614.367195,Two-Door Car,Small +UP97629,California,3457.154249,No,Extended,College,1/6/11,Unemployed,F,0,Urban,Married,91,13,89,0,1,Personal Auto,Personal L3,Offer3,Web,245.673365,Four-Door Car,Medsize +NU42684,Nevada,3394.720301,No,Extended,College,1/28/11,Employed,F,83431,Suburban,Married,84,13,33,0,1,Personal Auto,Personal L3,Offer2,Web,403.2,Four-Door Car,Medsize +FS42690,Washington,3781.4548,No,Extended,College,2/1/11,Employed,M,57647,Suburban,Married,94,3,99,0,1,Personal Auto,Personal L3,Offer1,Branch,451.2,Two-Door Car,Medsize +BM69818,Oregon,5841.528134,No,Extended,Bachelor,2/12/11,Unemployed,M,0,Suburban,Divorced,79,17,4,0,3,Personal Auto,Personal L1,Offer1,Call Center,379.2,Four-Door Car,Large +HK15299,California,5479.854218,No,Basic,High School or Below,1/28/11,Employed,M,38210,Suburban,Married,69,25,41,0,3,Personal Auto,Personal L2,Offer2,Agent,383.043363,Four-Door Car,Medsize +NP88496,Nevada,20455.24946,No,Basic,High School or Below,1/5/11,Unemployed,F,0,Suburban,Married,67,28,72,0,2,Personal Auto,Personal L3,Offer3,Agent,482.4,Four-Door Car,Large +SB99002,Oregon,8319.123035,No,Basic,Bachelor,2/1/11,Employed,F,49734,Rural,Married,69,3,41,0,2,Corporate Auto,Corporate L3,Offer4,Call Center,154.748539,Four-Door Car,Medsize +VW82067,Washington,5181.620895,Yes,Basic,Master,2/3/11,Employed,F,97131,Suburban,Married,64,5,80,0,6,Personal Auto,Personal L1,Offer2,Agent,307.2,Four-Door Car,Small +JG30837,Oregon,4163.79336,No,Basic,College,1/19/11,Disabled,M,11689,Suburban,Divorced,117,7,46,0,1,Corporate Auto,Corporate L3,Offer4,Web,561.6,SUV,Medsize +AC22873,Arizona,4853.100287,No,Extended,High School or Below,2/3/11,Medical Leave,F,17120,Suburban,Married,125,14,95,0,1,Special Auto,Special L3,Offer1,Agent,717.285949,SUV,Medsize +RO85831,Oregon,7531.697272,No,Basic,High School or Below,1/10/11,Employed,M,82157,Suburban,Single,188,5,33,0,1,Corporate Auto,Corporate L3,Offer4,Agent,1353.6,Luxury Car,Medsize +WT71621,Washington,3280.457296,No,Extended,Bachelor,2/2/11,Employed,F,63297,Urban,Married,82,1,33,0,1,Personal Auto,Personal L3,Offer2,Web,251.756739,Four-Door Car,Medsize +OF24813,Washington,32961.15225,No,Basic,High School or Below,2/19/11,Employed,F,66014,Urban,Married,102,34,11,0,2,Personal Auto,Personal L3,Offer2,Branch,459.966453,SUV,Medsize +GH31557,California,2684.581561,No,Basic,High School or Below,1/25/11,Employed,M,98121,Suburban,Divorced,67,22,49,0,1,Personal Auto,Personal L3,Offer2,Web,383.655742,Two-Door Car,Small +WI89081,Washington,10392.96347,No,Extended,Bachelor,2/24/11,Employed,M,93495,Urban,Married,129,8,0,0,9,Personal Auto,Personal L1,Offer1,Agent,618.20653,SUV,Medsize +IO27771,Oregon,9036.657561,No,Premium,College,1/7/11,Employed,F,89382,Suburban,Married,112,2,61,0,3,Corporate Auto,Corporate L2,Offer1,Branch,573.990258,Four-Door Car,Small +HB99061,Arizona,5352.18703,No,Extended,High School or Below,2/2/11,Employed,F,97742,Rural,Married,132,6,52,0,1,Corporate Auto,Corporate L3,Offer4,Branch,199.590599,SUV,Medsize +HQ82089,Arizona,11880.96623,No,Premium,High School or Below,1/23/11,Unemployed,F,0,Suburban,Single,114,29,96,0,2,Personal Auto,Personal L3,Offer1,Branch,820.8,Four-Door Car,Medsize +JN72184,Oregon,2557.094323,No,Basic,College,2/18/11,Unemployed,M,0,Suburban,Divorced,73,30,8,0,1,Corporate Auto,Corporate L1,Offer1,Branch,525.6,Four-Door Car,Medsize +WQ46946,California,7914.82311,No,Extended,College,2/9/11,Employed,F,77153,Urban,Married,99,3,27,1,5,Personal Auto,Personal L3,Offer1,Branch,355.641958,Four-Door Car,Medsize +WJ44028,California,9840.082616,No,Extended,Master,1/23/11,Employed,M,94590,Suburban,Married,81,26,31,0,2,Personal Auto,Personal L3,Offer2,Web,388.8,Two-Door Car,Medsize +WH77063,Arizona,4351.550504,No,Premium,High School or Below,2/9/11,Employed,F,74163,Suburban,Married,108,14,63,0,1,Personal Auto,Personal L1,Offer4,Agent,518.4,Four-Door Car,Small +FI13966,Oregon,22207.82615,No,Premium,High School or Below,1/3/11,Employed,F,40450,Suburban,Married,287,8,20,3,7,Personal Auto,Personal L3,Offer3,Branch,1377.6,Luxury SUV,Small +AQ46199,Oregon,4825.258632,No,Basic,High School or Below,1/7/11,Unemployed,M,0,Suburban,Single,71,8,30,0,8,Personal Auto,Personal L2,Offer4,Web,511.2,Two-Door Car,Medsize +WV69362,Arizona,6947.838781,No,Extended,High School or Below,2/23/11,Unemployed,F,0,Suburban,Single,99,12,77,0,4,Corporate Auto,Corporate L3,Offer2,Call Center,475.2,Two-Door Car,Medsize +RJ90816,California,3344.809462,No,Extended,College,2/14/11,Employed,F,33243,Rural,Married,85,13,19,0,1,Personal Auto,Personal L3,Offer2,Call Center,24.555177,Four-Door Car,Small +NH19236,Arizona,2357.503128,No,Basic,Master,2/23/11,Unemployed,M,0,Urban,Married,64,25,80,0,1,Personal Auto,Personal L3,Offer2,Branch,199.791024,Four-Door Car,Medsize +VW88911,Oregon,35944.71048,No,Premium,High School or Below,2/13/11,Unemployed,M,0,Suburban,Single,114,33,55,0,2,Corporate Auto,Corporate L3,Offer1,Branch,820.8,Four-Door Car,Large +NV14535,Nevada,10408.96865,Yes,Basic,High School or Below,2/18/11,Retired,M,20228,Suburban,Divorced,101,3,43,1,2,Personal Auto,Personal L2,Offer1,Branch,523.815839,SUV,Medsize +BM66931,Arizona,4048.16129,No,Basic,High School or Below,2/5/11,Employed,F,92801,Urban,Married,100,24,23,0,1,Personal Auto,Personal L2,Offer2,Web,407.045238,SUV,Medsize +JW24035,Oregon,6852.001946,No,Basic,College,1/13/11,Unemployed,M,0,Suburban,Single,69,7,45,1,2,Personal Auto,Personal L2,Offer2,Branch,406.999443,Four-Door Car,Medsize +PG82270,California,2903.024168,No,Basic,College,2/9/11,Employed,M,36845,Suburban,Married,74,14,33,0,1,Personal Auto,Personal L2,Offer4,Branch,355.2,Four-Door Car,Small +RW65101,California,18039.11422,No,Basic,College,1/31/11,Unemployed,F,0,Suburban,Single,63,28,82,0,2,Personal Auto,Personal L3,Offer3,Web,503.204804,Four-Door Car,Medsize +QO79771,California,3242.043926,No,Extended,Master,2/10/11,Employed,F,72330,Rural,Married,81,2,50,2,1,Personal Auto,Personal L3,Offer2,Call Center,126.509441,Four-Door Car,Small +EC44438,Nevada,2467.620791,No,Basic,Bachelor,1/2/11,Medical Leave,F,19352,Suburban,Married,65,16,0,0,1,Personal Auto,Personal L3,Offer1,Branch,724.463534,Four-Door Car,Small +MW54213,Arizona,5674.383424,No,Basic,College,1/3/11,Unemployed,M,0,Suburban,Married,62,13,6,5,2,Personal Auto,Personal L3,Offer1,Agent,297.6,Four-Door Car,Medsize +ZN33412,Arizona,8634.355958,No,Extended,College,2/1/11,Disabled,F,25073,Suburban,Single,79,3,84,0,2,Personal Auto,Personal L3,Offer1,Branch,379.2,Four-Door Car,Medsize +HZ56678,Oregon,2780.196856,No,Basic,High School or Below,1/12/11,Disabled,F,20261,Suburban,Divorced,72,4,55,0,1,Personal Auto,Personal L2,Offer4,Web,345.6,Four-Door Car,Large +AN36757,Oregon,22056.00496,No,Extended,Master,2/27/11,Employed,M,66851,Urban,Married,92,10,70,2,2,Personal Auto,Personal L3,Offer2,Branch,408.550442,Four-Door Car,Medsize +NB54665,Arizona,2514.59196,Yes,Basic,High School or Below,2/14/11,Employed,F,43860,Rural,Single,65,15,58,0,1,Corporate Auto,Corporate L1,Offer2,Agent,156.124914,Four-Door Car,Medsize +MG99229,Oregon,5886.221122,No,Basic,College,2/4/11,Unemployed,M,0,Suburban,Single,180,21,68,0,1,Corporate Auto,Corporate L3,Offer2,Agent,1777.471271,Luxury Car,Small +MX76292,California,7706.036295,No,Basic,Doctor,2/13/11,Employed,F,48019,Rural,Married,64,15,94,0,2,Corporate Auto,Corporate L3,Offer1,Agent,137.665031,Four-Door Car,Medsize +EJ90880,California,2790.458197,No,Basic,College,1/25/11,Employed,M,28786,Suburban,Married,71,30,69,1,1,Personal Auto,Personal L3,Offer1,Agent,345.619809,Four-Door Car,Medsize +WO95180,California,2397.036098,Yes,Basic,High School or Below,1/29/11,Retired,F,22283,Suburban,Divorced,65,16,93,0,1,Corporate Auto,Corporate L3,Offer1,Branch,572.072106,Four-Door Car,Medsize +BU53191,Arizona,8834.322784,No,Basic,Bachelor,2/2/11,Employed,F,34133,Rural,Divorced,111,0,72,0,7,Personal Auto,Personal L1,Offer1,Call Center,226.9684,SUV,Small +ZK54897,Arizona,14435.67365,Yes,Premium,Master,1/26/11,Employed,M,60880,Rural,Married,119,25,89,0,2,Personal Auto,Personal L3,Offer1,Agent,109.906628,Two-Door Car,Medsize +PP48389,California,6871.966648,No,Premium,Bachelor,2/25/11,Unemployed,F,0,Suburban,Married,196,5,59,2,1,Personal Auto,Personal L2,Offer1,Agent,940.8,Sports Car,Medsize +XD29421,Oregon,15362.35442,No,Basic,High School or Below,1/10/11,Employed,M,48115,Suburban,Married,192,15,67,0,5,Personal Auto,Personal L3,Offer3,Agent,1382.4,Luxury Car,Large +OP26403,California,4834.797545,No,Basic,College,2/17/11,Employed,F,32017,Suburban,Married,62,9,10,2,7,Personal Auto,Personal L1,Offer1,Branch,297.6,Four-Door Car,Small +XK15687,Oregon,10899.30177,No,Extended,High School or Below,1/14/11,Employed,F,58518,Rural,Married,136,17,9,0,3,Personal Auto,Personal L3,Offer1,Agent,323.637414,SUV,Medsize +ED29955,California,5284.041003,No,Basic,Bachelor,1/15/11,Employed,M,61542,Suburban,Married,67,33,83,0,6,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +QT84720,Oregon,2891.726781,No,Basic,Bachelor,1/3/11,Employed,F,56761,Rural,Married,73,31,80,1,1,Corporate Auto,Corporate L2,Offer1,Branch,85.146928,Two-Door Car,Large +ZH35315,California,4900.545112,No,Basic,College,2/19/11,Disabled,M,22976,Suburban,Married,66,19,33,0,4,Personal Auto,Personal L2,Offer2,Branch,345.951322,Four-Door Car,Large +EE76374,Nevada,20842.5963,No,Basic,High School or Below,1/29/11,Unemployed,F,0,Suburban,Single,72,14,29,0,2,Personal Auto,Personal L3,Offer1,Web,709.082334,Four-Door Car,Medsize +RF72106,Washington,8415.644389,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,62,8,98,0,2,Personal Auto,Personal L2,Offer1,Branch,446.4,Four-Door Car,Small +BS13111,Arizona,6630.836094,No,Basic,Bachelor,1/18/11,Unemployed,M,0,Urban,Divorced,66,20,53,0,2,Personal Auto,Personal L3,Offer1,Branch,315.950185,Four-Door Car,Medsize +JP12645,Arizona,12036.62051,Yes,Basic,Bachelor,2/10/11,Employed,M,44428,Suburban,Single,104,17,61,0,2,Personal Auto,Personal L3,Offer1,Call Center,499.2,SUV,Medsize +ZF28570,Nevada,3895.034766,No,Premium,Bachelor,2/17/11,Employed,M,52361,Suburban,Single,102,13,78,0,1,Personal Auto,Personal L3,Offer3,Agent,645.952371,Four-Door Car,Medsize +UU93074,California,11701.06985,No,Premium,College,1/5/11,Employed,M,32435,Suburban,Married,297,24,68,0,1,Personal Auto,Personal L1,Offer1,Agent,1767.348807,Luxury Car,Medsize +SZ60450,California,3419.108695,No,Extended,High School or Below,2/13/11,Employed,M,40272,Rural,Married,86,8,64,0,1,Personal Auto,Personal L3,Offer3,Agent,23.387192,Two-Door Car,Medsize +HL63895,Arizona,7302.775082,No,Basic,Master,1/18/11,Employed,M,30492,Urban,Married,61,32,68,0,2,Personal Auto,Personal L3,Offer1,Branch,171.38289,Four-Door Car,Medsize +UD27196,Arizona,19685.40911,No,Extended,High School or Below,1/22/11,Employed,M,51524,Suburban,Married,244,6,30,0,3,Personal Auto,Personal L2,Offer3,Branch,1171.2,Luxury Car,Small +OU53351,Arizona,2486.064902,No,Basic,College,2/18/11,Employed,M,36635,Suburban,Married,63,20,28,0,1,Corporate Auto,Corporate L2,Offer4,Agent,302.4,Four-Door Car,Small +SX50964,Arizona,5224.328801,No,Basic,Bachelor,1/24/11,Employed,F,83389,Urban,Married,65,5,57,0,3,Corporate Auto,Corporate L2,Offer2,Branch,209.25613,Two-Door Car,Small +RP30093,Oregon,49221.43073,No,Premium,Bachelor,1/23/11,Employed,F,63035,Suburban,Married,153,20,97,0,2,Personal Auto,Personal L3,Offer1,Agent,734.4,SUV,Medsize +BK73302,California,3167.888725,No,Extended,Bachelor,2/17/11,Employed,M,61638,Suburban,Divorced,82,3,55,2,1,Corporate Auto,Corporate L3,Offer2,Web,544.340079,Four-Door Car,Medsize +CS93971,Arizona,7805.31287,Yes,Basic,College,1/27/11,Retired,F,21073,Suburban,Divorced,106,25,54,1,3,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Small +RG13940,California,13197.92893,Yes,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,68,19,2,3,2,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Large +ZG94155,Oregon,6234.305918,No,Extended,Bachelor,2/24/11,Unemployed,M,0,Rural,Married,82,26,12,0,9,Personal Auto,Personal L3,Offer1,Branch,192.7604,Two-Door Car,Large +QN15356,Arizona,7539.600588,No,Basic,College,2/12/11,Unemployed,M,0,Suburban,Single,74,23,64,0,2,Personal Auto,Personal L3,Offer1,Branch,532.8,Four-Door Car,Large +MZ16820,Nevada,8157.933629,No,Premium,High School or Below,1/11/11,Employed,M,86811,Suburban,Married,102,19,22,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,489.6,Four-Door Car,Small +DO98345,Oregon,13156.74895,No,Extended,High School or Below,2/28/11,Employed,M,72517,Urban,Married,82,33,27,0,2,Personal Auto,Personal L3,Offer2,Web,371.458196,Two-Door Car,Medsize +EQ69638,Washington,5107.624201,No,Extended,College,1/15/11,Unemployed,M,0,Suburban,Single,77,2,71,0,9,Personal Auto,Personal L3,Offer3,Branch,554.4,Four-Door Car,Small +UK76814,Oregon,5339.388388,No,Basic,Doctor,2/25/11,Employed,F,84424,Urban,Married,66,18,71,0,9,Personal Auto,Personal L2,Offer2,Call Center,231.537001,Four-Door Car,Medsize +SR30440,California,8649.175023,No,Basic,College,1/13/11,Employed,F,43383,Suburban,Married,109,7,60,0,8,Personal Auto,Personal L1,Offer3,Branch,757.593913,SUV,Medsize +XE66367,Oregon,7519.133631,Yes,Extended,High School or Below,2/20/11,Employed,M,96306,Rural,Divorced,95,12,17,1,6,Special Auto,Special L2,Offer1,Agent,185.355353,Four-Door Car,Medsize +SZ70655,California,4293.009593,No,Basic,College,1/31/11,Unemployed,F,0,Suburban,Single,61,18,15,0,8,Corporate Auto,Corporate L3,Offer1,Agent,292.8,Two-Door Car,Large +LX99948,Washington,4529.062612,No,Basic,Master,2/18/11,Employed,F,65134,Urban,Married,112,28,48,0,1,Personal Auto,Personal L2,Offer4,Branch,529.147483,SUV,Small +DK98861,Arizona,13160.3389,No,Basic,College,1/18/11,Employed,F,94125,Urban,Married,109,33,21,0,2,Personal Auto,Personal L2,Offer2,Call Center,341.680131,SUV,Medsize +JX14364,Oregon,13235.54436,No,Basic,College,2/24/11,Employed,M,39778,Suburban,Married,112,23,49,0,2,Personal Auto,Personal L3,Offer1,Call Center,806.4,SUV,Medsize +LI85491,Oregon,3744.577726,No,Basic,High School or Below,1/1/11,Unemployed,F,0,Suburban,Single,101,3,32,0,1,Personal Auto,Personal L3,Offer1,Agent,727.2,SUV,Small +JY87538,Oregon,28486.0728,No,Basic,College,1/14/11,Employed,F,91871,Urban,Single,102,5,3,0,2,Personal Auto,Personal L2,Offer1,Web,346.845129,SUV,Medsize +VE55982,Nevada,2644.684556,No,Basic,Bachelor,1/1/11,Employed,M,54000,Suburban,Divorced,66,15,45,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,373.881547,Two-Door Car,Medsize +WK99918,Oregon,5073.282126,Yes,Extended,Doctor,1/30/11,Employed,M,57709,Suburban,Married,125,10,26,0,1,Personal Auto,Personal L1,Offer2,Branch,600,SUV,Medsize +XP16538,Arizona,4272.585137,No,Basic,High School or Below,2/3/11,Employed,F,81132,Urban,Divorced,107,19,52,0,1,Corporate Auto,Corporate L2,Offer2,Agent,419.105559,SUV,Small +HW42900,California,11003.01645,No,Extended,College,1/29/11,Employed,M,22926,Suburban,Married,93,1,99,0,2,Corporate Auto,Corporate L1,Offer1,Web,479.934846,Four-Door Car,Small +JG84729,Arizona,14181.64282,No,Basic,College,1/20/11,Unemployed,F,0,Suburban,Single,72,15,91,2,2,Personal Auto,Personal L1,Offer1,Call Center,345.6,Four-Door Car,Medsize +UX71137,Washington,8875.965501,No,Premium,Doctor,2/5/11,Employed,F,69205,Urban,Married,110,20,56,0,6,Personal Auto,Personal L3,Offer2,Web,372.362565,Four-Door Car,Medsize +ND29059,Oregon,11077.68591,No,Extended,Bachelor,2/26/11,Employed,M,78011,Urban,Married,138,14,42,0,3,Personal Auto,Personal L3,Offer1,Agent,619.698644,SUV,Medsize +HC76653,Oregon,2435.689035,No,Basic,College,1/7/11,Employed,M,32931,Suburban,Married,62,16,45,0,1,Personal Auto,Personal L2,Offer2,Agent,297.6,Four-Door Car,Medsize +SG73822,California,8743.852187,No,Premium,Bachelor,2/2/11,Employed,F,99517,Rural,Divorced,109,2,93,0,3,Personal Auto,Personal L2,Offer2,Agent,239.905208,Four-Door Car,Medsize +CB44654,Arizona,2409.760898,No,Basic,Bachelor,2/28/11,Employed,M,59665,Urban,Single,62,33,3,1,1,Personal Auto,Personal L3,Offer1,Agent,167.138119,Two-Door Car,Medsize +MQ15074,Washington,2499.498786,No,Basic,High School or Below,2/1/11,Employed,M,28082,Suburban,Married,64,9,63,0,1,Personal Auto,Personal L2,Offer2,Branch,578.499499,Four-Door Car,Medsize +YJ43481,Arizona,8528.288669,No,Basic,High School or Below,1/4/11,Employed,F,91099,Urban,Single,107,14,37,0,3,Corporate Auto,Corporate L2,Offer1,Call Center,406.430632,SUV,Medsize +TP15362,Oregon,3591.996064,No,Extended,College,2/5/11,Employed,M,28013,Suburban,Divorced,91,16,13,0,1,Personal Auto,Personal L1,Offer2,Branch,655.2,Four-Door Car,Medsize +YX90754,Nevada,8539.826923,No,Basic,High School or Below,2/20/11,Employed,F,55478,Urban,Married,71,7,1,0,2,Personal Auto,Personal L2,Offer2,Branch,339.399593,Two-Door Car,Medsize +TQ32702,Nevada,6990.917824,No,Extended,College,1/27/11,Employed,F,22568,Suburban,Married,88,31,63,0,6,Corporate Auto,Corporate L2,Offer3,Branch,422.4,Four-Door Car,Medsize +TS50305,California,3979.388247,No,Basic,High School or Below,2/27/11,Unemployed,F,0,Suburban,Single,112,11,3,0,1,Personal Auto,Personal L3,Offer1,Agent,806.4,SUV,Medsize +BY22068,Arizona,23950.37443,No,Extended,High School or Below,2/18/11,Employed,M,39335,Suburban,Married,201,0,11,0,2,Corporate Auto,Corporate L1,Offer4,Agent,964.8,Luxury SUV,Medsize +TJ48439,Oregon,2321.052528,No,Basic,College,1/18/11,Unemployed,F,0,Suburban,Single,66,0,10,0,1,Personal Auto,Personal L1,Offer3,Branch,508.703134,Two-Door Car,Small +TE61015,Oregon,5087.020469,No,Basic,College,1/25/11,Unemployed,M,0,Suburban,Married,72,12,70,0,3,Personal Auto,Personal L1,Offer2,Web,345.6,Four-Door Car,Medsize +RD89159,Oregon,4362.931238,Yes,Premium,College,1/3/11,Employed,M,58842,Suburban,Married,110,6,74,0,1,Personal Auto,Personal L3,Offer2,Branch,528,Four-Door Car,Medsize +VW86720,Oregon,7457.468107,No,Basic,Bachelor,1/5/11,Unemployed,F,0,Suburban,Single,69,15,73,0,2,Personal Auto,Personal L1,Offer1,Call Center,678.209827,Four-Door Car,Small +UM76485,Oregon,7027.759594,No,Basic,College,1/28/11,Unemployed,M,0,Suburban,Single,102,11,90,0,5,Personal Auto,Personal L2,Offer2,Agent,489.6,SUV,Medsize +LS62045,Oregon,2831.683664,No,Basic,Bachelor,1/27/11,Employed,F,70037,Suburban,Married,70,6,61,0,1,Personal Auto,Personal L3,Offer4,Web,409.985435,Four-Door Car,Large +ZG84862,Nevada,4217.857932,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,62,19,75,0,3,Personal Auto,Personal L3,Offer1,Branch,446.4,Two-Door Car,Small +CD76093,Nevada,7596.291531,No,Basic,College,1/22/11,Employed,M,59847,Suburban,Married,192,28,62,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,921.6,Luxury Car,Medsize +FO99259,California,8365.677648,No,Premium,Bachelor,1/26/11,Retired,M,26630,Suburban,Divorced,118,19,27,0,8,Personal Auto,Personal L3,Offer4,Call Center,581.077056,Four-Door Car,Medsize +KN87338,Oregon,2726.392968,No,Basic,High School or Below,2/19/11,Employed,F,48039,Rural,Married,68,4,37,0,1,Personal Auto,Personal L2,Offer4,Branch,11.451889,Four-Door Car,Medsize +LT89398,California,3420.452207,No,Extended,High School or Below,1/13/11,Unemployed,M,0,Suburban,Married,92,2,38,0,1,Personal Auto,Personal L2,Offer4,Web,441.6,Four-Door Car,Small +NZ19529,Arizona,4839.107156,No,Extended,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,137,18,50,0,1,Personal Auto,Personal L1,Offer2,Agent,1227.458548,SUV,Medsize +PR41853,Arizona,4358.553534,No,Basic,Bachelor,1/2/11,Unemployed,F,0,Rural,Married,118,18,91,0,1,Corporate Auto,Corporate L2,Offer1,Agent,101.826804,Sports Car,Medsize +LH92841,Washington,7255.953792,No,Extended,Bachelor,2/5/11,Employed,F,88891,Rural,Married,89,17,56,0,3,Personal Auto,Personal L2,Offer1,Branch,50.528355,Four-Door Car,Medsize +XR84971,Oregon,23515.85325,No,Extended,Doctor,2/18/11,Employed,F,36537,Rural,Single,85,19,4,0,2,Personal Auto,Personal L1,Offer1,Web,165.309001,Four-Door Car,Medsize +BP83941,Arizona,8396.327608,No,Basic,Master,2/21/11,Unemployed,F,0,Suburban,Married,115,18,80,1,3,Personal Auto,Personal L2,Offer3,Web,552,SUV,Medsize +PY80449,Arizona,5170.976384,No,Extended,High School or Below,1/29/11,Employed,M,53603,Suburban,Married,132,30,1,1,1,Personal Auto,Personal L3,Offer1,Branch,697.272246,Sports Car,Medsize +ET22260,Nevada,5585.30807,No,Extended,Doctor,1/29/11,Unemployed,M,0,Rural,Single,80,14,17,0,9,Corporate Auto,Corporate L2,Offer1,Web,6.281344,Four-Door Car,Medsize +OF47250,California,8639.49502,No,Basic,Doctor,2/15/11,Employed,F,92374,Rural,Divorced,107,16,9,1,3,Personal Auto,Personal L2,Offer2,Call Center,220.018279,SUV,Medsize +WB58031,California,5281.833471,No,Basic,High School or Below,2/20/11,Employed,M,39658,Suburban,Married,66,32,53,0,7,Corporate Auto,Corporate L3,Offer1,Branch,316.8,Four-Door Car,Medsize +UV80201,Oregon,8385.252347,No,Basic,Bachelor,2/16/11,Unemployed,F,0,Suburban,Single,116,0,35,0,7,Personal Auto,Personal L3,Offer1,Call Center,556.8,Sports Car,Medsize +PY10605,Arizona,4633.101259,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,70,0,86,0,3,Personal Auto,Personal L2,Offer1,Agent,336,Two-Door Car,Medsize +JI82682,California,2480.392738,No,Basic,High School or Below,1/3/11,Unemployed,F,0,Suburban,Married,65,1,60,0,1,Personal Auto,Personal L1,Offer1,Web,328.314222,Four-Door Car,Medsize +BU14748,Arizona,3618.686938,No,Extended,High School or Below,2/14/11,Employed,M,50755,Suburban,Married,91,21,25,0,1,Personal Auto,Personal L3,Offer4,Agent,436.8,Two-Door Car,Medsize +QS75550,Washington,2480.045899,No,Basic,Bachelor,1/7/11,Employed,F,93383,Urban,Single,62,31,64,0,1,Corporate Auto,Corporate L2,Offer1,Branch,244.212286,Two-Door Car,Medsize +LD26428,Oregon,4893.291507,No,Basic,Bachelor,2/14/11,Unemployed,M,0,Suburban,Single,73,11,56,0,5,Corporate Auto,Corporate L3,Offer2,Branch,680.047456,Four-Door Car,Medsize +MY43761,California,10737.68425,No,Extended,High School or Below,2/23/11,Employed,M,50607,Suburban,Single,137,15,0,0,9,Personal Auto,Personal L2,Offer2,Agent,657.6,SUV,Large +LO77543,Washington,2616.613903,Yes,Basic,College,2/25/11,Employed,M,72302,Suburban,Divorced,66,6,27,0,1,Special Auto,Special L2,Offer1,Agent,316.8,Two-Door Car,Medsize +GY55415,Nevada,15725.25053,No,Premium,Bachelor,2/27/11,Unemployed,F,0,Suburban,Single,149,16,70,0,2,Corporate Auto,Corporate L1,Offer1,Web,1072.8,SUV,Medsize +IB42395,Nevada,9553.415528,No,Premium,College,1/18/11,Unemployed,M,0,Suburban,Single,146,20,14,0,4,Corporate Auto,Corporate L3,Offer1,Agent,1051.2,SUV,Medsize +ZU74482,Oregon,7507.455372,Yes,Basic,College,2/6/11,Employed,M,60920,Urban,Single,64,10,61,0,2,Personal Auto,Personal L3,Offer2,Agent,231.201886,Two-Door Car,Medsize +NL74789,California,7324.928202,No,Premium,Bachelor,2/14/11,Unemployed,F,0,Suburban,Single,105,4,98,0,6,Special Auto,Special L2,Offer1,Branch,504,Two-Door Car,Medsize +YU86594,Oregon,5333.038137,No,Basic,High School or Below,2/10/11,Employed,M,55674,Rural,Married,66,10,95,0,3,Personal Auto,Personal L3,Offer1,Branch,81.710575,Four-Door Car,Medsize +QN37451,California,12767.23056,No,Basic,College,1/29/11,Unemployed,M,0,Suburban,Single,189,28,90,0,5,Corporate Auto,Corporate L2,Offer1,Branch,2201.327879,Luxury Car,Medsize +HS28694,Washington,2829.863912,No,Basic,High School or Below,2/19/11,Employed,F,25317,Rural,Married,71,15,97,0,1,Personal Auto,Personal L2,Offer4,Branch,50.422181,Two-Door Car,Medsize +IL83479,Oregon,3483.630439,No,Extended,College,1/2/11,Employed,F,42983,Suburban,Married,86,28,18,0,1,Personal Auto,Personal L3,Offer3,Call Center,412.8,Four-Door Car,Medsize +EF87528,Arizona,4636.54647,Yes,Basic,College,1/1/11,Retired,M,26802,Suburban,Married,66,7,43,1,5,Special Auto,Special L3,Offer2,Agent,316.8,Two-Door Car,Medsize +IV74747,California,17530.03658,No,Extended,Doctor,1/12/11,Unemployed,M,0,Suburban,Divorced,97,27,96,0,2,Corporate Auto,Corporate L2,Offer4,Web,469.229028,Four-Door Car,Medsize +JZ81608,Oregon,6978.719808,No,Extended,High School or Below,2/10/11,Employed,M,53808,Rural,Married,88,26,91,0,7,Personal Auto,Personal L2,Offer4,Branch,189.835063,Four-Door Car,Medsize +EO40136,Arizona,2912.248444,No,Basic,College,1/24/11,Employed,F,93403,Urban,Divorced,73,18,32,0,1,Personal Auto,Personal L2,Offer2,Web,295.224598,Four-Door Car,Small +ZR40902,Oregon,4209.279338,No,Premium,Bachelor,1/15/11,Medical Leave,F,26435,Suburban,Married,111,32,50,1,1,Corporate Auto,Corporate L2,Offer1,Agent,1012.249308,Four-Door Car,Small +PO89542,Oregon,5009.808888,No,Basic,Bachelor,2/28/11,Unemployed,F,0,Suburban,Married,68,21,69,0,7,Personal Auto,Personal L2,Offer1,Branch,326.4,Four-Door Car,Medsize +FX57380,California,5217.513287,Yes,Basic,Bachelor,2/17/11,Employed,F,39854,Urban,Divorced,66,6,4,0,7,Personal Auto,Personal L2,Offer2,Web,261.930545,Two-Door Car,Medsize +NM22175,Oregon,11490.33618,No,Premium,College,1/9/11,Unemployed,M,0,Suburban,Married,161,0,94,0,3,Personal Auto,Personal L3,Offer2,Branch,1052.933035,SUV,Large +BC97773,Nevada,2864.544017,No,Basic,Master,2/17/11,Employed,F,91368,Suburban,Divorced,71,13,95,0,1,Personal Auto,Personal L1,Offer1,Agent,395.328407,Four-Door Car,Large +MN34012,Arizona,8403.910248,No,Basic,Bachelor,2/25/11,Unemployed,M,0,Suburban,Married,115,11,63,0,8,Personal Auto,Personal L3,Offer1,Agent,552,SUV,Medsize +KY29506,California,20395.96875,No,Premium,College,2/27/11,Employed,F,92850,Suburban,Single,104,3,28,1,2,Personal Auto,Personal L2,Offer1,Agent,499.2,Four-Door Car,Small +LC44944,Washington,36470.3024,No,Premium,Doctor,1/21/11,Unemployed,F,0,Suburban,Married,113,0,9,3,2,Personal Auto,Personal L3,Offer2,Branch,813.6,Four-Door Car,Small +HC20975,Arizona,16727.77186,No,Basic,Bachelor,1/19/11,Employed,M,30915,Suburban,Married,72,1,6,2,2,Personal Auto,Personal L2,Offer1,Branch,345.6,Four-Door Car,Large +IF87079,Arizona,5801.128252,No,Basic,Master,2/14/11,Employed,F,48927,Rural,Divorced,72,1,51,0,9,Personal Auto,Personal L2,Offer1,Agent,139.354893,Four-Door Car,Medsize +EP18940,Oregon,9472.973811,No,Extended,Bachelor,1/1/11,Unemployed,F,0,Suburban,Married,86,30,32,0,2,Personal Auto,Personal L3,Offer1,Call Center,412.8,Four-Door Car,Medsize +SB44003,Arizona,10484.91535,Yes,Extended,College,2/1/11,Employed,F,61108,Rural,Divorced,89,22,93,0,2,Personal Auto,Personal L3,Offer2,Agent,49.451117,Four-Door Car,Medsize +MK15785,Nevada,4387.31087,No,Basic,Master,2/24/11,Employed,M,48015,Suburban,Married,110,24,57,0,1,Corporate Auto,Corporate L2,Offer4,Call Center,528,Sports Car,Medsize +VP89545,Arizona,4522.883533,No,Basic,College,2/1/11,Unemployed,M,0,Suburban,Married,61,8,78,0,9,Personal Auto,Personal L3,Offer1,Web,292.8,Four-Door Car,Medsize +HJ58678,Nevada,5418.152088,No,Basic,College,2/10/11,Employed,F,57587,Urban,Divorced,68,4,83,0,7,Personal Auto,Personal L2,Offer3,Agent,257.090387,Four-Door Car,Medsize +SH51981,Washington,5246.057249,No,Basic,College,2/21/11,Employed,M,70301,Suburban,Divorced,67,7,43,0,7,Personal Auto,Personal L2,Offer3,Agent,328.942798,Four-Door Car,Small +IA52178,Arizona,15785.29692,No,Premium,College,2/12/11,Employed,F,81119,Suburban,Married,196,3,67,0,3,Corporate Auto,Corporate L3,Offer4,Web,940.8,SUV,Medsize +WC42895,California,22110.39804,No,Basic,Bachelor,2/13/11,Employed,F,65724,Rural,Single,70,13,66,0,2,Personal Auto,Personal L3,Offer2,Agent,14.518312,Four-Door Car,Medsize +OP54725,Washington,9540.923395,No,Premium,College,1/29/11,Employed,M,53351,Suburban,Married,119,4,7,0,6,Personal Auto,Personal L3,Offer1,Branch,571.2,Four-Door Car,Small +YM77369,Oregon,4756.12617,No,Premium,High School or Below,2/28/11,Employed,M,56146,Urban,Married,119,0,91,0,1,Corporate Auto,Corporate L2,Offer4,Web,401.785805,Four-Door Car,Large +WV15213,California,2447.053134,No,Basic,Bachelor,1/9/11,Employed,M,84658,Rural,Single,62,21,93,0,1,Personal Auto,Personal L1,Offer1,Branch,44.780402,Four-Door Car,Medsize +GX37592,Nevada,5675.923323,No,Basic,College,1/26/11,Employed,F,33257,Suburban,Married,72,15,14,1,4,Personal Auto,Personal L3,Offer3,Web,345.6,Four-Door Car,Medsize +PA48777,Washington,2491.257604,Yes,Basic,High School or Below,2/12/11,Medical Leave,F,25965,Suburban,Divorced,65,23,27,0,1,Personal Auto,Personal L3,Offer1,Agent,329.206567,Four-Door Car,Medsize +YJ59924,Oregon,7308.433864,No,Extended,College,1/30/11,Employed,M,31115,Suburban,Married,92,21,20,0,3,Personal Auto,Personal L1,Offer3,Agent,441.6,Four-Door Car,Medsize +OO35641,Oregon,32871.74779,No,Basic,College,2/5/11,Employed,F,78487,Urban,Divorced,117,5,17,0,2,Personal Auto,Personal L3,Offer3,Agent,448.255019,SUV,Medsize +EU54076,Oregon,5228.92013,No,Basic,Bachelor,1/31/11,Employed,M,92472,Urban,Married,65,0,3,0,3,Corporate Auto,Corporate L3,Offer2,Agent,240.221415,Four-Door Car,Medsize +QH56750,Arizona,20700.8645,No,Basic,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,64,9,17,0,2,Personal Auto,Personal L1,Offer2,Agent,460.8,Four-Door Car,Medsize +VF32979,Washington,5800.171881,No,Basic,Bachelor,1/24/11,Employed,F,25472,Suburban,Divorced,73,5,86,0,9,Corporate Auto,Corporate L2,Offer1,Branch,350.4,Four-Door Car,Medsize +ES16126,California,4330.38602,Yes,Premium,College,2/16/11,Employed,M,60475,Suburban,Married,107,9,18,0,1,Personal Auto,Personal L1,Offer2,Branch,513.6,Four-Door Car,Medsize +PG42834,Arizona,6292.735356,No,Extended,Bachelor,2/2/11,Employed,F,26577,Rural,Married,79,9,40,0,7,Personal Auto,Personal L2,Offer3,Agent,73.719521,Four-Door Car,Medsize +OY44814,Arizona,4917.889638,No,Basic,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,71,27,81,0,5,Personal Auto,Personal L3,Offer1,Web,511.2,Two-Door Car,Medsize +JI97190,California,5165.810048,No,Basic,High School or Below,2/26/11,Employed,M,43461,Suburban,Married,64,24,47,0,6,Personal Auto,Personal L3,Offer3,Branch,307.2,Two-Door Car,Large +ZK61113,Oregon,6291.589959,No,Extended,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,94,2,61,0,6,Personal Auto,Personal L2,Offer3,Agent,676.8,Two-Door Car,Medsize +MU88116,Oregon,4582.67415,No,Basic,Master,1/28/11,Employed,F,69085,Urban,Married,113,10,14,0,1,Corporate Auto,Corporate L3,Offer1,Web,472.271907,Sports Car,Medsize +TP61305,California,6062.441614,No,Extended,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,84,1,94,0,5,Personal Auto,Personal L3,Offer1,Web,604.8,Four-Door Car,Medsize +ZO14864,Washington,3417.204953,No,Extended,Master,2/11/11,Employed,F,42526,Urban,Divorced,86,12,71,0,1,Personal Auto,Personal L3,Offer2,Agent,287.5426,Two-Door Car,Medsize +KP65334,California,5830.561364,No,Extended,College,1/13/11,Unemployed,F,0,Suburban,Married,77,11,36,0,6,Corporate Auto,Corporate L1,Offer1,Agent,783.431945,Four-Door Car,Medsize +OH15677,California,3742.579083,No,Basic,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,110,35,78,1,1,Personal Auto,Personal L2,Offer1,Agent,1272.546918,Sports Car,Medsize +HB53755,Oregon,3849.596697,No,Basic,High School or Below,1/26/11,Unemployed,F,0,Suburban,Single,106,10,32,0,1,Personal Auto,Personal L3,Offer1,Agent,763.2,Sports Car,Medsize +UF77079,Arizona,15265.81488,No,Extended,High School or Below,1/26/11,Employed,F,58361,Rural,Married,95,17,16,0,2,Personal Auto,Personal L2,Offer2,Agent,43.599861,Four-Door Car,Medsize +TD20252,Arizona,5317.807221,No,Basic,College,1/8/11,Employed,M,74092,Suburban,Married,67,17,72,0,3,Personal Auto,Personal L2,Offer2,Agent,321.6,Four-Door Car,Medsize +TH68362,California,2374.80917,No,Basic,College,1/1/11,Unemployed,F,0,Suburban,Married,64,2,52,0,1,Corporate Auto,Corporate L3,Offer3,Agent,380.822087,Four-Door Car,Medsize +JC45487,Washington,5639.941974,Yes,Basic,High School or Below,1/10/11,Employed,M,73168,Suburban,Married,70,21,50,0,3,Personal Auto,Personal L2,Offer2,Agent,425.800112,Four-Door Car,Medsize +PU95227,Washington,3362.414442,No,Extended,Bachelor,1/2/11,Employed,M,22853,Urban,Married,87,16,89,0,1,Personal Auto,Personal L1,Offer4,Agent,316.35678,Four-Door Car,Medsize +CV72453,Oregon,4512.204391,No,Extended,High School or Below,2/25/11,Unemployed,F,0,Suburban,Single,125,6,44,0,1,Corporate Auto,Corporate L3,Offer1,Agent,900,SUV,Small +OY92520,California,7264.803903,No,Extended,Bachelor,2/28/11,Medical Leave,F,12075,Suburban,Married,94,16,23,0,5,Personal Auto,Personal L2,Offer1,Branch,451.2,Four-Door Car,Medsize +UY95530,California,8658.863813,Yes,Basic,College,2/7/11,Employed,M,62464,Urban,Married,109,23,45,0,4,Personal Auto,Personal L2,Offer2,Agent,400.181882,Sports Car,Medsize +FB84235,Oregon,5498.940679,Yes,Basic,College,2/5/11,Medical Leave,M,22520,Suburban,Married,73,17,64,0,3,Personal Auto,Personal L2,Offer1,Branch,350.4,Four-Door Car,Medsize +MJ14480,Arizona,5599.382893,No,Basic,High School or Below,1/15/11,Employed,F,35012,Suburban,Single,72,0,50,0,6,Personal Auto,Personal L3,Offer2,Agent,345.6,Four-Door Car,Medsize +KW81128,Arizona,15228.19865,No,Extended,College,2/11/11,Employed,F,95140,Rural,Divorced,126,6,52,0,2,Personal Auto,Personal L3,Offer1,Agent,45.049185,Sports Car,Medsize +DQ98402,Nevada,3644.833554,Yes,Extended,High School or Below,1/15/11,Employed,F,82477,Suburban,Married,90,1,69,0,1,Corporate Auto,Corporate L3,Offer2,Agent,432,Two-Door Car,Large +WN53966,California,3693.440833,No,Extended,Master,1/15/11,Employed,M,85871,Rural,Married,92,4,25,1,1,Personal Auto,Personal L3,Offer4,Call Center,112.633539,Four-Door Car,Medsize +LM34525,Washington,8742.05776,No,Basic,College,2/20/11,Employed,F,71592,Rural,Divorced,72,15,18,0,2,Personal Auto,Personal L3,Offer3,Branch,141.725051,Four-Door Car,Medsize +GF97874,Washington,5275.626956,No,Basic,Master,1/29/11,Employed,F,70446,Rural,Married,65,31,99,0,9,Personal Auto,Personal L1,Offer4,Call Center,155.570802,Four-Door Car,Medsize +WV79842,California,9283.737773,No,Extended,High School or Below,1/16/11,Employed,M,24314,Suburban,Married,235,20,60,0,1,Personal Auto,Personal L3,Offer2,Call Center,1128,Luxury SUV,Medsize +DF40318,Oregon,2551.226692,Yes,Basic,Master,1/19/11,Employed,M,79751,Suburban,Married,63,15,67,0,1,Corporate Auto,Corporate L3,Offer3,Web,392.235698,Two-Door Car,Small +TN90661,Nevada,5811.918112,No,Basic,High School or Below,1/9/11,Employed,M,83318,Suburban,Married,72,21,58,0,3,Corporate Auto,Corporate L3,Offer1,Branch,345.6,Four-Door Car,Medsize +ZU88029,Oregon,4064.670639,No,Basic,Master,2/28/11,Retired,F,26161,Suburban,Single,109,8,70,0,1,Personal Auto,Personal L3,Offer3,Branch,594.444586,Sports Car,Large +TQ88221,California,2841.443088,No,Basic,Bachelor,1/7/11,Employed,F,30473,Suburban,Married,72,20,35,0,1,Corporate Auto,Corporate L1,Offer4,Call Center,450.080101,Four-Door Car,Medsize +KH34667,Nevada,6832.133872,No,Extended,College,1/18/11,Employed,M,50472,Urban,Married,87,6,67,0,3,Corporate Auto,Corporate L3,Offer2,Web,281.163705,Four-Door Car,Medsize +HW54198,Nevada,5201.971427,No,Basic,Master,1/29/11,Employed,M,94186,Rural,Married,64,20,50,0,3,Personal Auto,Personal L3,Offer3,Call Center,135.340489,Four-Door Car,Medsize +GZ79662,Arizona,5484.588155,No,Basic,High School or Below,2/21/11,Employed,M,47611,Suburban,Married,69,17,65,0,4,Corporate Auto,Corporate L3,Offer2,Call Center,593.654484,Four-Door Car,Small +YA11342,California,7672.681366,No,Premium,High School or Below,2/4/11,Unemployed,M,0,Suburban,Married,103,17,56,0,4,Personal Auto,Personal L3,Offer3,Branch,518.720216,Four-Door Car,Medsize +ZW18871,Oregon,8272.485353,No,Basic,High School or Below,1/20/11,Employed,M,91245,Rural,Divorced,69,16,50,0,2,Corporate Auto,Corporate L3,Offer1,Agent,19.251693,Four-Door Car,Small +QZ17137,Arizona,3330.672761,No,Extended,High School or Below,2/5/11,Employed,F,45944,Rural,Married,83,20,4,0,1,Personal Auto,Personal L2,Offer3,Call Center,182.948495,Two-Door Car,Medsize +UV53712,California,5562.456386,No,Basic,College,2/19/11,Employed,F,59649,Rural,Married,69,33,71,1,8,Personal Auto,Personal L3,Offer2,Web,167.738267,Four-Door Car,Medsize +SJ43436,Oregon,2452.738575,No,Basic,Bachelor,1/28/11,Employed,F,52785,Rural,Married,61,2,90,0,1,Corporate Auto,Corporate L1,Offer2,Agent,45.721456,Two-Door Car,Medsize +VW46878,Oregon,7920.28288,No,Basic,High School or Below,2/8/11,Employed,F,59648,Suburban,Married,66,20,72,0,2,Personal Auto,Personal L3,Offer3,Agent,316.8,Four-Door Car,Medsize +TW91179,Oregon,3861.486269,Yes,Extended,College,1/6/11,Employed,F,93272,Urban,Married,95,3,54,0,1,Corporate Auto,Corporate L3,Offer2,Branch,281.110788,Four-Door Car,Medsize +LG19551,Arizona,5764.784159,No,Basic,Bachelor,1/25/11,Employed,M,22134,Suburban,Married,72,13,81,0,3,Corporate Auto,Corporate L2,Offer1,Call Center,445.879224,Four-Door Car,Medsize +QK18099,Washington,5375.842787,No,Basic,College,1/12/11,Employed,F,69050,Suburban,Married,67,17,38,0,3,Personal Auto,Personal L2,Offer3,Web,334.892437,Four-Door Car,Large +WN14473,Arizona,2882.350556,No,Basic,Master,2/17/11,Employed,M,87798,Urban,Married,71,18,73,0,1,Personal Auto,Personal L3,Offer2,Call Center,204.448708,Two-Door Car,Medsize +WH62198,California,2213.187935,No,Basic,Bachelor,2/26/11,Unemployed,M,0,Suburban,Divorced,63,0,66,0,1,Personal Auto,Personal L2,Offer1,Call Center,305.552429,Four-Door Car,Small +SP85148,California,9429.629367,No,Basic,Master,1/31/11,Employed,F,43811,Suburban,Married,117,24,10,0,4,Personal Auto,Personal L3,Offer1,Web,571.136574,Sports Car,Small +FB49203,California,6239.257541,No,Extended,College,2/26/11,Unemployed,F,0,Suburban,Single,91,25,63,0,3,Corporate Auto,Corporate L2,Offer1,Agent,655.2,Two-Door Car,Medsize +FF94341,Nevada,7668.809595,No,Extended,Bachelor,1/26/11,Employed,F,92456,Suburban,Divorced,95,8,3,0,4,Special Auto,Special L3,Offer1,Branch,456,Four-Door Car,Medsize +TS42594,California,13770.97618,Yes,Premium,High School or Below,2/1/11,Employed,F,59207,Suburban,Single,116,23,21,0,2,Personal Auto,Personal L3,Offer1,Agent,556.8,Four-Door Car,Medsize +IL43607,California,2742.844251,No,Basic,High School or Below,1/2/11,Employed,F,64519,Suburban,Married,69,6,29,1,1,Corporate Auto,Corporate L3,Offer3,Branch,331.2,Four-Door Car,Medsize +FL85008,Oregon,13466.92071,Yes,Basic,High School or Below,2/23/11,Disabled,F,11432,Suburban,Married,119,11,9,0,2,Personal Auto,Personal L2,Offer2,Agent,571.2,SUV,Small +AN47199,Nevada,8858.352032,No,Extended,College,2/11/11,Unemployed,F,0,Rural,Married,80,6,28,0,2,Personal Auto,Personal L2,Offer1,Agent,81.255741,Two-Door Car,Large +SV28347,California,8485.330004,No,Basic,High School or Below,2/14/11,Employed,M,32607,Suburban,Single,111,27,79,1,8,Corporate Auto,Corporate L3,Offer2,Branch,532.8,SUV,Medsize +IC78105,Arizona,7744.644444,No,Basic,High School or Below,1/16/11,Disabled,F,26444,Suburban,Married,196,4,14,0,1,Personal Auto,Personal L1,Offer1,Branch,940.8,Luxury Car,Medsize +RB28630,Oregon,5894.907375,No,Basic,High School or Below,2/20/11,Employed,F,39381,Suburban,Married,74,6,55,1,7,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Small +KA32645,Nevada,5770.684097,No,Extended,College,2/2/11,Unemployed,M,0,Suburban,Single,83,21,67,0,8,Personal Auto,Personal L2,Offer1,Branch,946.345269,Four-Door Car,Medsize +QD73891,Oregon,5261.117506,No,Basic,High School or Below,1/13/11,Employed,M,90217,Suburban,Married,66,14,88,1,5,Personal Auto,Personal L1,Offer4,Web,316.8,Four-Door Car,Small +LM58949,Oregon,2403.53947,No,Basic,High School or Below,1/30/11,Disabled,M,24248,Suburban,Married,70,33,82,3,1,Personal Auto,Personal L2,Offer1,Agent,336,Four-Door Car,Medsize +YG40323,Arizona,9124.600015,No,Premium,Bachelor,1/17/11,Employed,M,99368,Rural,Married,113,34,6,0,3,Personal Auto,Personal L3,Offer1,Web,82.427785,Four-Door Car,Medsize +EP82214,Arizona,26180.80528,No,Extended,High School or Below,1/7/11,Employed,F,68189,Urban,Married,82,10,17,1,2,Special Auto,Special L2,Offer2,Branch,343.121192,Four-Door Car,Medsize +EO91797,Nevada,15641.25856,No,Extended,Master,1/11/11,Employed,F,32370,Urban,Married,130,31,84,0,2,Corporate Auto,Corporate L3,Offer3,Agent,487.736171,SUV,Medsize +RU50098,Arizona,2574.020376,Yes,Basic,Master,1/14/11,Employed,F,34990,Rural,Single,65,23,73,0,1,Personal Auto,Personal L3,Offer2,Web,42.689135,Four-Door Car,Medsize +QW10541,California,5319.838729,No,Basic,High School or Below,1/31/11,Employed,F,25714,Suburban,Married,67,17,57,0,5,Personal Auto,Personal L3,Offer2,Agent,321.6,Two-Door Car,Small +SB50826,Oregon,7496.006588,No,Extended,College,1/19/11,Employed,M,61091,Urban,Single,95,17,64,0,8,Personal Auto,Personal L1,Offer2,Agent,409.868003,Two-Door Car,Medsize +XX29952,Arizona,12174.58958,No,Premium,College,1/12/11,Employed,M,88184,Rural,Married,104,5,97,3,2,Personal Auto,Personal L3,Offer1,Agent,240.176533,Four-Door Car,Medsize +AT93647,California,2605.570828,No,Basic,College,1/5/11,Employed,F,60252,Urban,Married,65,10,8,0,1,Personal Auto,Personal L2,Offer4,Agent,182.436205,Four-Door Car,Medsize +QP56563,Oregon,2707.20846,No,Basic,College,1/13/11,Employed,M,80985,Rural,Married,67,0,52,0,1,Personal Auto,Personal L3,Offer3,Agent,124.933587,Four-Door Car,Medsize +TN76120,Washington,5528.212807,Yes,Basic,Bachelor,1/19/11,Employed,M,36088,Suburban,Single,72,16,31,0,9,Personal Auto,Personal L3,Offer1,Agent,345.6,Four-Door Car,Medsize +TY43440,California,8819.018934,Yes,Basic,High School or Below,1/10/11,Employed,M,99845,Suburban,Married,110,23,25,1,8,Personal Auto,Personal L3,Offer2,Branch,528,SUV,Medsize +WO59883,Washington,19014.47625,No,Basic,High School or Below,1/19/11,Employed,F,29822,Suburban,Single,61,17,44,0,2,Personal Auto,Personal L2,Offer2,Agent,292.8,Two-Door Car,Medsize +MM45334,Oregon,8169.513982,No,Basic,College,2/14/11,Employed,F,40803,Rural,Single,71,8,19,3,2,Personal Auto,Personal L3,Offer3,Call Center,122.912377,Four-Door Car,Medsize +KH93988,Oregon,7708.883885,No,Extended,College,1/5/11,Employed,F,71134,Rural,Married,98,21,95,3,8,Personal Auto,Personal L3,Offer1,Web,196.37368,Two-Door Car,Medsize +RY38931,Arizona,5528.212807,Yes,Basic,Bachelor,1/19/11,Employed,M,36088,Suburban,Single,72,16,31,0,9,Personal Auto,Personal L3,Offer1,Agent,345.6,Four-Door Car,Medsize +CV48634,Nevada,12128.4467,No,Basic,College,1/16/11,Employed,M,29431,Rural,Married,103,29,35,0,2,Personal Auto,Personal L2,Offer4,Call Center,237.896227,SUV,Medsize +IH48064,Washington,9080.28284,No,Basic,High School or Below,2/2/11,Employed,M,68073,Suburban,Married,114,16,63,0,8,Personal Auto,Personal L3,Offer3,Agent,547.2,SUV,Medsize +ZS96174,Oregon,6796.844769,No,Basic,College,1/19/11,Medical Leave,M,17937,Suburban,Single,65,1,27,0,2,Personal Auto,Personal L3,Offer1,Branch,312,Two-Door Car,Medsize +MI62456,Arizona,2867.312197,Yes,Extended,Bachelor,1/3/11,Retired,F,23376,Suburban,Divorced,78,19,18,0,1,Personal Auto,Personal L1,Offer2,Call Center,374.4,Four-Door Car,Medsize +DD44177,California,2395.57,Yes,Basic,Doctor,1/27/11,Disabled,F,21986,Suburban,Divorced,63,1,9,0,1,Personal Auto,Personal L3,Offer2,Branch,333.696228,Two-Door Car,Medsize +NX31380,Arizona,7094.167717,No,Extended,Bachelor,2/18/11,Employed,F,23032,Suburban,Married,89,30,22,0,7,Corporate Auto,Corporate L1,Offer1,Branch,427.2,Four-Door Car,Medsize +KQ43374,Oregon,4128.091334,No,Basic,College,2/19/11,Employed,F,32114,Urban,Married,104,22,50,0,1,Corporate Auto,Corporate L3,Offer1,Agent,445.29049,SUV,Medsize +XA54112,California,4046.936065,No,Basic,Bachelor,2/11/11,Disabled,M,13330,Suburban,Single,117,33,74,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,561.6,SUV,Medsize +QB14087,California,4869.282783,No,Basic,College,1/19/11,Employed,F,44934,Suburban,Married,61,9,60,0,4,Personal Auto,Personal L1,Offer1,Agent,357.926979,Four-Door Car,Medsize +FV42881,Oregon,2902.151897,No,Basic,College,2/5/11,Employed,F,96137,Rural,Married,73,17,34,2,1,Corporate Auto,Corporate L1,Offer1,Call Center,67.490616,Two-Door Car,Medsize +AV76907,Oregon,4282.947971,Yes,Basic,College,2/26/11,Employed,F,40864,Rural,Married,109,16,70,1,1,Personal Auto,Personal L3,Offer1,Agent,166.937747,SUV,Medsize +VM85555,California,7750.120323,No,Basic,College,2/23/11,Employed,F,22668,Rural,Single,67,5,34,1,2,Personal Auto,Personal L2,Offer3,Branch,33.718553,Four-Door Car,Medsize +ZU88113,Oregon,6627.174629,No,Extended,College,2/7/11,Employed,M,90751,Urban,Married,82,2,22,1,8,Personal Auto,Personal L2,Offer1,Agent,315.826382,Two-Door Car,Medsize +SZ75668,Oregon,7474.605769,No,Basic,College,1/15/11,Employed,M,44186,Urban,Married,64,9,96,2,2,Personal Auto,Personal L1,Offer1,Agent,295.04969,Four-Door Car,Medsize +MZ65087,Oregon,5561.291397,No,Basic,College,1/29/11,Employed,M,92678,Rural,Divorced,70,0,67,0,3,Personal Auto,Personal L3,Offer4,Web,34.689611,Four-Door Car,Small +EL61402,Arizona,6098.462114,No,Extended,Bachelor,1/5/11,Employed,F,74257,Urban,Married,76,16,91,0,3,Personal Auto,Personal L3,Offer1,Agent,214.586742,Four-Door Car,Large +CJ31839,California,2859.52893,No,Basic,Bachelor,2/18/11,Employed,M,99981,Urban,Married,71,2,22,0,1,Special Auto,Special L2,Offer2,Web,204.872273,Four-Door Car,Small +XM11175,Arizona,5994.424627,No,Extended,College,1/2/11,Unemployed,M,0,Suburban,Single,91,26,89,0,6,Personal Auto,Personal L1,Offer1,Web,655.2,Four-Door Car,Small +LF41085,Arizona,5635.249486,No,Basic,College,1/22/11,Medical Leave,F,19591,Rural,Divorced,74,8,79,0,4,Personal Auto,Personal L2,Offer1,Agent,95.925021,Two-Door Car,Medsize +MB19556,California,5067.208338,No,Extended,College,1/20/11,Employed,F,29095,Suburban,Married,127,2,80,0,1,Personal Auto,Personal L2,Offer4,Agent,664.280864,SUV,Medsize +HC74532,Oregon,2263.284608,No,Basic,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,62,25,15,0,1,Corporate Auto,Corporate L3,Offer4,Agent,389.750793,Four-Door Car,Medsize +SB66770,Arizona,14435.67365,Yes,Premium,Master,1/26/11,Employed,M,60880,Rural,Married,119,25,89,0,2,Corporate Auto,Corporate L2,Offer1,Agent,109.906628,Two-Door Car,Medsize +JI25066,Arizona,4928.397077,No,Basic,Bachelor,1/18/11,Employed,F,61785,Urban,Married,61,31,47,0,5,Personal Auto,Personal L3,Offer3,Web,271.10697,Two-Door Car,Large +PY98958,Oregon,12036.62051,Yes,Basic,Bachelor,2/10/11,Employed,M,44428,Suburban,Single,104,17,61,0,2,Special Auto,Special L1,Offer1,Call Center,499.2,SUV,Medsize +RA65645,California,8564.768226,Yes,Basic,High School or Below,2/17/11,Employed,M,95697,Rural,Married,107,29,29,0,9,Personal Auto,Personal L2,Offer2,Agent,178.006524,Sports Car,Medsize +FQ79356,California,2361.883909,No,Basic,Bachelor,2/24/11,Medical Leave,F,18064,Urban,Married,63,10,45,2,1,Personal Auto,Personal L2,Offer3,Call Center,182.964184,Four-Door Car,Medsize +TM25808,California,5565.693282,No,Basic,High School or Below,2/10/11,Employed,M,74720,Urban,Divorced,70,15,99,0,3,Personal Auto,Personal L3,Offer1,Agent,200.812425,Two-Door Car,Medsize +XO46388,California,5146.80976,No,Basic,Bachelor,1/25/11,Disabled,F,22594,Suburban,Married,67,22,41,0,3,Personal Auto,Personal L2,Offer1,Call Center,321.6,Four-Door Car,Medsize +LB81265,Arizona,2938.080327,No,Basic,Bachelor,2/9/11,Employed,F,40987,Urban,Divorced,73,6,15,0,1,Personal Auto,Personal L2,Offer3,Call Center,329.013275,Four-Door Car,Medsize +JR38787,Nevada,14432.74644,No,Extended,High School or Below,2/19/11,Disabled,M,24561,Suburban,Married,126,1,31,0,2,Personal Auto,Personal L1,Offer2,Branch,853.473552,SUV,Small +KZ22690,California,13027.41984,No,Extended,College,2/12/11,Employed,F,76456,Rural,Single,83,27,34,1,2,Personal Auto,Personal L3,Offer4,Web,42.693918,Four-Door Car,Medsize +NY49598,California,2451.988783,No,Basic,College,1/21/11,Employed,M,65828,Suburban,Divorced,62,22,3,0,1,Personal Auto,Personal L3,Offer2,Agent,297.6,Four-Door Car,Small +KY39767,Oregon,4661.984144,No,Basic,College,2/4/11,Unemployed,F,0,Suburban,Single,68,0,48,1,5,Personal Auto,Personal L2,Offer1,Call Center,489.6,Four-Door Car,Medsize +YU35386,Arizona,5600.010179,No,Basic,Bachelor,2/15/11,Employed,F,63621,Suburban,Married,70,8,48,0,5,Personal Auto,Personal L3,Offer4,Call Center,444.620265,Four-Door Car,Medsize +TF82172,Arizona,4016.132772,No,Basic,College,1/5/11,Medical Leave,M,10074,Rural,Married,107,33,42,0,1,Corporate Auto,Corporate L1,Offer2,Web,108.995934,SUV,Medsize +ER40041,Oregon,22195.80299,No,Basic,College,2/5/11,Employed,F,78965,Rural,Married,183,3,78,0,2,Personal Auto,Personal L3,Offer1,Call Center,145.587985,Luxury Car,Medsize +MS39869,Nevada,7343.353716,No,Basic,College,1/5/11,Unemployed,F,0,Suburban,Single,68,16,57,0,2,Personal Auto,Personal L1,Offer2,Call Center,479.028818,Four-Door Car,Medsize +PV77906,Arizona,4804.514274,No,Basic,Bachelor,1/22/11,Disabled,M,23604,Suburban,Married,64,4,86,0,8,Corporate Auto,Corporate L2,Offer1,Web,460.8,Two-Door Car,Medsize +QF21045,Oregon,2735.538859,No,Basic,College,2/14/11,Employed,F,99205,Urban,Married,68,7,21,0,1,Personal Auto,Personal L2,Offer2,Branch,323.246017,Two-Door Car,Medsize +HF65914,Arizona,6940.972823,No,Extended,College,1/3/11,Unemployed,M,0,Suburban,Married,92,4,60,0,3,Personal Auto,Personal L1,Offer1,Branch,441.6,Two-Door Car,Medsize +AJ58038,California,2396.219292,Yes,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,66,6,71,2,1,Corporate Auto,Corporate L1,Offer2,Call Center,433.160284,Four-Door Car,Large +ZR88383,Nevada,5380.898636,Yes,Basic,College,2/24/11,Employed,F,55350,Suburban,Married,67,0,13,0,9,Personal Auto,Personal L1,Offer1,Agent,321.6,Four-Door Car,Medsize +OT49339,Oregon,8432.815731,No,Basic,College,2/26/11,Disabled,M,21052,Urban,Married,111,12,55,0,5,Corporate Auto,Corporate L3,Offer2,Call Center,453.578343,SUV,Medsize +FI74985,Oregon,7556.507482,No,Basic,High School or Below,1/19/11,Unemployed,F,0,Suburban,Single,69,5,64,0,2,Personal Auto,Personal L1,Offer1,Web,496.8,Four-Door Car,Medsize +JW15301,Arizona,7787.431684,No,Basic,High School or Below,1/20/11,Medical Leave,M,24664,Suburban,Married,69,12,15,0,2,Corporate Auto,Corporate L3,Offer2,Agent,496.8,Four-Door Car,Medsize +PY20159,Nevada,4787.812897,No,Extended,College,1/27/11,Employed,M,45225,Rural,Single,124,15,83,0,1,Corporate Auto,Corporate L1,Offer3,Web,209.176923,Sports Car,Small +NC42524,California,9707.647552,No,Extended,College,1/13/11,Employed,M,30430,Suburban,Single,86,6,77,0,2,Special Auto,Special L3,Offer4,Web,425.662574,Four-Door Car,Small +ZG19911,California,2552.226197,No,Basic,Bachelor,2/2/11,Employed,F,35149,Rural,Married,64,26,33,0,1,Personal Auto,Personal L2,Offer4,Web,120.477298,Two-Door Car,Medsize +DI89983,California,5223.429265,No,Basic,Bachelor,2/4/11,Medical Leave,M,16513,Suburban,Divorced,71,23,37,0,6,Personal Auto,Personal L3,Offer3,Branch,340.8,Four-Door Car,Medsize +IG56214,Nevada,5010.44933,No,Basic,High School or Below,1/27/11,Disabled,M,10892,Suburban,Divorced,66,16,9,0,3,Personal Auto,Personal L1,Offer1,Call Center,316.8,Four-Door Car,Medsize +LC59148,Washington,5597.12496,Yes,Extended,High School or Below,1/27/11,Employed,F,37995,Suburban,Married,139,16,50,0,1,Personal Auto,Personal L1,Offer1,Branch,667.2,SUV,Medsize +UO95739,Oregon,4457.936252,No,Basic,College,2/24/11,Employed,M,54704,Urban,Divorced,113,6,75,0,1,Personal Auto,Personal L3,Offer1,Web,468.176056,SUV,Medsize +SB64873,Oregon,8200.78728,No,Basic,Doctor,2/13/11,Employed,M,25381,Suburban,Single,71,22,62,0,2,Personal Auto,Personal L2,Offer2,Branch,340.8,Four-Door Car,Medsize +TE82896,Oregon,2746.080105,No,Basic,High School or Below,2/19/11,Unemployed,F,0,Suburban,Married,74,5,75,0,1,Personal Auto,Personal L2,Offer2,Branch,355.2,Four-Door Car,Medsize +VY64199,Oregon,10215.77915,No,Basic,Bachelor,1/9/11,Disabled,F,18150,Urban,Married,67,17,34,0,2,Corporate Auto,Corporate L1,Offer1,Branch,220.304649,Four-Door Car,Medsize +IE82679,California,2453.570794,Yes,Basic,Bachelor,2/9/11,Medical Leave,M,29735,Suburban,Single,69,3,92,0,1,Personal Auto,Personal L2,Offer1,Agent,331.2,Four-Door Car,Medsize +SL70257,Nevada,5872.958817,No,Basic,College,2/4/11,Employed,F,77156,Suburban,Divorced,73,30,39,0,7,Personal Auto,Personal L2,Offer1,Branch,445.817914,Four-Door Car,Small +XJ85947,Oregon,3118.927949,No,Extended,College,2/5/11,Employed,F,88782,Urban,Divorced,78,6,38,0,1,Personal Auto,Personal L3,Offer4,Web,357.757645,Four-Door Car,Large +EF84269,California,5568.656492,No,Extended,College,2/21/11,Employed,F,51489,Rural,Married,139,14,10,0,1,Personal Auto,Personal L2,Offer1,Web,236.739322,SUV,Medsize +NY91328,California,9029.71466,No,Extended,Bachelor,2/2/11,Retired,F,16972,Suburban,Divorced,125,17,89,0,5,Personal Auto,Personal L3,Offer1,Agent,600,SUV,Large +AT49447,California,7591.827171,No,Extended,Bachelor,1/15/11,Employed,M,99359,Rural,Married,95,16,19,0,9,Personal Auto,Personal L3,Offer2,Call Center,233.265397,Two-Door Car,Medsize +BM70908,Arizona,2255.312942,No,Basic,College,1/26/11,Employed,M,58289,Suburban,Single,62,18,92,4,1,Personal Auto,Personal L3,Offer1,Agent,297.6,Two-Door Car,Medsize +GM63998,Oregon,32613.69038,No,Premium,Doctor,2/14/11,Employed,F,45173,Suburban,Married,268,20,57,0,2,Personal Auto,Personal L3,Offer3,Call Center,1286.4,Luxury Car,Medsize +AR61426,California,9445.649461,No,Extended,Bachelor,1/24/11,Employed,F,93246,Rural,Married,78,31,24,0,2,Personal Auto,Personal L3,Offer4,Branch,41.628869,Two-Door Car,Medsize +CB62406,Arizona,6803.596768,No,Premium,High School or Below,2/4/11,Employed,M,43758,Suburban,Married,171,16,29,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,1129.929433,SUV,Medsize +WH82416,Oregon,9766.217126,No,Extended,Bachelor,2/12/11,Employed,M,75651,Urban,Married,81,23,60,0,2,Personal Auto,Personal L2,Offer2,Agent,375.11129,Four-Door Car,Large +UI53874,Arizona,7294.846132,No,Basic,Doctor,2/2/11,Unemployed,F,0,Suburban,Divorced,67,13,91,0,2,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +LM44949,Oregon,5682.515346,No,Basic,Doctor,1/13/11,Employed,F,36938,Urban,Married,70,32,31,0,3,Special Auto,Special L2,Offer1,Agent,244.801119,Four-Door Car,Medsize +JR59597,California,6332.941818,No,Extended,Bachelor,2/27/11,Employed,M,50843,Suburban,Single,82,12,65,0,3,Personal Auto,Personal L3,Offer3,Call Center,393.6,Two-Door Car,Small +ZS22428,California,4916.577034,No,Basic,Bachelor,2/14/11,Employed,F,21907,Rural,Married,62,6,47,0,3,Personal Auto,Personal L3,Offer2,Agent,2.96438,Four-Door Car,Medsize +AZ34845,California,4798.240889,No,Basic,Bachelor,2/20/11,Employed,F,77846,Urban,Married,119,8,45,0,1,Personal Auto,Personal L3,Offer1,Agent,342.471939,Sports Car,Medsize +FL67726,Washington,10408.96865,Yes,Basic,High School or Below,2/18/11,Retired,M,20228,Suburban,Divorced,101,3,43,1,2,Personal Auto,Personal L3,Offer1,Branch,523.815839,SUV,Medsize +QU20310,Arizona,9247.464417,No,Extended,High School or Below,1/2/11,Employed,F,97030,Suburban,Married,76,14,24,0,2,Corporate Auto,Corporate L3,Offer3,Call Center,416.637499,Four-Door Car,Small +NQ42020,Oregon,7322.92885,No,Basic,High School or Below,2/7/11,Employed,M,80864,Urban,Married,182,5,30,0,1,Personal Auto,Personal L3,Offer3,Agent,618.210272,Luxury SUV,Medsize +ZF40143,Nevada,8275.900104,No,Premium,College,1/24/11,Employed,F,48197,Suburban,Single,106,10,61,0,6,Personal Auto,Personal L2,Offer2,Agent,508.8,Four-Door Car,Medsize +GU65780,California,5635.403677,No,Basic,Doctor,1/20/11,Employed,M,70837,Suburban,Married,73,7,19,4,3,Personal Auto,Personal L3,Offer2,Agent,362.743231,Four-Door Car,Small +KY32675,Arizona,14970.28509,No,Extended,High School or Below,1/11/11,Employed,M,85297,Suburban,Married,93,7,91,0,2,Special Auto,Special L3,Offer2,Branch,620.011594,Two-Door Car,Small +ZX35838,Oregon,9336.336922,No,Premium,Master,1/25/11,Employed,F,70177,Rural,Married,115,12,34,0,8,Personal Auto,Personal L1,Offer1,Agent,225.517666,Four-Door Car,Medsize +LU42720,Nevada,48356.96084,No,Extended,College,2/20/11,Employed,M,52499,Suburban,Divorced,138,0,61,0,2,Personal Auto,Personal L2,Offer3,Call Center,1171.537594,SUV,Medsize +FB25242,Oregon,5686.915259,No,Basic,College,1/15/11,Employed,M,63143,Suburban,Married,71,31,85,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,340.8,Four-Door Car,Medsize +RW51650,Oregon,8622.835375,Yes,Basic,Bachelor,2/18/11,Employed,M,97361,Suburban,Single,73,6,85,0,2,Personal Auto,Personal L2,Offer1,Agent,350.4,Four-Door Car,Medsize +XX94684,Nevada,5079.674786,No,Extended,High School or Below,1/28/11,Employed,M,50052,Suburban,Single,130,6,50,0,1,Personal Auto,Personal L2,Offer1,Agent,624,Sports Car,Small +AH99727,Arizona,5623.314472,No,Basic,Bachelor,1/5/11,Disabled,F,11612,Suburban,Married,71,20,92,0,5,Personal Auto,Personal L3,Offer2,Branch,340.8,Four-Door Car,Medsize +NZ85858,Arizona,5270.013569,No,Basic,High School or Below,1/29/11,Employed,F,78115,Urban,Married,65,1,12,0,4,Personal Auto,Personal L3,Offer2,Branch,255.454322,Four-Door Car,Small +JU19953,California,8621.172176,No,Basic,Master,1/8/11,Employed,F,81947,Urban,Married,71,12,78,0,2,Personal Auto,Personal L3,Offer3,Branch,203.993499,Two-Door Car,Medsize +LC33025,Oregon,7918.334928,No,Extended,College,2/14/11,Employed,M,44698,Suburban,Married,211,0,88,4,1,Personal Auto,Personal L2,Offer1,Call Center,1012.8,Luxury Car,Medsize +BV86143,California,21034.01815,No,Basic,High School or Below,2/23/11,Employed,F,26876,Urban,Married,66,12,53,0,2,Personal Auto,Personal L2,Offer4,Call Center,219.209762,Four-Door Car,Medsize +AY88788,Oregon,15417.6822,No,Basic,College,1/3/11,Employed,F,69841,Urban,Married,192,0,66,0,7,Personal Auto,Personal L3,Offer1,Branch,878.812468,Luxury SUV,Medsize +OJ33945,Oregon,8692.636838,No,Basic,High School or Below,1/8/11,Employed,F,97768,Rural,Divorced,72,22,14,0,2,Personal Auto,Personal L1,Offer3,Agent,151.843731,Two-Door Car,Medsize +LO84523,Oregon,6503.143913,No,Basic,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,187,6,12,0,1,Personal Auto,Personal L2,Offer2,Web,1588.682955,Luxury Car,Medsize +GJ43254,Washington,31642.10463,No,Extended,College,1/22/11,Employed,M,89057,Rural,Married,98,17,90,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,187.363583,Two-Door Car,Medsize +AR96516,Oregon,5914.951808,No,Basic,Bachelor,1/28/11,Employed,F,50217,Suburban,Married,74,18,2,0,9,Personal Auto,Personal L1,Offer2,Web,355.2,Two-Door Car,Medsize +WH11924,Washington,4645.839058,No,Basic,College,2/5/11,Unemployed,M,0,Suburban,Single,71,3,33,0,3,Personal Auto,Personal L2,Offer4,Web,697.186307,Two-Door Car,Large +DL26809,Nevada,6826.797741,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Single,68,13,26,0,2,Personal Auto,Personal L3,Offer1,Agent,489.6,Two-Door Car,Small +MV69686,Oregon,3982.180708,No,Extended,Doctor,1/3/11,Employed,F,38500,Urban,Married,99,26,49,1,1,Corporate Auto,Corporate L2,Offer1,Agent,423.286512,Four-Door Car,Large +SC95565,Nevada,2887.779742,No,Basic,High School or Below,2/15/11,Employed,F,62018,Urban,Married,71,21,0,0,1,Personal Auto,Personal L1,Offer4,Branch,293.865315,Two-Door Car,Medsize +RL31641,Oregon,2252.416825,No,Basic,College,1/29/11,Unemployed,F,0,Suburban,Single,65,13,84,0,1,Personal Auto,Personal L3,Offer3,Web,468,Two-Door Car,Medsize +OH83248,California,8458.531323,No,Premium,Master,1/1/11,Employed,M,57394,Urban,Married,106,8,11,0,3,Personal Auto,Personal L3,Offer4,Call Center,316.492058,Four-Door Car,Medsize +DB28979,California,7478.313695,No,Basic,Bachelor,1/26/11,Employed,M,23530,Suburban,Divorced,65,22,34,0,2,Corporate Auto,Corporate L3,Offer3,Agent,312,Two-Door Car,Medsize +ZS32263,California,3788.649817,No,Extended,High School or Below,2/22/11,Employed,F,48887,Suburban,Divorced,95,26,25,0,1,Personal Auto,Personal L1,Offer2,Agent,456,Four-Door Car,Medsize +IY59173,Oregon,5220.685297,No,Extended,Master,1/6/11,Employed,F,68867,Suburban,Married,129,19,91,0,1,Personal Auto,Personal L3,Offer1,Call Center,619.2,SUV,Medsize +KL17620,California,7130.294828,No,Basic,College,1/28/11,Disabled,F,12062,Suburban,Single,63,3,42,0,2,Corporate Auto,Corporate L1,Offer4,Web,302.4,Four-Door Car,Medsize +CP28581,Arizona,8513.592687,No,Basic,College,2/11/11,Employed,M,59230,Rural,Married,107,11,56,0,5,Personal Auto,Personal L3,Offer1,Branch,245.076091,SUV,Medsize +QR15592,Arizona,5660.133806,No,Basic,Bachelor,2/18/11,Employed,F,59586,Rural,Divorced,72,6,70,0,3,Personal Auto,Personal L1,Offer2,Branch,91.198362,Four-Door Car,Medsize +DX98298,Washington,4082.170583,No,Basic,High School or Below,1/8/11,Employed,M,57506,Suburban,Married,102,24,43,0,1,Personal Auto,Personal L1,Offer4,Agent,615.243841,Sports Car,Small +TG68823,Arizona,5318.89664,Yes,Basic,Bachelor,1/12/11,Employed,F,25134,Suburban,Married,67,3,0,0,6,Personal Auto,Personal L3,Offer2,Call Center,321.6,Four-Door Car,Small +WO78310,Oregon,4160.162571,No,Basic,College,2/8/11,Unemployed,F,0,Suburban,Single,61,3,58,0,5,Personal Auto,Personal L2,Offer1,Branch,292.8,Four-Door Car,Large +SC78905,Oregon,2237.347771,No,Basic,College,2/4/11,Unemployed,F,0,Suburban,Married,61,19,44,0,1,Personal Auto,Personal L2,Offer3,Agent,292.8,Four-Door Car,Small +EL88957,California,3460.12299,No,Basic,College,1/14/11,Unemployed,M,0,Suburban,Married,100,15,96,1,1,Personal Auto,Personal L3,Offer1,Agent,720,SUV,Medsize +SS54050,California,16005.50507,No,Basic,Bachelor,1/11/11,Employed,M,44901,Suburban,Married,70,15,56,2,2,Personal Auto,Personal L3,Offer1,Branch,460.806124,Four-Door Car,Small +ZV99487,Arizona,6986.603722,No,Extended,Bachelor,1/11/11,Unemployed,F,0,Rural,Married,93,21,8,0,3,Personal Auto,Personal L1,Offer1,Call Center,149.269407,Four-Door Car,Medsize +XI51746,Oregon,8826.961501,No,Basic,Bachelor,1/21/11,Employed,F,28463,Urban,Married,113,0,45,2,7,Personal Auto,Personal L3,Offer3,Call Center,324.317667,SUV,Medsize +KG85675,Nevada,4726.869327,Yes,Extended,Bachelor,1/10/11,Medical Leave,F,13037,Suburban,Married,124,28,49,0,1,Personal Auto,Personal L3,Offer2,Agent,839.348464,SUV,Small +KK64803,California,27443.47482,No,Extended,High School or Below,2/5/11,Employed,M,82320,Suburban,Married,99,4,2,1,2,Personal Auto,Personal L2,Offer2,Branch,475.2,Four-Door Car,Medsize +OM80593,California,7247.313475,No,Basic,Bachelor,2/23/11,Unemployed,F,0,Suburban,Single,104,9,58,0,7,Personal Auto,Personal L3,Offer1,Call Center,499.2,SUV,Medsize +RL59810,Oregon,5137.852105,No,Basic,College,2/18/11,Employed,F,78460,Urban,Married,64,3,93,0,4,Personal Auto,Personal L3,Offer3,Agent,203.568733,Four-Door Car,Medsize +QQ53360,Nevada,2739.05724,No,Extended,College,1/13/11,Unemployed,M,0,Suburban,Married,92,26,11,4,1,Personal Auto,Personal L2,Offer3,Agent,657.290491,Two-Door Car,Medsize +WR76339,California,5092.793862,No,Basic,College,1/11/11,Employed,M,46922,Suburban,Married,64,34,12,0,3,Corporate Auto,Corporate L3,Offer1,Branch,403.385123,Two-Door Car,Medsize +BA40043,California,5799.826802,No,Basic,College,1/3/11,Employed,M,60689,Rural,Single,74,29,67,0,7,Corporate Auto,Corporate L2,Offer2,Branch,5.746657,Four-Door Car,Medsize +MK52197,Nevada,5507.063242,No,Basic,Master,2/8/11,Unemployed,F,0,Suburban,Married,71,3,38,0,3,Personal Auto,Personal L3,Offer1,Branch,340.8,Four-Door Car,Medsize +SV48204,Oregon,10484.91535,Yes,Extended,College,2/1/11,Employed,F,61108,Rural,Divorced,89,22,93,0,2,Personal Auto,Personal L3,Offer2,Agent,49.451117,Four-Door Car,Medsize +RJ79502,Arizona,8501.279969,No,Basic,Bachelor,2/8/11,Employed,M,98003,Urban,Divorced,107,4,46,0,7,Personal Auto,Personal L3,Offer3,Call Center,449.408637,SUV,Small +SM14243,Washington,8426.057283,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Married,74,30,37,0,2,Personal Auto,Personal L3,Offer1,Call Center,460.084192,Four-Door Car,Medsize +NL32558,Arizona,6503.397049,Yes,Extended,High School or Below,2/19/11,Disabled,F,22081,Suburban,Married,84,1,9,0,6,Personal Auto,Personal L1,Offer1,Agent,451.670309,Two-Door Car,Small +CP92616,Nevada,46805.22306,No,Extended,High School or Below,2/25/11,Employed,M,83006,Urban,Married,235,8,61,1,2,Personal Auto,Personal L1,Offer3,Agent,1065.049894,Luxury SUV,Small +BP28492,Arizona,4834.710493,Yes,Basic,College,1/31/11,Employed,F,38713,Suburban,Divorced,66,31,69,4,6,Corporate Auto,Corporate L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +MX28412,Oregon,2575.3237,No,Basic,College,1/13/11,Medical Leave,F,28700,Suburban,Married,68,2,65,3,1,Personal Auto,Personal L2,Offer4,Web,326.4,Four-Door Car,Medsize +DT99586,California,37111.65952,No,Basic,Master,2/8/11,Employed,F,61552,Rural,Married,115,1,95,0,2,Personal Auto,Personal L3,Offer1,Agent,12.252847,SUV,Medsize +IC41932,Nevada,4371.190437,No,Basic,College,1/4/11,Employed,M,56718,Suburban,Divorced,113,7,95,1,1,Personal Auto,Personal L3,Offer1,Call Center,542.4,SUV,Medsize +DA35744,Oregon,16796.33604,No,Basic,Doctor,1/10/11,Employed,M,66776,Rural,Single,71,11,45,0,2,Corporate Auto,Corporate L3,Offer4,Agent,131.808343,Four-Door Car,Small +GU96042,California,7988.506358,No,Basic,High School or Below,2/4/11,Employed,M,58268,Urban,Married,67,12,82,0,2,Corporate Auto,Corporate L3,Offer1,Agent,228.641342,Two-Door Car,Medsize +UW98698,California,2269.841123,No,Basic,College,2/8/11,Unemployed,M,0,Suburban,Single,68,22,43,0,1,Personal Auto,Personal L3,Offer4,Agent,542.016902,Four-Door Car,Medsize +SF32458,California,4991.47197,No,Basic,Doctor,1/30/11,Medical Leave,M,12608,Urban,Married,66,23,72,1,3,Personal Auto,Personal L1,Offer1,Agent,214.866605,Four-Door Car,Medsize +OM85313,California,2921.930882,No,Basic,Master,1/15/11,Employed,M,63499,Urban,Married,73,21,79,0,1,Personal Auto,Personal L3,Offer2,Agent,278.964095,Four-Door Car,Medsize +MH81246,Oregon,7613.193095,No,Extended,High School or Below,2/17/11,Employed,M,36247,Urban,Married,96,35,29,0,7,Corporate Auto,Corporate L2,Offer1,Agent,329.522858,Four-Door Car,Medsize +OH99089,California,5827.409742,No,Basic,Master,2/22/11,Employed,F,30228,Rural,Married,73,28,44,0,5,Personal Auto,Personal L3,Offer2,Branch,163.345647,Four-Door Car,Medsize +TG57800,Oregon,2600.641181,No,Basic,College,1/13/11,Unemployed,F,0,Suburban,Single,74,19,4,0,1,Personal Auto,Personal L2,Offer1,Call Center,501.472124,Two-Door Car,Medsize +GX19342,California,8491.465719,No,Premium,High School or Below,1/28/11,Unemployed,F,0,Suburban,Single,116,3,97,0,3,Personal Auto,Personal L3,Offer1,Branch,1193.115879,Four-Door Car,Large +XE39286,Arizona,9778.733613,No,Extended,Bachelor,1/3/11,Employed,F,99364,Suburban,Married,121,3,37,0,5,Personal Auto,Personal L2,Offer4,Web,580.8,Sports Car,Small +JA93297,California,22658.53652,Yes,Basic,Bachelor,1/25/11,Retired,M,23665,Suburban,Married,67,19,50,0,2,Personal Auto,Personal L2,Offer1,Branch,404.817249,Four-Door Car,Medsize +II37789,Arizona,10004.02761,No,Extended,College,2/18/11,Unemployed,F,0,Suburban,Single,94,7,4,0,2,Corporate Auto,Corporate L3,Offer1,Branch,807.168846,Four-Door Car,Large +IC32996,Oregon,4872.774396,No,Basic,High School or Below,2/9/11,Employed,M,69247,Urban,Married,61,12,64,1,3,Corporate Auto,Corporate L3,Offer4,Agent,226.522147,Two-Door Car,Medsize +LO67195,Arizona,7444.814633,No,Extended,College,1/28/11,Employed,F,56047,Rural,Married,92,26,29,0,5,Corporate Auto,Corporate L2,Offer1,Agent,82.733588,Four-Door Car,Large +PG93638,Oregon,5761.11121,No,Basic,College,1/22/11,Employed,M,28919,Urban,Married,73,11,76,0,5,Personal Auto,Personal L1,Offer3,Call Center,207.828024,Two-Door Car,Medsize +OZ41737,Oregon,5366.779081,No,Basic,Doctor,2/22/11,Unemployed,F,0,Urban,Married,70,5,29,0,4,Personal Auto,Personal L2,Offer1,Agent,223.174067,Four-Door Car,Large +OY66019,Oregon,6259.477847,No,Extended,College,2/28/11,Unemployed,F,0,Urban,Married,83,8,78,0,4,Personal Auto,Personal L2,Offer2,Agent,254.142365,Four-Door Car,Medsize +CH73843,Arizona,7623.580733,No,Basic,High School or Below,2/9/11,Employed,M,69900,Rural,Married,64,23,68,0,2,Personal Auto,Personal L2,Offer4,Branch,33.97,Two-Door Car,Large +XT93203,California,10963.95723,Yes,Premium,High School or Below,2/8/11,Employed,M,55687,Suburban,Divorced,276,33,91,0,1,Personal Auto,Personal L3,Offer1,Agent,1324.8,Luxury SUV,Medsize +OR85652,Oregon,7427.845088,No,Extended,Bachelor,2/17/11,Employed,F,78294,Rural,Married,92,6,35,0,3,Personal Auto,Personal L1,Offer4,Agent,181.148732,Four-Door Car,Medsize +YD87931,Washington,4951.656084,No,Basic,Doctor,1/10/11,Employed,M,46896,Rural,Married,62,9,33,1,4,Personal Auto,Personal L3,Offer2,Agent,31.707317,Four-Door Car,Medsize +XK11432,Arizona,4665.129599,No,Basic,Bachelor,2/2/11,Unemployed,M,0,Suburban,Married,62,26,62,0,3,Personal Auto,Personal L2,Offer1,Branch,297.6,Two-Door Car,Small +OX24868,California,6021.842473,No,Premium,High School or Below,2/25/11,Unemployed,F,0,Suburban,Single,168,11,46,0,1,Personal Auto,Personal L3,Offer1,Agent,1476.670903,SUV,Medsize +EZ74530,Nevada,3074.105486,No,Basic,High School or Below,1/8/11,Unemployed,M,0,Suburban,Single,104,25,33,3,1,Personal Auto,Personal L2,Offer1,Web,748.8,Sports Car,Medsize +HP46467,Oregon,4953.086407,No,Extended,College,2/18/11,Employed,F,21385,Suburban,Divorced,127,14,37,0,1,Corporate Auto,Corporate L2,Offer3,Web,609.6,SUV,Large +KP54476,California,7780.489322,No,Extended,Master,1/22/11,Employed,M,87128,Suburban,Single,97,26,45,0,3,Personal Auto,Personal L1,Offer2,Web,495.612777,Two-Door Car,Medsize +AI47152,Nevada,7992.779105,No,Basic,College,1/21/11,Employed,F,35434,Urban,Married,66,19,26,0,2,Personal Auto,Personal L2,Offer2,Agent,297.051768,Four-Door Car,Medsize +BU15334,California,4170.687348,Yes,Basic,Master,1/17/11,Employed,F,29462,Suburban,Single,107,28,23,1,1,Corporate Auto,Corporate L3,Offer2,Branch,513.6,SUV,Large +GD59796,Nevada,23228.23674,No,Premium,College,2/15/11,Employed,F,53243,Suburban,Single,102,26,96,3,2,Personal Auto,Personal L3,Offer1,Agent,489.6,Four-Door Car,Small +OX59701,California,5445.81699,No,Extended,High School or Below,1/20/11,Employed,M,21006,Suburban,Married,139,14,9,1,1,Personal Auto,Personal L2,Offer4,Branch,667.2,SUV,Medsize +OD63728,California,4558.498445,No,Basic,College,2/4/11,Unemployed,F,0,Suburban,Single,65,24,93,0,9,Personal Auto,Personal L3,Offer1,Agent,312,Two-Door Car,Medsize +JC38573,Oregon,5528.212807,Yes,Basic,Bachelor,1/19/11,Employed,M,36088,Suburban,Single,72,16,31,0,9,Corporate Auto,Corporate L3,Offer1,Agent,345.6,Four-Door Car,Medsize +RC11491,Oregon,10390.66647,No,Extended,College,1/2/11,Employed,F,28948,Rural,Married,131,7,57,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,295.83086,SUV,Medsize +RZ24101,Nevada,7142.54905,No,Premium,College,1/4/11,Medical Leave,F,24417,Suburban,Divorced,185,22,25,0,1,Personal Auto,Personal L3,Offer1,Call Center,888,SUV,Medsize +OB88698,Oregon,5469.542959,No,Basic,High School or Below,1/23/11,Employed,M,67099,Rural,Married,69,11,24,0,6,Personal Auto,Personal L3,Offer4,Branch,22.995594,Two-Door Car,Medsize +IK92617,Oregon,11628.73401,No,Extended,Bachelor,2/11/11,Employed,F,97830,Urban,Married,96,3,61,0,2,Personal Auto,Personal L3,Offer1,Agent,298.362415,Four-Door Car,Small +YH43996,Arizona,10189.65429,No,Premium,College,1/21/11,Unemployed,M,0,Suburban,Single,101,15,90,0,2,Personal Auto,Personal L3,Offer1,Branch,727.2,Four-Door Car,Small +BJ65040,Arizona,2733.431887,No,Basic,High School or Below,1/3/11,Employed,F,93558,Suburban,Married,67,19,5,0,1,Personal Auto,Personal L3,Offer4,Agent,478.234236,Four-Door Car,Medsize +WY57101,Arizona,4014.453113,Yes,Extended,Doctor,1/8/11,Employed,F,37384,Suburban,Married,99,9,17,0,1,Personal Auto,Personal L3,Offer2,Agent,475.2,Four-Door Car,Medsize +OG77759,Arizona,7119.531925,No,Basic,Bachelor,1/14/11,Disabled,M,28227,Suburban,Married,62,14,24,0,2,Personal Auto,Personal L3,Offer1,Agent,551.28213,Four-Door Car,Small +HN38084,Nevada,11772.79068,No,Basic,High School or Below,1/10/11,Employed,M,51008,Suburban,Married,74,5,95,0,2,Corporate Auto,Corporate L1,Offer3,Branch,355.2,Two-Door Car,Small +GD11927,California,2381.790787,No,Basic,High School or Below,2/25/11,Employed,M,78185,Suburban,Single,61,23,54,0,1,Personal Auto,Personal L3,Offer4,Agent,292.8,Four-Door Car,Small +MC20349,California,5208.35385,No,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,74,35,2,0,3,Personal Auto,Personal L3,Offer1,Branch,532.8,Four-Door Car,Medsize +HM22034,Nevada,5018.727893,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Divorced,68,34,68,0,4,Personal Auto,Personal L1,Offer1,Agent,670.47746,Four-Door Car,Medsize +KH48996,Arizona,11900.54484,No,Basic,Bachelor,2/23/11,Employed,F,97205,Rural,Divorced,100,22,40,2,2,Personal Auto,Personal L2,Offer3,Branch,5.573179,Sports Car,Small +VM34210,Washington,7399.032079,No,Basic,College,1/1/11,Unemployed,F,0,Urban,Married,101,28,34,0,6,Personal Auto,Personal L2,Offer1,Web,337.617149,SUV,Medsize +LS90887,California,5674.381244,No,Basic,Bachelor,2/18/11,Employed,F,26225,Urban,Married,72,18,25,1,7,Special Auto,Special L2,Offer2,Web,320.777404,Four-Door Car,Medsize +EN72010,Oregon,7271.43404,No,Basic,College,1/25/11,Disabled,M,20545,Suburban,Single,70,23,86,0,2,Personal Auto,Personal L2,Offer3,Agent,336,Two-Door Car,Medsize +KH44031,Oregon,3164.494011,No,Extended,Master,1/4/11,Unemployed,F,0,Suburban,Married,83,20,32,0,1,Personal Auto,Personal L1,Offer2,Call Center,398.4,Four-Door Car,Medsize +GJ47896,Arizona,2661.033435,No,Basic,College,1/13/11,Employed,F,35503,Urban,Married,67,14,95,0,1,Personal Auto,Personal L3,Offer1,Branch,216.173135,Two-Door Car,Medsize +GD87742,Oregon,14140.55885,No,Basic,College,1/26/11,Employed,F,58988,Suburban,Married,118,3,76,0,2,Personal Auto,Personal L3,Offer2,Web,566.4,Sports Car,Medsize +MD14027,Nevada,7654.227067,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,74,16,89,1,2,Personal Auto,Personal L1,Offer1,Agent,355.2,Two-Door Car,Medsize +XA32915,Nevada,2199.73952,No,Basic,High School or Below,2/15/11,Unemployed,M,0,Suburban,Single,64,21,5,0,1,Personal Auto,Personal L3,Offer4,Branch,685.456738,Two-Door Car,Small +XR52852,Oregon,2004.350666,Yes,Basic,College,2/22/11,Unemployed,F,0,Suburban,Divorced,66,16,35,4,1,Special Auto,Special L2,Offer1,Branch,316.8,Four-Door Car,Small +EZ48947,Nevada,13111.11319,No,Basic,College,1/31/11,Employed,M,67197,Rural,Single,111,2,9,0,2,Special Auto,Special L2,Offer1,Agent,147.948783,SUV,Large +OJ50322,Nevada,15762.60349,No,Premium,High School or Below,1/21/11,Employed,M,39032,Suburban,Married,198,31,15,0,7,Personal Auto,Personal L3,Offer1,Call Center,950.4,SUV,Medsize +XB77333,Oregon,13197.92893,Yes,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,68,19,2,3,2,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Large +QB58745,California,2787.539793,No,Basic,High School or Below,1/23/11,Employed,M,34927,Urban,Married,70,5,2,0,1,Personal Auto,Personal L2,Offer4,Web,242.491357,Two-Door Car,Large +IG62421,Nevada,3436.134281,Yes,Extended,Doctor,2/18/11,Employed,M,30817,Rural,Divorced,88,25,43,0,1,Personal Auto,Personal L2,Offer2,Branch,91.834668,Four-Door Car,Medsize +SF29724,California,2713.36798,No,Basic,Bachelor,1/12/11,Employed,F,31535,Rural,Single,70,27,46,0,1,Personal Auto,Personal L2,Offer4,Branch,90.525716,Four-Door Car,Medsize +WM95454,California,2867.312197,Yes,Extended,Bachelor,1/3/11,Retired,F,23376,Suburban,Divorced,78,19,18,0,1,Personal Auto,Personal L3,Offer2,Call Center,374.4,Four-Door Car,Medsize +CB96381,California,14590.24583,No,Basic,College,1/11/11,Employed,F,46244,Urban,Divorced,62,8,3,0,2,Corporate Auto,Corporate L3,Offer4,Agent,255.285875,Four-Door Car,Medsize +MJ60422,Arizona,6652.474492,No,Extended,Bachelor,2/9/11,Employed,M,34886,Suburban,Married,84,3,40,0,5,Personal Auto,Personal L3,Offer1,Call Center,403.2,Two-Door Car,Small +NC63295,Arizona,2444.621056,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Married,66,27,51,0,1,Corporate Auto,Corporate L2,Offer3,Branch,316.8,Four-Door Car,Large +JX76668,Washington,11314.24394,No,Premium,High School or Below,1/6/11,Employed,F,62935,Rural,Married,141,29,27,0,7,Personal Auto,Personal L1,Offer2,Agent,232.242326,Sports Car,Small +ZE76673,Oregon,10972.06778,Yes,Extended,Doctor,1/18/11,Employed,M,24164,Suburban,Divorced,137,2,40,0,5,Personal Auto,Personal L1,Offer2,Agent,657.6,Sports Car,Medsize +XG19917,Washington,3189.66703,No,Extended,Bachelor,2/5/11,Unemployed,F,0,Suburban,Single,87,6,3,0,1,Personal Auto,Personal L2,Offer2,Branch,760.428495,Four-Door Car,Medsize +WF34690,Oregon,19357.37201,No,Basic,Bachelor,2/7/11,Unemployed,F,0,Suburban,Married,68,20,66,1,2,Personal Auto,Personal L3,Offer1,Branch,326.4,Four-Door Car,Medsize +ZM28138,Arizona,7227.120364,No,Basic,Bachelor,1/1/11,Employed,F,40153,Suburban,Single,61,1,99,0,2,Personal Auto,Personal L3,Offer1,Agent,340.07498,Four-Door Car,Medsize +FI14842,Nevada,7857.303868,No,Basic,College,1/29/11,Unemployed,F,0,Suburban,Married,104,12,7,0,3,Personal Auto,Personal L2,Offer2,Web,499.2,SUV,Medsize +KC32511,Oregon,5181.620895,Yes,Basic,Master,2/3/11,Employed,F,97131,Suburban,Married,64,5,80,0,6,Personal Auto,Personal L2,Offer2,Agent,307.2,Four-Door Car,Small +NE10467,Arizona,4281.062223,No,Basic,High School or Below,2/24/11,Employed,F,23712,Suburban,Married,106,2,12,0,1,Corporate Auto,Corporate L1,Offer4,Call Center,508.8,SUV,Medsize +PT93474,Oregon,11513.16291,No,Basic,Bachelor,2/4/11,Unemployed,F,0,Suburban,Divorced,64,26,72,0,2,Personal Auto,Personal L3,Offer1,Web,307.2,Four-Door Car,Medsize +RL74454,Nevada,5147.11023,No,Basic,Bachelor,2/6/11,Employed,F,33171,Urban,Married,65,27,17,0,3,Personal Auto,Personal L3,Offer2,Branch,236.643695,Four-Door Car,Medsize +DQ31994,Nevada,8663.497618,No,Extended,College,2/19/11,Unemployed,F,0,Suburban,Single,83,18,90,1,2,Corporate Auto,Corporate L2,Offer2,Agent,398.4,Four-Door Car,Medsize +DN98431,Oregon,2535.321683,No,Basic,High School or Below,2/27/11,Unemployed,F,0,Suburban,Married,68,24,73,0,1,Corporate Auto,Corporate L3,Offer1,Branch,326.4,Four-Door Car,Medsize +EV53200,Nevada,21504.3388,No,Basic,College,1/8/11,Employed,M,60228,Urban,Divorced,112,23,28,1,2,Personal Auto,Personal L2,Offer1,Agent,286.102971,SUV,Medsize +AJ89107,Arizona,7349.32849,No,Extended,High School or Below,2/2/11,Employed,M,27072,Suburban,Married,93,24,27,0,8,Personal Auto,Personal L3,Offer4,Branch,565.336931,Four-Door Car,Large +WS25565,California,8509.850887,Yes,Basic,Master,1/31/11,Disabled,M,26057,Suburban,Divorced,74,3,63,0,2,Personal Auto,Personal L1,Offer1,Call Center,523.888845,Four-Door Car,Small +ZY33234,Nevada,4297.189057,No,Premium,High School or Below,1/12/11,Employed,F,66331,Suburban,Single,107,0,74,0,1,Personal Auto,Personal L3,Offer4,Branch,513.6,Two-Door Car,Large +QW17286,Washington,2778.323903,No,Basic,Master,2/13/11,Employed,F,66030,Urban,Married,69,33,19,1,1,Personal Auto,Personal L2,Offer4,Web,282.153792,Four-Door Car,Medsize +TO34442,Washington,5532.863336,No,Basic,College,2/23/11,Employed,M,59768,Suburban,Married,71,6,93,1,3,Personal Auto,Personal L3,Offer1,Branch,340.8,Four-Door Car,Small +DG90902,California,17476.64139,No,Basic,College,1/12/11,Employed,F,45106,Suburban,Married,73,22,21,0,2,Personal Auto,Personal L2,Offer2,Agent,350.4,Four-Door Car,Medsize +SW96063,Arizona,10479.89966,No,Extended,Bachelor,2/23/11,Employed,F,78435,Urban,Divorced,130,11,19,0,4,Personal Auto,Personal L3,Offer1,Call Center,553.61131,SUV,Medsize +CP19929,California,2242.574431,No,Basic,Bachelor,2/10/11,Unemployed,F,0,Suburban,Single,63,31,99,1,1,Corporate Auto,Corporate L3,Offer1,Agent,453.6,Two-Door Car,Medsize +KR50062,Oregon,2754.45676,No,Basic,College,2/11/11,Employed,M,79507,Suburban,Married,70,7,17,3,1,Personal Auto,Personal L3,Offer2,Call Center,442.199439,Two-Door Car,Medsize +CU19735,Arizona,8041.20055,No,Basic,High School or Below,2/24/11,Employed,M,44986,Suburban,Married,101,14,83,0,3,Corporate Auto,Corporate L1,Offer1,Call Center,624.023564,SUV,Medsize +ST52914,Arizona,6042.9119,No,Extended,College,2/5/11,Employed,M,25899,Suburban,Divorced,79,10,11,0,8,Personal Auto,Personal L3,Offer4,Branch,568.8,Two-Door Car,Medsize +WQ68301,Oregon,2827.43885,No,Basic,Bachelor,1/29/11,Medical Leave,M,13610,Suburban,Married,74,7,64,0,1,Personal Auto,Personal L3,Offer4,Agent,355.2,Four-Door Car,Large +LR33381,Nevada,22041.85643,No,Basic,Doctor,2/18/11,Unemployed,M,0,Suburban,Married,65,11,15,0,2,Personal Auto,Personal L3,Offer3,Agent,312,Four-Door Car,Small +UR36912,California,2796.802191,No,Basic,Bachelor,1/31/11,Employed,M,77362,Suburban,Married,70,14,25,0,1,Personal Auto,Personal L3,Offer2,Agent,386.599797,Two-Door Car,Medsize +SK46419,California,4072.849436,No,Basic,High School or Below,1/31/11,Employed,M,96443,Suburban,Single,102,1,17,0,1,Personal Auto,Personal L3,Offer4,Branch,489.6,SUV,Medsize +BY88757,California,5182.462266,No,Extended,Master,2/3/11,Unemployed,M,0,Suburban,Married,135,2,41,1,1,Personal Auto,Personal L3,Offer1,Call Center,939.528475,SUV,Large +ER65086,Nevada,6131.663176,No,Extended,Doctor,1/18/11,Employed,M,90778,Rural,Married,76,31,29,0,7,Personal Auto,Personal L3,Offer3,Branch,62.291009,Four-Door Car,Medsize +TP87527,California,2392.13114,No,Basic,High School or Below,2/15/11,Unemployed,F,0,Suburban,Divorced,65,11,62,0,1,Corporate Auto,Corporate L3,Offer1,Branch,361.181122,Four-Door Car,Large +VL80291,Nevada,3209.663044,No,Extended,Master,1/4/11,Employed,F,78494,Rural,Divorced,79,6,40,0,1,Personal Auto,Personal L3,Offer2,Web,122.305677,Two-Door Car,Medsize +WL45773,California,2808.606027,No,Basic,Doctor,1/2/11,Employed,F,83497,Urban,Married,69,28,15,0,1,Special Auto,Special L2,Offer2,Call Center,196.523187,Four-Door Car,Medsize +TT36693,Nevada,4362.931238,Yes,Premium,College,1/3/11,Employed,M,58842,Suburban,Married,110,6,74,0,1,Personal Auto,Personal L2,Offer2,Branch,528,Four-Door Car,Medsize +PT12544,Arizona,6880.468875,No,Extended,College,2/24/11,Employed,M,63935,Urban,Married,87,20,63,0,6,Personal Auto,Personal L2,Offer2,Call Center,221.61885,Four-Door Car,Medsize +CI24326,Oregon,3591.066675,No,Extended,Bachelor,1/23/11,Unemployed,M,0,Suburban,Married,96,5,35,0,1,Personal Auto,Personal L3,Offer4,Web,460.8,Four-Door Car,Medsize +YQ73717,California,5201.252168,No,Basic,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,69,1,79,0,4,Personal Auto,Personal L1,Offer4,Agent,331.2,Four-Door Car,Medsize +FG99706,Oregon,5521.542577,No,Extended,College,1/6/11,Unemployed,F,0,Suburban,Single,77,20,89,0,9,Personal Auto,Personal L3,Offer1,Agent,369.6,Four-Door Car,Medsize +OM63414,Arizona,5071.651522,No,Basic,Bachelor,2/21/11,Employed,F,62258,Rural,Single,65,14,17,0,5,Personal Auto,Personal L3,Offer1,Agent,117.450428,Two-Door Car,Large +JQ74890,Nevada,2921.681366,No,Extended,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,80,10,81,0,1,Corporate Auto,Corporate L2,Offer1,Branch,739.310493,Four-Door Car,Medsize +FP93662,California,15806.53397,No,Extended,Master,2/6/11,Employed,F,58516,Suburban,Married,98,14,75,0,2,Corporate Auto,Corporate L2,Offer4,Branch,470.4,Two-Door Car,Large +PF40592,Washington,4942.630606,No,Basic,College,1/8/11,Medical Leave,F,23285,Rural,Married,65,30,22,0,7,Personal Auto,Personal L2,Offer2,Web,118.446235,Two-Door Car,Medsize +EW82164,California,4167.419574,No,Basic,Bachelor,2/3/11,Employed,F,56901,Suburban,Married,104,29,82,0,1,Personal Auto,Personal L2,Offer1,Agent,499.2,SUV,Small +KV99550,California,6514.954043,No,Basic,High School or Below,2/14/11,Unemployed,M,0,Suburban,Married,61,12,75,1,2,Personal Auto,Personal L3,Offer2,Agent,292.8,Four-Door Car,Small +CA96230,California,9189.518267,No,Basic,Doctor,2/10/11,Employed,M,99443,Rural,Married,117,6,6,4,5,Personal Auto,Personal L2,Offer3,Branch,228.049424,SUV,Medsize +QN17712,Oregon,8231.223361,No,Basic,College,1/11/11,Unemployed,F,0,Urban,Divorced,113,4,70,0,4,Personal Auto,Personal L3,Offer1,Web,373.073162,SUV,Medsize +KM79894,Arizona,3095.175379,No,Extended,Master,1/21/11,Employed,M,88246,Suburban,Married,77,3,27,1,1,Corporate Auto,Corporate L3,Offer2,Agent,428.608683,Four-Door Car,Medsize +YC54142,Washington,74228.51604,No,Extended,High School or Below,1/26/11,Unemployed,M,0,Suburban,Single,242,1,34,0,2,Personal Auto,Personal L1,Offer1,Branch,1742.4,Luxury Car,Medsize +DZ45471,Nevada,7582.113842,Yes,Basic,College,2/3/11,Employed,M,64801,Urban,Married,64,23,19,0,2,Personal Auto,Personal L1,Offer2,Web,268.471802,Four-Door Car,Medsize +DE18949,Oregon,16344.60809,No,Basic,College,1/16/11,Employed,F,57029,Rural,Married,68,24,97,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,135.788525,Two-Door Car,Small +BN74268,Arizona,11763.15249,No,Extended,College,1/4/11,Employed,F,28045,Suburban,Married,99,7,99,0,2,Personal Auto,Personal L3,Offer1,Branch,475.2,Four-Door Car,Medsize +QJ93301,Nevada,4053.373793,No,Premium,Master,1/11/11,Employed,M,44661,Urban,Married,101,2,1,0,1,Personal Auto,Personal L3,Offer3,Agent,436.836944,Two-Door Car,Medsize +OO92815,Arizona,3311.15793,No,Extended,High School or Below,2/4/11,Employed,F,21246,Suburban,Married,83,19,51,0,1,Personal Auto,Personal L1,Offer1,Agent,398.4,Four-Door Car,Medsize +HV50891,Nevada,3528.044252,Yes,Extended,Doctor,2/1/11,Employed,M,31278,Suburban,Married,92,24,95,4,1,Personal Auto,Personal L3,Offer1,Branch,441.6,Two-Door Car,Medsize +RK59543,California,5595.389905,Yes,Basic,High School or Below,2/5/11,Employed,F,74454,Suburban,Single,71,25,29,0,3,Personal Auto,Personal L3,Offer2,Call Center,340.8,Four-Door Car,Medsize +IH54239,California,5089.694325,No,Basic,Master,2/1/11,Employed,M,62474,Rural,Married,63,20,63,0,5,Personal Auto,Personal L3,Offer2,Branch,112.120881,Four-Door Car,Medsize +GB14456,Nevada,22337.1631,No,Extended,High School or Below,2/13/11,Unemployed,M,0,Suburban,Single,130,9,43,0,2,Personal Auto,Personal L2,Offer1,Branch,1376.910777,SUV,Large +RC95515,Arizona,4792.830533,No,Basic,College,1/16/11,Medical Leave,M,20647,Urban,Divorced,63,17,10,0,7,Personal Auto,Personal L3,Offer3,Branch,185.061408,Four-Door Car,Medsize +TI61458,California,27789.69235,Yes,Extended,Bachelor,1/20/11,Employed,F,33806,Urban,Divorced,89,32,59,0,2,Personal Auto,Personal L3,Offer2,Web,395.729716,Four-Door Car,Medsize +RB49468,Oregon,7511.660568,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,70,9,96,0,2,Personal Auto,Personal L3,Offer1,Branch,340.201412,Four-Door Car,Medsize +SJ18454,Oregon,18767.55161,No,Basic,High School or Below,1/19/11,Unemployed,M,0,Suburban,Single,111,13,55,0,2,Personal Auto,Personal L3,Offer3,Call Center,900.14526,Sports Car,Medsize +KC19420,California,4987.643113,No,Extended,College,1/11/11,Disabled,F,19589,Suburban,Married,127,26,44,0,1,Personal Auto,Personal L3,Offer1,Agent,1027.010512,SUV,Large +TP12241,California,5123.196814,No,Basic,College,2/7/11,Medical Leave,F,22338,Urban,Married,67,9,37,1,9,Personal Auto,Personal L3,Offer1,Branch,307.801098,Two-Door Car,Medsize +BD89564,Nevada,5989.773931,Yes,Premium,College,1/19/11,Employed,M,66839,Suburban,Single,154,33,24,0,1,Personal Auto,Personal L3,Offer2,Branch,739.2,Sports Car,Medsize +SG20925,Washington,5185.797582,No,Basic,Master,1/23/11,Employed,F,99428,Rural,Married,64,16,25,1,5,Personal Auto,Personal L3,Offer1,Call Center,48.046869,Four-Door Car,Medsize +CJ97736,Oregon,5828.1822,No,Basic,College,2/16/11,Employed,F,31364,Suburban,Married,74,28,47,0,3,Personal Auto,Personal L3,Offer2,Web,461.269135,Four-Door Car,Small +SK79760,Washington,13755.54279,No,Extended,Bachelor,1/2/11,Medical Leave,M,15340,Suburban,Divorced,121,12,47,0,2,Corporate Auto,Corporate L2,Offer1,Branch,686.501976,SUV,Medsize +YB70005,Oregon,9767.936882,No,Extended,College,1/2/11,Employed,M,36225,Rural,Married,123,7,84,0,8,Special Auto,Special L2,Offer1,Branch,221.048602,SUV,Large +QI40455,Oregon,12097.91224,No,Basic,Doctor,2/27/11,Unemployed,F,0,Urban,Married,107,18,79,0,2,Personal Auto,Personal L3,Offer1,Branch,271.014511,SUV,Large +YL72747,California,2265.318569,No,Basic,High School or Below,1/25/11,Unemployed,M,0,Suburban,Divorced,61,5,21,0,1,Personal Auto,Personal L3,Offer1,Branch,292.8,Four-Door Car,Medsize +FL18392,California,5719.088678,No,Basic,Bachelor,2/28/11,Employed,F,77601,Urban,Married,71,27,48,0,6,Personal Auto,Personal L3,Offer3,Branch,276.640352,Two-Door Car,Small +AL21967,Oregon,10171.47779,No,Extended,Master,1/5/11,Employed,M,74243,Rural,Married,84,34,2,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,71.311211,Four-Door Car,Medsize +KC67431,California,10517.15638,No,Extended,College,1/18/11,Employed,F,46707,Rural,Married,133,7,9,0,8,Personal Auto,Personal L2,Offer3,Branch,80.70505,Sports Car,Medsize +EG40823,Oregon,4303.471379,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Married,116,6,63,0,1,Personal Auto,Personal L2,Offer1,Agent,765.566699,SUV,Medsize +QO89177,California,11926.75329,No,Premium,College,2/3/11,Employed,M,50234,Suburban,Divorced,101,12,1,0,2,Personal Auto,Personal L3,Offer1,Agent,484.8,Four-Door Car,Small +AV72430,Oregon,16531.70376,No,Premium,Master,2/8/11,Employed,M,75526,Suburban,Married,103,26,68,1,2,Personal Auto,Personal L3,Offer3,Branch,494.4,Four-Door Car,Small +AT36002,Washington,13579.29911,No,Basic,College,2/4/11,Unemployed,F,0,Suburban,Single,193,30,38,0,7,Personal Auto,Personal L1,Offer1,Agent,1610.261914,Luxury SUV,Medsize +WI29961,Nevada,5437.443727,No,Basic,High School or Below,2/3/11,Employed,M,28343,Suburban,Married,69,19,88,0,8,Personal Auto,Personal L2,Offer2,Branch,331.2,Two-Door Car,Medsize +ZR11692,California,5103.296644,No,Basic,Bachelor,1/29/11,Employed,M,74948,Urban,Married,64,23,43,0,8,Corporate Auto,Corporate L3,Offer3,Call Center,216.744457,Four-Door Car,Medsize +No36572,Oregon,4583.100889,No,Premium,High School or Below,2/16/11,Employed,M,22728,Suburban,Married,116,28,81,0,1,Personal Auto,Personal L2,Offer2,Call Center,556.8,Four-Door Car,Large +YZ56105,California,6409.627461,No,Extended,High School or Below,1/11/11,Unemployed,F,0,Suburban,Single,99,14,48,2,9,Personal Auto,Personal L1,Offer1,Branch,712.8,Two-Door Car,Medsize +MN62189,California,8991.98452,No,Basic,High School or Below,1/19/11,Medical Leave,F,17331,Suburban,Divorced,117,13,39,0,6,Personal Auto,Personal L2,Offer1,Agent,1138.255325,SUV,Medsize +MQ32284,California,12232.77625,No,Basic,College,1/23/11,Employed,F,35133,Suburban,Married,102,2,31,0,2,Personal Auto,Personal L3,Offer1,Agent,692.962785,SUV,Medsize +NS38229,Nevada,5126.038871,No,Basic,College,2/21/11,Employed,F,63147,Rural,Married,64,1,91,0,4,Personal Auto,Personal L2,Offer1,Agent,87.565229,Four-Door Car,Medsize +IB41597,California,11014.1636,No,Extended,College,2/12/11,Employed,F,67575,Urban,Married,91,27,85,0,2,Personal Auto,Personal L3,Offer1,Agent,401.60781,Four-Door Car,Medsize +IP68868,Oregon,3819.619502,No,Premium,High School or Below,1/18/11,Unemployed,M,0,Suburban,Single,111,29,76,0,1,Personal Auto,Personal L2,Offer1,Branch,799.2,Two-Door Car,Small +EL70257,California,8404.395122,No,Basic,High School or Below,1/1/11,Employed,F,48315,Suburban,Divorced,71,34,56,0,2,Personal Auto,Personal L1,Offer1,Agent,340.8,Four-Door Car,Medsize +NB27041,Arizona,9035.671134,Yes,Premium,High School or Below,1/21/11,Employed,F,34337,Suburban,Married,113,20,44,0,9,Corporate Auto,Corporate L3,Offer2,Web,542.4,Four-Door Car,Large +BM28359,Oregon,5453.707634,No,Basic,High School or Below,1/29/11,Employed,M,33818,Urban,Single,72,6,34,4,3,Personal Auto,Personal L3,Offer2,Agent,341.878002,Four-Door Car,Large +VB77950,California,3766.366587,No,Extended,High School or Below,1/7/11,Medical Leave,F,22439,Suburban,Married,98,30,63,0,1,Personal Auto,Personal L2,Offer1,Agent,470.4,Four-Door Car,Medsize +PE47967,Oregon,7283.934392,No,Basic,College,1/15/11,Employed,F,79055,Rural,Divorced,186,32,24,1,1,Personal Auto,Personal L1,Offer2,Branch,177.635183,Luxury SUV,Medsize +QR47308,Nevada,2745.249838,No,Basic,College,1/15/11,Employed,F,45191,Urban,Married,69,18,34,0,1,Personal Auto,Personal L3,Offer2,Web,330.782934,Four-Door Car,Large +YU49449,California,2626.279436,No,Basic,Bachelor,2/7/11,Employed,M,41990,Suburban,Married,66,23,19,0,1,Personal Auto,Personal L2,Offer1,Agent,316.8,Four-Door Car,Medsize +KN25124,Oregon,2456.816647,No,Basic,Master,1/9/11,Employed,F,50979,Urban,Married,61,25,45,1,1,Personal Auto,Personal L2,Offer1,Branch,262.842655,Two-Door Car,Medsize +HI51182,Oregon,8453.677668,No,Premium,College,1/3/11,Employed,F,59888,Suburban,Married,106,6,14,0,3,Personal Auto,Personal L3,Offer1,Branch,712.682559,Four-Door Car,Medsize +MS18916,California,3508.569533,Yes,Extended,College,1/5/11,Medical Leave,M,20978,Suburban,Married,98,19,96,1,1,Personal Auto,Personal L1,Offer2,Branch,1176.2788,Four-Door Car,Small +IE40701,California,2877.354255,No,Basic,High School or Below,1/30/11,Employed,M,32807,Suburban,Married,73,10,10,0,1,Personal Auto,Personal L2,Offer2,Call Center,350.4,Four-Door Car,Small +UT48216,Nevada,7840.165778,Yes,Extended,College,1/14/11,Employed,M,58414,Suburban,Single,210,7,24,2,1,Personal Auto,Personal L1,Offer2,Agent,1008,Luxury SUV,Small +VN92740,Arizona,2771.045031,Yes,Basic,College,1/11/11,Employed,F,50071,Rural,Single,71,3,32,0,1,Corporate Auto,Corporate L3,Offer2,Agent,18.918935,Two-Door Car,Medsize +IZ55070,Nevada,5339.488286,No,Basic,High School or Below,1/7/11,Employed,F,67796,Suburban,Married,69,7,24,4,8,Personal Auto,Personal L2,Offer2,Web,331.2,Four-Door Car,Medsize +PQ19113,Washington,6837.536476,No,Premium,Bachelor,2/10/11,Employed,F,90750,Urban,Married,170,30,47,0,1,Personal Auto,Personal L2,Offer4,Agent,746.0459,SUV,Medsize +AW48347,Washington,13024.13012,Yes,Extended,Master,1/31/11,Unemployed,M,0,Suburban,Single,125,6,61,0,2,Personal Auto,Personal L3,Offer1,Agent,900,SUV,Small +DY30071,Oregon,5659.238384,No,Basic,Bachelor,1/7/11,Employed,M,69387,Rural,Married,71,16,37,0,3,Personal Auto,Personal L3,Offer2,Agent,71.517444,Four-Door Car,Small +ZN24083,Oregon,5532.462342,No,Basic,Doctor,2/26/11,Employed,M,29084,Suburban,Divorced,71,14,59,1,3,Corporate Auto,Corporate L2,Offer1,Web,492.088331,Four-Door Car,Small +JU74347,Oregon,7943.513275,No,Basic,Bachelor,1/3/11,Employed,M,60214,Urban,Married,100,8,16,1,4,Corporate Auto,Corporate L3,Offer1,Agent,291.287905,Sports Car,Small +YJ35850,Oregon,9774.605777,No,Extended,High School or Below,2/10/11,Employed,M,96018,Urban,Married,122,8,60,0,3,Personal Auto,Personal L3,Offer2,Web,390.88142,SUV,Medsize +JP41935,Washington,13596.19972,No,Basic,High School or Below,2/10/11,Employed,M,20128,Suburban,Married,70,28,10,2,2,Personal Auto,Personal L2,Offer2,Branch,336,Four-Door Car,Medsize +GP67816,California,23208.39416,No,Premium,High School or Below,1/16/11,Employed,F,60233,Urban,Married,116,29,63,0,2,Personal Auto,Personal L2,Offer2,Branch,481.265179,Two-Door Car,Medsize +PW51793,Oregon,7325.892726,No,Extended,Bachelor,1/2/11,Employed,M,52920,Suburban,Divorced,93,18,95,0,3,Personal Auto,Personal L2,Offer1,Branch,1101.05432,Four-Door Car,Small +UF59346,California,4170.340729,No,Basic,Bachelor,2/9/11,Employed,M,90310,Rural,Married,104,9,39,0,1,Personal Auto,Personal L1,Offer2,Call Center,166.355491,SUV,Small +FG29932,California,7840.165778,Yes,Extended,College,1/14/11,Employed,M,58414,Suburban,Single,210,7,24,2,1,Special Auto,Special L2,Offer2,Agent,1008,Luxury SUV,Small +ER19995,Washington,17786.2778,No,Basic,College,1/22/11,Employed,F,99790,Urban,Single,64,24,8,0,2,Personal Auto,Personal L3,Offer3,Call Center,178.986788,Four-Door Car,Medsize +BY54111,Oregon,19378.9078,No,Basic,High School or Below,2/5/11,Disabled,M,21159,Suburban,Married,73,35,14,0,2,Personal Auto,Personal L2,Offer2,Branch,350.4,Four-Door Car,Medsize +RI85578,Washington,2638.140052,No,Basic,Bachelor,2/22/11,Employed,F,79699,Suburban,Married,65,24,12,0,1,Personal Auto,Personal L3,Offer2,Call Center,348.82656,Two-Door Car,Small +PT15464,Arizona,9148.877887,No,Basic,Bachelor,2/3/11,Employed,F,68236,Rural,Married,114,2,75,0,6,Personal Auto,Personal L3,Offer2,Agent,20.725611,SUV,Medsize +BP92643,Arizona,13770.97618,Yes,Premium,High School or Below,2/1/11,Employed,F,59207,Suburban,Single,116,23,21,0,2,Personal Auto,Personal L1,Offer1,Agent,556.8,Four-Door Car,Medsize +NG85002,Washington,10515.96779,No,Extended,High School or Below,1/26/11,Employed,M,21499,Suburban,Married,135,34,28,1,3,Corporate Auto,Corporate L3,Offer2,Branch,648,SUV,Medsize +GQ46925,Arizona,5821.684337,No,Premium,High School or Below,2/15/11,Employed,M,77563,Urban,Married,143,35,58,0,1,Personal Auto,Personal L1,Offer4,Call Center,545.999699,Sports Car,Medsize +RF14806,Arizona,3095.803437,No,Extended,College,2/18/11,Employed,F,33415,Suburban,Divorced,78,15,44,0,1,Personal Auto,Personal L3,Offer2,Branch,374.4,Four-Door Car,Medsize +KJ23009,California,10598.54249,No,Extended,Bachelor,2/26/11,Employed,F,20179,Suburban,Married,133,29,0,1,5,Corporate Auto,Corporate L3,Offer3,Agent,638.4,SUV,Medsize +IB81655,California,7695.122957,No,Basic,Bachelor,1/24/11,Employed,M,50147,Suburban,Single,101,4,37,0,3,Personal Auto,Personal L2,Offer1,Branch,484.8,SUV,Medsize +GK92563,Washington,6819.23119,No,Extended,Doctor,1/10/11,Employed,F,22492,Rural,Divorced,85,34,88,0,7,Personal Auto,Personal L2,Offer2,Agent,61.654262,Two-Door Car,Medsize +HR64684,Oregon,8689.822524,No,Extended,Master,2/8/11,Unemployed,M,0,Suburban,Divorced,99,25,57,5,2,Personal Auto,Personal L2,Offer1,Agent,475.2,Four-Door Car,Medsize +QS96715,Nevada,8131.779152,No,Basic,High School or Below,1/30/11,Employed,F,93715,Rural,Married,102,9,43,2,4,Personal Auto,Personal L2,Offer3,Web,254.83769,SUV,Medsize +SW55711,Oregon,3815.321577,No,Premium,High School or Below,2/4/11,Disabled,M,23540,Suburban,Married,103,30,23,2,1,Corporate Auto,Corporate L3,Offer3,Branch,494.4,Two-Door Car,Medsize +LZ19268,California,11638.89947,Yes,Basic,College,1/26/11,Medical Leave,F,25370,Suburban,Married,102,10,77,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,Sports Car,Large +FU74983,Nevada,22800.53543,No,Extended,Bachelor,2/7/11,Employed,F,68771,Urban,Divorced,96,10,70,0,2,Personal Auto,Personal L3,Offer1,Call Center,276.268778,Four-Door Car,Medsize +KB99097,California,4462.997006,Yes,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,73,35,52,3,5,Special Auto,Special L3,Offer1,Web,350.4,Two-Door Car,Medsize +AP52126,Oregon,13151.83203,No,Basic,College,1/28/11,Employed,F,68562,Rural,Married,108,29,52,0,2,Personal Auto,Personal L3,Offer2,Branch,228.498823,SUV,Medsize +EX61844,Arizona,14019.97546,No,Basic,High School or Below,2/27/11,Employed,M,36733,Urban,Married,71,21,28,0,2,Personal Auto,Personal L2,Offer2,Agent,327.078047,Four-Door Car,Medsize +QC30857,Nevada,2931.155192,No,Basic,College,2/28/11,Employed,F,45768,Urban,Married,73,33,27,0,1,Personal Auto,Personal L2,Offer1,Agent,191.934494,Two-Door Car,Medsize +RT69513,California,4774.751709,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Suburban,Married,64,34,47,0,7,Personal Auto,Personal L2,Offer2,Agent,307.2,Four-Door Car,Small +HV85198,Arizona,8471.417471,No,Basic,Master,2/1/11,Employed,M,63513,Urban,Married,70,13,76,0,2,Personal Auto,Personal L3,Offer1,Branch,185.667213,Four-Door Car,Small +BS91566,Arizona,5431.219117,No,Basic,College,2/4/11,Employed,F,58161,Rural,Married,68,19,19,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,140.747286,Four-Door Car,Large +IL40123,Nevada,5689.644114,No,Basic,College,1/27/11,Employed,F,83640,Suburban,Married,70,20,13,0,4,Corporate Auto,Corporate L3,Offer2,Branch,471.050488,Two-Door Car,Medsize +MY32149,California,3686.723847,No,Extended,Master,1/18/11,Unemployed,F,0,Rural,Married,96,2,88,0,1,Personal Auto,Personal L2,Offer1,Agent,28.460568,Two-Door Car,Medsize +SA91515,California,3992.583886,No,Basic,Bachelor,1/28/11,Unemployed,M,0,Suburban,Married,111,35,68,0,1,Personal Auto,Personal L1,Offer1,Call Center,700.349052,SUV,Large +SA25987,Washington,3479.137523,No,Premium,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,104,13,29,0,1,Personal Auto,Personal L2,Offer3,Branch,499.2,Two-Door Car,Medsize +TB86706,Arizona,2502.637401,No,Basic,Master,1/15/11,Unemployed,M,0,Rural,Married,66,8,11,0,1,Personal Auto,Personal L1,Offer4,Branch,3.468912,Two-Door Car,Medsize +ZL73902,Nevada,3265.156348,Yes,Extended,Bachelor,1/26/11,Employed,F,25820,Suburban,Divorced,82,10,69,0,1,Personal Auto,Personal L3,Offer1,Agent,393.6,Four-Door Car,Medsize +KX23516,California,4455.843406,No,Extended,High School or Below,2/20/11,Unemployed,F,0,Suburban,Married,121,16,64,0,1,Personal Auto,Personal L3,Offer4,Agent,699.615192,SUV,Medsize +FN77294,California,7704.95848,No,Basic,High School or Below,2/24/11,Employed,M,30366,Suburban,Single,101,25,13,2,3,Personal Auto,Personal L2,Offer1,Branch,484.8,SUV,Medsize +VI78454,Arizona,2750.705045,No,Basic,College,1/22/11,Employed,M,51789,Suburban,Divorced,70,8,34,0,1,Personal Auto,Personal L2,Offer4,Call Center,336,Four-Door Car,Large +FP59138,Oregon,13024.13012,Yes,Extended,Master,1/31/11,Unemployed,M,0,Suburban,Single,125,6,61,0,2,Personal Auto,Personal L3,Offer1,Agent,900,SUV,Small +XN62489,Oregon,2538.62632,Yes,Basic,Bachelor,2/17/11,Retired,M,18608,Suburban,Divorced,71,13,24,0,1,Corporate Auto,Corporate L3,Offer2,Web,340.8,Four-Door Car,Medsize +GP66031,California,2585.955652,No,Basic,College,1/24/11,Employed,F,83758,Rural,Married,64,27,34,0,1,Corporate Auto,Corporate L1,Offer2,Agent,106.591949,Two-Door Car,Medsize +IX68587,Nevada,5096.673223,Yes,Basic,Master,1/28/11,Disabled,F,22886,Suburban,Divorced,65,9,81,0,3,Personal Auto,Personal L2,Offer1,Agent,312,Four-Door Car,Small +HX17929,California,10083.48688,Yes,Extended,High School or Below,2/19/11,Retired,F,11828,Suburban,Divorced,90,18,84,0,2,Personal Auto,Personal L2,Offer1,Agent,571.479602,Four-Door Car,Large +IC59236,California,4943.386117,No,Basic,College,1/28/11,Employed,F,44762,Rural,Married,62,14,11,0,6,Corporate Auto,Corporate L3,Offer1,Branch,114.51444,Four-Door Car,Medsize +VG31922,Nevada,6516.214888,No,Premium,Bachelor,2/6/11,Unemployed,F,0,Suburban,Married,175,12,60,0,1,Personal Auto,Personal L3,Offer1,Call Center,1221.143438,SUV,Small +HP87787,Arizona,8838.085637,Yes,Basic,Bachelor,1/21/11,Employed,M,82664,Rural,Married,114,24,10,3,9,Corporate Auto,Corporate L3,Offer2,Agent,133.425609,SUV,Medsize +AL78075,Oregon,3810.238281,No,Premium,High School or Below,2/13/11,Unemployed,M,0,Suburban,Single,108,7,57,0,1,Personal Auto,Personal L2,Offer2,Branch,777.6,Four-Door Car,Medsize +WA97671,Arizona,6334.466403,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Single,63,1,21,0,2,Personal Auto,Personal L1,Offer1,Branch,302.4,Four-Door Car,Medsize +QZ77637,Washington,11665.09779,No,Basic,College,2/6/11,Employed,F,84978,Rural,Married,72,12,51,1,2,Corporate Auto,Corporate L1,Offer1,Agent,166.77296,Four-Door Car,Large +FP11777,California,10972.06778,Yes,Extended,Doctor,1/18/11,Employed,M,24164,Suburban,Divorced,137,2,40,0,5,Corporate Auto,Corporate L2,Offer2,Agent,657.6,Sports Car,Medsize +ID45268,California,6006.963446,No,Extended,College,1/8/11,Unemployed,F,0,Suburban,Married,80,5,10,0,8,Personal Auto,Personal L3,Offer2,Web,488.910614,Four-Door Car,Medsize +AX86150,Washington,2656.713092,No,Basic,High School or Below,2/9/11,Employed,M,62777,Rural,Single,67,34,32,0,1,Personal Auto,Personal L1,Offer4,Agent,101.288069,Two-Door Car,Medsize +MW57614,Arizona,2359.423599,Yes,Basic,Bachelor,1/11/11,Disabled,F,19864,Suburban,Divorced,63,22,96,0,1,Personal Auto,Personal L2,Offer1,Web,352.394515,Four-Door Car,Medsize +TJ30081,Arizona,12036.62051,Yes,Basic,Bachelor,2/10/11,Employed,M,44428,Suburban,Single,104,17,61,0,2,Personal Auto,Personal L2,Offer1,Call Center,499.2,SUV,Medsize +FW44940,California,8467.387317,No,Basic,Bachelor,2/10/11,Disabled,F,21139,Suburban,Divorced,113,15,93,0,5,Personal Auto,Personal L1,Offer3,Web,656.798232,Sports Car,Medsize +CS55808,California,9392.557553,No,Extended,College,1/30/11,Unemployed,M,0,Suburban,Single,88,4,52,0,2,Personal Auto,Personal L3,Offer3,Branch,851.146266,Four-Door Car,Medsize +WZ61178,California,5227.230377,No,Basic,Bachelor,1/5/11,Medical Leave,F,11896,Suburban,Married,69,29,57,0,5,Personal Auto,Personal L2,Offer1,Branch,476.254583,Two-Door Car,Small +IV55977,Oregon,2693.75925,No,Basic,Bachelor,2/11/11,Unemployed,M,0,Suburban,Married,73,35,87,1,1,Personal Auto,Personal L3,Offer2,Web,350.4,Two-Door Car,Small +YC67208,California,2227.072755,Yes,Basic,High School or Below,1/5/11,Retired,M,27972,Suburban,Married,61,7,38,0,1,Personal Auto,Personal L3,Offer3,Web,292.8,Four-Door Car,Medsize +LZ89773,California,2326.864833,No,Basic,Doctor,2/17/11,Unemployed,M,0,Suburban,Married,62,26,98,0,1,Personal Auto,Personal L3,Offer3,Agent,624.711448,Four-Door Car,Small +IP52990,Oregon,16794.31422,No,Basic,High School or Below,2/24/11,Employed,F,38399,Urban,Married,106,12,6,0,2,Personal Auto,Personal L3,Offer2,Web,368.890904,SUV,Medsize +VF73104,Arizona,5016.827946,No,Basic,High School or Below,2/6/11,Employed,F,20868,Rural,Married,63,19,13,0,8,Personal Auto,Personal L3,Offer3,Agent,134.629643,Four-Door Car,Medsize +OC80343,Oregon,7757.924239,No,Basic,Bachelor,1/4/11,Employed,M,49682,Rural,Single,101,30,49,0,3,Personal Auto,Personal L2,Offer1,Web,198.84453,SUV,Medsize +EL89222,California,8609.158215,Yes,Basic,Bachelor,1/14/11,Employed,F,79090,Urban,Married,107,2,74,0,3,Personal Auto,Personal L3,Offer2,Branch,289.040734,SUV,Medsize +QB14114,Oregon,5275.056933,No,Extended,High School or Below,1/13/11,Employed,F,81850,Urban,Single,132,1,75,0,1,Personal Auto,Personal L3,Offer1,Call Center,429.860895,Sports Car,Medsize +HM41195,Arizona,5746.32619,No,Extended,High School or Below,1/2/11,Medical Leave,M,22906,Suburban,Married,76,17,27,0,8,Personal Auto,Personal L3,Offer4,Branch,519.883102,Four-Door Car,Large +JT41591,Washington,2705.987629,No,Extended,College,2/14/11,Unemployed,M,0,Suburban,Single,83,15,85,1,1,Personal Auto,Personal L1,Offer1,Agent,398.4,Four-Door Car,Large +HE15857,Washington,6186.265217,No,Extended,Bachelor,2/18/11,Employed,M,37138,Suburban,Single,83,12,1,2,9,Personal Auto,Personal L3,Offer1,Call Center,417.28389,Two-Door Car,Medsize +KI64666,Nevada,22445.28088,No,Basic,Bachelor,2/28/11,Unemployed,F,0,Suburban,Single,71,32,35,0,2,Personal Auto,Personal L2,Offer1,Call Center,511.2,Four-Door Car,Medsize +JC33752,Oregon,6277.844624,No,Extended,College,1/21/11,Employed,F,21024,Suburban,Single,82,32,8,1,9,Personal Auto,Personal L3,Offer2,Agent,450.129276,Two-Door Car,Large +JA25453,California,7215.821106,No,Premium,High School or Below,2/25/11,Unemployed,M,0,Suburban,Single,103,25,80,0,9,Personal Auto,Personal L2,Offer1,Agent,741.6,Four-Door Car,Small +AJ69778,Oregon,6514.430592,No,Extended,High School or Below,2/16/11,Employed,F,77135,Rural,Divorced,84,3,37,3,8,Personal Auto,Personal L3,Offer2,Web,98.372265,Four-Door Car,Medsize +FQ83162,Washington,34708.87261,No,Basic,College,2/1/11,Unemployed,M,0,Suburban,Divorced,109,3,19,0,2,Personal Auto,Personal L2,Offer1,Agent,718.700718,Sports Car,Medsize +EY89842,Arizona,4216.19522,No,Basic,Bachelor,2/15/11,Unemployed,M,0,Suburban,Single,114,3,70,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,820.8,SUV,Medsize +TG69238,Oregon,13158.37206,No,Basic,Bachelor,1/8/11,Employed,F,72845,Urban,Married,108,13,28,0,2,Personal Auto,Personal L2,Offer1,Call Center,463.000336,SUV,Small +UI63465,Oregon,2917.539465,No,Basic,High School or Below,1/18/11,Employed,F,51622,Suburban,Divorced,74,29,32,0,1,Corporate Auto,Corporate L1,Offer1,Agent,355.2,Four-Door Car,Small +WX33904,Arizona,6355.678846,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Divorced,61,25,79,0,2,Special Auto,Special L2,Offer1,Branch,292.8,Two-Door Car,Medsize +HA20933,Oregon,13269.59942,No,Basic,Bachelor,1/7/11,Medical Leave,F,15616,Suburban,Married,114,20,96,1,2,Personal Auto,Personal L2,Offer1,Agent,547.2,SUV,Medsize +BU16704,Oregon,5880.256499,No,Extended,High School or Below,2/8/11,Unemployed,F,0,Suburban,Single,82,31,25,0,8,Personal Auto,Personal L1,Offer2,Branch,590.4,Four-Door Car,Large +JV68002,Washington,5926.729379,Yes,Extended,College,1/25/11,Retired,M,23091,Suburban,Married,96,28,90,5,5,Corporate Auto,Corporate L1,Offer1,Agent,460.8,Four-Door Car,Medsize +PM78410,Oregon,4121.252137,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,67,7,8,3,3,Personal Auto,Personal L3,Offer1,Agent,482.4,Two-Door Car,Medsize +PU92298,Arizona,7956.152761,No,Basic,Bachelor,1/27/11,Medical Leave,F,22699,Suburban,Married,74,11,76,4,2,Personal Auto,Personal L3,Offer1,Call Center,355.2,Four-Door Car,Medsize +AA16582,Washington,24127.50402,Yes,Basic,Bachelor,1/26/11,Medical Leave,M,14072,Suburban,Divorced,71,13,3,0,2,Personal Auto,Personal L2,Offer1,Agent,511.2,Four-Door Car,Medsize +AZ87715,California,26864.20332,No,Basic,High School or Below,2/15/11,Employed,F,81713,Urban,Divorced,74,0,41,0,2,Personal Auto,Personal L1,Offer3,Branch,332.224293,Four-Door Car,Medsize +GI89160,California,31934.62164,No,Basic,Bachelor,1/6/11,Employed,F,56516,Suburban,Married,199,26,46,0,2,Personal Auto,Personal L3,Offer2,Call Center,955.2,Luxury SUV,Medsize +WV57813,Oregon,5132.684537,No,Basic,Bachelor,2/18/11,Unemployed,F,0,Suburban,Single,73,21,31,0,3,Personal Auto,Personal L2,Offer1,Branch,525.6,Four-Door Car,Medsize +EW86465,Arizona,4759.624343,No,Basic,High School or Below,2/7/11,Employed,M,26747,Suburban,Married,61,11,44,0,3,Corporate Auto,Corporate L2,Offer3,Web,404.074203,Four-Door Car,Medsize +UW70224,Oregon,2637.942355,No,Basic,College,1/26/11,Employed,F,63422,Suburban,Married,66,8,68,0,1,Personal Auto,Personal L1,Offer2,Call Center,355.922452,Four-Door Car,Small +LU12532,California,6503.397049,Yes,Extended,High School or Below,2/19/11,Disabled,F,22081,Suburban,Married,84,1,9,0,6,Personal Auto,Personal L3,Offer1,Agent,451.670309,Two-Door Car,Small +WD48852,Oregon,12786.66898,No,Basic,College,1/4/11,Unemployed,F,0,Suburban,Single,180,14,70,0,4,Special Auto,Special L2,Offer3,Agent,1296,Luxury SUV,Medsize +BH43379,Oregon,3147.973444,No,Extended,Bachelor,1/2/11,Employed,F,29698,Urban,Divorced,83,17,89,2,1,Personal Auto,Personal L3,Offer3,Branch,215.884804,Four-Door Car,Large +GV59387,California,5618.485357,No,Basic,College,1/8/11,Medical Leave,F,24518,Urban,Married,74,23,62,0,3,Personal Auto,Personal L2,Offer1,Call Center,241.656325,Two-Door Car,Large +LQ76410,Arizona,3230.576665,Yes,Extended,College,1/5/11,Employed,M,62873,Urban,Divorced,81,0,41,0,1,Special Auto,Special L1,Offer2,Call Center,207.75186,Four-Door Car,Medsize +MF19231,California,7434.675149,No,Extended,Master,2/22/11,Employed,M,28377,Suburban,Married,94,26,99,0,3,Personal Auto,Personal L1,Offer2,Call Center,451.2,Four-Door Car,Medsize +XS47087,Oregon,11714.78278,No,Basic,College,1/22/11,Disabled,M,21102,Suburban,Married,100,0,81,0,2,Personal Auto,Personal L2,Offer1,Agent,480,SUV,Medsize +IL56791,Oregon,2009.772923,No,Basic,Bachelor,2/11/11,Unemployed,M,0,Suburban,Single,65,12,57,2,1,Personal Auto,Personal L3,Offer2,Agent,312,Two-Door Car,Medsize +UV88036,Nevada,6625.472768,No,Extended,High School or Below,2/17/11,Unemployed,F,0,Suburban,Married,88,2,43,0,3,Personal Auto,Personal L3,Offer2,Agent,539.280951,Four-Door Car,Medsize +SE76116,California,9567.711298,No,Basic,Bachelor,1/29/11,Employed,M,81410,Rural,Divorced,119,8,86,0,7,Personal Auto,Personal L2,Offer1,Branch,221.188327,SUV,Medsize +GJ63103,Oregon,18474.71111,No,Basic,High School or Below,2/6/11,Medical Leave,F,27869,Suburban,Married,67,18,59,0,2,Personal Auto,Personal L3,Offer1,Web,482.4,Two-Door Car,Small +PL78574,Arizona,12157.32992,Yes,Premium,High School or Below,2/27/11,Employed,M,57449,Suburban,Single,103,6,28,0,2,Personal Auto,Personal L3,Offer1,Agent,494.4,Four-Door Car,Medsize +NV69875,Oregon,2956.358303,No,Basic,High School or Below,1/22/11,Employed,M,40901,Rural,Married,74,2,36,0,1,Corporate Auto,Corporate L2,Offer4,Branch,13.628274,Four-Door Car,Medsize +MC38650,Nevada,3963.394851,No,Extended,High School or Below,2/2/11,Employed,M,88701,Rural,Married,99,7,4,0,1,Personal Auto,Personal L3,Offer2,Call Center,171.830049,Two-Door Car,Medsize +No73819,California,10896.04838,No,Extended,Master,1/15/11,Employed,F,29365,Suburban,Married,137,14,78,0,7,Personal Auto,Personal L1,Offer2,Agent,657.6,Sports Car,Large +OW84864,California,6081.048248,No,Extended,College,1/31/11,Unemployed,F,0,Suburban,Single,82,26,33,0,3,Personal Auto,Personal L3,Offer2,Web,393.6,Four-Door Car,Medsize +BV91898,Arizona,30141.61738,No,Basic,Bachelor,2/3/11,Unemployed,F,0,Suburban,Single,103,9,72,0,2,Personal Auto,Personal L1,Offer3,Web,1060.310769,SUV,Medsize +WQ54314,Oregon,5737.233278,No,Basic,Bachelor,1/19/11,Employed,F,56455,Suburban,Married,73,17,5,2,8,Personal Auto,Personal L1,Offer1,Agent,350.4,Four-Door Car,Small +NM57315,California,16979.79757,Yes,Basic,Bachelor,1/17/11,Employed,M,35095,Suburban,Divorced,73,25,56,0,2,Special Auto,Special L3,Offer2,Call Center,525.6,Two-Door Car,Small +JB51220,Oregon,10915.35877,No,Premium,High School or Below,2/15/11,Unemployed,F,0,Suburban,Single,155,9,62,1,8,Corporate Auto,Corporate L2,Offer1,Call Center,1116,Sports Car,Medsize +EN77569,Oregon,3808.122147,Yes,Extended,College,1/28/11,Employed,F,94903,Suburban,Married,94,3,38,0,1,Special Auto,Special L3,Offer2,Agent,451.2,Two-Door Car,Small +YP47665,Washington,5408.911507,No,Basic,Doctor,1/25/11,Employed,M,80192,Rural,Married,67,22,24,0,7,Personal Auto,Personal L3,Offer2,Agent,95.193157,Four-Door Car,Medsize +QO54008,Oregon,13419.39623,No,Extended,Master,1/8/11,Unemployed,M,0,Suburban,Divorced,122,15,11,0,2,Personal Auto,Personal L3,Offer1,Call Center,827.786203,SUV,Small +EQ59908,California,3237.996209,Yes,Extended,Master,1/16/11,Employed,M,60244,Urban,Married,83,3,72,3,1,Corporate Auto,Corporate L3,Offer3,Agent,326.281835,Four-Door Car,Medsize +YU72540,Arizona,10357.62776,No,Basic,College,2/8/11,Employed,F,52735,Rural,Married,65,21,19,0,2,Personal Auto,Personal L3,Offer1,Call Center,123.512596,Four-Door Car,Medsize +BZ50261,Arizona,11619.91802,No,Basic,High School or Below,1/14/11,Employed,F,78275,Rural,Married,72,12,36,0,2,Personal Auto,Personal L2,Offer4,Branch,25.336642,Two-Door Car,Small +QE92747,Oregon,8209.054963,No,Premium,Bachelor,1/13/11,Employed,F,77282,Suburban,Married,102,8,54,0,3,Corporate Auto,Corporate L2,Offer1,Agent,489.6,Four-Door Car,Medsize +KG83280,California,3096.511217,Yes,Extended,College,2/12/11,Employed,F,21604,Suburban,Divorced,79,14,28,0,1,Personal Auto,Personal L1,Offer1,Branch,379.2,Four-Door Car,Medsize +IL42365,Arizona,4804.35851,No,Extended,High School or Below,1/29/11,Employed,F,51962,Suburban,Married,125,8,2,4,1,Personal Auto,Personal L2,Offer1,Branch,788.206874,Sports Car,Medsize +FI86516,Oregon,4786.054889,No,Basic,Bachelor,1/26/11,Unemployed,F,0,Suburban,Single,68,4,67,0,9,Corporate Auto,Corporate L1,Offer1,Agent,489.6,Four-Door Car,Small +FV14881,California,15886.03136,No,Basic,Doctor,2/28/11,Employed,F,56362,Suburban,Married,197,30,47,1,6,Personal Auto,Personal L3,Offer4,Call Center,945.6,Luxury SUV,Medsize +RR54950,Arizona,5285.079293,No,Basic,College,2/27/11,Employed,M,85753,Suburban,Married,66,23,14,1,8,Special Auto,Special L2,Offer1,Branch,316.8,Four-Door Car,Small +FC70869,Arizona,2945.370362,No,Extended,High School or Below,2/1/11,Employed,F,36167,Suburban,Married,76,9,79,3,1,Personal Auto,Personal L2,Offer4,Web,364.8,Two-Door Car,Medsize +PB60303,Oregon,18089.79629,No,Extended,Master,2/15/11,Employed,F,68568,Suburban,Married,223,5,28,1,6,Personal Auto,Personal L3,Offer4,Branch,1070.4,Luxury Car,Medsize +HO50571,California,10208.92761,Yes,Extended,College,2/14/11,Employed,F,35482,Suburban,Married,129,21,59,0,3,Personal Auto,Personal L3,Offer1,Branch,619.2,SUV,Medsize +BH86846,Washington,20708.25881,No,Basic,High School or Below,2/14/11,Employed,M,92079,Rural,Married,65,12,68,1,2,Corporate Auto,Corporate L3,Offer4,Agent,114.798771,Four-Door Car,Medsize +PC42162,Oregon,5247.852585,No,Extended,Bachelor,1/26/11,Unemployed,M,0,Suburban,Single,77,0,84,0,3,Personal Auto,Personal L3,Offer1,Branch,554.4,Two-Door Car,Medsize +KD21661,California,5179.55248,No,Premium,College,2/5/11,Unemployed,M,0,Suburban,Single,165,29,6,2,1,Personal Auto,Personal L2,Offer1,Agent,1188,SUV,Large +FZ73016,California,4513.435299,No,Basic,Bachelor,2/9/11,Employed,F,34558,Urban,Married,113,32,24,0,1,Personal Auto,Personal L3,Offer1,Call Center,376.529086,SUV,Medsize +HJ19927,Nevada,5297.625945,No,Basic,Master,2/16/11,Medical Leave,M,14775,Rural,Married,69,11,44,0,5,Personal Auto,Personal L3,Offer3,Agent,170.939409,Four-Door Car,Medsize +RJ99408,California,5377.014781,No,Basic,High School or Below,2/23/11,Employed,M,35637,Suburban,Married,68,13,11,0,9,Personal Auto,Personal L1,Offer3,Branch,326.4,Four-Door Car,Medsize +EL81968,Oregon,7661.388132,No,Extended,Bachelor,2/15/11,Employed,M,66726,Urban,Married,97,3,60,1,7,Personal Auto,Personal L2,Offer2,Call Center,335.840529,Two-Door Car,Medsize +WU86174,California,2677.279707,No,Basic,Bachelor,2/24/11,Unemployed,F,0,Suburban,Married,72,29,86,0,1,Personal Auto,Personal L3,Offer1,Branch,345.6,Four-Door Car,Medsize +DN21342,Oregon,6877.817669,No,Extended,College,1/17/11,Unemployed,F,0,Suburban,Divorced,96,25,71,0,6,Personal Auto,Personal L2,Offer1,Web,460.8,Four-Door Car,Small +PB60406,California,5714.232848,No,Basic,Doctor,2/25/11,Employed,F,79719,Suburban,Single,71,12,87,0,6,Personal Auto,Personal L3,Offer1,Agent,425.924132,Four-Door Car,Small +IY37465,Arizona,4929.549699,Yes,Basic,Bachelor,1/26/11,Employed,M,25632,Suburban,Married,63,27,52,0,7,Corporate Auto,Corporate L3,Offer2,Call Center,351.270869,Two-Door Car,Medsize +LF55270,Oregon,10484.91535,Yes,Extended,College,2/1/11,Employed,F,61108,Rural,Divorced,89,22,93,0,2,Personal Auto,Personal L2,Offer2,Agent,49.451117,Four-Door Car,Medsize +UV69038,California,9490.406534,No,Extended,College,1/11/11,Unemployed,M,0,Suburban,Single,137,34,77,0,4,Corporate Auto,Corporate L2,Offer1,Branch,657.6,SUV,Medsize +IS63925,Arizona,7805.31287,Yes,Basic,College,1/27/11,Retired,F,21073,Suburban,Divorced,106,25,54,1,3,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Small +CQ21583,Oregon,21274.34205,No,Extended,Doctor,1/22/11,Medical Leave,M,17932,Suburban,Married,79,8,38,0,2,Personal Auto,Personal L3,Offer2,Call Center,379.2,Four-Door Car,Medsize +PR21713,Nevada,5838.89915,Yes,Basic,High School or Below,1/6/11,Employed,M,81082,Urban,Married,73,5,85,0,4,Personal Auto,Personal L3,Offer2,Agent,281.295903,Four-Door Car,Large +XE10977,Oregon,2677.495763,No,Basic,High School or Below,1/1/11,Employed,F,71684,Urban,Married,66,7,17,0,1,Personal Auto,Personal L3,Offer2,Web,196.065149,Two-Door Car,Medsize +JG87029,Oregon,2374.798861,No,Basic,High School or Below,1/4/11,Employed,M,57338,Suburban,Single,61,8,48,0,1,Personal Auto,Personal L2,Offer2,Call Center,292.8,Two-Door Car,Small +BK21146,Arizona,22103.5072,Yes,Basic,College,1/30/11,Unemployed,M,0,Suburban,Married,102,35,48,0,2,Personal Auto,Personal L2,Offer1,Branch,489.6,SUV,Medsize +WE19034,Oregon,2427.770513,No,Basic,College,1/1/11,Employed,M,24409,Suburban,Married,62,4,13,0,1,Corporate Auto,Corporate L2,Offer4,Agent,297.6,Four-Door Car,Small +DF62718,California,7294.40195,No,Extended,High School or Below,2/20/11,Employed,F,83488,Suburban,Married,90,14,20,0,3,Personal Auto,Personal L2,Offer4,Agent,432.784577,Four-Door Car,Large +MS59254,Washington,11360.46496,No,Premium,High School or Below,1/27/11,Unemployed,M,0,Suburban,Married,104,29,7,0,2,Corporate Auto,Corporate L1,Offer2,Branch,773.346065,Two-Door Car,Small +WC65050,California,2811.956395,No,Basic,Master,2/16/11,Employed,F,62537,Suburban,Divorced,71,19,64,1,1,Personal Auto,Personal L2,Offer1,Branch,354.199664,Two-Door Car,Medsize +ST27958,Washington,4386.277558,Yes,Basic,College,2/11/11,Retired,M,10621,Suburban,Single,67,28,22,0,5,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +XZ81226,Arizona,6446.918637,No,Extended,Bachelor,1/1/11,Employed,F,43478,Suburban,Married,80,27,79,0,9,Personal Auto,Personal L1,Offer1,Branch,384,Four-Door Car,Medsize +TU53781,Oregon,8427.172486,Yes,Extended,Bachelor,2/10/11,Employed,F,46503,Suburban,Divorced,215,4,21,1,1,Corporate Auto,Corporate L3,Offer1,Agent,1032,Luxury SUV,Medsize +GC93551,Oregon,5290.127299,No,Basic,High School or Below,2/27/11,Employed,F,27179,Suburban,Divorced,66,8,91,0,9,Personal Auto,Personal L3,Offer1,Branch,344.201601,Four-Door Car,Medsize +MO33279,California,5592.455266,No,Basic,College,1/12/11,Employed,F,62229,Suburban,Divorced,70,13,26,0,5,Personal Auto,Personal L2,Offer3,Agent,336,Two-Door Car,Medsize +LD20926,Arizona,18892.19767,No,Extended,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,92,34,39,1,2,Personal Auto,Personal L2,Offer1,Call Center,441.6,Two-Door Car,Large +PW90662,Oregon,13623.62257,No,Extended,College,1/27/11,Employed,M,67060,Urban,Single,126,1,85,4,2,Personal Auto,Personal L2,Offer1,Web,339.000467,SUV,Medsize +WS53288,Oregon,25464.82059,Yes,Extended,College,2/1/11,Retired,F,13663,Suburban,Single,97,1,66,0,2,Personal Auto,Personal L3,Offer1,Branch,465.6,Four-Door Car,Small +HE84643,California,2175.624856,No,Basic,High School or Below,2/1/11,Unemployed,F,0,Suburban,Single,63,5,79,0,1,Personal Auto,Personal L3,Offer2,Branch,453.6,Four-Door Car,Medsize +CL37990,Arizona,6699.222525,No,Extended,Bachelor,1/13/11,Unemployed,F,0,Suburban,Single,99,21,35,1,4,Corporate Auto,Corporate L1,Offer1,Call Center,699.67536,Four-Door Car,Medsize +HR87252,California,9043.678095,No,Basic,Bachelor,2/13/11,Employed,F,97745,Suburban,Divorced,113,10,64,0,5,Personal Auto,Personal L3,Offer1,Branch,695.136477,Sports Car,Medsize +SB27146,Oregon,4369.041685,No,Premium,High School or Below,1/26/11,Employed,F,26026,Rural,Single,116,1,76,1,1,Personal Auto,Personal L3,Offer3,Agent,283.670312,Two-Door Car,Medsize +KI58952,California,51337.90677,No,Premium,College,2/24/11,Employed,F,72794,Rural,Single,164,3,47,1,2,Personal Auto,Personal L2,Offer1,Web,50.454459,SUV,Large +RM21896,Oregon,28699.89392,No,Extended,College,1/19/11,Employed,F,47730,Rural,Divorced,91,12,52,0,2,Personal Auto,Personal L3,Offer3,Call Center,219.440024,Four-Door Car,Medsize +JS38272,Arizona,4270.034394,Yes,Extended,College,1/19/11,Unemployed,M,0,Suburban,Married,122,27,2,0,1,Personal Auto,Personal L2,Offer2,Agent,725.870693,SUV,Medsize +NJ15094,Washington,5345.994644,No,Basic,Bachelor,2/18/11,Unemployed,F,0,Suburban,Married,72,6,67,0,8,Personal Auto,Personal L3,Offer1,Agent,345.6,Four-Door Car,Medsize +MZ88454,Oregon,4774.747415,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,70,20,81,0,9,Personal Auto,Personal L1,Offer1,Call Center,336,Four-Door Car,Medsize +PO27978,Oregon,14727.50526,No,Basic,Doctor,2/19/11,Employed,F,97785,Urban,Single,73,35,36,0,2,Personal Auto,Personal L1,Offer1,Call Center,236.614219,Two-Door Car,Medsize +VT28596,California,4755.47946,No,Basic,High School or Below,2/24/11,Unemployed,F,0,Suburban,Single,66,27,89,0,3,Personal Auto,Personal L2,Offer2,Branch,712.309237,Four-Door Car,Medsize +TI19722,Washington,3436.134281,Yes,Extended,Doctor,2/18/11,Employed,M,30817,Rural,Divorced,88,25,43,0,1,Corporate Auto,Corporate L2,Offer2,Branch,91.834668,Four-Door Car,Medsize +DO83038,California,8355.774443,No,Basic,College,1/21/11,Employed,F,64502,Rural,Married,70,22,49,0,2,Personal Auto,Personal L3,Offer2,Call Center,39.336222,Two-Door Car,Medsize +AG62087,California,3412.566597,No,Extended,Bachelor,1/29/11,Employed,M,30335,Urban,Married,87,17,42,0,1,Corporate Auto,Corporate L3,Offer3,Agent,326.132867,Four-Door Car,Medsize +BA56812,Oregon,6185.337641,No,Extended,Master,2/10/11,Employed,M,21020,Rural,Divorced,80,1,36,0,4,Corporate Auto,Corporate L2,Offer4,Branch,178.371281,Four-Door Car,Medsize +QF74147,California,8456.722498,No,Basic,College,1/15/11,Employed,F,84574,Rural,Divorced,70,13,75,0,2,Special Auto,Special L2,Offer1,Call Center,167.459769,Four-Door Car,Medsize +RN88075,Washington,3021.938522,No,Extended,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,84,26,37,0,1,Personal Auto,Personal L1,Offer1,Branch,700.725788,Two-Door Car,Medsize +OG71924,Oregon,6966.142868,No,Extended,Master,2/26/11,Unemployed,F,0,Urban,Married,93,28,3,0,8,Personal Auto,Personal L3,Offer2,Branch,436.143226,Four-Door Car,Large +YF87007,Oregon,10083.48688,Yes,Extended,High School or Below,2/19/11,Retired,F,11828,Suburban,Divorced,90,18,84,0,2,Corporate Auto,Corporate L1,Offer1,Agent,571.479602,Four-Door Car,Large +ZL18631,Arizona,2539.990699,No,Basic,College,2/5/11,Employed,F,54889,Suburban,Married,63,32,94,0,1,Personal Auto,Personal L2,Offer2,Call Center,302.4,Four-Door Car,Medsize +BZ71120,Oregon,8456.455313,No,Basic,College,1/17/11,Employed,F,89918,Urban,Married,105,15,72,0,9,Personal Auto,Personal L2,Offer1,Branch,367.230882,SUV,Medsize +UP60200,California,26576.31541,No,Premium,Bachelor,2/2/11,Employed,M,87002,Rural,Married,110,27,30,0,2,Personal Auto,Personal L2,Offer1,Call Center,199.851173,Two-Door Car,Medsize +XZ64172,Oregon,10963.95723,Yes,Premium,High School or Below,2/8/11,Employed,M,55687,Suburban,Divorced,276,33,91,0,1,Corporate Auto,Corporate L2,Offer1,Agent,1324.8,Luxury SUV,Medsize +CA47176,Oregon,9671.98323,No,Extended,Bachelor,2/17/11,Disabled,M,17103,Suburban,Married,87,24,29,0,2,Personal Auto,Personal L3,Offer1,Branch,417.6,Two-Door Car,Small +CI68869,Arizona,1898.683686,No,Basic,College,1/8/11,Unemployed,F,0,Suburban,Single,70,17,20,5,1,Personal Auto,Personal L3,Offer3,Agent,702.020904,Two-Door Car,Small +XT10744,Arizona,8595.146838,No,Basic,College,2/21/11,Employed,M,28441,Suburban,Married,73,10,98,0,2,Special Auto,Special L2,Offer2,Call Center,686.020135,Two-Door Car,Small +HT48275,Oregon,5532.753182,No,Basic,Bachelor,1/19/11,Employed,M,91212,Urban,Married,69,9,92,0,6,Personal Auto,Personal L3,Offer2,Call Center,270.311239,Two-Door Car,Medsize +HB48073,Arizona,9371.773682,No,Basic,Bachelor,2/1/11,Employed,F,66325,Urban,Married,117,10,10,0,5,Corporate Auto,Corporate L2,Offer1,Agent,497.719213,SUV,Medsize +MD43085,Oregon,3975.321516,No,Premium,Doctor,2/8/11,Employed,F,67895,Urban,Married,101,25,27,4,1,Personal Auto,Personal L3,Offer2,Call Center,403.937672,Four-Door Car,Medsize +NJ11986,Arizona,4456.016549,No,Premium,Master,1/18/11,Employed,F,29550,Rural,Single,114,16,70,1,1,Corporate Auto,Corporate L3,Offer1,Web,118.750512,Two-Door Car,Medsize +HH55884,Arizona,3495.891476,No,Extended,College,1/2/11,Disabled,M,10275,Suburban,Single,97,10,8,0,1,Personal Auto,Personal L1,Offer1,Agent,465.6,Four-Door Car,Medsize +JP69867,Nevada,8512.13221,No,Premium,College,2/19/11,Employed,M,61725,Suburban,Divorced,106,7,70,0,6,Personal Auto,Personal L3,Offer2,Call Center,508.8,Four-Door Car,Large +FT86104,California,4650.063763,Yes,Basic,College,1/10/11,Retired,M,28215,Suburban,Single,65,15,26,0,3,Corporate Auto,Corporate L2,Offer1,Agent,468,Two-Door Car,Medsize +GV39658,Arizona,13523.12989,No,Extended,College,1/19/11,Medical Leave,F,10563,Rural,Divorced,121,20,10,0,2,Corporate Auto,Corporate L2,Offer1,Branch,109.814874,SUV,Medsize +GB66110,California,4422.409799,No,Basic,Bachelor,2/13/11,Unemployed,M,0,Suburban,Single,62,10,97,0,3,Personal Auto,Personal L1,Offer1,Branch,722.432062,Two-Door Car,Small +VD51297,California,7320.98824,No,Basic,College,1/9/11,Employed,M,99722,Suburban,Single,61,6,48,0,2,Personal Auto,Personal L3,Offer4,Call Center,292.8,Four-Door Car,Small +EP29567,Washington,7031.463693,No,Extended,Master,1/24/11,Retired,M,16224,Suburban,Married,93,13,55,0,9,Corporate Auto,Corporate L1,Offer3,Web,498.452698,Four-Door Car,Medsize +PE59368,Washington,5123.484988,No,Basic,Bachelor,1/19/11,Employed,F,72096,Urban,Married,64,24,92,0,5,Personal Auto,Personal L3,Offer1,Agent,252.330905,Two-Door Car,Medsize +DQ50538,Nevada,9050.756606,No,Basic,Bachelor,2/11/11,Employed,M,63800,Suburban,Married,113,9,43,0,4,Personal Auto,Personal L3,Offer1,Branch,542.4,SUV,Medsize +WP58340,Arizona,10963.95723,Yes,Premium,High School or Below,2/8/11,Employed,M,55687,Suburban,Divorced,276,33,91,0,1,Personal Auto,Personal L2,Offer1,Agent,1324.8,Luxury SUV,Medsize +TM23788,California,6039.020697,No,Extended,High School or Below,2/9/11,Unemployed,M,0,Suburban,Divorced,89,6,49,1,3,Personal Auto,Personal L3,Offer2,Agent,640.8,Four-Door Car,Medsize +UF44021,California,2108.493744,No,Basic,Bachelor,1/2/11,Unemployed,M,0,Suburban,Single,61,8,91,0,1,Personal Auto,Personal L2,Offer1,Agent,351.85681,Two-Door Car,Medsize +WB96917,California,9875.092794,No,Extended,College,1/3/11,Employed,M,29598,Rural,Single,87,2,70,0,2,Personal Auto,Personal L1,Offer4,Call Center,150.926696,Two-Door Car,Medsize +MN95006,California,6928.601611,No,Basic,Bachelor,1/10/11,Employed,M,22907,Rural,Married,180,13,86,2,1,Personal Auto,Personal L2,Offer4,Call Center,49.18776,Luxury SUV,Medsize +NP60037,Oregon,14318.44839,No,Basic,Bachelor,2/23/11,Employed,M,22697,Suburban,Divorced,186,35,39,1,8,Corporate Auto,Corporate L3,Offer1,Web,892.8,Luxury SUV,Medsize +NQ71171,California,5107.071054,No,Basic,Bachelor,2/2/11,Employed,M,70174,Rural,Married,64,18,80,0,7,Personal Auto,Personal L2,Offer1,Agent,128.90032,Four-Door Car,Medsize +SM58898,California,17223.89108,No,Basic,High School or Below,2/18/11,Employed,F,85378,Suburban,Married,107,7,4,0,2,Corporate Auto,Corporate L1,Offer4,Call Center,513.6,SUV,Medsize +FN98595,Nevada,7516.831717,No,Extended,High School or Below,2/20/11,Employed,F,31477,Rural,Married,94,22,77,0,3,Special Auto,Special L2,Offer2,Branch,146.950756,Four-Door Car,Medsize +TW94555,Nevada,5389.499465,Yes,Extended,College,1/7/11,Employed,M,66429,Rural,Married,136,35,93,0,1,Personal Auto,Personal L3,Offer2,Agent,57.712985,Sports Car,Medsize +XW60886,California,6275.155361,No,Extended,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,90,15,55,0,3,Personal Auto,Personal L3,Offer4,Branch,900.242038,Four-Door Car,Small +IE84844,Nevada,4722.237214,No,Basic,High School or Below,2/6/11,Unemployed,F,0,Suburban,Single,65,29,32,0,3,Personal Auto,Personal L2,Offer3,Agent,655.489027,Four-Door Car,Medsize +HY76810,Oregon,6282.317743,No,Premium,Bachelor,1/30/11,Unemployed,F,0,Rural,Married,172,23,6,0,1,Corporate Auto,Corporate L3,Offer2,Branch,141.460349,SUV,Small +JL41129,California,7986.191274,No,Basic,Bachelor,1/19/11,Employed,M,74217,Urban,Married,100,35,3,0,6,Personal Auto,Personal L1,Offer2,Branch,418.005524,SUV,Large +OQ41280,Nevada,6503.219978,No,Extended,High School or Below,2/1/11,Employed,M,46298,Rural,Divorced,88,11,82,3,4,Corporate Auto,Corporate L1,Offer1,Agent,128.292466,Four-Door Car,Medsize +AP65984,Oregon,4881.753428,No,Extended,College,2/26/11,Unemployed,F,0,Suburban,Single,135,0,86,0,1,Personal Auto,Personal L1,Offer2,Agent,648,SUV,Medsize +EE99484,Washington,2514.59196,Yes,Basic,High School or Below,2/14/11,Employed,F,43860,Rural,Single,65,15,58,0,1,Corporate Auto,Corporate L3,Offer2,Agent,156.124914,Four-Door Car,Medsize +XM39121,Arizona,7955.442668,No,Basic,College,2/23/11,Unemployed,F,0,Suburban,Married,69,11,5,0,2,Personal Auto,Personal L1,Offer1,Web,331.2,Four-Door Car,Small +DK49336,Arizona,4809.21696,No,Basic,College,2/18/11,Employed,M,48029,Suburban,Married,61,7,52,0,9,Corporate Auto,Corporate L3,Offer3,Agent,292.8,Four-Door Car,Medsize +HB43486,Washington,9696.548818,No,Extended,College,2/2/11,Employed,F,86830,Urban,Single,123,18,5,0,3,Personal Auto,Personal L2,Offer1,Agent,480.533246,SUV,Medsize +KB15252,Arizona,8709.321889,No,Extended,College,1/6/11,Unemployed,F,0,Suburban,Married,77,29,21,0,2,Personal Auto,Personal L3,Offer1,Agent,509.100577,Two-Door Car,Medsize +BN83547,Nevada,2858.452328,No,Basic,High School or Below,2/21/11,Employed,F,40706,Rural,Married,71,30,96,0,1,Personal Auto,Personal L1,Offer3,Agent,166.123172,Four-Door Car,Medsize +MC55901,California,5233.949019,No,Basic,High School or Below,1/30/11,Employed,F,69231,Urban,Married,65,19,7,0,9,Personal Auto,Personal L1,Offer2,Agent,193.243084,Four-Door Car,Medsize +PZ98142,Arizona,13494.76017,No,Extended,College,1/26/11,Unemployed,F,0,Suburban,Single,132,13,33,0,2,Personal Auto,Personal L2,Offer3,Branch,950.4,SUV,Medsize +GB43363,Oregon,6870.607058,No,Premium,College,1/24/11,Unemployed,M,0,Suburban,Single,105,5,87,0,3,Personal Auto,Personal L3,Offer1,Branch,756,Four-Door Car,Small +TH67541,Arizona,5652.72374,No,Basic,High School or Below,1/7/11,Medical Leave,F,16171,Urban,Married,74,8,36,0,4,Corporate Auto,Corporate L3,Offer1,Agent,311.004168,Four-Door Car,Medsize +WC21901,Arizona,2345.262087,No,Basic,College,2/3/11,Employed,M,51397,Suburban,Single,61,20,61,0,1,Personal Auto,Personal L3,Offer1,Branch,292.8,Four-Door Car,Medsize +CL38124,Oregon,19688.31898,No,Basic,Bachelor,1/10/11,Employed,F,83879,Urban,Married,69,3,66,0,2,Personal Auto,Personal L2,Offer1,Agent,212.148485,Four-Door Car,Medsize +XH89851,California,7247.206475,No,Extended,College,2/3/11,Employed,F,63267,Suburban,Single,92,22,31,0,8,Personal Auto,Personal L1,Offer1,Agent,530.340202,Four-Door Car,Medsize +KA58700,Nevada,6085.304178,No,Extended,College,1/3/11,Employed,M,44712,Suburban,Single,82,19,14,2,8,Corporate Auto,Corporate L3,Offer1,Agent,537.78416,Four-Door Car,Medsize +ZB40259,California,5480.070226,No,Basic,Doctor,1/19/11,Employed,M,59311,Rural,Divorced,69,8,38,0,9,Corporate Auto,Corporate L3,Offer1,Web,14.812808,Four-Door Car,Medsize +JV63229,Arizona,6876.309925,No,Extended,Bachelor,2/7/11,Employed,M,81957,Suburban,Divorced,86,23,76,0,4,Personal Auto,Personal L2,Offer2,Branch,433.426544,Four-Door Car,Medsize +SI31035,Arizona,5368.887709,No,Basic,Doctor,1/3/11,Employed,M,59601,Suburban,Married,67,28,2,0,6,Personal Auto,Personal L3,Offer4,Branch,321.6,Four-Door Car,Medsize +JW30054,Oregon,8283.066678,No,Premium,High School or Below,2/22/11,Employed,M,71034,Suburban,Married,103,26,15,0,3,Corporate Auto,Corporate L1,Offer1,Branch,494.4,Four-Door Car,Medsize +AP56340,Washington,5384.671725,No,Basic,Bachelor,2/26/11,Disabled,M,13103,Suburban,Married,72,21,32,0,7,Personal Auto,Personal L2,Offer1,Agent,458.003651,Four-Door Car,Medsize +FN44127,Oregon,3508.569533,Yes,Extended,College,1/5/11,Medical Leave,M,20978,Suburban,Married,98,19,96,1,1,Personal Auto,Personal L2,Offer2,Branch,1176.2788,Four-Door Car,Small +QE79527,California,8427.172486,Yes,Extended,Bachelor,2/10/11,Employed,F,46503,Suburban,Divorced,215,4,21,1,1,Personal Auto,Personal L1,Offer1,Agent,1032,Luxury SUV,Medsize +UP36767,California,4553.809528,No,Basic,College,2/13/11,Employed,M,61064,Urban,Married,113,32,77,0,1,Personal Auto,Personal L3,Offer3,Branch,539.774172,SUV,Medsize +PG43749,Oregon,4318.433036,No,Premium,College,2/8/11,Disabled,F,17572,Suburban,Married,110,0,35,0,1,Personal Auto,Personal L1,Offer3,Call Center,639.769748,Two-Door Car,Medsize +LL96228,Oregon,14091.19449,No,Basic,Master,2/25/11,Employed,M,99823,Rural,Married,116,2,64,0,2,Corporate Auto,Corporate L2,Offer1,Branch,250.183388,SUV,Medsize +OV40993,Nevada,8693.631249,No,Basic,College,2/27/11,Disabled,F,17453,Suburban,Married,118,12,70,1,9,Personal Auto,Personal L2,Offer1,Branch,566.4,SUV,Small +MA80983,Oregon,6661.181553,No,Premium,College,1/31/11,Employed,M,55663,Rural,Married,166,19,63,0,1,Personal Auto,Personal L2,Offer2,Branch,194.739777,SUV,Large +SA54664,Washington,2654.380994,No,Basic,Master,2/18/11,Employed,M,73196,Rural,Married,66,0,93,1,1,Personal Auto,Personal L2,Offer2,Web,85.809817,Four-Door Car,Large +TW12556,Oregon,4428.031583,Yes,Basic,High School or Below,1/29/11,Employed,F,58577,Urban,Married,110,6,62,0,1,Personal Auto,Personal L3,Offer1,Agent,303.872752,SUV,Medsize +TC88451,Nevada,5738.277584,No,Basic,High School or Below,1/15/11,Employed,F,88055,Urban,Married,71,11,37,0,6,Personal Auto,Personal L1,Offer4,Call Center,337.727542,Four-Door Car,Medsize +BL93659,California,5815.049178,No,Extended,Bachelor,2/14/11,Unemployed,M,0,Suburban,Married,80,17,96,0,5,Personal Auto,Personal L2,Offer1,Call Center,384,Four-Door Car,Medsize +SI20178,California,4425.905071,No,Basic,High School or Below,2/21/11,Employed,M,80892,Suburban,Married,110,15,76,0,1,Personal Auto,Personal L3,Offer3,Branch,528,SUV,Medsize +KC50464,Arizona,2574.020376,Yes,Basic,Master,1/14/11,Employed,F,34990,Rural,Single,65,23,73,0,1,Corporate Auto,Corporate L2,Offer2,Web,42.689135,Four-Door Car,Medsize +HG64216,California,2832.513487,No,Basic,College,1/29/11,Employed,M,37124,Suburban,Married,72,4,17,0,1,Personal Auto,Personal L3,Offer2,Branch,430.518791,Two-Door Car,Medsize +XM91056,California,4876.315707,No,Basic,High School or Below,1/19/11,Employed,F,22236,Suburban,Single,62,3,45,0,4,Personal Auto,Personal L2,Offer1,Agent,409.425049,Two-Door Car,Medsize +KN13494,Washington,5181.620895,Yes,Basic,Master,2/3/11,Employed,F,97131,Suburban,Married,64,5,80,0,6,Personal Auto,Personal L1,Offer2,Agent,307.2,Four-Door Car,Small +OC47565,Oregon,5947.215835,No,Basic,College,1/9/11,Employed,F,67760,Suburban,Married,74,19,19,0,3,Special Auto,Special L3,Offer4,Branch,465.278453,Four-Door Car,Medsize +HH14259,Arizona,2563.863345,No,Basic,Bachelor,1/9/11,Unemployed,F,0,Rural,Married,69,13,74,0,1,Personal Auto,Personal L3,Offer4,Web,97.691104,Four-Door Car,Medsize +QF66741,Nevada,15144.40954,No,Basic,College,2/25/11,Unemployed,M,0,Suburban,Married,62,6,44,1,2,Personal Auto,Personal L2,Offer3,Branch,307.649586,Two-Door Car,Medsize +LY46898,California,5558.304507,No,Basic,High School or Below,2/4/11,Employed,M,37473,Suburban,Married,70,0,92,0,3,Corporate Auto,Corporate L1,Offer1,Branch,336,Four-Door Car,Medsize +MK73855,Washington,8109.364607,No,Basic,High School or Below,2/12/11,Employed,F,32314,Suburban,Married,68,17,77,0,2,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Medsize +HU82227,Arizona,15638.57599,No,Premium,College,2/23/11,Employed,M,49214,Urban,Married,102,0,82,3,2,Corporate Auto,Corporate L2,Offer1,Agent,371.322406,Four-Door Car,Medsize +FF75737,Oregon,8334.317162,No,Basic,High School or Below,2/24/11,Employed,F,49851,Suburban,Divorced,69,27,85,1,2,Personal Auto,Personal L3,Offer1,Branch,331.2,Four-Door Car,Small +KJ50265,Washington,10418.31143,No,Extended,High School or Below,1/12/11,Disabled,M,27951,Suburban,Married,91,32,4,0,2,Personal Auto,Personal L3,Offer1,Branch,436.8,Four-Door Car,Medsize +OQ82364,Nevada,6846.150323,Yes,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Divorced,95,13,20,0,5,Corporate Auto,Corporate L3,Offer1,Call Center,456,Two-Door Car,Large +SO47345,Arizona,9403.875138,No,Basic,Master,1/26/11,Employed,F,56410,Urban,Married,117,13,73,0,3,Personal Auto,Personal L2,Offer1,Agent,523.99823,SUV,Medsize +JN51592,Arizona,16985.49688,No,Extended,Bachelor,2/19/11,Employed,F,22497,Suburban,Married,212,15,71,0,7,Special Auto,Special L1,Offer1,Branch,1017.6,Luxury Car,Medsize +FH36069,Arizona,21101.21422,No,Basic,College,2/13/11,Employed,F,61347,Suburban,Married,106,27,66,0,2,Personal Auto,Personal L2,Offer4,Branch,604.237801,SUV,Medsize +ZW32080,Nevada,2914.955295,No,Basic,Bachelor,2/4/11,Employed,F,37803,Suburban,Divorced,74,26,51,0,1,Personal Auto,Personal L3,Offer1,Agent,355.2,Four-Door Car,Small +ZH98656,Nevada,8593.866533,No,Basic,Master,2/28/11,Employed,F,91276,Suburban,Married,105,14,4,0,4,Personal Auto,Personal L3,Offer1,Call Center,504,SUV,Large +GZ31904,Oregon,6861.745956,No,Extended,College,2/22/11,Employed,M,30816,Urban,Married,87,10,43,0,4,Personal Auto,Personal L1,Offer3,Call Center,237.57033,Two-Door Car,Medsize +PN47493,Oregon,2680.900678,No,Basic,College,2/11/11,Employed,F,41968,Urban,Married,67,11,96,0,1,Corporate Auto,Corporate L3,Offer1,Agent,183.207703,Four-Door Car,Medsize +CX18273,Arizona,15797.98978,No,Basic,Master,2/25/11,Employed,M,35754,Urban,Married,199,21,54,0,3,Personal Auto,Personal L3,Offer3,Agent,612.973779,Luxury Car,Medsize +IG80173,California,2863.312165,No,Basic,Master,2/20/11,Employed,F,36706,Suburban,Married,71,4,45,0,1,Personal Auto,Personal L2,Offer4,Agent,435.606086,Four-Door Car,Small +JG76775,Washington,30061.69259,No,Extended,High School or Below,1/29/11,Employed,M,48258,Suburban,Married,249,12,86,0,2,Personal Auto,Personal L1,Offer1,Branch,1195.2,Luxury Car,Medsize +JR82641,Arizona,10682.7619,No,Extended,Master,1/10/11,Employed,M,52965,Rural,Married,134,6,77,3,4,Personal Auto,Personal L3,Offer4,Agent,83.815183,SUV,Medsize +NW41789,Oregon,2746.90319,No,Extended,Bachelor,1/24/11,Unemployed,M,0,Suburban,Single,84,25,44,0,1,Personal Auto,Personal L3,Offer4,Call Center,604.8,Four-Door Car,Medsize +VG74039,Oregon,2388.949198,No,Basic,Bachelor,2/2/11,Unemployed,F,0,Suburban,Married,65,8,5,0,1,Personal Auto,Personal L2,Offer1,Agent,455.644704,Four-Door Car,Small +DV27428,Oregon,13776.74135,No,Basic,High School or Below,1/9/11,Employed,M,62634,Rural,Single,116,10,89,0,2,Personal Auto,Personal L2,Offer3,Call Center,122.017931,SUV,Medsize +AN57220,Oregon,17263.64048,No,Basic,Bachelor,2/28/11,Employed,F,96917,Rural,Married,61,24,2,0,2,Special Auto,Special L3,Offer4,Web,71.942176,Four-Door Car,Medsize +VD62056,Arizona,4669.22664,Yes,Premium,High School or Below,2/14/11,Employed,F,76157,Suburban,Married,116,15,80,0,1,Personal Auto,Personal L3,Offer2,Call Center,556.8,Two-Door Car,Small +AH92481,California,4673.196379,No,Basic,College,1/5/11,Employed,F,53219,Suburban,Married,117,24,36,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,561.6,SUV,Medsize +LX97765,Arizona,4347.591949,No,Premium,College,1/29/11,Employed,F,81412,Urban,Divorced,109,1,29,0,1,Personal Auto,Personal L3,Offer1,Branch,344.294164,Two-Door Car,Large +JP82211,California,33873.18123,No,Basic,College,2/18/11,Employed,F,59744,Urban,Married,105,1,79,0,2,Personal Auto,Personal L2,Offer1,Agent,476.486416,SUV,Small +SI88726,California,9100.787395,No,Basic,College,1/19/11,Employed,F,38898,Suburban,Divorced,117,26,68,0,3,Corporate Auto,Corporate L2,Offer1,Agent,561.6,SUV,Small +MG46007,California,6358.251692,No,Extended,High School or Below,1/24/11,Unemployed,M,0,Rural,Married,94,19,98,2,4,Personal Auto,Personal L2,Offer1,Agent,17.938979,Four-Door Car,Medsize +GL69461,Oregon,2628.468543,No,Basic,College,2/16/11,Employed,F,99961,Suburban,Married,66,6,54,2,1,Personal Auto,Personal L1,Offer3,Agent,316.8,Four-Door Car,Medsize +RA63927,Oregon,7193.101159,No,Extended,High School or Below,1/1/11,Employed,M,30886,Rural,Married,91,7,53,0,4,Personal Auto,Personal L1,Offer3,Web,103.424766,Two-Door Car,Medsize +UE76013,Washington,5039.869278,No,Extended,Master,2/4/11,Employed,F,35984,Rural,Married,128,7,68,3,1,Personal Auto,Personal L3,Offer2,Call Center,275.577631,SUV,Medsize +RI35792,Nevada,3962.825542,No,Extended,College,1/13/11,Unemployed,F,0,Urban,Married,125,27,97,4,1,Personal Auto,Personal L3,Offer3,Branch,539.5622,SUV,Small +WL63802,California,6425.709981,No,Basic,High School or Below,1/19/11,Unemployed,M,0,Suburban,Single,181,13,16,0,1,Personal Auto,Personal L3,Offer1,Web,1303.2,Luxury Car,Small +KZ29413,Oregon,15672.69696,No,Extended,Master,1/29/11,Unemployed,M,0,Suburban,Married,139,4,35,0,2,Personal Auto,Personal L3,Offer1,Branch,667.2,SUV,Medsize +SN23932,Arizona,3237.996209,Yes,Extended,Master,1/16/11,Employed,M,60244,Urban,Married,83,3,72,3,1,Personal Auto,Personal L3,Offer3,Agent,326.281835,Four-Door Car,Medsize +YW26148,California,12992.27561,No,Basic,High School or Below,2/6/11,Unemployed,F,0,Suburban,Single,72,8,61,0,2,Personal Auto,Personal L3,Offer1,Agent,518.4,Four-Door Car,Medsize +LS51818,California,22217.96796,No,Basic,College,2/12/11,Employed,F,37553,Suburban,Single,187,34,7,0,2,Personal Auto,Personal L3,Offer3,Agent,897.6,Luxury Car,Small +ZG47195,Nevada,4931.258363,No,Basic,College,2/25/11,Unemployed,M,0,Suburban,Single,73,24,47,0,3,Personal Auto,Personal L3,Offer1,Agent,525.6,Four-Door Car,Small +No50634,Oregon,4330.38602,Yes,Premium,College,2/16/11,Employed,M,60475,Suburban,Married,107,9,18,0,1,Personal Auto,Personal L3,Offer2,Branch,513.6,Four-Door Car,Medsize +GC42314,Arizona,8296.176276,No,Basic,Doctor,2/27/11,Unemployed,M,0,Suburban,Married,111,3,59,0,9,Personal Auto,Personal L3,Offer3,Web,672.91665,SUV,Medsize +SD77009,California,8334.359986,No,Extended,College,2/21/11,Unemployed,M,0,Suburban,Single,136,7,61,2,3,Personal Auto,Personal L3,Offer3,Web,979.2,SUV,Medsize +OW85480,California,5348.071007,No,Basic,Master,1/4/11,Medical Leave,M,25545,Suburban,Married,69,19,49,0,9,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +SW93780,Arizona,2398.740007,No,Basic,Master,1/23/11,Retired,M,24182,Suburban,Divorced,66,12,32,0,1,Personal Auto,Personal L3,Offer4,Web,316.8,Four-Door Car,Large +ZW51071,Oregon,6622.05254,No,Extended,High School or Below,1/14/11,Employed,F,80979,Rural,Divorced,84,32,27,2,3,Personal Auto,Personal L3,Offer1,Agent,25.961213,Four-Door Car,Medsize +CK74127,Arizona,4155.946211,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Single,62,8,20,0,7,Corporate Auto,Corporate L3,Offer2,Agent,446.4,Four-Door Car,Medsize +KM52241,Arizona,8430.059143,No,Basic,High School or Below,2/4/11,Unemployed,F,0,Rural,Married,74,20,3,0,2,Personal Auto,Personal L1,Offer1,Branch,47.502366,Four-Door Car,Medsize +PE66545,Oregon,2545.518369,No,Basic,Bachelor,2/1/11,Employed,M,29250,Suburban,Married,64,27,30,0,1,Personal Auto,Personal L3,Offer4,Agent,308.240792,Two-Door Car,Small +GG70928,California,5004.583872,No,Basic,Master,2/14/11,Employed,F,33566,Urban,Married,63,25,56,1,4,Personal Auto,Personal L3,Offer1,Call Center,205.043307,Four-Door Car,Medsize +GI36262,Washington,2899.702858,No,Basic,College,1/11/11,Employed,F,65247,Suburban,Married,72,14,55,0,1,Corporate Auto,Corporate L2,Offer1,Agent,381.238176,Four-Door Car,Medsize +MH85165,California,6767.806751,No,Extended,High School or Below,1/31/11,Employed,M,39650,Suburban,Married,86,18,8,0,6,Personal Auto,Personal L1,Offer2,Branch,922.335972,Four-Door Car,Medsize +AM26717,California,3123.080994,Yes,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,101,1,83,4,1,Personal Auto,Personal L1,Offer1,Agent,960.115399,SUV,Large +CV90092,Oregon,8184.691323,No,Basic,College,1/16/11,Employed,M,82680,Suburban,Married,68,8,86,0,2,Corporate Auto,Corporate L3,Offer1,Branch,326.4,Four-Door Car,Medsize +CL70684,California,7636.279594,No,Premium,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,111,30,86,0,3,Corporate Auto,Corporate L3,Offer2,Agent,799.2,Two-Door Car,Small +GK13851,Oregon,9227.567263,No,Extended,College,1/24/11,Unemployed,M,0,Suburban,Single,129,15,42,0,3,Personal Auto,Personal L1,Offer3,Call Center,619.2,SUV,Medsize +TQ73726,Oregon,7587.337272,No,Basic,Bachelor,2/7/11,Unemployed,M,0,Suburban,Married,69,17,60,0,2,Personal Auto,Personal L3,Offer1,Branch,460.741097,Two-Door Car,Medsize +RW65977,Arizona,2191.133237,No,Basic,College,1/29/11,Unemployed,M,0,Suburban,Single,61,9,16,1,1,Special Auto,Special L2,Offer1,Agent,439.2,Four-Door Car,Medsize +EY74093,Nevada,5004.135361,No,Basic,High School or Below,2/21/11,Employed,M,86834,Rural,Single,64,2,93,0,8,Corporate Auto,Corporate L1,Offer4,Agent,0.099007,Four-Door Car,Medsize +YG11074,Arizona,4794.931261,No,Extended,Bachelor,2/2/11,Employed,F,46143,Rural,Divorced,122,15,85,0,1,Personal Auto,Personal L2,Offer1,Call Center,223.028356,SUV,Medsize +HW65139,California,26730.06042,No,Extended,Doctor,2/12/11,Medical Leave,M,21275,Suburban,Divorced,240,3,58,0,2,Personal Auto,Personal L1,Offer3,Agent,1152,Luxury SUV,Medsize +BT49333,Arizona,4260.765808,No,Basic,High School or Below,1/30/11,Employed,M,47746,Rural,Married,106,9,4,0,1,Personal Auto,Personal L2,Offer2,Agent,246.696768,SUV,Medsize +KN78424,California,15477.27854,No,Premium,College,1/17/11,Employed,M,51675,Suburban,Married,196,11,86,0,5,Corporate Auto,Corporate L1,Offer1,Branch,940.8,Sports Car,Medsize +TH68648,California,5126.836814,No,Basic,College,1/14/11,Employed,M,85522,Urban,Married,64,1,56,0,3,Personal Auto,Personal L2,Offer4,Branch,165.002742,Four-Door Car,Medsize +GZ22403,Oregon,4068.092649,No,Basic,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,63,3,35,4,4,Personal Auto,Personal L3,Offer4,Web,753.22565,Two-Door Car,Medsize +NU26460,Oregon,17712.20524,No,Extended,College,1/27/11,Unemployed,F,0,Suburban,Single,84,17,5,0,2,Corporate Auto,Corporate L3,Offer1,Branch,633.294203,Four-Door Car,Small +PB21909,Oregon,9775.816061,No,Extended,Bachelor,2/14/11,Employed,M,55632,Urban,Single,123,35,98,0,7,Personal Auto,Personal L2,Offer1,Agent,478.609999,SUV,Medsize +TA78865,Nevada,20534.39224,No,Extended,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,93,24,25,0,2,Special Auto,Special L3,Offer3,Agent,669.6,Four-Door Car,Small +FP23103,Oregon,5800.188903,No,Extended,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,78,32,37,0,5,Special Auto,Special L2,Offer2,Agent,374.4,Two-Door Car,Medsize +YK43172,Arizona,3319.620511,No,Extended,Bachelor,1/12/11,Employed,M,69152,Rural,Single,89,8,83,4,1,Personal Auto,Personal L3,Offer3,Web,221.359492,Four-Door Car,Large +YZ36062,Oregon,6529.431827,No,Basic,Bachelor,2/5/11,Medical Leave,M,13476,Suburban,Single,67,3,30,2,2,Corporate Auto,Corporate L3,Offer3,Branch,433.588181,Four-Door Car,Medsize +SJ29837,Washington,7602.663689,No,Basic,High School or Below,2/24/11,Unemployed,F,0,Suburban,Single,105,2,84,0,5,Personal Auto,Personal L3,Offer2,Web,914.538629,SUV,Small +RC72799,Oregon,2839.808041,No,Basic,College,2/16/11,Employed,F,33252,Suburban,Married,71,20,4,0,1,Personal Auto,Personal L2,Offer2,Agent,407.668083,Four-Door Car,Medsize +AN67558,Nevada,3288.209809,No,Basic,College,1/16/11,Unemployed,M,0,Suburban,Single,102,16,1,1,1,Personal Auto,Personal L3,Offer1,Call Center,734.4,SUV,Large +EQ62488,Oregon,15031.5645,No,Basic,College,1/15/11,Employed,F,59456,Suburban,Married,189,11,7,0,8,Personal Auto,Personal L3,Offer2,Call Center,907.2,Luxury Car,Large +OA92714,California,5055.902381,No,Basic,Bachelor,1/10/11,Employed,F,88989,Urban,Married,63,19,28,1,3,Personal Auto,Personal L3,Offer3,Call Center,232.745161,Four-Door Car,Small +QS76805,Arizona,8012.917253,No,Basic,High School or Below,2/8/11,Unemployed,M,0,Suburban,Married,107,17,39,0,5,Corporate Auto,Corporate L2,Offer1,Branch,513.6,SUV,Medsize +PQ46798,California,8300.70769,No,Basic,College,1/24/11,Disabled,F,17034,Suburban,Single,113,11,40,0,6,Personal Auto,Personal L1,Offer2,Agent,542.4,Sports Car,Medsize +IA56290,Arizona,2516.103555,No,Basic,College,2/11/11,Employed,F,88435,Rural,Married,62,16,61,0,1,Personal Auto,Personal L3,Offer3,Branch,136.263492,Four-Door Car,Small +XU35186,California,2749.407985,No,Basic,High School or Below,1/22/11,Employed,F,71445,Suburban,Single,70,6,95,2,1,Personal Auto,Personal L3,Offer1,Branch,336,Four-Door Car,Medsize +DR84620,California,8071.334962,No,Basic,Bachelor,2/7/11,Employed,M,72149,Rural,Married,101,18,43,0,6,Personal Auto,Personal L2,Offer2,Call Center,69.310166,SUV,Medsize +QG27547,Oregon,2867.312197,Yes,Extended,Bachelor,1/3/11,Retired,F,23376,Suburban,Divorced,78,19,18,0,1,Personal Auto,Personal L3,Offer2,Call Center,374.4,Four-Door Car,Medsize +NM95102,Oregon,7285.030983,Yes,Basic,High School or Below,2/28/11,Employed,M,44788,Suburban,Married,61,6,48,0,2,Personal Auto,Personal L3,Offer2,Agent,386.031248,Four-Door Car,Small +KZ26788,Washington,4118.588554,Yes,Premium,Bachelor,1/28/11,Employed,F,69379,Suburban,Single,103,14,79,0,1,Personal Auto,Personal L2,Offer1,Branch,494.4,Two-Door Car,Medsize +GW25077,Oregon,5293.368089,No,Extended,Bachelor,2/18/11,Employed,F,38521,Urban,Married,134,15,71,0,1,Personal Auto,Personal L2,Offer1,Branch,557.184015,SUV,Medsize +ZU91897,California,13265.96256,No,Basic,High School or Below,1/3/11,Employed,M,34482,Rural,Married,67,4,6,0,2,Personal Auto,Personal L2,Offer1,Agent,83.830109,Four-Door Car,Medsize +ZK38095,California,2369.439009,No,Basic,Bachelor,2/14/11,Unemployed,F,0,Suburban,Single,68,35,35,0,1,Personal Auto,Personal L2,Offer1,Call Center,487.345606,Four-Door Car,Small +TY84623,California,9816.528302,Yes,Basic,College,1/28/11,Employed,M,37256,Rural,Married,62,15,7,0,2,Corporate Auto,Corporate L2,Offer1,Branch,128.969729,Four-Door Car,Medsize +IP69763,Washington,21914.40548,No,Premium,College,1/7/11,Employed,F,77311,Rural,Married,181,18,36,0,2,Personal Auto,Personal L1,Offer1,Agent,113.609508,SUV,Medsize +NF90665,Oregon,5143.88351,No,Basic,Bachelor,2/5/11,Employed,M,39268,Urban,Married,66,30,96,1,9,Personal Auto,Personal L1,Offer1,Agent,188.870427,Four-Door Car,Medsize +KG53186,Nevada,3136.698216,No,Extended,College,2/3/11,Employed,M,59644,Suburban,Married,79,15,94,0,1,Corporate Auto,Corporate L3,Offer1,Agent,379.2,Four-Door Car,Medsize +KV57104,Oregon,7713.819259,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Married,68,2,33,0,2,Personal Auto,Personal L2,Offer2,Agent,326.4,Four-Door Car,Medsize +ZX93551,Arizona,2867.312197,Yes,Extended,Bachelor,1/3/11,Retired,F,23376,Suburban,Divorced,78,19,18,0,1,Personal Auto,Personal L3,Offer2,Call Center,374.4,Four-Door Car,Medsize +TR18337,Nevada,11516.40557,No,Basic,College,1/5/11,Employed,F,50854,Rural,Divorced,73,15,72,0,2,Personal Auto,Personal L2,Offer1,Branch,101.489422,Four-Door Car,Small +XV22744,Oregon,15025.19126,No,Extended,Bachelor,1/25/11,Employed,F,35158,Rural,Married,76,14,27,0,2,Personal Auto,Personal L3,Offer4,Branch,165.958605,Four-Door Car,Medsize +KK27683,Nevada,4013.849907,No,Basic,High School or Below,1/4/11,Disabled,F,15413,Suburban,Married,106,4,67,0,1,Personal Auto,Personal L1,Offer2,Branch,508.8,SUV,Large +HX11651,Oregon,3288.825448,No,Extended,College,1/17/11,Medical Leave,M,17860,Suburban,Single,99,16,0,2,1,Personal Auto,Personal L3,Offer1,Call Center,656.122925,Two-Door Car,Medsize +FD73388,Arizona,13736.1325,Yes,Premium,Master,2/13/11,Disabled,F,16181,Suburban,Divorced,181,22,79,0,8,Personal Auto,Personal L3,Offer1,Web,1261.319869,SUV,Medsize +KF70569,Nevada,3890.87081,No,Extended,High School or Below,2/12/11,Employed,M,91182,Urban,Married,96,8,90,0,1,Personal Auto,Personal L1,Offer2,Agent,249.140907,Four-Door Car,Medsize +CC94413,Oregon,5701.277221,No,Basic,Bachelor,1/16/11,Employed,F,41154,Suburban,Married,72,6,7,1,8,Personal Auto,Personal L2,Offer2,Agent,345.6,Four-Door Car,Small +QO59138,Arizona,2590.214327,No,Basic,High School or Below,1/24/11,Disabled,M,18746,Suburban,Married,68,21,93,0,1,Personal Auto,Personal L2,Offer2,Branch,326.4,Four-Door Car,Large +JW58698,Oregon,3223.331519,No,Extended,College,1/19/11,Employed,F,70277,Rural,Married,80,23,4,0,1,Personal Auto,Personal L3,Offer2,Web,84.818806,Four-Door Car,Small +GT57081,Oregon,4912.025292,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,66,23,38,0,4,Personal Auto,Personal L2,Offer1,Branch,668.158687,Four-Door Car,Medsize +GU82475,California,6532.010543,No,Extended,College,1/25/11,Employed,M,24919,Suburban,Married,84,21,2,1,5,Personal Auto,Personal L3,Offer2,Call Center,420.420755,Four-Door Car,Small +BG60187,Oregon,8012.124825,No,Extended,Bachelor,2/27/11,Unemployed,M,0,Urban,Single,79,22,82,0,2,Personal Auto,Personal L3,Offer1,Branch,335.234102,Four-Door Car,Medsize +TN73558,Arizona,3731.504584,Yes,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,96,31,34,0,1,Personal Auto,Personal L3,Offer1,Agent,460.8,Four-Door Car,Large +KK15032,Arizona,2702.380487,No,Basic,High School or Below,2/3/11,Employed,F,46370,Suburban,Married,68,28,86,1,1,Personal Auto,Personal L1,Offer2,Web,326.4,Two-Door Car,Medsize +KA95160,Arizona,23207.24981,No,Basic,Master,2/3/11,Employed,F,89918,Urban,Divorced,115,14,42,0,2,Personal Auto,Personal L3,Offer4,Web,423.116739,SUV,Medsize +KD52867,Oregon,3347.028677,No,Extended,High School or Below,2/17/11,Employed,F,37138,Suburban,Single,85,4,13,0,1,Personal Auto,Personal L2,Offer1,Branch,612,Two-Door Car,Medsize +WY53775,Arizona,8382.630118,Yes,Basic,High School or Below,2/4/11,Retired,M,19683,Suburban,Married,117,17,41,1,9,Personal Auto,Personal L1,Offer1,Web,561.6,Sports Car,Medsize +HS94778,Oregon,11793.12528,No,Basic,College,2/7/11,Employed,F,32214,Urban,Married,100,5,6,0,2,Personal Auto,Personal L3,Offer2,Call Center,296.560998,SUV,Medsize +EJ96266,California,2965.71995,No,Basic,College,2/11/11,Employed,F,26472,Suburban,Married,74,22,31,0,1,Personal Auto,Personal L1,Offer2,Branch,355.2,Four-Door Car,Medsize +RK53289,California,5646.323845,No,Basic,Bachelor,1/12/11,Employed,F,39841,Suburban,Single,72,9,40,0,5,Personal Auto,Personal L3,Offer1,Agent,440.128707,Two-Door Car,Small +TX39594,Arizona,2452.491364,No,Basic,High School or Below,1/25/11,Employed,F,51085,Suburban,Married,62,4,58,1,1,Personal Auto,Personal L3,Offer3,Call Center,406.902001,Two-Door Car,Small +JM93892,Arizona,5953.213546,No,Basic,College,2/2/11,Employed,M,61006,Rural,Married,74,6,99,0,9,Corporate Auto,Corporate L3,Offer2,Branch,73.919629,Four-Door Car,Medsize +PY51000,California,12883.81001,No,Premium,Bachelor,2/23/11,Employed,M,34148,Urban,Married,109,27,30,0,2,Personal Auto,Personal L2,Offer1,Agent,451.566751,Four-Door Car,Medsize +HX74855,Washington,2471.528431,Yes,Basic,High School or Below,1/15/11,Employed,M,95697,Rural,Married,61,16,55,0,1,Personal Auto,Personal L3,Offer2,Agent,114.273025,Two-Door Car,Medsize +VE64781,Arizona,2927.07045,No,Basic,Bachelor,2/14/11,Employed,F,75685,Suburban,Married,73,35,47,0,1,Personal Auto,Personal L3,Offer2,Agent,369.918482,Four-Door Car,Small +KY57676,California,8400.788878,No,Basic,High School or Below,1/30/11,Employed,M,20870,Suburban,Divorced,72,20,90,0,2,Personal Auto,Personal L2,Offer3,Agent,345.6,Four-Door Car,Medsize +JL42497,Nevada,2729.126448,No,Basic,High School or Below,2/9/11,Employed,F,66900,Suburban,Married,68,15,20,0,1,Personal Auto,Personal L2,Offer4,Branch,326.4,Four-Door Car,Small +WQ91717,Arizona,7643.068919,No,Basic,College,1/20/11,Unemployed,F,0,Suburban,Married,106,22,51,1,8,Special Auto,Special L3,Offer3,Branch,508.8,SUV,Medsize +WO39817,Oregon,2493.591571,No,Basic,High School or Below,2/1/11,Employed,M,37043,Rural,Divorced,68,25,89,3,1,Personal Auto,Personal L2,Offer4,Branch,30.984936,Two-Door Car,Medsize +HW20940,California,4170.572119,No,Basic,Bachelor,1/19/11,Employed,M,42837,Urban,Married,106,15,39,0,1,Personal Auto,Personal L3,Offer1,Agent,290.580543,SUV,Medsize +KE60943,California,4908.207958,No,Basic,Bachelor,2/27/11,Employed,M,33305,Suburban,Married,62,3,12,0,5,Special Auto,Special L2,Offer1,Call Center,353.77899,Four-Door Car,Small +ZI48518,Nevada,3891.583881,No,Basic,High School or Below,2/18/11,Unemployed,F,0,Suburban,Married,103,8,35,0,1,Personal Auto,Personal L2,Offer1,Web,558.281543,Sports Car,Medsize +KI17749,Oregon,2682.423898,No,Basic,High School or Below,2/4/11,Disabled,F,24823,Urban,Married,69,23,66,0,1,Personal Auto,Personal L1,Offer1,Agent,229.279059,Four-Door Car,Medsize +DS50601,Nevada,10003.24729,No,Extended,Bachelor,2/3/11,Employed,M,98192,Suburban,Married,84,2,64,1,2,Personal Auto,Personal L3,Offer1,Agent,403.2,Four-Door Car,Large +PU78245,Arizona,13094.60875,No,Basic,Bachelor,1/16/11,Employed,F,88249,Rural,Single,108,9,71,0,2,Personal Auto,Personal L3,Offer1,Agent,244.803741,SUV,Large +MP96373,Washington,5719.785738,No,Basic,Master,1/10/11,Employed,M,54585,Suburban,Married,71,33,39,1,3,Personal Auto,Personal L2,Offer3,Call Center,340.8,Two-Door Car,Small +QK62680,Oregon,9393.968332,No,Premium,Master,1/25/11,Employed,F,39770,Suburban,Married,117,11,37,0,3,Personal Auto,Personal L3,Offer3,Agent,561.6,Two-Door Car,Medsize +HN63935,Arizona,3433.82408,No,Extended,Master,2/8/11,Employed,M,85367,Rural,Married,85,27,20,0,1,Personal Auto,Personal L2,Offer4,Agent,67.975243,Four-Door Car,Large +ON30714,California,4932.878744,No,Basic,College,2/6/11,Employed,M,74809,Urban,Married,61,7,35,0,3,Personal Auto,Personal L2,Offer2,Branch,283.787384,Two-Door Car,Small +FM61329,California,13610.10746,No,Basic,College,2/6/11,Employed,M,50144,Suburban,Married,114,0,35,0,2,Personal Auto,Personal L3,Offer2,Web,786.934186,SUV,Medsize +NK91656,Oregon,2913.323811,No,Extended,Master,1/3/11,Disabled,M,20075,Suburban,Divorced,79,7,2,1,1,Personal Auto,Personal L3,Offer1,Web,483.731784,Two-Door Car,Medsize +MS94619,California,5111.304579,No,Basic,High School or Below,2/13/11,Employed,F,76448,Suburban,Married,63,9,13,0,3,Personal Auto,Personal L3,Offer3,Web,302.4,Four-Door Car,Medsize +MO38507,California,4540.381153,No,Basic,High School or Below,1/22/11,Employed,M,59556,Suburban,Married,113,11,86,0,1,Personal Auto,Personal L3,Offer3,Agent,681.505066,Sports Car,Large +PQ36549,Arizona,5598.273622,No,Basic,Bachelor,2/9/11,Disabled,M,14174,Suburban,Married,72,1,62,0,8,Personal Auto,Personal L1,Offer1,Call Center,345.6,Four-Door Car,Medsize +WG91434,Oregon,9638.066778,No,Basic,High School or Below,1/8/11,Employed,M,35230,Rural,Married,61,27,2,1,2,Personal Auto,Personal L1,Offer1,Call Center,16.214764,Four-Door Car,Medsize +WR43077,California,9801.287358,No,Extended,High School or Below,1/22/11,Unemployed,M,0,Suburban,Married,91,33,38,0,2,Corporate Auto,Corporate L3,Offer3,Agent,436.8,Four-Door Car,Small +LR10110,Washington,5504.139033,Yes,Basic,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,73,18,45,0,5,Corporate Auto,Corporate L3,Offer1,Call Center,350.4,Four-Door Car,Medsize +XZ58588,Arizona,8447.801005,No,Premium,High School or Below,1/9/11,Unemployed,M,0,Suburban,Divorced,114,2,45,0,7,Corporate Auto,Corporate L2,Offer1,Agent,547.2,Four-Door Car,Small +FX12602,Oregon,19927.63513,No,Basic,High School or Below,1/30/11,Employed,M,51352,Rural,Divorced,66,21,87,3,2,Personal Auto,Personal L2,Offer1,Branch,95.661376,Four-Door Car,Medsize +BL55947,California,5815.261714,No,Basic,College,1/18/11,Employed,M,76675,Rural,Married,72,5,38,0,9,Personal Auto,Personal L2,Offer4,Agent,141.718568,Four-Door Car,Small +LA60344,Arizona,18690.34066,No,Basic,College,2/19/11,Unemployed,M,0,Suburban,Single,68,6,94,0,2,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Small +KQ44803,Arizona,7224.235434,No,Basic,College,1/20/11,Unemployed,M,0,Urban,Married,72,27,21,2,2,Personal Auto,Personal L2,Offer1,Agent,297.419028,Two-Door Car,Medsize +QY81331,Arizona,8595.982289,No,Basic,High School or Below,1/24/11,Employed,F,94242,Rural,Married,71,35,7,1,2,Personal Auto,Personal L1,Offer1,Agent,41.229484,Four-Door Car,Medsize +NP33989,Oregon,12362.08766,No,Premium,Bachelor,1/7/11,Unemployed,F,0,Rural,Married,113,4,92,0,2,Personal Auto,Personal L3,Offer3,Branch,217.92632,Four-Door Car,Medsize +CP30637,California,4916.303715,No,Extended,High School or Below,1/4/11,Employed,F,71153,Rural,Married,122,1,94,0,1,Corporate Auto,Corporate L3,Offer2,Web,209.019238,Sports Car,Medsize +RW50070,Arizona,8935.274872,No,Extended,High School or Below,2/26/11,Employed,M,63326,Suburban,Married,225,5,99,0,1,Personal Auto,Personal L3,Offer2,Branch,1080,Luxury Car,Medsize +LO42325,California,5433.214031,No,Basic,Bachelor,1/29/11,Employed,F,29629,Urban,Married,71,21,51,4,5,Special Auto,Special L1,Offer1,Agent,228.443418,Four-Door Car,Medsize +YQ50209,Arizona,4847.24253,No,Basic,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,69,0,32,0,7,Corporate Auto,Corporate L1,Offer2,Agent,599.152722,Four-Door Car,Small +JP35025,California,5714.165863,No,Basic,Master,2/23/11,Disabled,F,23726,Suburban,Divorced,74,1,83,0,9,Corporate Auto,Corporate L1,Offer1,Call Center,355.2,Four-Door Car,Small +WZ13788,Nevada,10097.68732,No,Extended,High School or Below,2/19/11,Employed,F,48999,Suburban,Married,86,6,65,3,2,Corporate Auto,Corporate L3,Offer1,Web,412.8,Four-Door Car,Medsize +IS21172,Oregon,4726.869327,Yes,Extended,Bachelor,1/10/11,Medical Leave,F,13037,Suburban,Married,124,28,49,0,1,Personal Auto,Personal L1,Offer2,Agent,839.348464,SUV,Small +CL10476,Arizona,7079.790277,No,Basic,College,1/30/11,Disabled,M,24245,Suburban,Married,63,0,22,0,2,Corporate Auto,Corporate L3,Offer1,Agent,302.4,Two-Door Car,Large +WO83615,Nevada,5395.434909,No,Extended,Bachelor,2/21/11,Employed,M,44047,Suburban,Married,137,12,38,0,1,Corporate Auto,Corporate L3,Offer2,Branch,969.232217,Sports Car,Medsize +ZJ77881,Oregon,9452.996411,No,Premium,Bachelor,1/22/11,Employed,F,91942,Suburban,Married,117,34,61,0,3,Personal Auto,Personal L3,Offer3,Agent,561.6,Four-Door Car,Medsize +GT37101,Oregon,5284.312599,No,Basic,High School or Below,2/27/11,Employed,F,37640,Urban,Divorced,67,25,74,0,4,Personal Auto,Personal L2,Offer1,Call Center,174.046849,Two-Door Car,Medsize +WE13528,California,20215.3918,No,Basic,High School or Below,2/12/11,Employed,F,77058,Rural,Divorced,63,16,42,0,2,Personal Auto,Personal L1,Offer2,Branch,119.331041,Four-Door Car,Medsize +BT78503,Oregon,2510.054168,No,Basic,High School or Below,2/12/11,Unemployed,M,0,Suburban,Single,73,29,38,0,1,Corporate Auto,Corporate L1,Offer2,Agent,525.6,Four-Door Car,Medsize +WM19967,California,19884.91592,No,Basic,College,1/12/11,Employed,F,63755,Urban,Married,62,28,40,0,2,Personal Auto,Personal L2,Offer2,Web,291.860708,Two-Door Car,Medsize +EW13798,California,4014.453113,Yes,Extended,Doctor,1/8/11,Employed,F,37384,Suburban,Married,99,9,17,0,1,Personal Auto,Personal L3,Offer2,Agent,475.2,Four-Door Car,Medsize +RO18530,Washington,2540.689797,No,Basic,Master,2/28/11,Employed,M,42557,Rural,Single,65,4,35,0,1,Personal Auto,Personal L3,Offer4,Agent,57.562324,Four-Door Car,Large +AY18433,Washington,27382.81893,No,Extended,High School or Below,1/2/11,Employed,F,45473,Rural,Married,76,10,29,0,2,Special Auto,Special L2,Offer4,Branch,188.938397,Two-Door Car,Medsize +CS29328,Nevada,4875.31604,No,Basic,Bachelor,2/4/11,Disabled,M,10743,Suburban,Married,70,12,64,2,8,Personal Auto,Personal L1,Offer3,Branch,336,Two-Door Car,Medsize +QL75176,Oregon,12324.2654,No,Premium,High School or Below,1/11/11,Unemployed,F,0,Suburban,Single,113,5,90,0,2,Personal Auto,Personal L2,Offer2,Branch,813.6,Four-Door Car,Medsize +IO25161,Arizona,2280.386988,No,Basic,College,2/19/11,Unemployed,F,0,Urban,Married,61,16,29,0,1,Personal Auto,Personal L2,Offer2,Agent,283.881697,Four-Door Car,Medsize +FA82777,Arizona,4165.994433,No,Basic,High School or Below,2/7/11,Unemployed,F,0,Suburban,Single,64,27,32,3,5,Personal Auto,Personal L1,Offer1,Agent,575.890362,Four-Door Car,Small +GR49281,California,4974.801539,Yes,Basic,Bachelor,1/18/11,Employed,M,75644,Suburban,Divorced,65,5,68,3,9,Personal Auto,Personal L2,Offer2,Branch,467.803638,Two-Door Car,Medsize +ZW19492,Oregon,2404.917967,No,Basic,Bachelor,2/14/11,Employed,M,63455,Urban,Divorced,61,26,71,0,1,Personal Auto,Personal L3,Offer1,Branch,287.654819,Two-Door Car,Medsize +UW88168,Oregon,3032.816016,No,Extended,Bachelor,1/31/11,Employed,M,73782,Rural,Married,76,11,97,0,1,Special Auto,Special L3,Offer2,Branch,111.622054,Four-Door Car,Large +XX53620,Oregon,2891.272351,No,Basic,Bachelor,2/2/11,Employed,F,80590,Rural,Married,71,4,19,0,1,Corporate Auto,Corporate L3,Offer4,Branch,134.158389,Four-Door Car,Small +IM90123,California,15261.41386,No,Extended,Bachelor,1/7/11,Employed,F,59797,Suburban,Married,127,4,50,0,2,Personal Auto,Personal L2,Offer3,Call Center,609.6,SUV,Medsize +BE33446,Arizona,5015.009472,Yes,Extended,Bachelor,2/3/11,Employed,F,48567,Suburban,Single,130,12,15,0,1,Personal Auto,Personal L1,Offer2,Agent,624,SUV,Medsize +YW11227,California,5325.394799,No,Basic,Bachelor,1/18/11,Employed,M,62470,Urban,Married,66,34,84,0,4,Personal Auto,Personal L3,Offer3,Agent,243.766542,Two-Door Car,Medsize +UF32671,Washington,5291.395332,No,Basic,College,2/26/11,Employed,F,57338,Suburban,Single,66,9,85,0,3,Personal Auto,Personal L1,Offer1,Call Center,316.8,Four-Door Car,Small +ZW10467,Arizona,16107.19004,No,Basic,High School or Below,1/16/11,Employed,F,63288,Urban,Married,199,12,92,0,5,Personal Auto,Personal L1,Offer1,Web,558.433218,Luxury Car,Medsize +KK95092,Arizona,7605.637524,No,Basic,Bachelor,1/29/11,Employed,M,55281,Suburban,Married,192,22,68,1,1,Personal Auto,Personal L3,Offer1,Agent,921.6,Luxury SUV,Medsize +HZ43637,Arizona,3065.365332,No,Extended,College,2/17/11,Employed,F,22985,Suburban,Married,77,4,65,0,1,Special Auto,Special L1,Offer2,Agent,458.056054,Four-Door Car,Small +FY82691,California,6245.575806,No,Extended,College,1/8/11,Employed,F,39608,Rural,Married,78,14,15,1,7,Corporate Auto,Corporate L3,Offer2,Agent,22.961216,Four-Door Car,Medsize +SO40738,California,9406.381948,No,Basic,High School or Below,2/10/11,Employed,F,99189,Rural,Single,117,27,27,0,3,Corporate Auto,Corporate L3,Offer3,Web,75.302707,SUV,Medsize +MB83471,Oregon,7815.46882,No,Premium,High School or Below,1/5/11,Unemployed,M,0,Suburban,Divorced,112,27,46,0,4,Personal Auto,Personal L3,Offer4,Agent,574.102379,Four-Door Car,Small +GA63091,California,9747.99401,No,Extended,College,1/31/11,Unemployed,M,0,Suburban,Divorced,92,7,89,0,2,Personal Auto,Personal L3,Offer1,Agent,514.360634,Four-Door Car,Medsize +AU75025,Oregon,4686.469674,Yes,Basic,College,2/12/11,Employed,M,58089,Suburban,Married,118,31,83,0,1,Personal Auto,Personal L3,Offer1,Agent,566.4,SUV,Medsize +XF15789,Arizona,8869.619888,No,Basic,College,2/21/11,Employed,F,81350,Rural,Married,110,1,28,0,9,Personal Auto,Personal L3,Offer3,Branch,228.185834,SUV,Large +SH13204,California,4741.808942,No,Basic,High School or Below,1/20/11,Unemployed,F,0,Suburban,Single,65,2,73,0,8,Personal Auto,Personal L1,Offer2,Agent,731.289267,Two-Door Car,Medsize +FX48006,Oregon,24178.68478,No,Extended,College,1/25/11,Employed,M,43704,Suburban,Married,201,29,67,0,2,Personal Auto,Personal L3,Offer1,Branch,1064.482165,Luxury SUV,Medsize +HS69837,Oregon,7951.777533,No,Basic,College,1/22/11,Employed,M,75497,Rural,Divorced,100,5,72,0,3,Personal Auto,Personal L3,Offer1,Branch,71.773341,SUV,Small +GL49408,California,6762.082924,No,Extended,Doctor,2/22/11,Employed,M,40372,Rural,Married,85,15,17,0,4,Corporate Auto,Corporate L2,Offer3,Branch,76.975713,Four-Door Car,Medsize +PK51938,Oregon,3044.78946,No,Extended,College,1/14/11,Retired,F,17489,Suburban,Divorced,85,31,28,0,1,Corporate Auto,Corporate L3,Offer4,Branch,587.689075,Four-Door Car,Small +JE62426,Arizona,5908.16294,No,Basic,High School or Below,2/3/11,Employed,F,86277,Urban,Divorced,74,19,33,0,3,Personal Auto,Personal L2,Offer2,Agent,212.039619,Four-Door Car,Medsize +IA31850,Arizona,4574.547243,No,Basic,College,2/15/11,Unemployed,F,0,Suburban,Single,63,3,5,0,6,Personal Auto,Personal L1,Offer1,Agent,453.6,Four-Door Car,Small +PP50567,California,8377.499751,No,Basic,Bachelor,1/5/11,Unemployed,M,0,Suburban,Married,74,14,38,0,2,Corporate Auto,Corporate L3,Offer1,Agent,355.2,Four-Door Car,Medsize +CS26667,Washington,22332.43946,Yes,Extended,College,1/11/11,Employed,M,49078,Suburban,Single,97,10,3,0,2,Special Auto,Special L3,Offer2,Branch,484.013411,Four-Door Car,Medsize +UF73578,California,5838.89915,Yes,Basic,High School or Below,1/6/11,Employed,M,81082,Urban,Married,73,5,85,0,4,Personal Auto,Personal L2,Offer2,Agent,281.295903,Four-Door Car,Large +MY23958,California,7577.065297,No,Basic,Bachelor,2/6/11,Unemployed,M,0,Suburban,Single,116,20,9,2,6,Personal Auto,Personal L3,Offer2,Branch,835.2,Sports Car,Medsize +OP75571,Arizona,8012.841201,No,Basic,College,2/24/11,Employed,F,40635,Suburban,Divorced,102,4,45,0,6,Personal Auto,Personal L3,Offer3,Call Center,489.6,SUV,Medsize +SI60881,Oregon,9217.978125,No,Basic,Bachelor,1/12/11,Employed,F,26351,Suburban,Divorced,119,14,87,0,7,Personal Auto,Personal L2,Offer3,Branch,571.2,SUV,Medsize +DQ15807,Oregon,2749.189304,No,Extended,High School or Below,1/28/11,Unemployed,M,0,Suburban,Single,80,15,83,0,1,Personal Auto,Personal L2,Offer1,Call Center,824.487259,Four-Door Car,Large +WU15684,Nevada,3588.87609,No,Extended,College,1/11/11,Employed,F,42836,Urban,Married,89,32,99,0,1,Corporate Auto,Corporate L3,Offer3,Branch,244.580023,Four-Door Car,Medsize +KR17533,Oregon,3954.538361,No,Basic,Doctor,2/27/11,Employed,M,40175,Rural,Divorced,102,34,78,1,1,Personal Auto,Personal L1,Offer3,Branch,154.721555,SUV,Medsize +IM98086,California,3230.576665,Yes,Extended,College,1/5/11,Employed,M,62873,Urban,Divorced,81,0,41,0,1,Personal Auto,Personal L2,Offer2,Call Center,207.75186,Four-Door Car,Medsize +XY48850,Nevada,5158.648497,No,Basic,High School or Below,2/4/11,Unemployed,F,0,Suburban,Single,74,24,98,0,5,Personal Auto,Personal L1,Offer2,Agent,588.936956,Two-Door Car,Medsize +YT25875,California,2776.582901,No,Basic,College,2/8/11,Employed,F,50985,Urban,Divorced,71,7,31,0,1,Personal Auto,Personal L2,Offer4,Agent,307.68931,Two-Door Car,Medsize +TL59568,Arizona,12836.00951,No,Premium,High School or Below,2/28/11,Unemployed,M,0,Suburban,Married,116,6,28,0,2,Personal Auto,Personal L2,Offer3,Agent,835.2,Two-Door Car,Medsize +UE52886,Arizona,28421.57022,No,Extended,Bachelor,1/6/11,Employed,M,42803,Urban,Divorced,245,21,56,0,2,Personal Auto,Personal L2,Offer1,Call Center,889.288242,Luxury Car,Small +TM28833,Oregon,2276.392936,No,Basic,College,1/18/11,Unemployed,M,0,Suburban,Single,69,34,13,1,1,Personal Auto,Personal L3,Offer4,Call Center,624.980751,Two-Door Car,Small +SQ60915,Arizona,3895.961837,No,Extended,High School or Below,2/26/11,Employed,M,35970,Suburban,Divorced,98,29,81,0,1,Corporate Auto,Corporate L3,Offer3,Call Center,470.4,Four-Door Car,Large +GU42084,Arizona,4247.683347,No,Basic,Bachelor,1/26/11,Employed,M,44537,Urban,Married,106,13,42,0,1,Corporate Auto,Corporate L2,Offer3,Branch,441.907057,Sports Car,Small +ZH93283,Arizona,6005.847375,Yes,Extended,College,2/23/11,Retired,M,13528,Suburban,Single,86,21,35,0,3,Personal Auto,Personal L1,Offer1,Agent,412.8,Four-Door Car,Medsize +WF51811,Arizona,2719.506996,Yes,Basic,College,1/24/11,Retired,F,14030,Suburban,Married,72,11,3,0,1,Personal Auto,Personal L2,Offer2,Branch,345.6,Two-Door Car,Large +RL51023,Arizona,4185.757242,No,Basic,College,2/16/11,Unemployed,M,0,Suburban,Single,64,0,56,0,3,Corporate Auto,Corporate L1,Offer2,Call Center,492.644465,Four-Door Car,Small +NQ67659,Nevada,33473.34946,Yes,Basic,Bachelor,1/11/11,Employed,F,33190,Suburban,Divorced,106,18,95,0,2,Personal Auto,Personal L2,Offer1,Web,508.8,SUV,Medsize +KI45566,Nevada,7331.508054,No,Basic,College,1/29/11,Unemployed,M,0,Rural,Married,100,1,25,0,4,Personal Auto,Personal L2,Offer1,Branch,61.580247,Sports Car,Small +WB68229,Arizona,9320.284812,No,Premium,Bachelor,1/3/11,Employed,F,21033,Suburban,Married,118,5,22,0,8,Personal Auto,Personal L1,Offer3,Call Center,738.975495,Two-Door Car,Small +UF84144,Washington,3312.323945,No,Extended,College,1/8/11,Employed,M,26285,Suburban,Married,84,7,1,0,1,Corporate Auto,Corporate L2,Offer3,Call Center,403.2,Four-Door Car,Medsize +ZH28312,California,5560.278162,No,Basic,Bachelor,2/14/11,Unemployed,F,0,Rural,Married,74,29,52,0,8,Corporate Auto,Corporate L2,Offer1,Branch,65.953005,Four-Door Car,Medsize +GK48045,Washington,8214.602384,No,Basic,College,1/6/11,Employed,F,73245,Urban,Married,68,33,48,0,2,Personal Auto,Personal L3,Offer3,Branch,305.121363,Four-Door Car,Medsize +HZ67642,California,8647.139152,No,Basic,Bachelor,2/13/11,Unemployed,M,0,Rural,Married,119,5,31,0,3,Personal Auto,Personal L1,Offer4,Web,244.816163,SUV,Small +HE12295,California,4446.738622,No,Basic,High School or Below,2/24/11,Unemployed,M,0,Suburban,Single,61,32,42,0,3,Personal Auto,Personal L1,Offer1,Branch,616.279356,Four-Door Car,Medsize +XL66550,Oregon,7769.841954,No,Basic,Bachelor,1/17/11,Employed,M,74365,Suburban,Divorced,193,11,85,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,926.4,Luxury Car,Small +AL27471,Oregon,3911.118202,No,Extended,Doctor,2/7/11,Employed,M,30821,Urban,Married,97,27,59,0,1,Personal Auto,Personal L3,Offer2,Web,451.319227,Four-Door Car,Medsize +NG94479,Arizona,2731.520409,No,Basic,High School or Below,1/2/11,Employed,F,69844,Urban,Married,68,5,9,0,1,Corporate Auto,Corporate L1,Offer2,Branch,184.379697,Four-Door Car,Medsize +WR58220,Oregon,8401.788653,No,Extended,Bachelor,1/30/11,Unemployed,M,0,Suburban,Single,124,15,86,0,8,Personal Auto,Personal L2,Offer2,Web,595.2,SUV,Medsize +RT64920,Oregon,5875.038074,No,Basic,Master,1/2/11,Employed,M,55836,Urban,Married,73,8,87,0,7,Personal Auto,Personal L3,Offer1,Web,314.936185,Four-Door Car,Medsize +IR58695,Oregon,6188.379423,No,Extended,High School or Below,2/10/11,Employed,M,40352,Suburban,Married,77,31,33,0,3,Corporate Auto,Corporate L2,Offer1,Web,406.367233,Four-Door Car,Small +AS93181,Arizona,4506.577736,No,Basic,Bachelor,1/31/11,Disabled,F,14985,Suburban,Married,116,12,45,0,1,Personal Auto,Personal L3,Offer1,Call Center,571.319514,Sports Car,Medsize +ML23548,Arizona,10548.53703,No,Extended,Doctor,1/15/11,Employed,F,27458,Suburban,Married,131,18,62,1,3,Personal Auto,Personal L1,Offer3,Call Center,730.373515,Sports Car,Medsize +PU71194,Oregon,35203.57475,No,Premium,Bachelor,2/26/11,Employed,F,56343,Suburban,Divorced,295,11,69,0,2,Personal Auto,Personal L3,Offer1,Branch,1612.962321,Luxury Car,Medsize +QT46430,California,8193.750001,No,Basic,College,1/1/11,Medical Leave,F,12780,Rural,Married,111,17,53,2,6,Personal Auto,Personal L1,Offer2,Call Center,225.437098,Sports Car,Medsize +WP83694,California,5313.436344,No,Extended,Bachelor,1/22/11,Employed,F,68558,Rural,Married,131,16,11,0,1,Personal Auto,Personal L3,Offer1,Agent,280.903779,SUV,Medsize +UE19977,California,4379.770178,No,Premium,College,2/22/11,Employed,F,47747,Rural,Divorced,111,31,76,0,1,Personal Auto,Personal L3,Offer3,Web,165.588524,Two-Door Car,Medsize +WC83942,Oregon,20885.55547,No,Extended,Bachelor,1/23/11,Medical Leave,M,16113,Suburban,Married,81,27,19,0,2,Corporate Auto,Corporate L2,Offer2,Web,494.890996,Four-Door Car,Small +HZ62410,Oregon,2771.963072,No,Extended,Bachelor,1/3/11,Unemployed,M,0,Suburban,Single,79,6,55,0,1,Personal Auto,Personal L3,Offer1,Agent,379.2,Four-Door Car,Medsize +CE72177,California,5461.548993,No,Basic,High School or Below,1/7/11,Employed,F,39626,Suburban,Married,69,23,0,0,3,Personal Auto,Personal L3,Offer2,Agent,485.705851,Four-Door Car,Large +YI89801,California,2570.235172,No,Basic,High School or Below,2/17/11,Employed,F,49304,Suburban,Single,65,28,48,0,1,Corporate Auto,Corporate L2,Offer1,Agent,312,Four-Door Car,Medsize +KB53430,Oregon,2227.072755,Yes,Basic,High School or Below,1/5/11,Retired,M,27972,Suburban,Married,61,7,38,0,1,Personal Auto,Personal L3,Offer3,Web,292.8,Four-Door Car,Medsize +KB50999,California,5394.000979,No,Basic,College,2/3/11,Employed,F,27568,Urban,Married,68,0,62,0,3,Personal Auto,Personal L3,Offer3,Call Center,278.689331,Two-Door Car,Medsize +JO17193,Washington,2300.691547,Yes,Basic,Bachelor,1/15/11,Retired,M,25905,Suburban,Divorced,63,21,12,0,1,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Large +BO42776,Washington,25360.10404,No,Basic,Bachelor,1/3/11,Employed,M,21442,Suburban,Married,108,16,83,0,2,Corporate Auto,Corporate L3,Offer1,Agent,518.4,SUV,Medsize +OZ19432,Nevada,4374.038985,No,Premium,High School or Below,1/14/11,Employed,F,34516,Rural,Married,113,12,70,3,1,Special Auto,Special L2,Offer4,Branch,42.950852,Four-Door Car,Medsize +VT34834,Nevada,4953.358432,No,Basic,High School or Below,2/8/11,Unemployed,M,0,Suburban,Married,68,11,90,0,4,Personal Auto,Personal L1,Offer3,Branch,342.468248,Four-Door Car,Small +MI65698,Oregon,4590.811214,No,Premium,College,2/1/11,Employed,F,28354,Urban,Divorced,118,33,20,0,1,Personal Auto,Personal L3,Offer2,Agent,320.327775,Two-Door Car,Large +IG85969,Arizona,5062.37379,No,Basic,College,1/21/11,Unemployed,F,0,Suburban,Single,72,22,58,0,5,Personal Auto,Personal L3,Offer3,Call Center,345.6,Two-Door Car,Large +SE72928,California,9075.768214,Yes,Basic,Master,1/26/11,Employed,M,37722,Rural,Single,116,8,23,0,8,Personal Auto,Personal L1,Offer1,Agent,158.077504,Sports Car,Medsize +QV47358,Arizona,8133.157212,No,Basic,Bachelor,1/25/11,Employed,F,32021,Suburban,Single,70,12,58,0,2,Personal Auto,Personal L2,Offer1,Call Center,336,Four-Door Car,Small +HR50405,Oregon,2869.301319,No,Basic,Bachelor,2/24/11,Medical Leave,F,13393,Rural,Married,73,31,11,0,1,Personal Auto,Personal L3,Offer2,Branch,34.708194,Four-Door Car,Medsize +MN53151,Oregon,27937.75093,No,Basic,College,2/5/11,Retired,M,13624,Suburban,Divorced,117,4,11,0,2,Personal Auto,Personal L1,Offer4,Agent,561.6,Sports Car,Medsize +VD64777,Nevada,2606.186321,No,Basic,College,1/19/11,Employed,F,27800,Suburban,Single,67,9,78,0,1,Personal Auto,Personal L2,Offer4,Web,321.6,Two-Door Car,Medsize +EG21289,California,7764.273102,No,Basic,College,2/4/11,Employed,F,58419,Rural,Married,191,29,6,0,1,Personal Auto,Personal L2,Offer4,Call Center,202.468807,Luxury Car,Medsize +YI85251,Nevada,18380.39026,No,Extended,High School or Below,2/8/11,Employed,M,50407,Urban,Married,92,30,67,0,2,Personal Auto,Personal L3,Offer1,Agent,352.060768,Four-Door Car,Medsize +RD61361,Arizona,6102.953572,No,Extended,Bachelor,2/5/11,Unemployed,F,0,Suburban,Single,84,0,76,0,4,Personal Auto,Personal L3,Offer1,Branch,856.347474,Four-Door Car,Large +PG26401,Washington,9191.672825,No,Basic,High School or Below,1/24/11,Employed,M,77603,Suburban,Married,114,10,83,0,8,Personal Auto,Personal L1,Offer2,Call Center,547.2,SUV,Medsize +NV91476,California,9581.281433,No,Premium,College,1/23/11,Employed,F,75606,Suburban,Married,119,6,97,0,7,Personal Auto,Personal L3,Offer1,Web,571.2,Four-Door Car,Medsize +SJ16410,Arizona,7532.262392,No,Extended,Bachelor,2/19/11,Employed,M,41458,Rural,Single,98,6,67,0,3,Personal Auto,Personal L3,Offer3,Agent,191.100227,Four-Door Car,Medsize +BI17208,Oregon,2795.321353,No,Basic,College,1/20/11,Unemployed,M,0,Suburban,Married,74,6,61,0,1,Personal Auto,Personal L3,Offer1,Call Center,420.765993,Two-Door Car,Medsize +WR70403,Washington,5673.840992,No,Extended,High School or Below,2/25/11,Unemployed,M,0,Suburban,Divorced,82,13,87,0,7,Personal Auto,Personal L3,Offer1,Agent,445.001296,Two-Door Car,Medsize +ZZ22858,Arizona,15016.18511,No,Basic,Bachelor,1/1/11,Employed,F,70619,Rural,Married,187,2,84,0,3,Personal Auto,Personal L3,Offer3,Branch,293.948632,Luxury Car,Medsize +EZ75048,California,3087.249746,No,Extended,Doctor,1/10/11,Employed,M,41273,Urban,Married,77,16,19,0,1,Personal Auto,Personal L3,Offer2,Call Center,221.226696,Four-Door Car,Medsize +CN31328,Arizona,5480.701059,No,Basic,College,1/6/11,Employed,F,46946,Suburban,Divorced,70,10,37,0,9,Personal Auto,Personal L3,Offer2,Web,336,Four-Door Car,Medsize +ZP91150,Oregon,7944.973807,No,Premium,College,2/13/11,Unemployed,M,0,Suburban,Single,113,10,97,0,9,Corporate Auto,Corporate L3,Offer1,Web,542.4,Four-Door Car,Medsize +LC77957,Oregon,8543.247323,No,Basic,Bachelor,1/14/11,Employed,M,99180,Rural,Married,106,15,20,0,3,Personal Auto,Personal L1,Offer3,Branch,33.751887,SUV,Small +PT34656,California,5380.898636,Yes,Basic,College,2/24/11,Employed,F,55350,Suburban,Married,67,0,13,0,9,Personal Auto,Personal L1,Offer1,Agent,321.6,Four-Door Car,Medsize +MI99404,California,4650.063763,Yes,Basic,College,1/10/11,Retired,M,28215,Suburban,Single,65,15,26,0,3,Personal Auto,Personal L3,Offer1,Agent,468,Two-Door Car,Medsize +AI58313,Nevada,36946.06393,No,Basic,College,1/30/11,Employed,F,75425,Suburban,Divorced,116,25,88,1,2,Personal Auto,Personal L3,Offer2,Call Center,663.643801,Sports Car,Medsize +VA60020,Nevada,3314.55133,No,Extended,High School or Below,1/25/11,Employed,F,63583,Rural,Married,83,15,8,0,1,Special Auto,Special L1,Offer4,Agent,167.39959,Four-Door Car,Medsize +TW53467,California,4566.377261,No,Basic,Bachelor,1/12/11,Unemployed,M,0,Suburban,Single,66,27,28,0,3,Personal Auto,Personal L1,Offer3,Agent,475.2,Four-Door Car,Small +IC11062,Nevada,5597.12496,Yes,Extended,High School or Below,1/27/11,Employed,F,37995,Suburban,Married,139,16,50,0,1,Personal Auto,Personal L3,Offer1,Branch,667.2,SUV,Medsize +OO11531,Nevada,2540.551456,No,Basic,Master,1/23/11,Employed,F,37125,Urban,Married,63,29,78,0,1,Personal Auto,Personal L2,Offer2,Agent,290.911693,Four-Door Car,Large +JV80614,California,2939.330187,No,Basic,College,1/29/11,Employed,M,53357,Rural,Married,73,4,77,0,1,Personal Auto,Personal L3,Offer2,Call Center,55.320014,Four-Door Car,Medsize +IC70693,California,16068.34838,No,Basic,Bachelor,1/23/11,Employed,F,70140,Suburban,Married,199,25,15,0,7,Corporate Auto,Corporate L3,Offer2,Web,955.2,Luxury Car,Medsize +JY45326,Oregon,7360.873696,No,Basic,College,1/16/11,Employed,M,52380,Suburban,Married,186,27,76,2,1,Personal Auto,Personal L2,Offer1,Call Center,892.8,Luxury SUV,Small +QW17940,California,2700.985899,No,Basic,High School or Below,1/29/11,Employed,M,79292,Rural,Married,67,18,58,0,1,Corporate Auto,Corporate L2,Offer2,Branch,55.394702,Four-Door Car,Medsize +AV25133,Oregon,3095.705571,No,Extended,College,1/12/11,Unemployed,F,0,Suburban,Single,92,31,24,1,1,Personal Auto,Personal L3,Offer3,Web,774.892461,Two-Door Car,Small +QJ57215,Nevada,4383.751482,No,Extended,College,1/25/11,Unemployed,F,0,Suburban,Single,123,14,97,0,1,Personal Auto,Personal L2,Offer1,Branch,1480.336748,SUV,Medsize +IG94072,Oregon,9928.874825,No,Extended,High School or Below,1/1/11,Employed,F,75425,Suburban,Married,123,3,49,0,6,Personal Auto,Personal L1,Offer1,Branch,823.798803,Sports Car,Large +WC28543,Arizona,2399.17815,No,Basic,Bachelor,1/23/11,Disabled,M,20992,Suburban,Married,64,21,73,0,1,Personal Auto,Personal L3,Offer2,Call Center,307.2,Two-Door Car,Medsize +DH13219,Washington,3402.777293,No,Extended,Bachelor,1/28/11,Employed,M,57428,Suburban,Married,85,34,40,1,1,Corporate Auto,Corporate L3,Offer1,Call Center,414.649796,Four-Door Car,Medsize +ET80689,California,8711.302422,No,Basic,College,2/18/11,Employed,M,92606,Urban,Married,109,26,75,0,3,Special Auto,Special L3,Offer2,Branch,287.437831,SUV,Medsize +JD10245,California,4358.762008,No,Basic,High School or Below,1/31/11,Employed,M,86001,Suburban,Divorced,109,4,27,1,1,Personal Auto,Personal L3,Offer1,Agent,523.2,SUV,Medsize +XO96556,Arizona,2551.226692,Yes,Basic,Master,1/19/11,Employed,M,79751,Suburban,Married,63,15,67,0,1,Personal Auto,Personal L1,Offer3,Web,392.235698,Two-Door Car,Small +UJ61336,Arizona,5642.747998,No,Basic,Bachelor,2/9/11,Employed,F,68654,Urban,Married,71,32,21,2,9,Personal Auto,Personal L3,Offer1,Web,208.048487,Four-Door Car,Medsize +XS94482,Arizona,4151.667368,No,Basic,Master,2/17/11,Unemployed,F,0,Urban,Single,61,7,71,3,9,Personal Auto,Personal L2,Offer1,Web,208.892861,Two-Door Car,Medsize +QX57337,Oregon,2842.025913,No,Basic,Doctor,1/26/11,Employed,F,92629,Rural,Single,72,22,1,3,1,Personal Auto,Personal L2,Offer2,Call Center,60.845685,Four-Door Car,Medsize +CZ35936,California,8791.444942,No,Basic,High School or Below,1/12/11,Employed,F,54094,Urban,Single,112,9,51,0,4,Corporate Auto,Corporate L2,Offer1,Agent,502.994931,SUV,Medsize +IM41800,Nevada,8268.272933,No,Basic,College,2/2/11,Employed,M,95419,Suburban,Married,70,6,61,3,2,Personal Auto,Personal L3,Offer3,Web,336,Four-Door Car,Medsize +GI70742,Oregon,8581.637267,No,Basic,High School or Below,1/15/11,Employed,F,66466,Urban,Married,71,20,35,0,2,Personal Auto,Personal L3,Offer2,Call Center,293.016168,Four-Door Car,Medsize +HQ32112,Arizona,5244.40475,No,Extended,High School or Below,1/1/11,Employed,M,68131,Rural,Married,130,22,27,0,1,Personal Auto,Personal L2,Offer4,Branch,226.607648,SUV,Medsize +CC85895,Nevada,8509.019846,No,Basic,Bachelor,1/12/11,Employed,F,56481,Urban,Married,106,7,17,0,3,Personal Auto,Personal L1,Offer1,Branch,273.250112,SUV,Medsize +CF40646,California,4743.615503,No,Basic,College,2/10/11,Employed,M,70082,Suburban,Married,119,17,23,0,1,Personal Auto,Personal L2,Offer1,Web,571.2,SUV,Small +RF39856,Nevada,22754.66137,No,Basic,Bachelor,2/8/11,Employed,M,51437,Rural,Married,115,35,30,0,2,Corporate Auto,Corporate L1,Offer3,Branch,244.086665,SUV,Medsize +VT85216,Nevada,5335.015944,No,Basic,High School or Below,1/26/11,Unemployed,M,0,Suburban,Single,73,6,97,0,9,Personal Auto,Personal L3,Offer2,Agent,525.6,Four-Door Car,Medsize +SW69117,Oregon,6966.319103,No,Extended,College,2/10/11,Disabled,M,27972,Urban,Married,90,13,7,0,8,Corporate Auto,Corporate L3,Offer3,Call Center,240.318607,Two-Door Car,Medsize +EI58852,Arizona,21205.37785,No,Extended,High School or Below,2/11/11,Employed,F,24930,Suburban,Married,76,7,16,0,2,Personal Auto,Personal L3,Offer1,Branch,364.8,Four-Door Car,Medsize +FN61865,Nevada,4271.200049,No,Premium,Master,2/6/11,Employed,F,26245,Rural,Single,110,6,43,0,1,Personal Auto,Personal L3,Offer4,Call Center,44.284642,Two-Door Car,Medsize +LI11560,California,5580.818466,No,Basic,Bachelor,2/5/11,Employed,F,57883,Suburban,Married,69,4,0,0,9,Personal Auto,Personal L3,Offer3,Agent,431.847824,Four-Door Car,Small +NY12562,Nevada,2224.089639,No,Basic,College,1/5/11,Unemployed,F,0,Suburban,Single,64,20,4,0,1,Corporate Auto,Corporate L2,Offer2,Branch,483.25721,Four-Door Car,Medsize +GE46404,Oregon,2709.539796,No,Basic,College,1/17/11,Employed,F,58828,Suburban,Married,68,13,98,0,1,Personal Auto,Personal L3,Offer1,Agent,446.751243,Four-Door Car,Small +PP26786,Arizona,2890.338106,No,Basic,College,1/10/11,Employed,M,51906,Suburban,Married,73,29,78,0,1,Corporate Auto,Corporate L2,Offer2,Branch,374.864662,Four-Door Car,Medsize +BE55425,Oregon,6403.577368,No,Extended,College,1/31/11,Employed,M,28095,Suburban,Married,82,18,2,0,8,Personal Auto,Personal L3,Offer3,Web,393.6,Four-Door Car,Medsize +SH75038,California,5981.381645,No,Basic,Bachelor,2/16/11,Employed,F,88723,Suburban,Divorced,74,12,94,0,8,Personal Auto,Personal L2,Offer1,Agent,355.2,Two-Door Car,Medsize +LD22387,California,6225.022266,No,Extended,High School or Below,1/16/11,Employed,F,53078,Urban,Married,79,29,81,2,8,Corporate Auto,Corporate L3,Offer2,Branch,200.97608,Four-Door Car,Medsize +FF94034,California,8496.358981,No,Basic,Bachelor,1/30/11,Employed,F,88895,Rural,Divorced,106,0,87,0,8,Personal Auto,Personal L1,Offer1,Branch,209.863509,Sports Car,Medsize +YK16362,Arizona,10213.99111,No,Extended,Bachelor,1/8/11,Employed,F,60078,Rural,Married,127,23,60,0,3,Corporate Auto,Corporate L1,Offer3,Branch,140.819942,SUV,Medsize +DN10177,California,4547.162694,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Single,67,26,4,0,3,Personal Auto,Personal L1,Offer1,Call Center,321.6,Two-Door Car,Medsize +IV35546,Nevada,5741.696078,No,Basic,Master,2/8/11,Employed,F,45820,Urban,Married,71,4,89,0,8,Corporate Auto,Corporate L1,Offer1,Branch,249.742856,Four-Door Car,Medsize +SK12432,Arizona,2388.353882,No,Basic,Bachelor,2/14/11,Unemployed,M,0,Suburban,Single,73,12,84,0,1,Personal Auto,Personal L1,Offer2,Web,677.970934,Four-Door Car,Medsize +DF71709,California,12624.96121,No,Premium,College,1/19/11,Medical Leave,M,12439,Suburban,Divorced,115,22,78,0,2,Corporate Auto,Corporate L1,Offer2,Agent,552,Two-Door Car,Medsize +UT61518,California,8382.478392,Yes,Basic,Bachelor,1/27/11,Employed,M,25998,Suburban,Married,71,16,38,0,2,Personal Auto,Personal L3,Offer2,Call Center,791.878042,Four-Door Car,Medsize +PU75847,Arizona,4964.666365,No,Basic,College,1/31/11,Employed,M,98451,Suburban,Married,62,19,57,0,3,Personal Auto,Personal L3,Offer4,Agent,316.546868,Four-Door Car,Small +XA47378,California,2871.437451,No,Basic,Bachelor,1/11/11,Employed,F,23803,Suburban,Married,72,11,90,0,1,Corporate Auto,Corporate L2,Offer4,Branch,410.548521,Two-Door Car,Small +NE22677,California,13080.78528,No,Extended,College,2/14/11,Unemployed,M,0,Suburban,Divorced,124,12,58,0,2,Special Auto,Special L2,Offer1,Web,595.2,SUV,Small +HV62406,Oregon,2482.411991,No,Basic,High School or Below,1/13/11,Disabled,F,26100,Suburban,Single,67,6,29,0,1,Personal Auto,Personal L3,Offer1,Agent,482.4,Four-Door Car,Medsize +VS20668,Nevada,2726.834065,No,Basic,Bachelor,1/16/11,Unemployed,F,0,Suburban,Single,73,8,63,0,1,Personal Auto,Personal L3,Offer4,Branch,376.923839,Four-Door Car,Medsize +YZ79232,Oregon,4776.186527,No,Basic,Master,2/5/11,Unemployed,M,0,Urban,Single,67,10,38,0,9,Personal Auto,Personal L3,Offer2,Web,315.215329,Four-Door Car,Medsize +ND87457,Nevada,6091.89923,No,Extended,Bachelor,2/3/11,Employed,M,65252,Suburban,Divorced,78,27,75,0,9,Personal Auto,Personal L3,Offer2,Branch,482.48791,Four-Door Car,Medsize +TY59231,California,5015.009472,Yes,Extended,Bachelor,2/3/11,Employed,F,48567,Suburban,Single,130,12,15,0,1,Personal Auto,Personal L3,Offer2,Agent,624,SUV,Medsize +DA54619,Oregon,9035.671134,Yes,Premium,High School or Below,1/21/11,Employed,F,34337,Suburban,Married,113,20,44,0,9,Personal Auto,Personal L3,Offer2,Web,542.4,Four-Door Car,Large +OL27257,Nevada,4381.880534,No,Premium,College,1/1/11,Medical Leave,F,20394,Urban,Married,115,28,84,0,1,Personal Auto,Personal L3,Offer1,Branch,508.614758,Two-Door Car,Medsize +TH86528,Washington,5775.517825,No,Extended,High School or Below,2/25/11,Unemployed,F,0,Suburban,Single,76,20,17,0,6,Personal Auto,Personal L1,Offer3,Call Center,784.611446,Two-Door Car,Small +DS34823,Arizona,4250.282624,Yes,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,61,17,1,1,7,Personal Auto,Personal L2,Offer1,Agent,292.8,Four-Door Car,Small +HB24005,California,2347.048112,No,Basic,College,2/2/11,Employed,M,31617,Urban,Single,62,17,29,1,1,Personal Auto,Personal L1,Offer1,Agent,244.269407,Four-Door Car,Small +ZV96574,California,6940.069184,No,Basic,High School or Below,1/16/11,Unemployed,F,0,Suburban,Married,62,31,30,1,2,Corporate Auto,Corporate L3,Offer2,Branch,297.6,Four-Door Car,Medsize +JC80093,Washington,2572.506605,No,Basic,Master,1/7/11,Employed,M,21104,Rural,Divorced,66,34,74,0,1,Personal Auto,Personal L3,Offer4,Branch,118.454974,Four-Door Car,Medsize +KN24990,Arizona,41491.74481,No,Basic,College,1/14/11,Employed,M,37748,Suburban,Married,181,21,22,2,2,Personal Auto,Personal L2,Offer1,Web,868.8,Luxury Car,Small +RR39751,California,3571.346578,No,Extended,Bachelor,1/18/11,Unemployed,F,0,Urban,Married,96,19,30,0,1,Personal Auto,Personal L3,Offer1,Branch,438.661509,Four-Door Car,Medsize +BN80677,Oregon,12734.21253,No,Extended,Bachelor,1/7/11,Employed,M,25023,Suburban,Single,82,31,38,0,2,Corporate Auto,Corporate L3,Offer1,Branch,397.139856,Two-Door Car,Medsize +WL74893,Oregon,4529.112791,No,Basic,College,2/24/11,Unemployed,F,0,Urban,Married,62,22,57,0,9,Special Auto,Special L3,Offer3,Agent,271.164139,Four-Door Car,Medsize +ZN59196,Oregon,4177.876779,No,Premium,Bachelor,1/13/11,Medical Leave,F,14108,Suburban,Married,109,27,88,0,1,Personal Auto,Personal L1,Offer1,Call Center,523.2,Four-Door Car,Small +PF77449,Washington,9824.745841,No,Extended,High School or Below,1/26/11,Employed,F,23923,Suburban,Married,82,29,61,1,2,Personal Auto,Personal L3,Offer3,Call Center,393.6,Four-Door Car,Medsize +HO38996,Oregon,2430.801647,No,Basic,High School or Below,2/17/11,Unemployed,M,0,Suburban,Married,67,1,19,0,1,Special Auto,Special L2,Offer4,Call Center,321.6,Four-Door Car,Medsize +YU86361,Washington,19160.98994,Yes,Extended,Master,2/20/11,Employed,F,22705,Suburban,Divorced,239,19,59,0,7,Personal Auto,Personal L1,Offer2,Agent,1294.700423,Luxury SUV,Medsize +PJ13204,California,3301.518961,No,Extended,High School or Below,1/25/11,Unemployed,F,0,Suburban,Married,89,10,83,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,427.2,Two-Door Car,Large +SP63623,Oregon,4692.098956,No,Basic,College,1/3/11,Unemployed,M,0,Suburban,Single,69,31,89,0,5,Personal Auto,Personal L2,Offer1,Agent,506.92275,Four-Door Car,Large +DP33625,Arizona,8092.87696,Yes,Basic,College,2/5/11,Employed,M,50825,Urban,Married,102,3,46,0,3,Personal Auto,Personal L1,Offer1,Agent,369.614729,SUV,Medsize +BJ18904,Arizona,3964.534974,No,Basic,College,2/22/11,Medical Leave,M,14616,Suburban,Married,106,16,23,0,1,Personal Auto,Personal L3,Offer1,Agent,575.260213,SUV,Small +TR26615,Oregon,2497.531509,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Urban,Married,69,5,74,0,1,Corporate Auto,Corporate L2,Offer2,Branch,272.381465,Two-Door Car,Medsize +ZD44648,Arizona,9656.212573,No,Extended,College,2/12/11,Employed,M,29504,Suburban,Single,125,16,29,0,9,Personal Auto,Personal L3,Offer4,Web,1224.56345,SUV,Medsize +QW60568,California,8888.143979,No,Premium,College,2/6/11,Employed,M,58789,Rural,Married,111,4,69,0,3,Corporate Auto,Corporate L2,Offer3,Call Center,215.438825,Four-Door Car,Medsize +XS78545,Oregon,7347.410517,No,Basic,College,1/18/11,Employed,F,29491,Suburban,Married,61,26,62,0,2,Personal Auto,Personal L2,Offer3,Web,292.8,Four-Door Car,Medsize +EU19773,Arizona,8578.364528,No,Premium,High School or Below,1/19/11,Employed,F,78077,Urban,Married,107,11,47,2,6,Personal Auto,Personal L3,Offer2,Branch,438.069458,Four-Door Car,Medsize +ZL45417,California,3467.323976,No,Extended,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,96,2,53,0,1,Personal Auto,Personal L3,Offer3,Agent,799.251165,Two-Door Car,Small +JS58659,Nevada,8901.468512,No,Basic,Bachelor,1/13/11,Employed,M,76558,Urban,Married,74,2,45,0,2,Special Auto,Special L1,Offer4,Agent,216.980413,Four-Door Car,Medsize +XK84089,California,2619.337376,Yes,Basic,Bachelor,2/5/11,Employed,M,78618,Urban,Divorced,66,7,56,0,1,Personal Auto,Personal L3,Offer1,Agent,225.578841,Two-Door Car,Medsize +LH91968,Oregon,8838.085637,Yes,Basic,Bachelor,1/21/11,Employed,M,82664,Rural,Married,114,24,10,3,9,Corporate Auto,Corporate L3,Offer2,Agent,133.425609,SUV,Medsize +NX63627,Oregon,10127.77087,No,Extended,Doctor,1/16/11,Medical Leave,M,23053,Suburban,Married,132,5,97,0,8,Personal Auto,Personal L1,Offer2,Agent,780.941649,Sports Car,Medsize +ND62955,Nevada,4633.452912,No,Basic,Bachelor,1/5/11,Employed,M,50250,Suburban,Married,117,3,93,0,1,Personal Auto,Personal L3,Offer3,Agent,561.6,SUV,Medsize +YQ11786,Oregon,7796.000083,No,Basic,High School or Below,2/3/11,Employed,M,32169,Urban,Married,199,0,74,0,1,Personal Auto,Personal L3,Offer4,Call Center,785.82348,Luxury SUV,Medsize +TM13955,Washington,2993.024583,No,Extended,Master,2/15/11,Unemployed,M,0,Urban,Married,80,28,97,0,1,Corporate Auto,Corporate L3,Offer1,Branch,286.115778,Four-Door Car,Medsize +IA91291,Arizona,7985.472561,No,Basic,College,1/6/11,Employed,F,99069,Rural,Married,66,7,28,0,2,Corporate Auto,Corporate L2,Offer4,Branch,77.442722,Four-Door Car,Medsize +RO89785,Oregon,3508.569533,Yes,Extended,College,1/5/11,Medical Leave,M,20978,Suburban,Married,98,19,96,1,1,Personal Auto,Personal L3,Offer2,Branch,1176.2788,Four-Door Car,Small +QW40898,Arizona,2722.210707,Yes,Basic,College,2/2/11,Medical Leave,F,17576,Suburban,Married,71,29,70,0,1,Personal Auto,Personal L1,Offer2,Call Center,398.502948,Four-Door Car,Medsize +ZD40816,Nevada,2783.583044,No,Basic,Bachelor,1/22/11,Employed,M,42297,Urban,Married,71,29,62,0,1,Personal Auto,Personal L3,Offer4,Agent,200.38673,Four-Door Car,Medsize +PD82395,Arizona,8649.997286,No,Premium,Bachelor,1/21/11,Unemployed,F,0,Suburban,Married,115,0,3,0,3,Special Auto,Special L1,Offer1,Branch,824.597262,Four-Door Car,Small +NW23827,California,4652.91278,No,Basic,College,1/5/11,Unemployed,F,0,Rural,Married,63,21,23,0,7,Personal Auto,Personal L3,Offer1,Agent,151.231247,Four-Door Car,Medsize +GG61186,Nevada,8395.806331,No,Premium,Doctor,1/11/11,Unemployed,F,0,Rural,Married,110,22,72,0,9,Personal Auto,Personal L1,Offer1,Agent,161.092415,Four-Door Car,Medsize +TB31268,Arizona,8804.53711,No,Basic,College,1/14/11,Employed,F,48990,Suburban,Married,74,3,20,0,2,Personal Auto,Personal L3,Offer2,Web,355.2,Four-Door Car,Medsize +SX98462,Oregon,7155.337765,No,Basic,College,2/28/11,Disabled,M,16916,Suburban,Married,64,31,31,0,2,Personal Auto,Personal L2,Offer3,Agent,377.512951,Four-Door Car,Medsize +OL82456,Oregon,3954.344534,Yes,Basic,Bachelor,2/25/11,Disabled,M,18375,Suburban,Married,103,8,50,0,1,Personal Auto,Personal L1,Offer1,Branch,535.080276,Sports Car,Large +DN14211,Oregon,15032.9003,No,Basic,College,1/17/11,Medical Leave,M,17150,Suburban,Married,65,28,19,0,2,Personal Auto,Personal L2,Offer1,Agent,689.800891,Two-Door Car,Medsize +ZG12619,Washington,8257.666512,Yes,Basic,Bachelor,1/12/11,Disabled,F,23815,Suburban,Married,73,4,47,0,2,Personal Auto,Personal L1,Offer2,Call Center,424.330166,Four-Door Car,Medsize +VH31071,Arizona,9256.918609,No,Basic,College,1/19/11,Disabled,F,21947,Suburban,Married,118,30,76,0,9,Personal Auto,Personal L3,Offer1,Call Center,566.4,SUV,Large +SP36555,Arizona,6507.751779,No,Extended,Bachelor,1/20/11,Unemployed,M,0,Suburban,Single,97,4,11,0,4,Personal Auto,Personal L1,Offer1,Agent,863.219668,Four-Door Car,Medsize +ME83611,Nevada,2530.705137,Yes,Basic,Bachelor,1/21/11,Employed,F,89451,Rural,Single,63,11,2,0,1,Personal Auto,Personal L3,Offer2,Web,61.769564,Four-Door Car,Medsize +PH85036,Washington,5482.549359,No,Basic,Bachelor,2/10/11,Employed,F,79325,Urban,Married,68,4,31,0,4,Corporate Auto,Corporate L2,Offer2,Agent,251.294821,Four-Door Car,Medsize +PE54870,Oregon,4050.506193,No,Basic,College,2/26/11,Employed,M,88454,Urban,Divorced,101,8,89,0,1,Personal Auto,Personal L3,Offer1,Web,308.749796,SUV,Medsize +DT52189,California,6326.679236,No,Extended,High School or Below,1/10/11,Unemployed,F,0,Suburban,Divorced,87,2,41,0,3,Personal Auto,Personal L2,Offer3,Call Center,417.6,Four-Door Car,Medsize +XN48526,California,2627.76229,No,Basic,College,2/4/11,Medical Leave,F,20943,Urban,Married,69,0,86,0,1,Personal Auto,Personal L3,Offer3,Branch,240.00056,Four-Door Car,Medsize +KW52227,California,7814.604545,No,Basic,Bachelor,2/7/11,Employed,M,51972,Suburban,Married,66,19,22,0,2,Personal Auto,Personal L2,Offer2,Web,316.8,Four-Door Car,Medsize +JC98569,Oregon,6314.579645,No,Extended,College,1/16/11,Employed,F,54408,Urban,Married,79,29,17,0,4,Personal Auto,Personal L1,Offer2,Branch,288.329793,Four-Door Car,Medsize +BG48083,Nevada,6386.278164,No,Extended,Bachelor,1/20/11,Employed,F,23751,Suburban,Single,82,4,9,1,7,Personal Auto,Personal L2,Offer1,Web,586.921708,Two-Door Car,Medsize +PD19551,California,2537.969253,No,Basic,Bachelor,2/11/11,Employed,F,37612,Suburban,Divorced,64,0,32,0,1,Personal Auto,Personal L2,Offer3,Call Center,307.2,Four-Door Car,Small +BJ13380,Oregon,5335.375586,No,Basic,Bachelor,2/28/11,Employed,F,91603,Suburban,Single,69,4,92,2,3,Personal Auto,Personal L2,Offer1,Agent,472.67262,Four-Door Car,Small +HY25004,Arizona,4549.079221,No,Basic,High School or Below,1/10/11,Unemployed,F,0,Suburban,Married,62,12,53,0,3,Personal Auto,Personal L3,Offer2,Call Center,639.758314,Two-Door Car,Medsize +WF50693,Oregon,4836.21886,No,Extended,High School or Below,1/8/11,Disabled,M,16450,Suburban,Married,128,6,81,0,1,Corporate Auto,Corporate L3,Offer1,Branch,871.484565,SUV,Medsize +MA45099,Oregon,6478.801192,No,Extended,Bachelor,2/24/11,Employed,M,50864,Rural,Married,83,18,86,1,4,Corporate Auto,Corporate L1,Offer1,Agent,158.362972,Four-Door Car,Medsize +ZC69696,Arizona,35440.14262,No,Basic,College,2/16/11,Employed,F,74560,Suburban,Divorced,110,31,20,0,2,Personal Auto,Personal L3,Offer1,Branch,528,SUV,Medsize +VO43359,California,2404.380963,No,Basic,High School or Below,2/24/11,Employed,M,62488,Urban,Married,62,35,47,2,1,Personal Auto,Personal L3,Offer2,Call Center,200.689331,Four-Door Car,Medsize +OM63954,California,9264.565015,No,Premium,Bachelor,2/14/11,Employed,F,55837,Suburban,Single,117,16,35,0,9,Personal Auto,Personal L1,Offer2,Agent,741.867506,Two-Door Car,Medsize +GV71044,Oregon,2433.024631,No,Basic,College,2/28/11,Unemployed,F,0,Suburban,Single,66,12,71,0,1,Personal Auto,Personal L3,Offer1,Agent,475.2,Two-Door Car,Medsize +TM79451,California,5367.089817,No,Basic,College,1/6/11,Employed,F,97742,Rural,Single,67,33,57,0,5,Personal Auto,Personal L1,Offer1,Agent,67.648392,Four-Door Car,Small +PA84292,Oregon,2452.360892,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,69,13,75,0,1,Personal Auto,Personal L3,Offer1,Agent,496.8,Four-Door Car,Medsize +QX67584,Nevada,8646.504109,Yes,Basic,High School or Below,1/2/11,Employed,F,64125,Urban,Married,108,3,44,0,3,Personal Auto,Personal L3,Offer2,Branch,369.818708,SUV,Large +JK90180,Arizona,4340.086445,No,Basic,College,1/6/11,Unemployed,M,0,Suburban,Single,62,22,39,0,6,Personal Auto,Personal L2,Offer3,Branch,446.4,Four-Door Car,Medsize +BH35482,Washington,4930.949334,No,Basic,Doctor,1/20/11,Employed,M,70412,Rural,Married,61,27,12,0,3,Corporate Auto,Corporate L3,Offer3,Web,136.291083,Two-Door Car,Medsize +VU84949,Washington,5292.632491,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Married,70,13,8,0,3,Personal Auto,Personal L2,Offer1,Branch,336,Two-Door Car,Medsize +SF46129,California,8986.610653,No,Premium,High School or Below,1/26/11,Employed,M,66267,Suburban,Married,111,23,95,0,3,Personal Auto,Personal L2,Offer3,Web,1093.708851,Four-Door Car,Small +OH35544,Nevada,5619.967791,No,Extended,College,1/21/11,Unemployed,F,0,Suburban,Single,82,14,23,0,6,Corporate Auto,Corporate L2,Offer3,Agent,863.935307,Four-Door Car,Medsize +ZF82387,Oregon,10340.45566,No,Extended,High School or Below,1/12/11,Employed,M,40882,Urban,Divorced,89,6,17,0,2,Corporate Auto,Corporate L3,Offer2,Branch,393.637436,Two-Door Car,Large +MD40054,Oregon,6369.262355,Yes,Extended,High School or Below,1/20/11,Employed,M,34498,Suburban,Single,83,30,72,0,7,Personal Auto,Personal L2,Offer2,Branch,398.4,Two-Door Car,Small +LE96510,Oregon,2767.5949,No,Basic,High School or Below,1/30/11,Unemployed,F,0,Suburban,Married,74,0,52,0,1,Personal Auto,Personal L3,Offer1,Call Center,355.2,Four-Door Car,Small +MC11907,California,4831.421687,No,Basic,High School or Below,2/20/11,Medical Leave,F,23228,Suburban,Married,64,4,0,1,6,Corporate Auto,Corporate L3,Offer1,Agent,307.2,Four-Door Car,Medsize +DA57177,Oregon,4282.947971,Yes,Basic,College,2/26/11,Employed,F,40864,Rural,Married,109,16,70,1,1,Personal Auto,Personal L2,Offer1,Agent,166.937747,SUV,Medsize +SU77646,Oregon,5718.276608,No,Basic,Master,1/11/11,Employed,M,46133,Rural,Divorced,73,7,78,0,5,Personal Auto,Personal L2,Offer1,Branch,19.626306,Four-Door Car,Large +YZ19736,Arizona,2580.849899,Yes,Basic,College,2/9/11,Employed,M,46900,Suburban,Married,66,13,59,0,1,Personal Auto,Personal L2,Offer2,Web,316.8,Four-Door Car,Medsize +JZ69749,Washington,6481.382268,No,Extended,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,92,1,17,0,6,Personal Auto,Personal L2,Offer3,Agent,441.6,Four-Door Car,Medsize +BJ22117,Washington,5133.414764,No,Basic,Master,2/10/11,Employed,M,53390,Urban,Married,64,13,41,0,5,Personal Auto,Personal L2,Offer3,Branch,278.999409,Four-Door Car,Medsize +UQ60825,California,9369.639891,No,Basic,College,1/25/11,Employed,F,99185,Urban,Married,115,8,19,0,3,Corporate Auto,Corporate L3,Offer2,Call Center,449.428182,SUV,Medsize +ZZ89380,Oregon,3196.578455,No,Extended,Bachelor,1/10/11,Employed,F,62815,Rural,Married,80,14,84,0,1,Special Auto,Special L1,Offer2,Call Center,47.061469,Two-Door Car,Large +LU87443,Oregon,4720.608872,No,Basic,College,2/28/11,Employed,F,26277,Suburban,Single,61,17,30,0,4,Personal Auto,Personal L2,Offer3,Branch,292.8,Four-Door Car,Medsize +DG33206,Washington,8861.900439,No,Premium,Doctor,1/16/11,Employed,F,41854,Urban,Married,110,17,44,0,8,Personal Auto,Personal L3,Offer1,Agent,481.269644,Four-Door Car,Medsize +AB98823,Arizona,6032.737631,No,Extended,College,2/4/11,Unemployed,M,0,Suburban,Married,86,4,56,0,8,Personal Auto,Personal L3,Offer2,Web,412.8,Two-Door Car,Medsize +MS34991,Arizona,6832.36853,No,Extended,High School or Below,1/14/11,Employed,M,66627,Suburban,Married,85,32,55,0,8,Personal Auto,Personal L1,Offer2,Branch,733.21126,Four-Door Car,Medsize +EE53627,Oregon,2242.090803,No,Basic,High School or Below,2/28/11,Disabled,M,12131,Urban,Single,64,32,60,1,1,Personal Auto,Personal L2,Offer3,Call Center,251.44949,Four-Door Car,Medsize +XY39691,Arizona,4157.698118,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Married,110,4,61,0,1,Personal Auto,Personal L2,Offer1,Web,528,SUV,Medsize +ZU96776,California,6189.122455,No,Extended,Bachelor,1/1/11,Unemployed,M,0,Suburban,Single,90,4,18,0,5,Personal Auto,Personal L1,Offer1,Call Center,648,Two-Door Car,Large +FF84784,California,5643.724704,No,Basic,College,2/10/11,Employed,M,33317,Suburban,Married,72,18,31,1,3,Personal Auto,Personal L2,Offer1,Agent,345.6,Two-Door Car,Medsize +QT90140,Arizona,5332.462694,Yes,Basic,Doctor,2/22/11,Employed,F,68931,Urban,Married,66,32,30,0,7,Personal Auto,Personal L2,Offer2,Branch,309.577946,Four-Door Car,Medsize +TO71844,Oregon,2121.313061,No,Basic,College,2/26/11,Unemployed,M,0,Suburban,Single,67,6,60,1,1,Personal Auto,Personal L2,Offer4,Branch,321.6,Four-Door Car,Large +HV69023,California,8281.740124,No,Basic,High School or Below,1/5/11,Medical Leave,F,19189,Suburban,Married,108,21,9,0,3,Personal Auto,Personal L2,Offer2,Web,518.4,SUV,Large +RE32481,California,7835.929299,No,Basic,Master,1/20/11,Employed,F,49390,Urban,Married,195,31,15,0,1,Personal Auto,Personal L1,Offer4,Call Center,738.05105,Luxury Car,Medsize +CA79988,Oregon,2552.913868,No,Basic,College,2/6/11,Employed,M,33124,Rural,Single,67,35,7,0,1,Personal Auto,Personal L1,Offer1,Call Center,80.119997,Four-Door Car,Large +DO48071,California,2795.410029,No,Basic,College,1/31/11,Employed,F,40516,Rural,Married,70,21,31,0,1,Personal Auto,Personal L3,Offer2,Web,137.168874,Two-Door Car,Small +MW48891,Washington,8007.399376,Yes,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,112,12,93,0,3,Personal Auto,Personal L3,Offer1,Web,537.6,Sports Car,Medsize +JC37277,Oregon,6886.324494,No,Extended,College,1/6/11,Employed,M,34615,Suburban,Married,87,6,73,0,7,Personal Auto,Personal L2,Offer1,Agent,417.6,Four-Door Car,Medsize +YU80673,California,5106.781547,No,Basic,College,2/7/11,Disabled,F,29894,Rural,Married,72,9,69,4,3,Personal Auto,Personal L3,Offer3,Agent,16.510134,Four-Door Car,Large +BV69462,Oregon,5612.375586,No,Extended,Bachelor,2/7/11,Unemployed,F,0,Suburban,Single,79,32,2,0,3,Corporate Auto,Corporate L3,Offer1,Branch,379.2,Two-Door Car,Medsize +DW86238,Washington,5658.912313,No,Extended,High School or Below,1/30/11,Unemployed,M,0,Suburban,Single,84,32,96,0,4,Personal Auto,Personal L1,Offer3,Web,847.490817,Four-Door Car,Medsize +BQ51616,Oregon,7263.599744,No,Basic,High School or Below,2/22/11,Employed,F,86732,Rural,Married,180,0,95,0,1,Personal Auto,Personal L1,Offer1,Call Center,204.373113,Luxury SUV,Medsize +XX89213,Nevada,8712.157741,No,Extended,Master,1/21/11,Employed,F,68516,Rural,Married,216,17,0,0,1,Corporate Auto,Corporate L2,Offer2,Branch,95.693949,Luxury SUV,Medsize +JC96695,California,9198.685111,No,Basic,Doctor,1/10/11,Employed,M,31562,Suburban,Married,115,14,6,0,3,Personal Auto,Personal L2,Offer1,Call Center,552,SUV,Medsize +RN55306,Oregon,5162.370678,No,Basic,High School or Below,1/10/11,Unemployed,F,0,Suburban,Single,74,33,92,0,4,Personal Auto,Personal L1,Offer1,Agent,582.420512,Four-Door Car,Medsize +WH36609,Arizona,6289.946999,No,Extended,Bachelor,1/5/11,Employed,F,24477,Suburban,Married,79,15,32,0,3,Personal Auto,Personal L3,Offer4,Call Center,379.2,Four-Door Car,Small +UO43395,Oregon,3649.708655,No,Basic,Master,1/31/11,Unemployed,M,0,Suburban,Single,100,31,80,0,1,Personal Auto,Personal L3,Offer1,Agent,480,SUV,Medsize +DS32060,California,6766.558551,No,Extended,College,2/24/11,Employed,M,20046,Suburban,Married,87,15,59,0,3,Personal Auto,Personal L2,Offer3,Web,417.6,Two-Door Car,Medsize +LK51056,Arizona,4631.011293,No,Basic,Bachelor,1/12/11,Employed,M,78152,Suburban,Married,114,18,35,0,1,Corporate Auto,Corporate L3,Offer4,Branch,547.2,SUV,Medsize +PX71218,Arizona,6810.52531,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Married,65,7,47,0,2,Personal Auto,Personal L3,Offer4,Branch,733.522405,Four-Door Car,Large +NS19456,Oregon,9378.634228,No,Basic,College,1/7/11,Employed,F,36067,Suburban,Married,117,30,78,0,3,Personal Auto,Personal L3,Offer2,Branch,561.6,Sports Car,Large +MR60878,Oregon,15762.53198,No,Basic,Bachelor,2/15/11,Employed,F,44362,Rural,Married,66,15,75,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,142.113373,Four-Door Car,Small +MB32944,Nevada,2635.505781,No,Basic,Master,1/6/11,Employed,M,77350,Suburban,Divorced,66,11,4,0,1,Personal Auto,Personal L1,Offer4,Branch,316.8,Four-Door Car,Medsize +FE70473,Oregon,5741.72743,No,Basic,College,1/29/11,Employed,F,86641,Rural,Married,71,17,79,0,6,Personal Auto,Personal L3,Offer4,Branch,161.752532,Two-Door Car,Small +XB64251,Oregon,8414.942855,No,Basic,College,1/27/11,Employed,M,72258,Rural,Married,105,8,50,0,4,Personal Auto,Personal L2,Offer1,Branch,12.497538,SUV,Medsize +WI38796,Oregon,9123.911266,No,Basic,Bachelor,1/3/11,Employed,M,70737,Suburban,Married,114,25,12,0,4,Corporate Auto,Corporate L3,Offer4,Web,741.655597,SUV,Medsize +KS12294,California,15994.008,No,Premium,Bachelor,2/16/11,Unemployed,M,0,Suburban,Single,159,19,75,0,2,Personal Auto,Personal L3,Offer1,Web,1410.16929,SUV,Medsize +US89453,California,9022.08313,No,Extended,College,1/10/11,Unemployed,M,0,Suburban,Single,125,7,99,0,3,Personal Auto,Personal L3,Offer1,Branch,988.535078,SUV,Large +XK39439,California,4759.664624,No,Extended,College,1/24/11,Unemployed,M,0,Suburban,Single,81,10,80,3,3,Personal Auto,Personal L3,Offer1,Agent,388.8,Four-Door Car,Medsize +VJ71087,Arizona,3993.882994,No,Basic,Bachelor,1/9/11,Disabled,M,17672,Suburban,Divorced,110,28,16,0,1,Personal Auto,Personal L1,Offer3,Branch,792,SUV,Medsize +FM54600,Washington,18853.73945,No,Premium,High School or Below,1/14/11,Unemployed,F,0,Suburban,Single,173,24,21,0,2,Corporate Auto,Corporate L2,Offer2,Branch,1245.6,SUV,Medsize +UV43859,Oregon,8840.193762,No,Basic,High School or Below,1/22/11,Employed,F,47297,Suburban,Married,115,10,46,4,4,Personal Auto,Personal L3,Offer2,Web,796.130111,SUV,Medsize +JP28293,California,6696.903521,No,Extended,Doctor,1/9/11,Employed,F,57240,Rural,Married,83,18,79,0,7,Corporate Auto,Corporate L3,Offer2,Call Center,83.652384,Four-Door Car,Medsize +UV48189,California,8476.082867,No,Basic,Bachelor,1/22/11,Employed,M,28181,Suburban,Married,109,32,41,0,3,Personal Auto,Personal L2,Offer3,Call Center,523.2,SUV,Medsize +ZA34848,Arizona,5205.748188,No,Basic,Bachelor,1/26/11,Employed,F,31275,Suburban,Divorced,66,26,0,0,3,Personal Auto,Personal L3,Offer2,Agent,316.8,Two-Door Car,Medsize +FA57012,California,6141.961623,No,Basic,College,2/17/11,Unemployed,M,0,Suburban,Single,182,24,45,0,1,Special Auto,Special L2,Offer3,Branch,1310.4,Luxury Car,Small +GU82757,California,4376.363592,Yes,Premium,Bachelor,2/28/11,Employed,F,63774,Rural,Divorced,111,18,63,0,1,Corporate Auto,Corporate L2,Offer2,Agent,60.036683,Four-Door Car,Medsize +KW12214,Oregon,12375.02163,No,Basic,High School or Below,1/5/11,Employed,M,78441,Suburban,Married,103,6,73,0,2,Personal Auto,Personal L3,Offer2,Branch,613.866905,SUV,Medsize +EG97649,Oregon,3451.10244,No,Basic,College,1/31/11,Unemployed,F,0,Suburban,Divorced,104,19,65,2,1,Personal Auto,Personal L1,Offer1,Branch,499.2,SUV,Small +YB42706,Nevada,8107.26533,No,Extended,College,1/23/11,Unemployed,M,0,Suburban,Married,76,0,91,0,2,Corporate Auto,Corporate L1,Offer3,Branch,364.8,Two-Door Car,Small +WV74449,Washington,8662.048958,No,Basic,College,2/12/11,Unemployed,F,0,Urban,Married,117,0,65,0,4,Personal Auto,Personal L3,Offer3,Call Center,511.422666,SUV,Medsize +AZ77669,Oregon,8696.907111,No,Basic,High School or Below,2/1/11,Employed,M,91423,Urban,Married,109,3,71,1,5,Personal Auto,Personal L2,Offer1,Web,435.796252,SUV,Medsize +FM25704,Oregon,2535.266473,No,Basic,Bachelor,2/26/11,Employed,M,86933,Urban,Married,63,3,64,0,1,Corporate Auto,Corporate L3,Offer3,Agent,269.563038,Two-Door Car,Large +UR34922,California,5633.741543,No,Basic,Doctor,2/2/11,Employed,M,65255,Urban,Divorced,72,3,65,2,3,Personal Auto,Personal L3,Offer1,Agent,321.457124,Four-Door Car,Small +RA17555,Oregon,5176.730072,No,Basic,High School or Below,2/7/11,Employed,M,41533,Urban,Married,65,2,46,0,9,Corporate Auto,Corporate L2,Offer3,Agent,232.879766,Four-Door Car,Medsize +AW71157,California,5531.723723,No,Basic,College,1/16/11,Employed,M,50097,Rural,Divorced,71,25,81,0,5,Personal Auto,Personal L1,Offer3,Web,17.484679,Four-Door Car,Medsize +IN91592,California,2810.671023,No,Basic,Bachelor,2/28/11,Employed,F,73858,Suburban,Married,72,8,59,3,1,Personal Auto,Personal L3,Offer4,Agent,422.59237,Four-Door Car,Medsize +WX37953,Oregon,2780.729047,No,Basic,College,2/22/11,Employed,F,94943,Suburban,Married,69,3,22,0,1,Personal Auto,Personal L2,Offer2,Web,387.545055,Four-Door Car,Medsize +NL85206,California,2572.452634,No,Basic,College,2/21/11,Employed,F,72685,Rural,Married,68,20,97,5,1,Personal Auto,Personal L3,Offer4,Branch,14.464783,Four-Door Car,Medsize +PR23514,California,7664.219255,No,Basic,College,1/23/11,Employed,M,60184,Rural,Divorced,199,7,44,1,1,Personal Auto,Personal L3,Offer2,Web,161.61574,Luxury SUV,Medsize +XZ23352,California,3839.746159,No,Basic,High School or Below,2/13/11,Unemployed,F,0,Suburban,Single,106,29,38,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,763.2,SUV,Small +MX80067,California,2509.268453,No,Basic,High School or Below,1/8/11,Employed,M,74045,Suburban,Single,64,23,83,0,1,Personal Auto,Personal L3,Offer3,Web,307.2,Four-Door Car,Medsize +HR10835,Nevada,14566.09246,No,Extended,High School or Below,2/11/11,Employed,M,52564,Rural,Married,122,33,28,0,2,Personal Auto,Personal L3,Offer2,Branch,42.131925,SUV,Medsize +FR15942,Washington,3220.775528,No,Extended,Bachelor,1/6/11,Medical Leave,M,19098,Suburban,Married,87,35,3,0,1,Personal Auto,Personal L2,Offer2,Branch,417.6,Two-Door Car,Medsize +GX22886,Arizona,3199.824902,No,Extended,College,1/25/11,Employed,M,78784,Urban,Married,80,33,72,0,1,Personal Auto,Personal L3,Offer2,Agent,239.964694,Four-Door Car,Medsize +HQ70429,Washington,16045.10952,No,Basic,College,2/20/11,Unemployed,F,0,Rural,Single,65,10,10,0,2,Personal Auto,Personal L3,Offer2,Agent,163.046956,Two-Door Car,Medsize +YT84266,Oregon,4918.916267,No,Basic,College,2/17/11,Employed,M,29256,Suburban,Married,63,33,41,0,5,Personal Auto,Personal L1,Offer4,Branch,302.4,Four-Door Car,Medsize +GH48715,Arizona,5623.757656,No,Basic,High School or Below,1/31/11,Employed,F,77912,Rural,Single,71,2,21,1,3,Corporate Auto,Corporate L3,Offer3,Branch,23.89816,Four-Door Car,Medsize +BN46866,Oregon,5677.465907,No,Basic,College,2/25/11,Employed,M,45345,Rural,Married,72,28,86,0,3,Personal Auto,Personal L3,Offer1,Web,99.039453,Four-Door Car,Large +CG94611,Oregon,3016.444225,No,Extended,College,1/7/11,Medical Leave,M,25630,Suburban,Single,86,8,63,0,1,Corporate Auto,Corporate L3,Offer4,Agent,412.8,Two-Door Car,Medsize +GK94889,California,5279.124682,No,Basic,College,2/12/11,Employed,M,22280,Rural,Married,68,10,48,0,3,Personal Auto,Personal L3,Offer3,Web,169.414572,Four-Door Car,Large +QN62538,Nevada,4803.935174,No,Basic,High School or Below,2/24/11,Unemployed,M,0,Suburban,Single,69,31,25,0,7,Corporate Auto,Corporate L2,Offer1,Call Center,496.8,Four-Door Car,Small +UQ13133,Nevada,2608.786334,No,Basic,Master,2/11/11,Employed,M,61567,Rural,Married,65,35,78,0,1,Personal Auto,Personal L1,Offer4,Branch,39.532978,Four-Door Car,Small +DI65961,Arizona,7832.569008,No,Basic,High School or Below,1/9/11,Employed,M,34644,Suburban,Married,66,7,36,0,2,Personal Auto,Personal L3,Offer4,Agent,316.8,Four-Door Car,Medsize +WQ85760,California,4260.33573,No,Basic,College,2/5/11,Medical Leave,M,26991,Suburban,Divorced,119,34,65,0,1,Corporate Auto,Corporate L3,Offer3,Branch,856.8,SUV,Medsize +No35621,Arizona,2369.369299,No,Basic,Bachelor,1/19/11,Employed,M,49746,Suburban,Single,61,5,88,0,1,Personal Auto,Personal L2,Offer2,Call Center,624.42874,Two-Door Car,Small +IA11644,California,20604.01627,No,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Single,72,8,61,1,2,Special Auto,Special L3,Offer3,Branch,723.010515,Two-Door Car,Medsize +TV53243,Arizona,2652.067994,No,Basic,College,1/8/11,Employed,F,49625,Urban,Married,66,29,9,0,1,Corporate Auto,Corporate L1,Offer3,Agent,261.549577,Two-Door Car,Medsize +WV53081,Arizona,2597.864075,No,Basic,College,2/14/11,Employed,F,49308,Rural,Married,65,7,97,0,1,Corporate Auto,Corporate L1,Offer3,Agent,150.235884,Four-Door Car,Medsize +LL57541,California,7712.436971,No,Extended,Master,1/14/11,Employed,F,63624,Rural,Married,95,10,5,0,5,Personal Auto,Personal L3,Offer1,Call Center,175.243467,Four-Door Car,Medsize +RP27249,Oregon,4698.88415,No,Basic,Master,1/11/11,Employed,F,80358,Urban,Married,116,19,2,0,1,Personal Auto,Personal L3,Offer4,Agent,443.637243,SUV,Large +OT85112,Washington,3403.919366,No,Extended,College,2/24/11,Employed,M,38460,Rural,Divorced,88,15,1,1,1,Personal Auto,Personal L3,Offer1,Agent,91.55098,Four-Door Car,Medsize +GV47847,California,4355.702301,No,Basic,High School or Below,1/2/11,Unemployed,M,0,Suburban,Single,64,22,22,0,4,Personal Auto,Personal L2,Offer4,Branch,460.8,Two-Door Car,Medsize +BB48165,California,11095.97445,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,101,10,48,0,2,Personal Auto,Personal L3,Offer1,Agent,727.2,SUV,Medsize +HH80006,Oregon,3300.684961,No,Extended,High School or Below,2/15/11,Unemployed,F,0,Suburban,Single,92,3,9,0,1,Personal Auto,Personal L1,Offer1,Web,711.323244,Four-Door Car,Small +TH70115,California,6981.081694,No,Extended,College,1/20/11,Employed,M,34835,Urban,Married,89,1,45,2,9,Personal Auto,Personal L3,Offer1,Agent,294.691896,Two-Door Car,Medsize +WE64781,Oregon,16922.12519,No,Extended,Bachelor,1/5/11,Employed,F,93836,Urban,Married,139,1,19,0,2,Corporate Auto,Corporate L1,Offer3,Web,497.353106,Sports Car,Medsize +KN27565,Oregon,7639.670244,No,Basic,Master,1/23/11,Employed,M,34075,Rural,Single,196,8,87,0,1,Special Auto,Special L2,Offer3,Agent,451.896687,Luxury SUV,Small +LE85123,Oregon,19237.77089,No,Basic,Bachelor,1/2/11,Employed,M,35624,Urban,Single,66,6,55,2,2,Personal Auto,Personal L1,Offer1,Call Center,227.44626,Four-Door Car,Medsize +QF76244,Oregon,2915.649943,No,Basic,Doctor,1/2/11,Employed,F,83218,Urban,Married,72,6,42,0,1,Personal Auto,Personal L3,Offer4,Agent,245.103885,Four-Door Car,Medsize +PU73561,Arizona,4196.429642,No,Basic,Bachelor,2/14/11,Employed,F,24641,Suburban,Married,105,12,82,0,1,Personal Auto,Personal L2,Offer2,Agent,504,SUV,Medsize +HM38744,Oregon,16473.16905,Yes,Basic,Bachelor,2/24/11,Retired,M,22828,Suburban,Married,106,11,54,0,2,Corporate Auto,Corporate L3,Offer1,Agent,508.8,SUV,Medsize +ST59524,Oregon,2657.570431,No,Basic,College,1/13/11,Unemployed,M,0,Suburban,Married,71,22,25,0,1,Personal Auto,Personal L1,Offer3,Call Center,340.8,Four-Door Car,Medsize +EZ77297,California,3267.709691,No,Extended,Master,1/27/11,Employed,M,28729,Urban,Single,90,26,19,3,1,Personal Auto,Personal L3,Offer3,Agent,338.744392,Four-Door Car,Medsize +DR84843,Arizona,2584.532849,No,Basic,Bachelor,1/14/11,Employed,M,72731,Rural,Married,65,10,7,0,1,Personal Auto,Personal L3,Offer2,Agent,125.704164,Four-Door Car,Medsize +MV54498,California,5503.919257,No,Basic,College,2/13/11,Employed,F,59932,Rural,Single,71,16,77,1,3,Personal Auto,Personal L3,Offer1,Branch,116.600107,Four-Door Car,Medsize +EM85557,Washington,8021.067105,No,Basic,College,2/16/11,Employed,F,54292,Suburban,Married,67,4,26,0,2,Personal Auto,Personal L1,Offer1,Agent,321.6,Four-Door Car,Small +FY73682,California,19606.35999,No,Basic,Bachelor,2/21/11,Unemployed,M,0,Suburban,Single,194,0,22,0,2,Personal Auto,Personal L2,Offer1,Agent,931.2,Luxury SUV,Medsize +XT54610,California,1904.000852,No,Basic,Bachelor,1/14/11,Unemployed,F,0,Suburban,Single,63,22,7,3,1,Personal Auto,Personal L1,Offer1,Agent,302.4,Four-Door Car,Medsize +CE16324,Nevada,7288.297591,No,Extended,College,1/24/11,Employed,F,59414,Urban,Married,91,23,21,0,3,Personal Auto,Personal L3,Offer1,Call Center,340.32278,Two-Door Car,Medsize +KX75698,Oregon,5553.521059,No,Extended,High School or Below,1/8/11,Employed,M,96587,Suburban,Married,138,31,99,0,1,Personal Auto,Personal L3,Offer2,Agent,749.244062,SUV,Medsize +UV82770,California,11702.34819,No,Basic,Bachelor,1/11/11,Unemployed,M,0,Suburban,Divorced,111,15,12,0,2,Personal Auto,Personal L1,Offer3,Call Center,532.8,SUV,Medsize +MX95450,Oregon,36897.79765,No,Extended,College,2/26/11,Unemployed,F,0,Suburban,Single,133,0,59,0,2,Personal Auto,Personal L3,Offer1,Agent,638.4,SUV,Medsize +XF96605,California,2957.102851,No,Basic,College,1/25/11,Employed,M,94362,Urban,Divorced,74,21,96,0,1,Personal Auto,Personal L2,Offer1,Agent,195.405949,Two-Door Car,Large +WQ75856,Oregon,19643.54421,No,Basic,Bachelor,1/12/11,Employed,F,84488,Urban,Married,61,33,71,0,2,Personal Auto,Personal L1,Offer1,Agent,208.885686,Four-Door Car,Medsize +JG35886,California,4111.888285,No,Premium,College,1/21/11,Employed,F,65085,Urban,Married,103,20,55,0,1,Personal Auto,Personal L2,Offer2,Call Center,480.073548,Four-Door Car,Medsize +XY66810,California,15122.99194,No,Basic,Bachelor,2/9/11,Unemployed,F,0,Suburban,Single,72,35,86,0,2,Personal Auto,Personal L3,Offer2,Agent,518.4,Two-Door Car,Medsize +ON50913,California,12807.09083,No,Basic,College,1/14/11,Unemployed,F,0,Suburban,Married,69,32,21,0,2,Special Auto,Special L2,Offer1,Agent,450.760925,Four-Door Car,Small +LS59408,Arizona,2500.241685,No,Basic,High School or Below,1/20/11,Unemployed,M,0,Suburban,Married,67,4,44,0,1,Personal Auto,Personal L3,Offer2,Call Center,664.128009,Four-Door Car,Small +XQ14689,Nevada,4260.709139,No,Basic,College,2/14/11,Unemployed,M,0,Suburban,Single,62,1,73,0,3,Personal Auto,Personal L3,Offer1,Agent,446.4,Four-Door Car,Small +QF55724,California,2609.533154,No,Basic,Bachelor,2/20/11,Employed,M,60798,Suburban,Married,66,21,57,0,1,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +FD79560,Arizona,10796.44832,No,Basic,High School or Below,1/9/11,Employed,F,30761,Suburban,Divorced,69,16,16,2,2,Special Auto,Special L3,Offer1,Branch,331.2,Two-Door Car,Small +KM18818,Arizona,2590.654042,No,Basic,College,2/21/11,Employed,F,25981,Rural,Married,65,33,38,0,1,Personal Auto,Personal L3,Offer1,Agent,77.54669,Two-Door Car,Large +XA28126,California,29199.81072,No,Premium,Bachelor,2/12/11,Employed,M,67739,Rural,Divorced,149,4,76,0,2,Personal Auto,Personal L3,Offer1,Agent,270.373444,SUV,Medsize +LJ93770,Arizona,4194.659772,No,Basic,Doctor,1/29/11,Employed,F,25581,Urban,Married,105,9,21,0,1,Personal Auto,Personal L3,Offer2,Branch,429.695284,SUV,Medsize +MK52711,California,10314.52484,No,Basic,High School or Below,1/11/11,Employed,F,99759,Rural,Married,65,12,25,3,2,Personal Auto,Personal L2,Offer2,Agent,74.463101,Two-Door Car,Medsize +AZ68184,Washington,9028.307862,No,Basic,High School or Below,1/18/11,Employed,M,76514,Suburban,Married,112,19,0,0,3,Personal Auto,Personal L3,Offer4,Agent,573.941286,SUV,Medsize +NN52789,Arizona,3954.344534,Yes,Basic,Bachelor,2/25/11,Disabled,M,18375,Suburban,Married,103,8,50,0,1,Personal Auto,Personal L2,Offer1,Branch,535.080276,Sports Car,Large +XC68458,California,6089.517361,No,Extended,Bachelor,1/20/11,Medical Leave,M,21832,Suburban,Single,84,29,39,0,3,Personal Auto,Personal L2,Offer1,Web,403.2,Four-Door Car,Small +AF49027,Arizona,12827.42831,No,Premium,College,2/26/11,Unemployed,F,0,Suburban,Single,117,25,43,0,2,Personal Auto,Personal L3,Offer1,Agent,842.4,Two-Door Car,Medsize +PR22184,California,9135.291575,No,Basic,College,1/13/11,Employed,F,95330,Suburban,Married,113,1,1,0,3,Corporate Auto,Corporate L2,Offer4,Branch,542.4,Sports Car,Medsize +GM98732,California,7902.681227,No,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,106,21,25,0,9,Personal Auto,Personal L2,Offer1,Agent,634.396608,SUV,Small +NP66209,California,14827.91055,No,Basic,College,2/8/11,Unemployed,F,0,Suburban,Married,68,31,69,2,2,Personal Auto,Personal L3,Offer2,Call Center,326.4,Two-Door Car,Medsize +GA46608,Oregon,2500.834374,No,Basic,Bachelor,2/21/11,Employed,M,25899,Suburban,Married,63,20,36,0,1,Personal Auto,Personal L1,Offer3,Agent,302.4,Four-Door Car,Medsize +FZ79470,Arizona,5395.346288,No,Basic,Bachelor,2/24/11,Unemployed,F,0,Suburban,Married,74,13,30,0,4,Personal Auto,Personal L2,Offer3,Web,355.2,Four-Door Car,Medsize +KR10942,Oregon,2651.615963,No,Basic,Bachelor,1/21/11,Employed,F,33201,Urban,Married,66,9,56,0,1,Personal Auto,Personal L3,Offer4,Branch,314.044227,Two-Door Car,Medsize +AW86033,California,2119.894333,No,Basic,College,1/13/11,Disabled,M,18287,Suburban,Married,61,6,56,4,1,Personal Auto,Personal L2,Offer1,Agent,292.8,Two-Door Car,Medsize +LM79063,Arizona,7155.471967,No,Extended,Doctor,2/13/11,Employed,F,76506,Suburban,Divorced,89,35,65,0,8,Personal Auto,Personal L3,Offer2,Call Center,427.2,Two-Door Car,Small +NB30963,California,5994.226432,No,Extended,High School or Below,2/19/11,Employed,M,41859,Rural,Married,76,18,58,0,5,Personal Auto,Personal L3,Offer1,Agent,166.1306,Two-Door Car,Large +AO40386,Oregon,22647.21772,No,Extended,College,1/25/11,Retired,M,27504,Suburban,Divorced,91,26,45,0,2,Personal Auto,Personal L2,Offer2,Branch,436.8,Four-Door Car,Small +BN74259,Arizona,2833.797966,No,Basic,High School or Below,2/21/11,Employed,M,45360,Suburban,Divorced,73,16,71,0,1,Corporate Auto,Corporate L1,Offer2,Branch,350.4,Four-Door Car,Medsize +XV69290,California,22332.43946,Yes,Extended,College,1/11/11,Employed,M,49078,Suburban,Single,97,10,3,0,2,Corporate Auto,Corporate L2,Offer2,Branch,484.013411,Four-Door Car,Medsize +RE97741,California,5846.41534,No,Extended,High School or Below,2/12/11,Unemployed,M,0,Suburban,Single,90,16,66,2,6,Personal Auto,Personal L1,Offer2,Agent,648,Four-Door Car,Medsize +HN69035,Arizona,2867.211836,No,Basic,College,2/15/11,Employed,F,91810,Rural,Married,71,27,43,0,1,Corporate Auto,Corporate L2,Offer3,Web,165.520952,Four-Door Car,Medsize +SI48717,Oregon,14435.66453,No,Extended,College,2/20/11,Employed,M,70600,Suburban,Divorced,122,26,5,1,2,Personal Auto,Personal L3,Offer2,Call Center,636.982333,SUV,Medsize +PJ67250,Arizona,5237.477743,No,Extended,College,1/19/11,Employed,F,33554,Suburban,Married,131,25,36,0,1,Special Auto,Special L2,Offer1,Agent,934.656068,SUV,Medsize +SH85263,California,7710.912153,No,Basic,Bachelor,1/15/11,Employed,M,77642,Urban,Married,64,20,14,0,2,Personal Auto,Personal L3,Offer1,Branch,282.146354,Two-Door Car,Large +WV37081,California,5158.576449,No,Basic,College,1/13/11,Employed,M,25963,Urban,Married,66,11,35,0,9,Personal Auto,Personal L3,Offer2,Web,298.954932,Four-Door Car,Medsize +No61408,California,5414.897604,No,Extended,Bachelor,2/23/11,Employed,F,57452,Suburban,Married,136,25,10,1,1,Personal Auto,Personal L1,Offer1,Branch,652.8,SUV,Large +DE91458,Washington,2903.749709,No,Extended,Master,1/10/11,Unemployed,F,0,Suburban,Married,77,15,89,0,1,Personal Auto,Personal L3,Offer2,Web,491.66348,Four-Door Car,Medsize +EP83939,Arizona,5575.751228,No,Basic,High School or Below,1/26/11,Employed,M,91416,Rural,Married,69,4,39,0,5,Personal Auto,Personal L3,Offer2,Call Center,109.904496,Four-Door Car,Medsize +IU17657,California,2616.409509,No,Basic,Bachelor,1/30/11,Disabled,M,22000,Suburban,Married,69,27,36,0,1,Personal Auto,Personal L3,Offer2,Web,383.224514,Two-Door Car,Medsize +EO95166,Oregon,4617.838205,No,Premium,Bachelor,1/27/11,Employed,M,41167,Urban,Divorced,118,16,4,0,1,Personal Auto,Personal L2,Offer1,Branch,554.957693,Four-Door Car,Large +KX79225,Oregon,20123.86854,No,Basic,High School or Below,1/26/11,Unemployed,M,0,Suburban,Single,70,18,23,0,2,Personal Auto,Personal L2,Offer1,Call Center,504,Four-Door Car,Small +EZ60033,California,3200.795405,No,Extended,Bachelor,1/12/11,Unemployed,F,0,Suburban,Married,86,8,37,0,1,Corporate Auto,Corporate L2,Offer1,Branch,412.8,Four-Door Car,Small +KK58047,Oregon,8583.854913,No,Basic,College,1/31/11,Employed,M,53944,Suburban,Married,71,13,20,0,2,Personal Auto,Personal L3,Offer2,Web,340.8,Two-Door Car,Medsize +JW62354,Nevada,4349.30875,Yes,Basic,College,2/10/11,Employed,F,75648,Rural,Married,108,28,10,0,1,Personal Auto,Personal L1,Offer2,Branch,112.660916,SUV,Large +TT18939,California,4729.593583,No,Basic,Bachelor,1/5/11,Medical Leave,M,29414,Rural,Divorced,64,2,32,0,3,Personal Auto,Personal L2,Offer3,Branch,71.303109,Four-Door Car,Medsize +IJ21010,Arizona,5015.009472,Yes,Extended,Bachelor,2/3/11,Employed,F,48567,Suburban,Single,130,12,15,0,1,Personal Auto,Personal L2,Offer2,Agent,624,SUV,Medsize +PZ31902,Arizona,5797.604861,No,Basic,Bachelor,2/22/11,Employed,F,69276,Urban,Married,74,14,22,2,8,Personal Auto,Personal L3,Offer4,Web,201.327931,Two-Door Car,Medsize +WD88540,California,3475.07136,No,Extended,High School or Below,1/20/11,Unemployed,M,0,Suburban,Married,96,6,60,0,1,Personal Auto,Personal L1,Offer4,Web,460.8,Two-Door Car,Large +IL67915,Arizona,8542.218196,No,Premium,College,2/12/11,Employed,F,50117,Urban,Single,107,13,98,0,4,Corporate Auto,Corporate L2,Offer1,Branch,462.654347,Four-Door Car,Medsize +VQ76590,Arizona,16473.16905,Yes,Basic,Bachelor,2/24/11,Retired,M,22828,Suburban,Married,106,11,54,0,2,Personal Auto,Personal L1,Offer1,Agent,508.8,SUV,Medsize +FJ60600,Oregon,6776.353402,No,Extended,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,96,0,38,0,3,Personal Auto,Personal L3,Offer1,Agent,818.730215,Four-Door Car,Small +MP53132,Oregon,9713.156737,No,Extended,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,136,7,34,0,3,Corporate Auto,Corporate L3,Offer1,Agent,979.2,SUV,Large +XP96549,Oregon,4429.193391,No,Basic,High School or Below,2/19/11,Employed,F,20868,Suburban,Married,112,14,11,0,1,Personal Auto,Personal L3,Offer2,Branch,537.6,SUV,Large +VC34797,California,2435.535995,No,Basic,Bachelor,1/27/11,Employed,F,40921,Rural,Married,62,0,50,2,1,Corporate Auto,Corporate L2,Offer3,Agent,10.560419,Four-Door Car,Medsize +QV30663,Nevada,9863.502214,No,Extended,Master,2/28/11,Employed,F,99654,Rural,Married,121,13,95,0,3,Personal Auto,Personal L3,Offer3,Call Center,272.788141,SUV,Medsize +AK90865,Oregon,8207.858272,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,110,16,17,0,5,Special Auto,Special L2,Offer2,Agent,686.90827,Sports Car,Medsize +BX51438,Arizona,2781.446975,No,Basic,Bachelor,2/23/11,Employed,M,56218,Urban,Married,72,17,74,2,1,Personal Auto,Personal L1,Offer4,Web,302.942519,Four-Door Car,Medsize +DU38713,Arizona,5807.994569,No,Basic,High School or Below,2/4/11,Employed,F,70717,Rural,Married,72,20,89,0,5,Personal Auto,Personal L1,Offer2,Call Center,37.28874,Two-Door Car,Medsize +WQ13284,California,8395.272249,No,Basic,College,1/13/11,Employed,M,62989,Urban,Divorced,71,3,18,1,2,Personal Auto,Personal L2,Offer1,Web,319.131547,Four-Door Car,Medsize +JB36584,Arizona,14333.92489,No,Basic,Master,2/4/11,Employed,M,41459,Suburban,Married,71,8,4,0,2,Personal Auto,Personal L3,Offer2,Call Center,340.8,Four-Door Car,Medsize +WQ23548,California,11003.54385,No,Basic,Master,2/22/11,Unemployed,F,0,Suburban,Single,102,20,7,1,2,Personal Auto,Personal L2,Offer4,Web,489.6,SUV,Medsize +WZ98067,Oregon,4049.807215,No,Premium,College,1/9/11,Employed,M,42512,Rural,Married,105,15,72,1,1,Personal Auto,Personal L2,Offer3,Agent,77.479316,Four-Door Car,Medsize +AQ11656,Arizona,2141.750757,No,Basic,Bachelor,2/8/11,Unemployed,M,0,Suburban,Married,61,5,90,0,1,Personal Auto,Personal L2,Offer4,Call Center,437.040616,Four-Door Car,Medsize +KL14426,Nevada,5079.843625,No,Extended,Doctor,1/11/11,Employed,F,83288,Urban,Married,124,18,70,0,1,Personal Auto,Personal L3,Offer1,Agent,353.397699,SUV,Medsize +PG48617,California,2895.522489,No,Basic,High School or Below,1/3/11,Employed,M,46267,Urban,Married,72,4,73,0,1,Personal Auto,Personal L3,Offer2,Call Center,231.969205,Four-Door Car,Medsize +QB24570,Oregon,9031.214859,Yes,Extended,Master,2/23/11,Unemployed,F,0,Suburban,Single,122,15,47,0,9,Corporate Auto,Corporate L3,Offer1,Branch,650.52179,Sports Car,Medsize +NI68379,Oregon,6554.390004,No,Extended,Master,1/17/11,Employed,M,74424,Suburban,Married,81,26,74,0,9,Personal Auto,Personal L1,Offer2,Agent,388.8,Four-Door Car,Medsize +RS92763,Oregon,7487.744636,No,Basic,College,2/16/11,Unemployed,F,0,Suburban,Single,72,15,70,0,2,Personal Auto,Personal L2,Offer2,Branch,693.084662,Four-Door Car,Medsize +PA75237,Nevada,15118.89548,No,Basic,Doctor,2/4/11,Employed,M,58883,Suburban,Married,62,1,47,0,2,Corporate Auto,Corporate L2,Offer2,Branch,432.480275,Two-Door Car,Medsize +LR35392,Oregon,9007.431501,No,Premium,High School or Below,2/25/11,Employed,M,41539,Suburban,Single,116,11,35,0,3,Personal Auto,Personal L2,Offer1,Web,556.8,Four-Door Car,Medsize +KC22636,California,5488.931031,No,Basic,High School or Below,2/17/11,Employed,F,33881,Rural,Married,68,11,83,0,9,Personal Auto,Personal L3,Offer2,Web,65.659137,Four-Door Car,Large +IJ98317,California,7234.142952,No,Extended,Bachelor,2/24/11,Employed,F,86448,Rural,Married,90,25,79,0,6,Personal Auto,Personal L3,Offer3,Agent,59.853369,Four-Door Car,Medsize +DY49235,Arizona,5205.751205,No,Basic,College,1/10/11,Disabled,F,25237,Suburban,Divorced,69,23,52,0,9,Personal Auto,Personal L3,Offer2,Agent,378.345883,Four-Door Car,Medsize +EG94409,Nevada,4697.152892,No,Basic,High School or Below,1/12/11,Unemployed,F,0,Suburban,Single,67,10,75,0,7,Special Auto,Special L2,Offer2,Branch,482.4,Four-Door Car,Medsize +GB59748,Arizona,6207.171358,No,Extended,College,1/2/11,Employed,F,49419,Urban,Married,77,3,34,0,4,Personal Auto,Personal L2,Offer2,Web,203.296071,Four-Door Car,Medsize +MP68135,Oregon,6615.815683,No,Extended,College,2/7/11,Employed,M,90414,Suburban,Married,83,7,49,1,6,Personal Auto,Personal L2,Offer1,Call Center,398.4,Four-Door Car,Small +CZ56843,California,9708.504642,No,Extended,College,1/19/11,Employed,M,39930,Suburban,Single,86,22,64,1,2,Personal Auto,Personal L1,Offer1,Call Center,412.8,Four-Door Car,Medsize +DJ47372,California,10831.13004,No,Extended,Doctor,2/1/11,Disabled,M,23202,Suburban,Divorced,96,29,59,0,2,Personal Auto,Personal L1,Offer3,Call Center,460.8,Four-Door Car,Medsize +XZ51937,California,4626.801093,Yes,Basic,Master,1/16/11,Employed,F,79487,Suburban,Divorced,114,20,87,0,1,Personal Auto,Personal L1,Offer2,Branch,547.2,SUV,Medsize +IZ27630,Oregon,6748.231188,No,Extended,Master,1/11/11,Employed,M,68423,Urban,Single,85,14,81,0,7,Personal Auto,Personal L2,Offer2,Branch,324.413656,Two-Door Car,Large +IM14119,Arizona,2542.06388,No,Basic,Bachelor,2/3/11,Employed,F,84495,Suburban,Married,63,15,61,0,1,Special Auto,Special L3,Offer2,Branch,302.4,Two-Door Car,Small +PN53766,California,5450.394878,No,Basic,Doctor,1/14/11,Employed,M,43091,Urban,Married,69,2,36,1,6,Corporate Auto,Corporate L3,Offer1,Branch,330.138332,Four-Door Car,Medsize +DQ93036,Arizona,7243.865476,No,Extended,High School or Below,1/11/11,Employed,M,41951,Rural,Married,91,30,56,0,7,Personal Auto,Personal L1,Offer1,Branch,40.536151,Four-Door Car,Medsize +WA70405,Nevada,8306.550901,No,Basic,College,1/13/11,Employed,M,89834,Suburban,Single,105,17,14,0,3,Personal Auto,Personal L3,Offer3,Agent,504,SUV,Medsize +NF51705,Nevada,2734.514945,No,Basic,High School or Below,1/9/11,Employed,M,92157,Urban,Single,69,19,33,0,1,Corporate Auto,Corporate L3,Offer2,Branch,270.381385,Two-Door Car,Medsize +LR37068,Oregon,11030.66148,No,Extended,College,1/10/11,Employed,F,35773,Suburban,Married,93,25,89,0,2,Personal Auto,Personal L3,Offer1,Web,446.4,Four-Door Car,Small +EC18611,Nevada,3402.39442,No,Extended,High School or Below,2/16/11,Unemployed,M,0,Suburban,Single,99,16,20,0,1,Personal Auto,Personal L2,Offer1,Agent,475.2,Two-Door Car,Medsize +NP88319,Oregon,6945.016955,No,Basic,High School or Below,2/2/11,Disabled,F,15850,Suburban,Married,61,28,14,0,2,Corporate Auto,Corporate L3,Offer4,Call Center,314.528138,Two-Door Car,Medsize +AA11235,Nevada,2568.843396,No,Basic,Bachelor,1/28/11,Medical Leave,F,11167,Suburban,Married,73,0,99,3,1,Personal Auto,Personal L3,Offer2,Branch,350.4,Two-Door Car,Medsize +DL55489,Oregon,5764.648599,No,Basic,High School or Below,2/5/11,Employed,M,21195,Suburban,Married,72,23,10,0,9,Corporate Auto,Corporate L2,Offer3,Web,345.6,Four-Door Car,Medsize +UU53919,Oregon,5403.546122,No,Basic,Master,1/14/11,Employed,F,27430,Urban,Married,68,25,12,0,4,Personal Auto,Personal L2,Offer3,Call Center,184.955105,Two-Door Car,Medsize +JI11950,California,4899.231772,No,Basic,High School or Below,2/18/11,Unemployed,F,0,Suburban,Married,63,21,78,0,7,Personal Auto,Personal L3,Offer1,Agent,302.4,Two-Door Car,Medsize +QB82117,Oregon,9048.983447,Yes,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,119,9,8,0,3,Personal Auto,Personal L2,Offer2,Web,571.2,Sports Car,Medsize +MR33456,Washington,8093.898245,No,Basic,High School or Below,2/13/11,Employed,M,59839,Suburban,Single,107,8,52,2,8,Personal Auto,Personal L2,Offer2,Agent,513.6,SUV,Medsize +YN17362,California,2496.766693,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,73,13,33,0,1,Corporate Auto,Corporate L3,Offer1,Agent,350.4,Two-Door Car,Medsize +UR73910,California,2602.24525,No,Basic,College,1/25/11,Employed,M,38166,Urban,Married,67,25,5,1,1,Corporate Auto,Corporate L2,Offer4,Agent,236.842746,Four-Door Car,Medsize +KG63751,Washington,6751.437153,No,Extended,High School or Below,2/23/11,Unemployed,M,0,Suburban,Married,95,14,78,0,9,Personal Auto,Personal L3,Offer1,Agent,456,Four-Door Car,Small +NK39001,Oregon,3621.68883,No,Extended,Bachelor,2/9/11,Medical Leave,F,13457,Urban,Married,94,31,28,0,1,Personal Auto,Personal L3,Offer3,Branch,285.825083,Two-Door Car,Large +HR85493,California,6896.088021,No,Basic,College,1/10/11,Unemployed,M,0,Suburban,Single,68,10,53,0,2,Personal Auto,Personal L3,Offer3,Agent,326.4,Two-Door Car,Medsize +QC50643,California,5438.696611,No,Extended,Bachelor,1/25/11,Employed,F,52721,Urban,Married,136,34,29,0,1,Personal Auto,Personal L3,Offer1,Branch,550.127548,SUV,Medsize +LO90345,Oregon,14472.583,No,Basic,College,2/24/11,Employed,F,22012,Rural,Married,185,5,69,0,5,Corporate Auto,Corporate L3,Offer2,Web,75.698305,Luxury SUV,Small +WK64739,Arizona,2359.423599,Yes,Basic,Bachelor,1/11/11,Disabled,F,19864,Suburban,Divorced,63,22,96,0,1,Corporate Auto,Corporate L3,Offer1,Web,352.394515,Four-Door Car,Medsize +QK88438,Arizona,5323.267311,No,Basic,College,2/19/11,Employed,F,55289,Rural,Single,67,10,71,0,3,Personal Auto,Personal L3,Offer2,Agent,134.124254,Four-Door Car,Medsize +QX42433,California,7390.903278,No,Extended,College,2/24/11,Employed,M,30449,Suburban,Married,92,23,47,0,3,Personal Auto,Personal L3,Offer1,Agent,501.092992,Four-Door Car,Medsize +BH52611,California,11447.5071,No,Premium,Bachelor,1/14/11,Employed,F,27362,Urban,Married,144,23,28,0,8,Personal Auto,Personal L2,Offer1,Branch,422.78411,SUV,Medsize +SA77508,Oregon,5754.853121,No,Basic,High School or Below,2/3/11,Employed,F,29460,Rural,Married,72,3,18,0,5,Personal Auto,Personal L3,Offer2,Branch,29.303915,Four-Door Car,Large +HD99234,Oregon,10244.2435,No,Extended,College,2/19/11,Unemployed,F,0,Suburban,Single,94,23,34,0,2,Personal Auto,Personal L1,Offer3,Agent,451.2,Four-Door Car,Medsize +DE37110,California,4645.569555,No,Basic,Master,2/13/11,Employed,M,42532,Rural,Single,118,13,32,0,1,Personal Auto,Personal L3,Offer1,Call Center,200.641734,Sports Car,Medsize +DJ93289,California,4887.344366,No,Basic,High School or Below,2/26/11,Employed,F,66707,Rural,Married,61,19,24,0,8,Personal Auto,Personal L3,Offer4,Agent,71.980757,Two-Door Car,Large +AC40767,Washington,2497.808174,No,Basic,Bachelor,2/1/11,Employed,M,68041,Urban,Single,64,10,47,0,1,Personal Auto,Personal L2,Offer4,Branch,165.570243,Two-Door Car,Medsize +GA79817,Arizona,2369.111588,No,Basic,Bachelor,2/5/11,Unemployed,M,0,Suburban,Single,65,8,91,0,1,Corporate Auto,Corporate L2,Offer3,Call Center,468,Four-Door Car,Medsize +QH62059,California,4490.597249,No,Basic,Bachelor,2/17/11,Unemployed,M,0,Suburban,Divorced,64,26,11,1,7,Personal Auto,Personal L3,Offer1,Web,307.2,Four-Door Car,Medsize +ZS35053,Arizona,3719.247732,No,Extended,High School or Below,1/7/11,Employed,M,40968,Suburban,Divorced,97,29,53,1,1,Personal Auto,Personal L3,Offer1,Agent,465.6,Four-Door Car,Large +II37804,Nevada,4198.030023,No,Basic,Bachelor,2/8/11,Employed,M,39913,Urban,Married,106,16,61,0,1,Personal Auto,Personal L3,Offer1,Agent,344.765129,SUV,Small +GE63585,California,2420.711888,No,Basic,Bachelor,2/7/11,Employed,M,31710,Urban,Divorced,62,5,29,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,199.551735,Two-Door Car,Medsize +UV86903,California,4462.997006,Yes,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,73,35,52,3,5,Personal Auto,Personal L3,Offer1,Web,350.4,Two-Door Car,Medsize +JL71713,California,6291.655714,No,Extended,Bachelor,1/5/11,Employed,F,89113,Urban,Married,78,18,68,0,8,Personal Auto,Personal L3,Offer3,Branch,219.362643,Four-Door Car,Medsize +DO60145,Arizona,4270.034394,Yes,Extended,College,1/19/11,Unemployed,M,0,Suburban,Married,122,27,2,0,1,Personal Auto,Personal L3,Offer2,Agent,725.870693,SUV,Medsize +FC59209,California,2460.665175,No,Basic,Bachelor,1/9/11,Unemployed,F,0,Suburban,Married,67,30,13,0,1,Personal Auto,Personal L1,Offer4,Call Center,321.6,Four-Door Car,Large +XQ74827,Arizona,19435.62924,No,Extended,High School or Below,2/1/11,Employed,F,38688,Suburban,Single,249,22,6,0,3,Special Auto,Special L3,Offer1,Agent,2294.631639,Luxury Car,Medsize +EY13576,Oregon,7374.077921,No,Basic,College,1/9/11,Unemployed,F,0,Suburban,Married,110,19,87,4,3,Personal Auto,Personal L2,Offer1,Web,528,SUV,Medsize +US82810,California,18269.53692,No,Extended,Bachelor,1/2/11,Unemployed,F,0,Suburban,Single,127,18,97,0,2,Corporate Auto,Corporate L3,Offer1,Agent,609.6,SUV,Medsize +RC61383,Oregon,11925.71535,No,Basic,High School or Below,1/17/11,Employed,M,28014,Suburban,Single,104,14,37,0,2,Personal Auto,Personal L2,Offer4,Branch,631.594469,SUV,Small +PO80505,Nevada,4223.274671,No,Basic,College,1/2/11,Disabled,F,14170,Suburban,Married,109,9,10,0,1,Personal Auto,Personal L3,Offer1,Agent,523.2,SUV,Medsize +MD17521,Oregon,10298.38586,No,Extended,High School or Below,1/31/11,Employed,M,64825,Urban,Married,129,1,78,0,4,Personal Auto,Personal L3,Offer2,Web,359.484342,SUV,Medsize +YV93921,California,5229.741907,No,Basic,Bachelor,2/27/11,Employed,M,77357,Rural,Single,67,24,38,0,8,Personal Auto,Personal L2,Offer3,Web,29.884537,Four-Door Car,Medsize +JP64518,Nevada,2402.81597,No,Basic,Bachelor,1/15/11,Employed,M,21629,Suburban,Divorced,62,19,54,0,1,Corporate Auto,Corporate L2,Offer1,Call Center,298.626189,Two-Door Car,Small +OI98135,Washington,3933.813993,Yes,Basic,High School or Below,1/23/11,Employed,M,25927,Suburban,Single,103,6,20,0,1,Personal Auto,Personal L3,Offer2,Web,674.973614,SUV,Medsize +XS97845,Oregon,4299.838835,No,Premium,College,2/13/11,Employed,M,44388,Urban,Divorced,113,10,74,1,1,Personal Auto,Personal L2,Offer1,Call Center,496.843023,Four-Door Car,Medsize +DL20327,Oregon,7635.554626,No,Basic,College,1/8/11,Employed,F,54539,Urban,Married,63,5,74,0,2,Personal Auto,Personal L2,Offer3,Agent,287.453171,Four-Door Car,Medsize +GD86131,California,2722.210707,Yes,Basic,College,2/2/11,Medical Leave,F,17576,Suburban,Married,71,29,70,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,398.502948,Four-Door Car,Medsize +ID21061,Arizona,7291.599536,No,Extended,Master,2/4/11,Employed,F,84629,Urban,Married,90,19,17,0,5,Personal Auto,Personal L3,Offer2,Web,411.671832,Four-Door Car,Large +EN65835,Arizona,58753.88046,No,Premium,Bachelor,1/6/11,Employed,F,24964,Suburban,Married,185,0,84,0,2,Personal Auto,Personal L2,Offer2,Agent,888,SUV,Medsize +BE65350,Oregon,5261.037541,No,Basic,High School or Below,1/11/11,Employed,F,43573,Suburban,Married,66,30,64,0,5,Personal Auto,Personal L3,Offer1,Agent,409.684798,Two-Door Car,Large +GI82721,Arizona,16938.29858,No,Basic,College,2/21/11,Unemployed,F,0,Suburban,Single,69,24,99,0,2,Corporate Auto,Corporate L1,Offer1,Branch,340.780156,Four-Door Car,Medsize +YR84813,Oregon,10575.94816,No,Premium,College,1/17/11,Unemployed,M,0,Suburban,Single,105,7,91,0,2,Special Auto,Special L2,Offer3,Call Center,756,Four-Door Car,Medsize +JZ28301,Oregon,5552.331515,No,Basic,College,2/28/11,Employed,F,35011,Urban,Married,70,7,91,0,8,Personal Auto,Personal L3,Offer4,Call Center,215.728468,Four-Door Car,Large +HL40930,Oregon,7150.225367,No,Extended,Bachelor,2/22/11,Employed,M,63651,Rural,Single,92,19,10,0,3,Personal Auto,Personal L3,Offer2,Branch,224.711836,Four-Door Car,Large +HL33607,Washington,8717.049833,Yes,Basic,College,2/14/11,Employed,M,83846,Suburban,Married,74,22,94,3,2,Personal Auto,Personal L2,Offer2,Agent,355.2,Four-Door Car,Large +WU21638,California,6847.588918,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Married,191,2,70,0,1,Personal Auto,Personal L3,Offer2,Web,1317.008182,Luxury SUV,Medsize +AG32304,Nevada,5418.726537,No,Basic,College,1/3/11,Employed,F,39133,Rural,Married,67,25,26,0,3,Personal Auto,Personal L3,Offer1,Call Center,90.524457,Four-Door Car,Medsize +JX26859,California,3528.044252,Yes,Extended,Doctor,2/1/11,Employed,M,31278,Suburban,Married,92,24,95,4,1,Personal Auto,Personal L3,Offer1,Branch,441.6,Two-Door Car,Medsize +KC75958,California,16468.22079,Yes,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Divorced,63,4,52,0,2,Personal Auto,Personal L1,Offer2,Agent,685.12694,Four-Door Car,Medsize +ZV32968,Oregon,7285.030983,Yes,Basic,High School or Below,2/28/11,Employed,M,44788,Suburban,Married,61,6,48,0,2,Personal Auto,Personal L3,Offer2,Agent,386.031248,Four-Door Car,Small +GU45597,Oregon,16963.83934,No,Basic,Bachelor,2/12/11,Unemployed,F,0,Suburban,Divorced,117,26,33,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,561.6,SUV,Medsize +SO95845,California,5807.659307,No,Basic,College,1/7/11,Employed,F,62447,Rural,Single,74,9,2,0,7,Personal Auto,Personal L3,Offer4,Call Center,133.977857,Two-Door Car,Medsize +GL32197,Oregon,5068.264582,No,Basic,College,2/7/11,Employed,M,31475,Rural,Married,64,6,3,1,3,Personal Auto,Personal L2,Offer3,Call Center,22.962412,Four-Door Car,Medsize +SC11374,Nevada,8797.829644,No,Basic,College,2/28/11,Employed,F,80780,Rural,Married,109,26,11,0,3,Corporate Auto,Corporate L3,Offer2,Agent,3.55,SUV,Medsize +RT29777,Oregon,4439.900652,No,Basic,Bachelor,2/12/11,Employed,F,88613,Urban,Divorced,111,5,59,0,1,Personal Auto,Personal L3,Offer1,Branch,359.36848,SUV,Small +OB73235,California,2404.459452,No,Basic,College,2/11/11,Employed,M,45949,Rural,Single,62,0,70,0,1,Corporate Auto,Corporate L3,Offer1,Agent,110.556062,Two-Door Car,Medsize +MV41462,Arizona,5066.634057,No,Basic,Bachelor,1/13/11,Employed,F,35596,Suburban,Married,64,11,92,0,3,Personal Auto,Personal L2,Offer1,Agent,307.2,Two-Door Car,Medsize +FM67585,California,5890.528762,No,Basic,High School or Below,1/15/11,Employed,M,76875,Rural,Married,73,21,4,0,9,Personal Auto,Personal L3,Offer3,Agent,17.375878,Four-Door Car,Medsize +KG57925,California,2410.498573,No,Basic,Bachelor,1/16/11,Employed,M,41842,Suburban,Married,61,1,14,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,292.8,Two-Door Car,Medsize +IY24560,California,5288.240125,No,Basic,Bachelor,2/11/11,Medical Leave,M,28884,Suburban,Married,72,27,9,1,3,Corporate Auto,Corporate L3,Offer2,Agent,518.4,Four-Door Car,Medsize +BV33510,Arizona,26413.54751,No,Extended,High School or Below,2/24/11,Employed,F,24631,Suburban,Married,83,25,87,1,2,Personal Auto,Personal L3,Offer2,Web,398.4,Four-Door Car,Large +XA77673,Nevada,16236.47626,No,Basic,College,1/6/11,Unemployed,F,0,Suburban,Single,74,24,54,2,2,Personal Auto,Personal L2,Offer2,Branch,680.753091,Four-Door Car,Medsize +XN90861,Arizona,5534.576395,No,Basic,Bachelor,1/5/11,Employed,F,71560,Urban,Married,69,14,46,0,5,Personal Auto,Personal L1,Offer2,Web,178.700204,Two-Door Car,Medsize +WS84995,Nevada,9202.638441,No,Extended,Master,1/25/11,Unemployed,M,0,Suburban,Married,80,8,71,0,2,Personal Auto,Personal L3,Offer1,Agent,384,Four-Door Car,Medsize +ZZ49347,Oregon,2592.437797,Yes,Basic,High School or Below,1/2/11,Employed,M,72421,Suburban,Married,65,8,23,0,1,Personal Auto,Personal L3,Offer2,Call Center,312,Four-Door Car,Small +XX85323,Arizona,8019.856041,No,Premium,Master,2/7/11,Employed,F,54702,Suburban,Married,199,5,42,0,1,Personal Auto,Personal L3,Offer4,Agent,955.2,SUV,Medsize +JO64487,California,6943.741598,No,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Single,76,4,43,5,2,Special Auto,Special L2,Offer1,Agent,547.2,Four-Door Car,Large +TO55363,Oregon,13367.86562,No,Basic,High School or Below,1/28/11,Employed,F,57335,Suburban,Married,67,22,18,0,2,Personal Auto,Personal L1,Offer4,Agent,407.887715,Two-Door Car,Medsize +UE67791,Arizona,5885.335302,No,Basic,College,1/9/11,Unemployed,M,0,Suburban,Single,67,9,20,3,2,Personal Auto,Personal L3,Offer1,Agent,482.4,Two-Door Car,Medsize +JN69287,California,3479.760165,No,Extended,High School or Below,1/8/11,Employed,M,35033,Suburban,Married,87,26,53,0,1,Personal Auto,Personal L2,Offer1,Agent,490.638202,Two-Door Car,Small +AT55072,Arizona,9103.8997,No,Premium,College,2/4/11,Employed,M,65733,Suburban,Married,113,13,6,0,3,Personal Auto,Personal L2,Offer2,Agent,684.948527,Four-Door Car,Medsize +LV34368,California,4813.284447,No,Basic,Bachelor,2/27/11,Unemployed,M,0,Suburban,Single,69,30,44,0,3,Special Auto,Special L3,Offer1,Agent,472.611522,Four-Door Car,Medsize +QU40939,Arizona,9575.7578,No,Extended,College,2/6/11,Unemployed,F,0,Suburban,Single,88,3,64,0,2,Personal Auto,Personal L3,Offer4,Web,633.6,Four-Door Car,Medsize +IP94270,Arizona,13736.1325,Yes,Premium,Master,2/13/11,Disabled,F,16181,Suburban,Divorced,181,22,79,0,8,Personal Auto,Personal L2,Offer1,Web,1261.319869,SUV,Medsize +KW33804,Nevada,8090.884414,No,Basic,High School or Below,1/3/11,Employed,M,86180,Rural,Divorced,69,11,43,4,2,Personal Auto,Personal L1,Offer4,Branch,48.051339,Four-Door Car,Large +IA42992,Arizona,8267.119555,No,Basic,High School or Below,1/19/11,Employed,M,36881,Suburban,Married,104,5,25,0,3,Special Auto,Special L3,Offer1,Agent,499.2,SUV,Medsize +CZ19025,Oregon,2489.16729,No,Basic,High School or Below,1/26/11,Employed,F,47888,Suburban,Single,64,23,16,1,1,Personal Auto,Personal L1,Offer1,Web,545.083116,Four-Door Car,Small +EN54716,Oregon,2395.57,Yes,Basic,Doctor,1/27/11,Disabled,F,21986,Suburban,Divorced,63,1,9,0,1,Personal Auto,Personal L1,Offer2,Branch,333.696228,Two-Door Car,Medsize +UF27940,Washington,3863.309585,No,Basic,College,1/17/11,Employed,F,47199,Suburban,Married,100,3,65,3,1,Corporate Auto,Corporate L3,Offer2,Call Center,480,SUV,Medsize +QD36118,Oregon,5173.485319,No,Basic,College,1/22/11,Unemployed,F,0,Suburban,Married,69,30,69,0,9,Personal Auto,Personal L2,Offer1,Call Center,331.2,Four-Door Car,Medsize +XI52305,California,4984.618655,Yes,Basic,Bachelor,1/11/11,Employed,M,86305,Rural,Married,62,1,99,0,5,Personal Auto,Personal L3,Offer2,Call Center,80.73124,Four-Door Car,Medsize +HZ25580,Washington,2396.192355,No,Basic,High School or Below,1/31/11,Employed,F,39062,Suburban,Divorced,61,2,20,0,1,Corporate Auto,Corporate L3,Offer2,Agent,346.991025,Two-Door Car,Medsize +JY97451,California,2631.87754,No,Basic,College,1/8/11,Disabled,F,16976,Urban,Married,69,23,54,0,1,Personal Auto,Personal L3,Offer1,Agent,238.952528,Four-Door Car,Medsize +US78266,California,6993.838856,No,Basic,High School or Below,1/22/11,Unemployed,F,0,Suburban,Single,65,29,35,2,2,Corporate Auto,Corporate L2,Offer1,Call Center,468,Four-Door Car,Medsize +SX25962,Arizona,15055.53836,No,Basic,College,2/18/11,Employed,M,83283,Rural,Single,193,11,46,1,3,Personal Auto,Personal L2,Offer3,Branch,273.702709,Luxury Car,Medsize +XQ12791,California,3401.881747,No,Extended,High School or Below,1/21/11,Employed,M,41972,Suburban,Divorced,86,20,23,0,1,Personal Auto,Personal L3,Offer2,Branch,691.709371,Four-Door Car,Medsize +EU59853,California,4126.61326,No,Premium,College,2/20/11,Employed,M,34080,Rural,Married,107,11,48,1,1,Personal Auto,Personal L3,Offer4,Branch,220.644418,Four-Door Car,Medsize +QR21417,California,4462.997006,Yes,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,73,35,52,3,5,Corporate Auto,Corporate L3,Offer1,Web,350.4,Two-Door Car,Medsize +CI27304,California,9320.090224,No,Extended,College,1/13/11,Employed,M,40269,Urban,Married,81,0,71,2,2,Personal Auto,Personal L2,Offer2,Agent,329.980754,Four-Door Car,Medsize +WJ52097,Oregon,3663.740198,No,Extended,Bachelor,1/4/11,Employed,F,61894,Suburban,Divorced,91,3,21,0,1,Corporate Auto,Corporate L2,Offer2,Web,436.8,Four-Door Car,Medsize +FT65961,California,4962.208409,No,Basic,College,2/2/11,Employed,F,23300,Suburban,Married,63,3,35,1,4,Corporate Auto,Corporate L3,Offer3,Branch,339.906034,Four-Door Car,Small +DP87594,Oregon,2816.758764,No,Basic,Bachelor,2/3/11,Employed,F,66023,Urban,Married,70,11,94,0,1,Personal Auto,Personal L3,Offer1,Branch,265.629611,Two-Door Car,Medsize +KP96020,Arizona,4330.769101,No,Basic,Bachelor,2/27/11,Employed,F,39660,Urban,Married,107,3,46,0,1,Corporate Auto,Corporate L2,Offer1,Agent,416.8496,Sports Car,Small +HQ15974,Nevada,8262.879764,No,Extended,College,2/13/11,Unemployed,F,0,Rural,Married,76,4,51,1,2,Personal Auto,Personal L2,Offer1,Agent,32.508635,Four-Door Car,Medsize +VE98553,Oregon,4666.643522,No,Premium,Bachelor,2/28/11,Employed,M,60466,Suburban,Married,117,14,3,0,1,Personal Auto,Personal L3,Offer2,Agent,784.186389,Four-Door Car,Large +ME44353,Oregon,5876.054314,No,Basic,College,2/9/11,Employed,F,32848,Urban,Married,74,2,59,0,5,Personal Auto,Personal L2,Offer3,Call Center,250.454012,Four-Door Car,Medsize +AE62631,Oregon,8427.723769,No,Basic,Bachelor,2/28/11,Employed,M,20662,Suburban,Married,72,10,99,0,2,Personal Auto,Personal L1,Offer4,Agent,373.324673,Two-Door Car,Medsize +GX29162,Arizona,13023.9329,No,Premium,High School or Below,1/24/11,Employed,F,64985,Rural,Married,108,23,94,0,2,Personal Auto,Personal L3,Offer1,Web,16.425514,Two-Door Car,Small +LY69932,Oregon,8209.59982,No,Basic,High School or Below,2/11/11,Employed,M,68022,Suburban,Married,103,3,26,0,3,Personal Auto,Personal L3,Offer4,Web,494.4,Sports Car,Small +YY74036,California,2464.238061,No,Basic,College,2/20/11,Employed,M,72834,Rural,Divorced,65,12,81,3,1,Corporate Auto,Corporate L3,Offer1,Call Center,91.941259,Four-Door Car,Medsize +DP92488,Washington,2727.520769,No,Basic,Doctor,1/14/11,Employed,F,74592,Suburban,Married,67,9,30,0,1,Personal Auto,Personal L1,Offer4,Agent,321.6,Two-Door Car,Medsize +FO74055,California,3086.013544,No,Extended,College,1/16/11,Employed,F,73938,Rural,Married,76,34,48,0,1,Personal Auto,Personal L3,Offer4,Call Center,53.095599,Two-Door Car,Medsize +GT97121,California,22067.728,No,Extended,College,2/18/11,Disabled,M,15999,Suburban,Married,83,2,43,0,2,Personal Auto,Personal L3,Offer2,Branch,398.4,Four-Door Car,Medsize +VF83291,Oregon,4836.054291,No,Basic,College,1/13/11,Unemployed,F,0,Suburban,Single,69,12,89,0,8,Personal Auto,Personal L1,Offer1,Agent,632.081402,Four-Door Car,Small +OU76593,Oregon,6912.03963,No,Extended,College,1/21/11,Unemployed,M,0,Suburban,Married,96,11,55,0,5,Personal Auto,Personal L3,Offer2,Agent,460.8,Four-Door Car,Medsize +HO40387,California,2570.761765,No,Basic,Master,1/1/11,Unemployed,M,0,Suburban,Married,72,0,93,3,1,Personal Auto,Personal L3,Offer4,Call Center,345.6,Two-Door Car,Small +GR37045,Nevada,2991.696011,No,Extended,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,80,9,96,0,1,Corporate Auto,Corporate L2,Offer2,Web,576,Four-Door Car,Small +KZ84621,Nevada,8253.266591,No,Basic,High School or Below,1/31/11,Employed,F,62375,Urban,Married,103,35,71,1,3,Personal Auto,Personal L3,Offer4,Web,411.228571,SUV,Small +FR82361,Arizona,10477.77713,No,Extended,Doctor,1/23/11,Employed,M,61427,Suburban,Single,88,24,12,0,2,Personal Auto,Personal L3,Offer1,Branch,422.4,Four-Door Car,Large +UM14883,California,16373.7273,No,Basic,High School or Below,2/5/11,Employed,M,64396,Urban,Married,103,2,46,0,2,Special Auto,Special L1,Offer4,Agent,355.409311,SUV,Medsize +UX32931,California,5184.94945,No,Basic,College,1/16/11,Employed,F,49312,Urban,Married,65,30,55,1,4,Corporate Auto,Corporate L1,Offer1,Branch,230.104769,Four-Door Car,Medsize +QA68548,California,10634.83711,No,Basic,High School or Below,2/8/11,Unemployed,F,0,Suburban,Single,61,35,71,0,2,Personal Auto,Personal L3,Offer2,Agent,292.8,Two-Door Car,Medsize +QV40364,California,15114.40241,Yes,Basic,High School or Below,1/19/11,Medical Leave,F,28513,Suburban,Married,100,4,22,1,2,Personal Auto,Personal L1,Offer2,Call Center,480,SUV,Medsize +TY87896,California,11875.89915,No,Basic,High School or Below,1/23/11,Unemployed,M,0,Suburban,Married,108,23,55,0,2,Personal Auto,Personal L2,Offer2,Branch,518.4,SUV,Medsize +CV75841,California,4369.496687,No,Premium,College,1/25/11,Employed,M,97321,Rural,Single,110,35,46,0,1,Personal Auto,Personal L2,Offer1,Agent,74.744643,Four-Door Car,Medsize +YO62357,California,7432.856752,No,Basic,College,1/15/11,Employed,F,58839,Rural,Single,65,4,65,3,2,Personal Auto,Personal L3,Offer1,Call Center,18.965718,Two-Door Car,Medsize +YN19139,Nevada,2558.762931,No,Basic,High School or Below,1/11/11,Unemployed,M,0,Suburban,Single,72,4,14,0,1,Corporate Auto,Corporate L3,Offer2,Agent,518.4,Four-Door Car,Medsize +PE63707,Nevada,5452.171237,No,Basic,Bachelor,2/1/11,Employed,M,88567,Suburban,Married,67,9,89,0,9,Personal Auto,Personal L2,Offer1,Web,321.6,Four-Door Car,Medsize +NS74173,Nevada,2968.077571,No,Basic,College,2/21/11,Employed,M,91646,Rural,Married,74,12,10,0,1,Corporate Auto,Corporate L1,Offer2,Branch,57.678779,Two-Door Car,Medsize +ZI73222,California,15700.28436,No,Extended,High School or Below,2/1/11,Unemployed,M,0,Suburban,Married,211,31,52,0,5,Personal Auto,Personal L3,Offer1,Web,1012.8,Luxury SUV,Medsize +AC24378,Arizona,7477.176362,No,Extended,High School or Below,1/19/11,Employed,F,48552,Urban,Married,94,5,54,0,9,Corporate Auto,Corporate L3,Offer4,Call Center,262.746281,Four-Door Car,Medsize +XR71687,Oregon,9407.452895,No,Basic,Bachelor,1/7/11,Employed,M,31485,Rural,Married,118,17,79,0,6,Personal Auto,Personal L2,Offer2,Agent,294.905685,SUV,Medsize +GJ70481,Arizona,4428.038374,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Single,64,6,47,0,8,Personal Auto,Personal L3,Offer3,Agent,628.801638,Four-Door Car,Small +JI94264,Arizona,10053.55227,No,Extended,College,2/28/11,Disabled,M,16511,Suburban,Single,135,35,4,0,5,Personal Auto,Personal L3,Offer2,Agent,972,SUV,Large +YI95434,California,2907.898828,No,Basic,College,2/17/11,Employed,F,51020,Suburban,Divorced,73,16,88,0,1,Personal Auto,Personal L3,Offer2,Branch,350.4,Four-Door Car,Medsize +RL34830,California,7644.763153,No,Extended,College,1/31/11,Employed,M,43838,Suburban,Married,97,11,37,0,7,Corporate Auto,Corporate L2,Offer2,Web,465.6,Four-Door Car,Medsize +CA96568,Oregon,9709.746073,No,Extended,College,1/16/11,Unemployed,M,0,Suburban,Married,133,11,30,0,7,Corporate Auto,Corporate L3,Offer1,Agent,827.085431,SUV,Small +UO16539,Washington,8439.615236,No,Basic,Bachelor,1/26/11,Employed,M,22454,Suburban,Single,110,5,75,2,3,Personal Auto,Personal L3,Offer2,Agent,556.097027,SUV,Medsize +NP18074,Arizona,4209.682602,No,Basic,Bachelor,2/24/11,Employed,F,57933,Suburban,Married,105,10,64,0,1,Personal Auto,Personal L3,Offer1,Call Center,533.255723,SUV,Small +TW45475,Nevada,8556.418397,No,Extended,College,1/9/11,Unemployed,M,0,Suburban,Married,124,7,2,3,6,Personal Auto,Personal L3,Offer1,Branch,595.2,SUV,Small +CM66204,Arizona,26770.44534,No,Basic,College,1/23/11,Employed,F,26335,Urban,Married,113,32,7,1,2,Personal Auto,Personal L2,Offer1,Call Center,355.818306,SUV,Large +DX80961,Arizona,16265.58682,No,Extended,Bachelor,1/19/11,Employed,F,85322,Suburban,Married,134,32,55,0,2,Personal Auto,Personal L3,Offer1,Agent,735.491986,SUV,Medsize +JZ15681,California,3624.901612,No,Extended,High School or Below,1/10/11,Employed,M,37843,Urban,Divorced,92,2,17,0,1,Personal Auto,Personal L3,Offer3,Agent,354.455466,Four-Door Car,Medsize +ZZ31825,Oregon,2519.918897,No,Basic,Bachelor,1/25/11,Unemployed,M,0,Suburban,Married,67,11,26,0,1,Personal Auto,Personal L2,Offer2,Branch,482.4,Four-Door Car,Medsize +TF77410,Arizona,4819.183706,No,Basic,College,2/2/11,Employed,M,74730,Suburban,Single,61,18,84,0,6,Personal Auto,Personal L3,Offer2,Branch,421.235276,Four-Door Car,Small +HI16452,Oregon,3028.780121,No,Extended,High School or Below,2/1/11,Unemployed,M,0,Suburban,Single,94,27,52,1,1,Special Auto,Special L3,Offer1,Branch,483.881752,Four-Door Car,Medsize +CW98845,Oregon,2316.796105,No,Basic,Bachelor,2/24/11,Unemployed,M,0,Suburban,Married,64,2,80,0,1,Personal Auto,Personal L2,Offer4,Branch,307.2,Four-Door Car,Medsize +NI99807,Oregon,13869.92705,Yes,Basic,College,1/21/11,Employed,M,28432,Suburban,Married,118,1,59,0,2,Personal Auto,Personal L2,Offer2,Branch,612.300581,SUV,Small +QL45827,Washington,25807.063,Yes,Extended,College,2/13/11,Employed,F,71210,Suburban,Married,214,8,89,1,2,Personal Auto,Personal L1,Offer1,Branch,1027.2,Luxury Car,Small +GU60969,Arizona,2342.01381,No,Basic,Bachelor,1/2/11,Retired,M,19581,Suburban,Single,67,2,94,0,1,Corporate Auto,Corporate L2,Offer1,Agent,321.6,Four-Door Car,Large +FS67103,Oregon,2747.771656,No,Extended,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,80,12,14,0,1,Special Auto,Special L2,Offer3,Web,576,Two-Door Car,Medsize +FQ24929,Oregon,5479.555081,Yes,Basic,Master,1/13/11,Employed,M,56005,Suburban,Married,68,31,30,1,3,Personal Auto,Personal L3,Offer1,Branch,326.4,Four-Door Car,Small +YA12007,California,9199.539814,No,Extended,College,1/11/11,Unemployed,F,0,Suburban,Divorced,80,10,11,0,2,Personal Auto,Personal L2,Offer1,Branch,572.847549,Four-Door Car,Medsize +EW46828,Arizona,8060.161694,No,Basic,High School or Below,1/3/11,Employed,M,23671,Suburban,Divorced,69,32,45,0,2,Personal Auto,Personal L3,Offer1,Branch,331.2,Four-Door Car,Medsize +YP67379,Arizona,6686.128629,No,Extended,High School or Below,2/4/11,Employed,M,22244,Rural,Married,84,6,59,0,9,Personal Auto,Personal L3,Offer3,Web,114.815893,Four-Door Car,Medsize +KH16079,Washington,4709.52218,No,Basic,High School or Below,2/12/11,Unemployed,F,0,Suburban,Single,66,17,29,0,3,Personal Auto,Personal L1,Offer1,Agent,470.576119,Four-Door Car,Small +SJ87277,Arizona,2685.425957,No,Basic,High School or Below,1/8/11,Employed,M,75329,Rural,Married,67,15,17,0,1,Corporate Auto,Corporate L2,Offer3,Branch,45.905292,Four-Door Car,Large +DW14769,Arizona,3920.511337,No,Premium,High School or Below,2/4/11,Unemployed,F,0,Suburban,Married,108,2,55,1,1,Personal Auto,Personal L3,Offer3,Branch,525.392239,Two-Door Car,Large +CN13435,California,5493.698779,No,Basic,College,1/10/11,Employed,F,44369,Urban,Married,68,13,22,0,8,Personal Auto,Personal L3,Offer4,Call Center,185.291566,Four-Door Car,Medsize +KO95143,California,8521.738901,No,Premium,High School or Below,2/21/11,Employed,M,37910,Suburban,Married,108,7,9,0,7,Personal Auto,Personal L3,Offer1,Agent,518.4,Four-Door Car,Medsize +GT66241,California,2414.072446,No,Basic,High School or Below,1/8/11,Unemployed,M,0,Suburban,Single,71,25,30,0,1,Personal Auto,Personal L3,Offer2,Call Center,511.2,Four-Door Car,Medsize +PP97061,Nevada,4282.947971,Yes,Basic,College,2/26/11,Employed,F,40864,Rural,Married,109,16,70,1,1,Personal Auto,Personal L3,Offer1,Agent,166.937747,SUV,Medsize +KP97208,Oregon,5918.330563,No,Basic,College,2/4/11,Employed,F,94846,Urban,Married,73,15,68,0,7,Corporate Auto,Corporate L2,Offer1,Agent,305.031114,Two-Door Car,Medsize +SB24397,California,7519.133631,Yes,Extended,High School or Below,2/20/11,Employed,M,96306,Rural,Divorced,95,12,17,1,6,Personal Auto,Personal L3,Offer1,Agent,185.355353,Four-Door Car,Medsize +EM32982,Arizona,4472.334422,No,Basic,Doctor,1/26/11,Employed,F,53519,Urban,Married,111,7,37,0,1,Corporate Auto,Corporate L2,Offer4,Call Center,520.036279,SUV,Medsize +LB97434,Arizona,5531.627731,No,Basic,Bachelor,1/21/11,Employed,M,50648,Suburban,Married,69,27,50,1,9,Personal Auto,Personal L3,Offer1,Call Center,331.2,Two-Door Car,Medsize +RR37715,Oregon,8435.176463,No,Basic,Bachelor,2/17/11,Employed,M,64692,Suburban,Married,70,17,80,0,2,Corporate Auto,Corporate L3,Offer1,Agent,336,Two-Door Car,Small +TC81636,Arizona,10196.1106,No,Basic,High School or Below,1/7/11,Unemployed,M,0,Suburban,Single,100,9,75,0,2,Corporate Auto,Corporate L3,Offer4,Web,720,SUV,Medsize +IC55961,Arizona,20552.62128,No,Basic,High School or Below,1/26/11,Unemployed,F,0,Suburban,Single,187,22,97,1,2,Corporate Auto,Corporate L2,Offer1,Agent,1430.336183,Luxury SUV,Medsize +HR48520,Oregon,3915.798108,No,Basic,Bachelor,1/24/11,Unemployed,M,0,Suburban,Single,109,2,86,0,1,Personal Auto,Personal L2,Offer1,Call Center,784.8,SUV,Large +VI42566,Oregon,6010.502178,No,Basic,Master,1/11/11,Employed,M,49311,Suburban,Married,74,25,85,0,3,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Large +NU84299,Arizona,2854.114491,No,Basic,High School or Below,1/22/11,Employed,M,71126,Urban,Married,71,11,72,0,1,Personal Auto,Personal L1,Offer4,Branch,324.739746,Four-Door Car,Medsize +RT63209,California,5994.255419,No,Basic,Master,2/11/11,Employed,F,74284,Urban,Married,74,27,5,0,3,Personal Auto,Personal L3,Offer3,Call Center,268.130863,Four-Door Car,Medsize +AM52614,Oregon,4477.45201,No,Basic,Bachelor,1/4/11,Employed,F,41402,Suburban,Divorced,119,26,26,4,1,Personal Auto,Personal L2,Offer2,Branch,571.2,Sports Car,Medsize +UO40192,Nevada,5544.909083,No,Basic,High School or Below,2/5/11,Employed,M,79619,Urban,Married,71,3,34,3,6,Personal Auto,Personal L3,Offer2,Web,280.89705,Four-Door Car,Large +SD67101,Nevada,3600.934326,Yes,Basic,High School or Below,2/25/11,Retired,F,25147,Suburban,Single,101,7,54,0,1,Personal Auto,Personal L2,Offer1,Agent,694.598288,SUV,Medsize +EW35231,Oregon,9934.865795,No,Extended,High School or Below,2/27/11,Employed,F,56379,Suburban,Married,125,0,59,1,8,Corporate Auto,Corporate L2,Offer1,Agent,600,SUV,Medsize +CT18212,California,6874.84827,No,Extended,Bachelor,2/17/11,Unemployed,F,0,Suburban,Single,96,35,27,0,6,Personal Auto,Personal L2,Offer4,Agent,691.2,Four-Door Car,Medsize +YL91587,Arizona,2374.147419,No,Basic,High School or Below,2/6/11,Employed,M,48911,Suburban,Single,61,15,6,0,1,Personal Auto,Personal L2,Offer3,Call Center,292.8,Two-Door Car,Large +HS14476,Washington,9162.063169,No,Extended,College,2/23/11,Medical Leave,M,29723,Rural,Married,80,8,79,0,2,Personal Auto,Personal L2,Offer1,Call Center,20.985105,Four-Door Car,Medsize +DA28072,Arizona,7380.086414,No,Extended,Master,1/12/11,Employed,F,21841,Suburban,Married,91,33,47,0,7,Corporate Auto,Corporate L3,Offer2,Call Center,436.8,Four-Door Car,Medsize +JO98946,Oregon,2655.996158,No,Basic,Bachelor,2/10/11,Employed,M,31796,Suburban,Divorced,68,27,16,0,1,Personal Auto,Personal L3,Offer1,Agent,377.442796,Four-Door Car,Medsize +BA26944,Nevada,7591.109246,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Married,105,0,16,0,4,Corporate Auto,Corporate L3,Offer2,Agent,504,SUV,Small +AR47849,Nevada,5015.009472,Yes,Extended,Bachelor,2/3/11,Employed,F,48567,Suburban,Single,130,12,15,0,1,Personal Auto,Personal L1,Offer2,Agent,624,SUV,Medsize +FO82261,Oregon,4603.975141,No,Basic,College,1/12/11,Employed,M,66161,Urban,Single,118,19,86,0,1,Personal Auto,Personal L3,Offer2,Branch,457.593764,SUV,Medsize +QO56662,Arizona,2551.226692,Yes,Basic,Master,1/19/11,Employed,M,79751,Suburban,Married,63,15,67,0,1,Personal Auto,Personal L3,Offer3,Web,392.235698,Two-Door Car,Small +UF74084,Arizona,5641.35916,No,Basic,Bachelor,2/1/11,Employed,M,39469,Urban,Divorced,71,1,29,0,4,Personal Auto,Personal L3,Offer2,Call Center,315.560161,Two-Door Car,Large +OX75108,Arizona,5463.913828,No,Basic,Master,1/28/11,Employed,F,44305,Urban,Married,67,33,39,0,9,Personal Auto,Personal L1,Offer2,Call Center,214.772284,Four-Door Car,Medsize +QG25195,Oregon,4866.647452,No,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Single,68,4,17,0,9,Personal Auto,Personal L3,Offer1,Agent,444.030724,Four-Door Car,Medsize +HT50748,Oregon,2779.85389,No,Basic,Doctor,1/25/11,Employed,F,38893,Urban,Single,69,12,60,0,1,Personal Auto,Personal L3,Offer1,Branch,279.960213,Two-Door Car,Medsize +HC42288,California,4563.018085,No,Basic,College,2/10/11,Employed,F,39187,Suburban,Divorced,118,32,43,1,1,Corporate Auto,Corporate L2,Offer1,Agent,566.4,SUV,Small +TC69546,Arizona,14376.55039,No,Premium,College,2/26/11,Employed,M,70341,Rural,Married,179,11,43,0,3,Personal Auto,Personal L3,Offer4,Branch,253.511935,SUV,Medsize +GJ63345,Arizona,2279.747148,No,Basic,Bachelor,2/12/11,Unemployed,F,0,Suburban,Single,64,9,95,0,1,Personal Auto,Personal L2,Offer1,Call Center,460.8,Four-Door Car,Medsize +RK45396,California,5380.316469,No,Basic,Bachelor,2/1/11,Unemployed,M,0,Suburban,Married,73,11,95,0,3,Corporate Auto,Corporate L2,Offer2,Web,350.4,Four-Door Car,Medsize +YA71207,California,8708.27928,No,Basic,High School or Below,1/2/11,Employed,F,30090,Urban,Married,73,10,3,0,2,Corporate Auto,Corporate L3,Offer2,Web,329.517492,Two-Door Car,Large +FK95213,California,18611.45356,No,Extended,Master,1/16/11,Employed,F,49673,Urban,Married,232,27,57,0,7,Personal Auto,Personal L3,Offer2,Web,1021.654003,Luxury SUV,Medsize +MC53402,Washington,2215.912948,No,Basic,College,1/4/11,Unemployed,M,0,Suburban,Single,66,31,14,0,1,Personal Auto,Personal L2,Offer3,Branch,389.944994,Two-Door Car,Medsize +VU18023,California,7780.903354,No,Basic,High School or Below,1/28/11,Unemployed,F,0,Suburban,Married,70,29,93,0,2,Personal Auto,Personal L1,Offer3,Call Center,504,Four-Door Car,Small +VN37592,Arizona,2860.864563,No,Basic,High School or Below,2/7/11,Employed,M,50332,Suburban,Married,72,2,11,0,1,Personal Auto,Personal L3,Offer2,Branch,345.6,Four-Door Car,Large +KL58949,California,5577.942343,No,Basic,Bachelor,2/18/11,Employed,M,70190,Rural,Single,71,20,22,0,3,Corporate Auto,Corporate L3,Offer1,Agent,15.169017,Two-Door Car,Medsize +KU14261,Arizona,7268.096004,No,Extended,Master,2/4/11,Employed,F,38179,Urban,Married,90,12,91,1,3,Personal Auto,Personal L1,Offer1,Call Center,374.716271,Four-Door Car,Medsize +RL97327,Washington,4060.956163,No,Premium,Bachelor,1/17/11,Unemployed,M,0,Suburban,Married,115,18,30,1,1,Personal Auto,Personal L2,Offer2,Call Center,699.823461,Four-Door Car,Medsize +TO60700,Washington,7813.411572,No,Basic,Bachelor,1/9/11,Retired,F,25859,Suburban,Single,74,0,44,0,2,Special Auto,Special L2,Offer1,Agent,355.2,Four-Door Car,Small +CR33417,Washington,4762.156975,No,Basic,Master,2/9/11,Employed,F,36529,Rural,Married,118,6,41,0,1,Personal Auto,Personal L1,Offer1,Agent,255.005116,SUV,Medsize +ZK90062,Arizona,14166.20344,No,Basic,Bachelor,2/14/11,Employed,M,67588,Suburban,Divorced,118,0,58,0,2,Personal Auto,Personal L2,Offer1,Agent,566.4,Sports Car,Medsize +JP44710,Nevada,4354.398727,No,Extended,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,121,30,85,0,1,Personal Auto,Personal L3,Offer1,Call Center,871.2,SUV,Medsize +RR93140,California,2880.348532,No,Basic,College,1/5/11,Employed,F,81565,Urban,Married,71,19,54,0,1,Personal Auto,Personal L2,Offer2,Branch,190.642833,Four-Door Car,Medsize +HW56522,Arizona,19185.0725,No,Extended,Bachelor,2/19/11,Employed,M,35322,Rural,Married,244,4,33,0,5,Personal Auto,Personal L3,Offer1,Agent,76.826503,Luxury Car,Small +LR27773,California,5329.075482,No,Basic,Bachelor,2/21/11,Employed,F,43671,Urban,Married,67,6,67,0,3,Corporate Auto,Corporate L2,Offer3,Agent,190.649902,Four-Door Car,Medsize +CT88432,Arizona,4883.805481,No,Basic,Bachelor,2/17/11,Employed,F,58682,Urban,Married,61,24,34,0,4,Corporate Auto,Corporate L3,Offer1,Branch,206.810286,Four-Door Car,Medsize +OK86731,Oregon,4510.194071,No,Basic,College,2/25/11,Employed,M,44230,Suburban,Married,114,2,45,0,1,Personal Auto,Personal L3,Offer4,Web,738.222494,Sports Car,Medsize +GB75821,Oregon,15304.51777,No,Basic,Bachelor,2/10/11,Employed,M,40269,Suburban,Married,193,32,27,0,3,Personal Auto,Personal L1,Offer3,Agent,926.4,Luxury SUV,Small +KL48832,Nevada,5237.935672,No,Basic,College,1/25/11,Employed,F,31756,Rural,Married,66,34,44,0,8,Corporate Auto,Corporate L1,Offer1,Branch,160.855921,Four-Door Car,Medsize +CA54112,Nevada,15119.55539,No,Basic,Doctor,2/25/11,Employed,M,47725,Rural,Married,63,10,66,0,2,Personal Auto,Personal L1,Offer2,Call Center,142.205246,Two-Door Car,Medsize +VC43751,Arizona,5860.01804,No,Basic,Bachelor,1/26/11,Employed,F,38684,Suburban,Married,74,1,22,0,6,Personal Auto,Personal L3,Offer3,Branch,376.760016,Two-Door Car,Medsize +BC87551,California,32306.28587,No,Basic,High School or Below,1/28/11,Employed,F,36301,Suburban,Single,118,11,85,0,2,Corporate Auto,Corporate L3,Offer1,Branch,647.954067,SUV,Medsize +TD58354,Nevada,4655.392106,No,Basic,High School or Below,1/26/11,Unemployed,M,0,Suburban,Single,67,18,44,0,3,Personal Auto,Personal L3,Offer1,Agent,482.4,Four-Door Car,Medsize +XM19715,Oregon,5326.501981,No,Basic,College,2/8/11,Employed,F,22268,Urban,Married,67,12,70,0,8,Personal Auto,Personal L1,Offer3,Call Center,294.803913,Two-Door Car,Medsize +KH19280,Arizona,6513.612638,No,Extended,College,1/22/11,Employed,F,50037,Urban,Married,81,24,91,0,6,Special Auto,Special L2,Offer1,Call Center,303.384527,Four-Door Car,Medsize +GE50763,Washington,3491.741616,No,Premium,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,104,30,88,0,1,Corporate Auto,Corporate L1,Offer1,Agent,748.8,Four-Door Car,Medsize +VW63894,California,7870.360084,No,Extended,Master,2/4/11,Employed,M,75740,Rural,Married,98,8,42,0,3,Personal Auto,Personal L1,Offer3,Web,46.702524,Four-Door Car,Medsize +YX36936,Arizona,4274.618943,No,Basic,College,2/1/11,Employed,M,39621,Rural,Married,109,4,23,1,1,Corporate Auto,Corporate L3,Offer4,Agent,25.292113,SUV,Medsize +AF49625,Oregon,7189.106255,No,Extended,Bachelor,1/29/11,Employed,F,75838,Urban,Single,90,6,64,0,6,Corporate Auto,Corporate L2,Offer2,Agent,428.907968,Two-Door Car,Small +QN30162,Oregon,11315.20373,Yes,Premium,Bachelor,2/16/11,Disabled,F,11885,Suburban,Divorced,101,18,39,0,2,Special Auto,Special L2,Offer1,Agent,484.8,Four-Door Car,Medsize +UI21548,California,2480.529264,No,Basic,High School or Below,1/28/11,Employed,F,29444,Suburban,Married,63,5,84,0,1,Personal Auto,Personal L3,Offer3,Call Center,302.4,Two-Door Car,Medsize +IN52645,Oregon,7344.836277,No,Premium,High School or Below,2/1/11,Employed,F,64371,Suburban,Married,181,4,50,0,1,Personal Auto,Personal L3,Offer2,Web,868.8,SUV,Small +CQ76030,Oregon,6974.922464,No,Extended,High School or Below,1/2/11,Disabled,M,26514,Suburban,Married,91,16,58,0,3,Personal Auto,Personal L3,Offer2,Agent,655.2,Four-Door Car,Small +BW94308,Washington,20096.89337,Yes,Basic,High School or Below,1/1/11,Employed,F,92766,Suburban,Married,71,17,15,0,2,Personal Auto,Personal L2,Offer2,Agent,379.029102,Two-Door Car,Large +PP39078,California,5623.611187,No,Basic,College,2/19/11,Employed,F,31504,Suburban,Married,71,8,27,0,3,Special Auto,Special L1,Offer4,Branch,340.8,Four-Door Car,Small +LM86393,Oregon,2828.095211,No,Basic,High School or Below,1/19/11,Employed,F,98680,Suburban,Single,72,27,38,2,1,Personal Auto,Personal L3,Offer2,Call Center,345.6,Four-Door Car,Medsize +NB81923,Washington,7294.492993,No,Basic,College,2/24/11,Unemployed,F,0,Suburban,Single,113,12,66,2,7,Personal Auto,Personal L3,Offer1,Call Center,733.737214,Sports Car,Medsize +SZ61347,California,5583.575264,No,Extended,College,2/17/11,Employed,M,76927,Rural,Married,138,2,46,0,1,Personal Auto,Personal L3,Offer4,Branch,114.743547,SUV,Medsize +VM53683,Nevada,25763.41423,No,Basic,Bachelor,1/5/11,Employed,F,78804,Suburban,Married,71,35,93,0,2,Personal Auto,Personal L3,Offer3,Agent,389.636991,Four-Door Car,Medsize +BA38428,Arizona,5639.941974,Yes,Basic,High School or Below,1/10/11,Employed,M,73168,Suburban,Married,70,21,50,0,3,Corporate Auto,Corporate L3,Offer2,Agent,425.800112,Four-Door Car,Medsize +FX80133,California,4576.759564,No,Premium,Master,1/8/11,Employed,F,48569,Urban,Married,114,0,14,0,1,Personal Auto,Personal L3,Offer1,Agent,434.7579,Four-Door Car,Medsize +MT41386,Washington,2875.43239,No,Basic,Bachelor,2/2/11,Employed,M,84768,Rural,Married,72,6,31,0,1,Personal Auto,Personal L3,Offer4,Agent,110.484661,Two-Door Car,Medsize +KV53202,California,3031.399321,No,Extended,High School or Below,2/9/11,Unemployed,F,0,Suburban,Single,86,7,31,0,1,Corporate Auto,Corporate L1,Offer2,Branch,619.2,Two-Door Car,Medsize +DB79694,Arizona,5979.724161,Yes,Extended,High School or Below,2/7/11,Employed,F,57693,Suburban,Divorced,76,16,56,0,3,Corporate Auto,Corporate L3,Offer2,Agent,547.2,Four-Door Car,Medsize +VY75186,California,2242.244448,No,Basic,College,1/21/11,Unemployed,M,0,Rural,Divorced,65,18,48,0,1,Personal Auto,Personal L3,Offer1,Call Center,85.612463,Four-Door Car,Medsize +IR57729,California,16547.63728,No,Basic,High School or Below,1/7/11,Employed,M,46593,Rural,Married,70,3,81,0,2,Corporate Auto,Corporate L1,Offer2,Agent,129.151543,Two-Door Car,Medsize +FG16885,Arizona,15814.74557,No,Premium,College,2/27/11,Unemployed,M,0,Suburban,Single,146,7,50,0,2,Personal Auto,Personal L2,Offer2,Web,1055.43784,SUV,Medsize +NW21079,Washington,4879.384813,No,Basic,Master,1/14/11,Employed,F,67163,Rural,Married,61,17,41,2,5,Personal Auto,Personal L1,Offer1,Call Center,33.192803,Two-Door Car,Small +FR81224,Oregon,5494.87251,No,Basic,Master,2/7/11,Employed,M,89205,Rural,Married,68,28,86,0,6,Personal Auto,Personal L2,Offer2,Agent,165.523154,Two-Door Car,Medsize +YK92213,Oregon,5060.303189,No,Extended,Doctor,1/21/11,Unemployed,M,0,Urban,Married,138,23,76,0,1,Personal Auto,Personal L1,Offer2,Call Center,570.777441,Sports Car,Medsize +JV99867,California,11269.23099,No,Extended,Bachelor,1/7/11,Employed,F,65448,Suburban,Married,94,28,66,0,2,Special Auto,Special L2,Offer3,Agent,451.2,Four-Door Car,Medsize +TN66124,California,10552.87837,No,Extended,High School or Below,1/3/11,Employed,M,77627,Rural,Married,88,14,38,0,2,Corporate Auto,Corporate L2,Offer4,Web,205.169178,Two-Door Car,Medsize +NT78297,Oregon,7517.378484,No,Extended,Bachelor,1/31/11,Employed,F,37695,Suburban,Single,96,17,3,0,3,Personal Auto,Personal L2,Offer1,Branch,460.8,Two-Door Car,Small +KG49115,California,6298.177143,No,Extended,College,2/3/11,Employed,F,89411,Rural,Married,78,14,99,0,4,Personal Auto,Personal L1,Offer2,Web,116.237322,Four-Door Car,Medsize +WC77067,Nevada,7821.945982,No,Basic,College,1/30/11,Unemployed,M,0,Suburban,Single,114,27,39,0,4,Corporate Auto,Corporate L3,Offer1,Agent,914.31553,SUV,Small +DW62397,Oregon,22806.46912,No,Basic,Master,2/6/11,Retired,F,10337,Suburban,Married,67,16,56,0,2,Personal Auto,Personal L3,Offer2,Branch,321.6,Four-Door Car,Small +GK67747,Washington,4386.277558,Yes,Basic,College,2/11/11,Retired,M,10621,Suburban,Single,67,28,22,0,5,Special Auto,Special L3,Offer1,Agent,321.6,Four-Door Car,Medsize +QM39493,California,3499.988408,No,Extended,High School or Below,1/23/11,Disabled,M,16711,Suburban,Married,91,29,50,1,1,Personal Auto,Personal L3,Offer1,Call Center,580.622219,Four-Door Car,Medsize +JD11661,Oregon,7528.092744,No,Basic,College,2/14/11,Unemployed,F,0,Suburban,Single,106,0,44,0,7,Personal Auto,Personal L2,Offer2,Agent,508.8,SUV,Medsize +PT73521,California,2732.613084,No,Basic,College,2/8/11,Employed,M,42968,Suburban,Married,69,15,85,0,1,Personal Auto,Personal L1,Offer3,Agent,331.2,Four-Door Car,Medsize +TC99043,California,13736.1325,Yes,Premium,Master,2/13/11,Disabled,F,16181,Suburban,Divorced,181,22,79,0,8,Personal Auto,Personal L2,Offer1,Web,1261.319869,SUV,Medsize +PY50779,Arizona,7060.212867,No,Extended,High School or Below,1/27/11,Employed,M,85412,Rural,Divorced,88,33,92,0,3,Personal Auto,Personal L1,Offer1,Call Center,134.684555,Four-Door Car,Medsize +FK97285,California,3732.305945,No,Extended,High School or Below,2/26/11,Employed,F,75774,Suburban,Married,92,30,55,1,1,Corporate Auto,Corporate L2,Offer2,Web,441.6,Four-Door Car,Medsize +JG12505,Nevada,4064.182317,No,Basic,Master,1/31/11,Employed,F,26599,Rural,Married,101,24,83,0,1,Personal Auto,Personal L2,Offer1,Web,254.380731,SUV,Medsize +FX65946,Arizona,5754.746414,No,Basic,Bachelor,1/3/11,Employed,M,34847,Suburban,Married,73,26,24,0,7,Personal Auto,Personal L3,Offer2,Agent,525.6,Four-Door Car,Small +OU88023,California,8460.80939,No,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Single,115,13,43,0,4,Personal Auto,Personal L3,Offer1,Agent,552,SUV,Large +XN32623,Oregon,5638.150224,No,Basic,Bachelor,2/21/11,Employed,M,85896,Rural,Married,70,28,27,0,3,Personal Auto,Personal L3,Offer2,Call Center,48.629646,Four-Door Car,Medsize +EV78251,Oregon,7163.540342,No,Basic,Doctor,1/1/11,Unemployed,F,0,Suburban,Single,66,8,11,0,2,Personal Auto,Personal L3,Offer4,Branch,316.8,Two-Door Car,Small +HC80108,California,2803.796963,No,Basic,College,2/18/11,Employed,F,43775,Urban,Married,70,3,42,0,1,Personal Auto,Personal L3,Offer2,Call Center,310.744656,Four-Door Car,Medsize +LG45661,Nevada,20940.30306,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Single,67,11,6,0,2,Personal Auto,Personal L3,Offer2,Agent,482.4,Four-Door Car,Medsize +ZJ22132,Oregon,3130.67843,No,Extended,High School or Below,1/7/11,Employed,F,42056,Urban,Married,78,21,2,0,1,Personal Auto,Personal L3,Offer1,Agent,221.951098,Four-Door Car,Large +LG53863,Oregon,3741.570763,No,Basic,High School or Below,1/23/11,Disabled,F,13093,Suburban,Divorced,100,30,73,0,1,Personal Auto,Personal L2,Offer1,Agent,514.507039,SUV,Medsize +KR87696,California,3439.089657,No,Extended,College,2/23/11,Employed,F,98278,Urban,Married,85,26,60,0,1,Personal Auto,Personal L3,Offer4,Branch,367.577872,Four-Door Car,Medsize +LN44535,Washington,7284.445594,No,Extended,College,1/3/11,Employed,F,44605,Suburban,Married,91,3,45,0,7,Personal Auto,Personal L3,Offer1,Branch,436.8,Four-Door Car,Medsize +FU63281,Arizona,5278.528037,No,Basic,Bachelor,1/25/11,Employed,M,32365,Urban,Married,67,28,78,0,3,Personal Auto,Personal L3,Offer1,Agent,193.147858,Four-Door Car,Medsize +KV17007,California,5680.276365,No,Basic,College,2/5/11,Employed,M,82255,Rural,Married,71,29,59,0,5,Personal Auto,Personal L2,Offer1,Branch,145.004323,Four-Door Car,Medsize +GR42174,Oregon,2194.668123,No,Basic,College,1/2/11,Unemployed,M,0,Suburban,Single,62,11,48,0,1,Personal Auto,Personal L3,Offer4,Call Center,623.525433,Four-Door Car,Medsize +SR71812,California,6473.32562,No,Extended,High School or Below,1/27/11,Unemployed,F,0,Suburban,Married,88,3,99,0,6,Personal Auto,Personal L3,Offer1,Agent,468.492761,Four-Door Car,Small +CA29908,Oregon,18522.29433,No,Basic,High School or Below,1/2/11,Employed,M,65903,Suburban,Married,66,4,98,0,2,Personal Auto,Personal L3,Offer3,Agent,316.8,Four-Door Car,Medsize +OB98149,Washington,4700.007467,No,Basic,College,2/10/11,Disabled,F,11417,Suburban,Married,63,25,57,0,6,Personal Auto,Personal L3,Offer2,Agent,302.4,Two-Door Car,Small +FX30915,Arizona,21295.51371,No,Extended,High School or Below,1/26/11,Unemployed,F,0,Suburban,Divorced,96,15,73,0,2,Corporate Auto,Corporate L2,Offer1,Branch,677.616967,Two-Door Car,Medsize +OC39051,California,6158.846901,No,Basic,College,1/2/11,Unemployed,M,0,Suburban,Single,67,20,29,2,2,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +LW80918,Oregon,8653.562027,No,Basic,Doctor,2/14/11,Employed,M,69704,Rural,Married,72,25,92,0,2,Personal Auto,Personal L3,Offer4,Agent,89.921281,Two-Door Car,Medsize +EC94366,Oregon,3776.320768,No,Extended,Doctor,2/12/11,Medical Leave,M,20101,Urban,Married,96,28,44,0,1,Corporate Auto,Corporate L2,Offer2,Agent,291.536748,Four-Door Car,Medsize +PI92163,Nevada,4897.041423,No,Basic,Bachelor,1/7/11,Medical Leave,M,24383,Suburban,Single,69,4,78,2,4,Corporate Auto,Corporate L3,Offer1,Call Center,331.2,Four-Door Car,Medsize +LZ68649,Washington,14947.9173,No,Basic,Bachelor,2/10/11,Employed,M,22139,Suburban,Single,100,34,31,0,2,Personal Auto,Personal L3,Offer3,Call Center,480,SUV,Medsize +IB39821,Arizona,9011.129467,No,Basic,Bachelor,1/1/11,Employed,M,88708,Urban,Married,112,6,71,0,9,Personal Auto,Personal L2,Offer2,Agent,499.663591,Sports Car,Small +WI75766,Arizona,10083.48688,Yes,Extended,High School or Below,2/19/11,Retired,F,11828,Suburban,Divorced,90,18,84,0,2,Personal Auto,Personal L2,Offer1,Agent,571.479602,Four-Door Car,Large +DR27120,Washington,2938.728161,No,Extended,Bachelor,1/12/11,Unemployed,F,0,Suburban,Married,80,2,49,1,1,Corporate Auto,Corporate L3,Offer3,Web,384,Two-Door Car,Medsize +UQ67668,Nevada,5639.941974,Yes,Basic,High School or Below,1/10/11,Employed,M,73168,Suburban,Married,70,21,50,0,3,Personal Auto,Personal L3,Offer2,Agent,425.800112,Four-Door Car,Medsize +PR64751,Nevada,2606.045519,No,Basic,Bachelor,2/11/11,Unemployed,M,0,Suburban,Married,71,10,22,0,1,Corporate Auto,Corporate L3,Offer1,Agent,409.459488,Two-Door Car,Small +CL79250,Nevada,52811.49112,No,Basic,Bachelor,1/8/11,Unemployed,M,0,Suburban,Married,182,8,70,0,2,Corporate Auto,Corporate L2,Offer2,Agent,873.6,Luxury Car,Small +ZR72236,Nevada,5226.286197,No,Basic,Master,1/26/11,Employed,M,76646,Urban,Married,65,3,30,0,9,Personal Auto,Personal L3,Offer2,Branch,263.844471,Two-Door Car,Medsize +SG52649,Washington,8382.630118,Yes,Basic,High School or Below,2/4/11,Retired,M,19683,Suburban,Married,117,17,41,1,9,Corporate Auto,Corporate L1,Offer1,Web,561.6,Sports Car,Medsize +SG96896,Oregon,14703.13246,No,Basic,High School or Below,2/2/11,Unemployed,M,0,Suburban,Single,71,16,30,1,2,Personal Auto,Personal L3,Offer1,Call Center,819.576016,Four-Door Car,Small +QJ50723,Oregon,18948.34795,No,Extended,Master,1/28/11,Unemployed,F,0,Suburban,Married,124,13,70,0,2,Personal Auto,Personal L3,Offer1,Branch,595.2,SUV,Medsize +NU64028,Nevada,12265.60041,No,Basic,Bachelor,1/1/11,Employed,M,35693,Suburban,Divorced,103,8,63,0,2,Personal Auto,Personal L1,Offer1,Branch,494.4,Sports Car,Small +PM63319,Washington,4529.976333,No,Basic,College,2/22/11,Unemployed,F,0,Suburban,Single,65,7,67,0,7,Personal Auto,Personal L1,Offer1,Agent,438.369382,Four-Door Car,Medsize +YG46815,Arizona,9220.013197,No,Extended,High School or Below,2/8/11,Unemployed,M,0,Suburban,Single,136,13,28,0,4,Personal Auto,Personal L3,Offer1,Agent,979.2,SUV,Medsize +XF94149,California,4087.512572,No,Basic,College,2/15/11,Employed,M,24123,Suburban,Married,104,7,61,0,1,Personal Auto,Personal L3,Offer4,Branch,748.8,SUV,Medsize +ME99882,Arizona,9247.547393,No,Premium,Bachelor,1/23/11,Employed,M,85654,Urban,Married,116,5,55,0,4,Personal Auto,Personal L3,Offer2,Call Center,346.265295,Two-Door Car,Large +YZ67161,Oregon,13024.13012,Yes,Extended,Master,1/31/11,Unemployed,M,0,Suburban,Single,125,6,61,0,2,Personal Auto,Personal L1,Offer1,Agent,900,SUV,Small +WA45944,Arizona,25807.063,Yes,Extended,College,2/13/11,Employed,F,71210,Suburban,Married,214,8,89,1,2,Corporate Auto,Corporate L3,Offer1,Branch,1027.2,Luxury Car,Small +UM53032,California,6104.723142,No,Extended,College,1/6/11,Employed,M,84822,Urban,Married,76,5,13,0,5,Corporate Auto,Corporate L3,Offer1,Agent,219.879452,Four-Door Car,Medsize +LW43115,California,2725.356404,Yes,Basic,Master,1/3/11,Employed,F,36650,Rural,Married,69,2,70,1,1,Personal Auto,Personal L2,Offer2,Web,56.60333,Four-Door Car,Large +YK93229,Oregon,3260.74476,No,Extended,High School or Below,1/18/11,Unemployed,M,0,Suburban,Married,90,8,33,0,1,Personal Auto,Personal L3,Offer2,Call Center,432,Two-Door Car,Medsize +FH65253,Oregon,23740.12142,No,Extended,High School or Below,1/3/11,Employed,M,28025,Suburban,Married,87,28,94,0,2,Personal Auto,Personal L2,Offer2,Branch,611.40108,Four-Door Car,Medsize +IH43245,Nevada,7599.895827,No,Extended,College,2/9/11,Employed,M,52113,Suburban,Divorced,97,14,85,0,6,Corporate Auto,Corporate L3,Offer1,Agent,465.6,Four-Door Car,Medsize +TO20795,Washington,32467.66151,No,Premium,Doctor,1/16/11,Employed,M,37675,Suburban,Single,104,23,18,0,2,Corporate Auto,Corporate L3,Offer3,Agent,731.970027,Four-Door Car,Medsize +TO14996,Oregon,5633.949267,No,Basic,High School or Below,2/9/11,Employed,M,37595,Suburban,Married,70,2,22,0,9,Personal Auto,Personal L3,Offer1,Branch,501.994635,Four-Door Car,Medsize +XN34686,Oregon,5640.021911,No,Basic,High School or Below,1/25/11,Employed,M,41396,Suburban,Married,70,7,7,0,3,Special Auto,Special L2,Offer2,Branch,336,Four-Door Car,Medsize +KA13067,Oregon,8370.401649,No,Basic,High School or Below,1/27/11,Employed,M,77512,Urban,Divorced,104,2,5,0,6,Corporate Auto,Corporate L3,Offer2,Branch,433.608534,SUV,Small +LQ76461,Oregon,5170.450306,No,Basic,High School or Below,2/26/11,Employed,F,35334,Suburban,Married,65,29,31,0,4,Personal Auto,Personal L2,Offer4,Web,468,Four-Door Car,Small +BH60627,Oregon,7521.194691,No,Premium,College,2/14/11,Unemployed,M,0,Suburban,Married,104,13,20,0,3,Personal Auto,Personal L3,Offer1,Branch,499.2,Four-Door Car,Small +CD48033,Oregon,12731.95161,Yes,Basic,Doctor,1/14/11,Employed,M,40870,Suburban,Married,105,3,56,0,2,Personal Auto,Personal L3,Offer1,Agent,504,SUV,Large +AC58002,California,5666.867962,No,Basic,Bachelor,1/19/11,Employed,F,53907,Urban,Married,71,1,52,0,9,Corporate Auto,Corporate L2,Offer1,Branch,189.907577,Four-Door Car,Medsize +VM21699,Oregon,4436.806209,No,Basic,Bachelor,2/5/11,Employed,F,77609,Rural,Married,111,26,75,0,1,Corporate Auto,Corporate L3,Offer2,Branch,62.935952,Sports Car,Medsize +YM24654,Washington,17966.28765,No,Basic,High School or Below,2/23/11,Unemployed,F,0,Suburban,Single,70,15,44,0,2,Personal Auto,Personal L3,Offer2,Agent,504,Four-Door Car,Medsize +RR66500,California,2436.005997,No,Basic,Master,1/30/11,Employed,M,87462,Rural,Married,61,0,79,1,1,Corporate Auto,Corporate L2,Offer4,Call Center,51.294615,Four-Door Car,Medsize +GJ31412,Oregon,6650.816974,No,Extended,Bachelor,2/14/11,Employed,M,99494,Suburban,Married,83,11,65,0,3,Personal Auto,Personal L3,Offer2,Agent,398.4,Four-Door Car,Small +WO64354,California,2751.365822,No,Basic,Bachelor,1/8/11,Employed,F,42585,Urban,Married,69,16,44,0,1,Personal Auto,Personal L1,Offer1,Agent,288.295744,Two-Door Car,Medsize +UG37492,California,4362.931238,Yes,Premium,College,1/3/11,Employed,M,58842,Suburban,Married,110,6,74,0,1,Personal Auto,Personal L3,Offer2,Branch,528,Four-Door Car,Medsize +PR51268,Arizona,4014.453113,Yes,Extended,Doctor,1/8/11,Employed,F,37384,Suburban,Married,99,9,17,0,1,Personal Auto,Personal L3,Offer2,Agent,475.2,Four-Door Car,Medsize +NJ10602,Washington,8459.053233,No,Basic,College,1/3/11,Employed,F,92717,Urban,Married,70,24,19,0,2,Personal Auto,Personal L3,Offer4,Call Center,224.27582,Two-Door Car,Medsize +OP60201,Oregon,2203.439795,No,Basic,College,2/26/11,Unemployed,M,0,Suburban,Single,72,33,6,2,1,Personal Auto,Personal L3,Offer1,Call Center,518.715288,Four-Door Car,Medsize +QK69627,Washington,9388.162927,No,Extended,High School or Below,1/20/11,Employed,F,75264,Urban,Married,78,24,92,0,2,Personal Auto,Personal L3,Offer2,Web,343.340301,Four-Door Car,Medsize +DP63956,Arizona,6791.215414,No,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Single,101,19,11,1,8,Corporate Auto,Corporate L2,Offer1,Agent,727.2,SUV,Large +MV89967,Oregon,23142.1509,No,Premium,College,1/8/11,Unemployed,F,0,Suburban,Single,105,16,16,0,2,Personal Auto,Personal L2,Offer1,Agent,564.947278,Four-Door Car,Medsize +MQ37971,Arizona,3038.114641,No,Extended,Bachelor,1/20/11,Employed,F,31532,Urban,Single,79,1,26,0,1,Personal Auto,Personal L3,Offer1,Branch,241.077843,Four-Door Car,Medsize +CO12132,California,8879.790017,Yes,Basic,High School or Below,2/3/11,Employed,F,52583,Urban,Single,113,12,59,0,7,Personal Auto,Personal L3,Offer1,Agent,528.20086,SUV,Small +UG19550,California,21590.44235,No,Basic,High School or Below,2/13/11,Employed,M,62477,Rural,Divorced,183,7,75,0,2,Personal Auto,Personal L1,Offer2,Agent,40.287304,Luxury SUV,Medsize +SQ18525,Arizona,8457.461231,No,Basic,College,1/8/11,Employed,F,26023,Rural,Married,72,26,33,1,2,Personal Auto,Personal L3,Offer1,Branch,79.463916,Four-Door Car,Medsize +VG11458,California,4770.73904,No,Basic,Bachelor,2/3/11,Medical Leave,M,28666,Suburban,Divorced,64,23,81,0,8,Personal Auto,Personal L3,Offer2,Branch,307.2,Four-Door Car,Large +TG75223,California,4312.869599,No,Basic,Bachelor,1/15/11,Retired,M,21004,Suburban,Single,62,27,20,0,3,Personal Auto,Personal L3,Offer2,Call Center,297.6,Two-Door Car,Medsize +WW85018,Washington,6293.963716,No,Extended,Bachelor,1/27/11,Employed,M,45430,Suburban,Single,81,21,37,0,8,Personal Auto,Personal L1,Offer1,Agent,388.8,Two-Door Car,Large +MY11682,California,7098.017093,No,Basic,Bachelor,2/17/11,Employed,M,37511,Urban,Married,185,14,93,2,1,Personal Auto,Personal L3,Offer3,Call Center,579.467191,Luxury Car,Medsize +NI49607,Oregon,4395.885525,No,Basic,College,1/13/11,Employed,F,28719,Suburban,Married,110,0,17,0,1,Personal Auto,Personal L3,Offer2,Branch,792,SUV,Medsize +NX18821,Oregon,5564.735366,No,Basic,Master,2/2/11,Employed,M,49833,Suburban,Married,69,5,74,0,7,Personal Auto,Personal L3,Offer3,Agent,331.2,Four-Door Car,Small +JZ63423,Arizona,5321.108879,No,Extended,College,1/13/11,Employed,M,67431,Suburban,Divorced,136,28,17,1,1,Personal Auto,Personal L3,Offer2,Call Center,652.8,SUV,Large +DG30586,Oregon,2867.312197,Yes,Extended,Bachelor,1/3/11,Retired,F,23376,Suburban,Divorced,78,19,18,0,1,Personal Auto,Personal L3,Offer2,Call Center,374.4,Four-Door Car,Medsize +QS79556,Arizona,9414.119587,No,Extended,College,1/28/11,Disabled,F,20455,Suburban,Married,84,14,40,2,2,Corporate Auto,Corporate L3,Offer3,Branch,564.922034,Two-Door Car,Medsize +SW74846,Washington,7414.436023,No,Basic,Bachelor,2/5/11,Employed,F,62473,Suburban,Married,185,25,29,0,1,Personal Auto,Personal L2,Offer4,Web,1298.853615,Luxury SUV,Medsize +FZ24763,California,5078.451231,No,Basic,Bachelor,1/4/11,Employed,M,35289,Rural,Married,65,34,94,0,3,Personal Auto,Personal L1,Offer4,Web,123.945627,Four-Door Car,Medsize +TW73441,Nevada,2773.455358,No,Basic,High School or Below,1/26/11,Employed,F,73478,Urban,Married,68,2,38,0,1,Personal Auto,Personal L2,Offer2,Call Center,241.88878,Four-Door Car,Medsize +FP60372,Nevada,8072.746442,No,Basic,Bachelor,1/15/11,Employed,M,30584,Rural,Married,68,10,37,0,2,Personal Auto,Personal L2,Offer3,Branch,51.662597,Two-Door Car,Medsize +XS17260,Oregon,12280.76661,Yes,Premium,College,1/1/11,Employed,M,88340,Suburban,Married,102,16,1,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,Two-Door Car,Medsize +HX77930,Washington,3136.432103,No,Extended,College,1/20/11,Employed,F,49532,Urban,Married,79,16,9,1,1,Personal Auto,Personal L1,Offer1,Agent,220.186677,Four-Door Car,Medsize +OP47206,Arizona,5232.333113,No,Premium,College,1/26/11,Unemployed,M,0,Suburban,Single,154,26,85,0,1,Corporate Auto,Corporate L2,Offer3,Agent,1140.523821,Sports Car,Medsize +KI25980,Washington,14722.22122,No,Extended,Master,2/1/11,Employed,M,43982,Suburban,Divorced,126,20,68,1,2,Personal Auto,Personal L3,Offer1,Web,604.8,SUV,Small +SM88270,California,30118.6554,No,Premium,High School or Below,1/9/11,Employed,M,68906,Suburban,Married,187,12,61,0,2,Personal Auto,Personal L3,Offer3,Web,1053.300143,Sports Car,Medsize +RM83767,Washington,5970.995737,No,Extended,College,1/23/11,Employed,M,64008,Urban,Single,85,9,66,5,5,Personal Auto,Personal L3,Offer3,Agent,372.893812,Four-Door Car,Medsize +YE45848,California,8026.278333,No,Extended,Bachelor,2/7/11,Employed,F,87421,Suburban,Married,99,21,6,0,6,Corporate Auto,Corporate L2,Offer1,Branch,475.2,Two-Door Car,Medsize +QO77034,California,3567.503755,Yes,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,102,28,11,0,1,Personal Auto,Personal L3,Offer2,Agent,660.430456,SUV,Medsize +FQ66070,California,8491.020256,No,Basic,College,2/24/11,Employed,M,62076,Urban,Married,71,25,82,0,2,Personal Auto,Personal L2,Offer3,Branch,227.225113,Four-Door Car,Medsize +YQ44187,Oregon,2545.220272,No,Basic,Bachelor,2/26/11,Employed,F,26746,Rural,Single,66,20,41,0,1,Personal Auto,Personal L2,Offer1,Agent,165.75305,Two-Door Car,Medsize +PW65305,California,8870.673845,No,Basic,College,1/3/11,Employed,M,91580,Urban,Married,73,14,52,0,2,Personal Auto,Personal L2,Offer2,Branch,290.70096,Two-Door Car,Medsize +KB44286,Oregon,46770.94705,No,Basic,High School or Below,2/1/11,Employed,F,64403,Rural,Single,198,11,86,0,2,Corporate Auto,Corporate L1,Offer1,Agent,111.173021,Luxury SUV,Small +JV89183,Oregon,9378.900706,No,Premium,Bachelor,1/30/11,Employed,M,51425,Urban,Married,119,32,66,0,3,Personal Auto,Personal L3,Offer1,Agent,560.154132,Four-Door Car,Large +IS75141,Oregon,5645.513529,No,Basic,High School or Below,1/9/11,Employed,F,44162,Rural,Married,71,27,16,0,7,Personal Auto,Personal L3,Offer2,Agent,160.825045,Two-Door Car,Medsize +XO90806,California,8406.763319,No,Basic,College,2/24/11,Employed,F,67128,Urban,Married,105,33,90,0,4,Personal Auto,Personal L3,Offer1,Agent,339.017729,SUV,Small +QN44699,Oregon,4655.209814,No,Premium,Bachelor,1/4/11,Employed,F,30383,Suburban,Divorced,119,32,25,0,1,Personal Auto,Personal L2,Offer4,Branch,803.686321,Two-Door Car,Small +BV98316,Arizona,6520.824777,No,Extended,Bachelor,2/4/11,Employed,F,93721,Suburban,Married,80,22,62,0,6,Personal Auto,Personal L1,Offer2,Agent,489.594642,Four-Door Car,Large +JJ66819,Oregon,2989.963139,No,Basic,Bachelor,2/21/11,Employed,F,79867,Rural,Divorced,74,25,76,1,1,Personal Auto,Personal L2,Offer1,Branch,78.172321,Four-Door Car,Small +KM72596,Arizona,32677.34284,No,Extended,Doctor,2/4/11,Employed,M,39393,Urban,Single,121,11,61,0,2,Personal Auto,Personal L3,Offer1,Agent,491.151197,SUV,Medsize +HX72126,Nevada,21112.53624,No,Extended,Bachelor,2/22/11,Unemployed,F,0,Rural,Married,81,12,59,0,2,Personal Auto,Personal L3,Offer3,Branch,136.848554,Four-Door Car,Medsize +WX48434,Arizona,4270.034394,Yes,Extended,College,1/19/11,Unemployed,M,0,Suburban,Married,122,27,2,0,1,Corporate Auto,Corporate L3,Offer2,Agent,725.870693,SUV,Medsize +LW12893,California,7911.626107,No,Basic,High School or Below,2/25/11,Employed,F,43916,Suburban,Divorced,68,10,59,2,2,Personal Auto,Personal L2,Offer2,Call Center,326.4,Four-Door Car,Small +XO94933,California,3944.231185,No,Basic,Bachelor,1/22/11,Employed,F,33282,Rural,Married,100,24,66,1,1,Personal Auto,Personal L3,Offer2,Agent,207.510821,SUV,Small +NS92256,Oregon,23777.81427,No,Extended,Master,1/22/11,Employed,F,33032,Rural,Married,86,33,77,1,2,Personal Auto,Personal L3,Offer2,Branch,87.080119,Two-Door Car,Medsize +IR62720,Nevada,6842.580052,No,Extended,Bachelor,2/19/11,Disabled,M,25259,Suburban,Married,87,18,8,0,9,Personal Auto,Personal L1,Offer3,Agent,417.6,Four-Door Car,Medsize +XP81320,Oregon,2521.161048,No,Basic,College,1/27/11,Medical Leave,F,19637,Suburban,Married,67,34,30,0,1,Personal Auto,Personal L3,Offer1,Branch,333.138214,Four-Door Car,Medsize +CA52541,California,3808.122147,Yes,Extended,College,1/28/11,Employed,F,94903,Suburban,Married,94,3,38,0,1,Corporate Auto,Corporate L2,Offer2,Agent,451.2,Two-Door Car,Small +IB59831,Oregon,15512.56424,No,Extended,College,2/19/11,Employed,M,39794,Suburban,Single,133,0,7,0,2,Corporate Auto,Corporate L2,Offer1,Agent,638.4,SUV,Small +VO61192,Oregon,6751.782327,No,Extended,High School or Below,1/5/11,Employed,M,42433,Suburban,Married,85,28,47,0,5,Personal Auto,Personal L2,Offer4,Call Center,410.946167,Four-Door Car,Medsize +UV17888,California,7405.420506,No,Basic,Bachelor,1/9/11,Disabled,F,22044,Rural,Divorced,65,35,70,0,2,Corporate Auto,Corporate L1,Offer1,Agent,10.393016,Four-Door Car,Large +WX31658,Arizona,7218.015592,No,Basic,Doctor,1/10/11,Employed,F,32312,Urban,Married,61,29,31,3,2,Personal Auto,Personal L2,Offer3,Call Center,276.590788,Two-Door Car,Medsize +RQ79244,California,3362.551989,No,Extended,College,1/29/11,Unemployed,F,0,Suburban,Single,97,28,29,0,1,Personal Auto,Personal L1,Offer1,Branch,698.4,Four-Door Car,Medsize +UL90124,Oregon,5038.979968,No,Extended,High School or Below,2/21/11,Employed,F,72919,Suburban,Married,130,20,22,5,1,Personal Auto,Personal L3,Offer4,Agent,936,SUV,Small +PN12718,California,8681.046339,No,Extended,Bachelor,2/3/11,Unemployed,M,0,Suburban,Married,86,6,57,2,2,Personal Auto,Personal L1,Offer2,Branch,541.217743,Two-Door Car,Large +CN63432,Arizona,13197.92893,Yes,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,68,19,2,3,2,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Large +WA24038,Oregon,4595.457544,No,Basic,Bachelor,2/19/11,Employed,M,76357,Rural,Married,117,18,96,1,1,Personal Auto,Personal L3,Offer1,Call Center,4.074222,SUV,Medsize +TR40401,Oregon,5073.282126,Yes,Extended,Doctor,1/30/11,Employed,M,57709,Suburban,Married,125,10,26,0,1,Personal Auto,Personal L2,Offer2,Branch,600,SUV,Medsize +UQ73252,Arizona,4636.54647,Yes,Basic,College,1/1/11,Retired,M,26802,Suburban,Married,66,7,43,1,5,Personal Auto,Personal L3,Offer2,Agent,316.8,Two-Door Car,Medsize +LK91880,California,8376.332294,No,Basic,College,1/1/11,Employed,F,26448,Rural,Married,105,7,42,0,3,Personal Auto,Personal L3,Offer3,Agent,75.330276,Sports Car,Medsize +UA50747,Washington,25997.74996,No,Basic,High School or Below,2/20/11,Employed,F,62262,Urban,Married,72,17,2,0,2,Corporate Auto,Corporate L3,Offer4,Branch,193.505325,Four-Door Car,Small +RV22056,Oregon,4971.353586,No,Extended,Bachelor,2/21/11,Employed,F,98784,Rural,Married,124,7,36,1,1,Personal Auto,Personal L3,Offer2,Web,155.412984,Sports Car,Medsize +FW92569,Arizona,13270.9446,No,Basic,College,1/24/11,Employed,M,28727,Urban,Married,113,7,42,0,2,Corporate Auto,Corporate L1,Offer4,Branch,350.877502,SUV,Medsize +AS26192,Oregon,5519.078475,No,Basic,High School or Below,1/15/11,Employed,M,50406,Rural,Divorced,70,20,23,0,9,Corporate Auto,Corporate L3,Offer1,Call Center,132.208612,Four-Door Car,Medsize +PX72779,Arizona,7942.174213,No,Basic,Master,1/20/11,Employed,M,41832,Suburban,Married,66,19,15,0,2,Personal Auto,Personal L3,Offer1,Call Center,402.749918,Four-Door Car,Small +PZ47901,Arizona,5504.139033,Yes,Basic,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,73,18,45,0,5,Corporate Auto,Corporate L3,Offer1,Call Center,350.4,Four-Door Car,Medsize +LE41874,Nevada,5140.11289,No,Extended,High School or Below,1/8/11,Unemployed,F,0,Suburban,Married,138,22,18,0,1,Corporate Auto,Corporate L3,Offer1,Agent,900.617364,SUV,Small +WT10649,Oregon,6583.205691,No,Extended,Bachelor,1/9/11,Unemployed,M,0,Suburban,Single,97,22,5,0,3,Personal Auto,Personal L2,Offer1,Branch,465.6,Four-Door Car,Medsize +SP80065,California,7899.217251,No,Extended,High School or Below,2/12/11,Employed,F,40032,Suburban,Married,99,18,35,0,8,Special Auto,Special L3,Offer2,Agent,475.2,Four-Door Car,Medsize +WW37525,California,7659.499583,No,Extended,High School or Below,2/20/11,Employed,M,95701,Rural,Divorced,98,24,8,3,3,Personal Auto,Personal L3,Offer1,Branch,99.697769,Four-Door Car,Small +MF15503,Nevada,7055.962564,No,Premium,Bachelor,2/19/11,Unemployed,M,0,Suburban,Single,108,25,82,1,4,Special Auto,Special L2,Offer2,Branch,777.6,Two-Door Car,Medsize +GJ52970,California,7238.504049,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Married,66,31,54,1,2,Personal Auto,Personal L3,Offer3,Call Center,393.645615,Four-Door Car,Medsize +GX84338,Washington,3824.431298,No,Extended,Doctor,2/1/11,Employed,F,62530,Rural,Married,95,35,28,0,1,Personal Auto,Personal L3,Offer4,Agent,61.693771,Four-Door Car,Medsize +QL54532,California,3870.356928,No,Basic,Master,1/17/11,Unemployed,M,0,Suburban,Single,106,8,65,0,1,Personal Auto,Personal L2,Offer1,Web,508.8,SUV,Medsize +WY43888,Washington,16525.38067,No,Basic,High School or Below,1/17/11,Employed,M,24414,Suburban,Married,104,34,80,0,2,Personal Auto,Personal L1,Offer2,Call Center,499.2,SUV,Medsize +TN51356,Oregon,2450.880954,No,Basic,Bachelor,2/21/11,Employed,M,82695,Urban,Divorced,62,10,39,0,1,Personal Auto,Personal L2,Offer3,Web,217.945243,Four-Door Car,Medsize +QJ21876,California,5666.69628,No,Premium,College,2/26/11,Employed,F,48156,Suburban,Divorced,143,9,20,0,1,Personal Auto,Personal L3,Offer1,Web,686.4,SUV,Medsize +MM49431,Washington,7298.583562,No,Basic,Bachelor,1/8/11,Employed,M,74069,Urban,Divorced,63,33,81,2,2,Personal Auto,Personal L3,Offer1,Agent,275.516438,Two-Door Car,Medsize +DY38083,California,8838.085637,Yes,Basic,Bachelor,1/21/11,Employed,M,82664,Rural,Married,114,24,10,3,9,Personal Auto,Personal L3,Offer2,Agent,133.425609,SUV,Medsize +KZ95954,Arizona,5375.657146,No,Extended,High School or Below,2/2/11,Unemployed,M,0,Suburban,Single,80,13,57,1,4,Personal Auto,Personal L2,Offer3,Branch,749.134686,Four-Door Car,Medsize +DC70690,Arizona,5598.00838,No,Basic,College,1/13/11,Employed,F,51737,Suburban,Single,71,13,55,0,6,Personal Auto,Personal L1,Offer1,Web,430.163277,Four-Door Car,Medsize +QI31659,California,16953.08411,No,Basic,Bachelor,2/26/11,Employed,F,76797,Urban,Single,71,22,2,0,2,Personal Auto,Personal L3,Offer2,Call Center,234.771653,Four-Door Car,Medsize +JU72142,Oregon,14002.75508,No,Basic,Bachelor,2/14/11,Employed,M,61225,Urban,Married,117,3,0,0,2,Personal Auto,Personal L3,Offer2,Call Center,442.374873,SUV,Small +QS26062,California,2807.049427,No,Basic,High School or Below,1/21/11,Employed,M,80915,Urban,Married,70,17,66,0,1,Corporate Auto,Corporate L2,Offer2,Branch,187.854818,Four-Door Car,Medsize +LF61343,California,10529.01236,No,Premium,High School or Below,2/9/11,Disabled,M,12688,Suburban,Married,140,5,96,0,3,Personal Auto,Personal L1,Offer1,Call Center,672,SUV,Medsize +YK23193,Nevada,6057.07208,Yes,Extended,Bachelor,2/14/11,Retired,M,27681,Suburban,Married,83,13,62,0,9,Personal Auto,Personal L3,Offer2,Agent,398.4,Two-Door Car,Medsize +ID40186,Oregon,12904.94336,No,Premium,Bachelor,2/27/11,Employed,F,27778,Suburban,Divorced,109,30,14,0,2,Personal Auto,Personal L3,Offer1,Agent,523.2,Four-Door Car,Large +AS17174,Oregon,2471.528431,Yes,Basic,High School or Below,1/15/11,Employed,M,95697,Rural,Married,61,16,55,0,1,Personal Auto,Personal L2,Offer2,Agent,114.273025,Two-Door Car,Medsize +IQ95180,Oregon,5651.396772,No,Basic,Bachelor,1/19/11,Employed,M,44634,Suburban,Married,71,16,99,1,9,Personal Auto,Personal L3,Offer1,Branch,396.035334,Four-Door Car,Small +RS59102,California,12885.78676,No,Basic,College,2/12/11,Employed,M,37050,Suburban,Married,110,4,75,1,2,Personal Auto,Personal L3,Offer1,Agent,528,Sports Car,Medsize +OI83286,Oregon,5551.394979,No,Basic,College,1/31/11,Employed,F,56872,Urban,Married,69,20,99,0,9,Personal Auto,Personal L1,Offer1,Agent,192.879457,Two-Door Car,Medsize +XH93021,Nevada,5439.342442,No,Extended,High School or Below,1/13/11,Unemployed,M,0,Suburban,Single,82,12,40,0,6,Personal Auto,Personal L3,Offer1,Branch,590.4,Four-Door Car,Small +QJ22057,Nevada,4454.104455,No,Basic,College,2/22/11,Unemployed,F,0,Suburban,Single,68,5,72,1,3,Personal Auto,Personal L3,Offer1,Branch,326.4,Four-Door Car,Large +NR49426,Nevada,5195.824739,No,Basic,College,1/29/11,Employed,M,69488,Suburban,Divorced,68,13,25,3,3,Personal Auto,Personal L2,Offer1,Branch,326.4,Four-Door Car,Medsize +BM39234,Oregon,4551.060479,No,Basic,High School or Below,2/13/11,Unemployed,M,0,Suburban,Single,62,25,98,0,3,Personal Auto,Personal L1,Offer1,Call Center,446.4,Two-Door Car,Medsize +MJ95558,California,16570.09009,No,Extended,Bachelor,1/12/11,Employed,M,23589,Suburban,Married,211,30,13,0,6,Special Auto,Special L2,Offer2,Agent,1012.8,Luxury SUV,Small +WC21120,California,8002.308333,Yes,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,107,3,65,0,3,Personal Auto,Personal L1,Offer1,Agent,513.6,SUV,Medsize +EU81458,Oregon,2743.553584,No,Basic,Doctor,2/12/11,Employed,F,95782,Urban,Married,68,6,22,1,1,Personal Auto,Personal L3,Offer3,Call Center,247.847239,Four-Door Car,Medsize +JO32686,Arizona,8139.001346,No,Basic,Bachelor,2/14/11,Medical Leave,F,24992,Suburban,Married,106,24,8,0,3,Personal Auto,Personal L3,Offer1,Agent,508.8,SUV,Small +YY27420,Arizona,10507.69496,No,Extended,Bachelor,2/1/11,Medical Leave,M,20043,Suburban,Married,92,13,9,0,2,Personal Auto,Personal L1,Offer3,Agent,516.088544,Four-Door Car,Medsize +SX22647,California,7218.085486,No,Basic,College,1/30/11,Unemployed,M,0,Suburban,Single,104,29,4,0,3,Personal Auto,Personal L3,Offer3,Call Center,748.8,SUV,Small +HT31871,Arizona,4861.369008,No,Basic,High School or Below,1/14/11,Employed,M,36305,Suburban,Married,61,19,61,0,9,Personal Auto,Personal L1,Offer4,Branch,292.8,Four-Door Car,Small +ZB81881,California,5786.49398,No,Basic,Bachelor,1/28/11,Employed,M,44784,Suburban,Married,73,32,35,0,4,Personal Auto,Personal L2,Offer1,Branch,395.386573,Two-Door Car,Medsize +XY91562,Oregon,7707.806541,No,Premium,College,2/24/11,Unemployed,F,0,Suburban,Single,113,0,11,0,3,Personal Auto,Personal L3,Offer1,Agent,542.4,Four-Door Car,Medsize +CQ72935,Arizona,4974.801539,Yes,Basic,Bachelor,1/18/11,Employed,M,75644,Suburban,Divorced,65,5,68,3,9,Personal Auto,Personal L3,Offer2,Branch,467.803638,Two-Door Car,Medsize +XR36002,California,10626.80746,No,Extended,High School or Below,1/4/11,Medical Leave,F,27339,Rural,Divorced,97,0,37,2,2,Personal Auto,Personal L3,Offer1,Branch,44.730323,Two-Door Car,Medsize +RW70500,Oregon,7996.604028,No,Basic,Master,1/17/11,Employed,F,43657,Suburban,Married,66,21,74,0,2,Personal Auto,Personal L1,Offer1,Agent,316.8,Two-Door Car,Large +VK53354,Washington,27945.89465,No,Extended,Bachelor,2/8/11,Unemployed,M,0,Suburban,Single,95,32,69,0,2,Special Auto,Special L3,Offer2,Call Center,684,Two-Door Car,Medsize +OI77877,Oregon,7498.290823,No,Extended,High School or Below,1/9/11,Employed,M,31134,Suburban,Married,96,24,16,0,6,Personal Auto,Personal L2,Offer3,Call Center,666.5271,Four-Door Car,Medsize +EH13261,California,2637.148672,No,Basic,Master,1/26/11,Employed,M,50512,Suburban,Single,67,19,16,0,1,Personal Auto,Personal L1,Offer3,Branch,351.403677,Four-Door Car,Large +GW14698,Arizona,4882.493829,No,Basic,College,2/28/11,Employed,F,80604,Urban,Married,61,22,86,0,3,Corporate Auto,Corporate L3,Offer4,Web,255.982609,Four-Door Car,Medsize +PO56357,California,5363.528173,No,Basic,High School or Below,1/1/11,Employed,F,64604,Urban,Married,67,18,71,1,8,Personal Auto,Personal L3,Offer1,Web,272.445607,Four-Door Car,Medsize +IC47914,California,3548.397966,No,Premium,College,2/11/11,Unemployed,M,0,Suburban,Single,103,17,18,0,1,Corporate Auto,Corporate L2,Offer2,Web,741.6,Four-Door Car,Small +IK12576,Oregon,4233.56878,No,Premium,Bachelor,2/13/11,Employed,F,95647,Suburban,Single,106,11,30,0,1,Personal Auto,Personal L2,Offer1,Agent,508.8,Two-Door Car,Medsize +NC68853,Oregon,11293.98192,No,Basic,High School or Below,1/15/11,Unemployed,M,0,Suburban,Married,104,19,32,0,2,Personal Auto,Personal L3,Offer1,Call Center,499.2,SUV,Medsize +TG40558,Oregon,7258.992716,No,Basic,High School or Below,1/10/11,Employed,M,60969,Rural,Married,61,9,5,0,2,Corporate Auto,Corporate L3,Offer2,Web,146.119178,Four-Door Car,Medsize +NB40107,Arizona,2695.455483,No,Extended,High School or Below,1/23/11,Unemployed,M,0,Suburban,Single,76,33,84,0,1,Corporate Auto,Corporate L1,Offer1,Web,547.2,Four-Door Car,Small +XD86462,Oregon,6063.19979,No,Extended,College,2/4/11,Employed,M,20676,Suburban,Single,79,28,27,0,7,Personal Auto,Personal L3,Offer3,Agent,379.2,Four-Door Car,Medsize +HA45220,California,5258.251562,No,Basic,High School or Below,2/26/11,Employed,F,37874,Rural,Married,65,30,65,0,8,Corporate Auto,Corporate L3,Offer1,Branch,41.016038,Four-Door Car,Large +OT24208,California,12390.47778,No,Basic,Bachelor,1/5/11,Medical Leave,M,14382,Suburban,Married,66,8,48,0,2,Personal Auto,Personal L3,Offer3,Agent,316.8,Four-Door Car,Medsize +LM93586,Arizona,3677.784051,No,Extended,High School or Below,1/16/11,Employed,M,32314,Suburban,Married,92,7,80,0,1,Personal Auto,Personal L1,Offer2,Agent,662.4,Four-Door Car,Medsize +CA70404,California,6104.849081,No,Extended,High School or Below,2/4/11,Employed,M,62455,Urban,Married,77,27,85,1,5,Personal Auto,Personal L2,Offer2,Branch,338.144854,Two-Door Car,Small +UY94269,Oregon,2991.423685,No,Basic,Master,1/15/11,Employed,F,35605,Suburban,Married,74,0,95,0,1,Personal Auto,Personal L3,Offer3,Agent,355.2,Two-Door Car,Medsize +FM59265,Washington,8034.520139,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Married,103,16,50,0,7,Personal Auto,Personal L3,Offer2,Agent,741.6,SUV,Medsize +TZ51184,Arizona,9778.984109,No,Extended,College,1/10/11,Unemployed,M,0,Suburban,Single,137,7,15,0,3,Corporate Auto,Corporate L3,Offer1,Agent,986.4,SUV,Medsize +BZ85280,Oregon,7284.262288,No,Basic,College,2/23/11,Medical Leave,M,10334,Urban,Married,64,5,80,0,2,Personal Auto,Personal L1,Offer3,Agent,296.962938,Four-Door Car,Medsize +BL93527,Arizona,2728.03759,No,Basic,High School or Below,2/27/11,Employed,M,44025,Suburban,Single,69,0,75,0,1,Personal Auto,Personal L3,Offer1,Branch,331.2,Two-Door Car,Medsize +FL77069,California,7519.029686,No,Basic,Bachelor,1/27/11,Employed,F,32397,Rural,Married,190,14,95,0,1,Corporate Auto,Corporate L1,Offer1,Agent,334.626758,Luxury SUV,Small +HX31231,Arizona,8183.592208,No,Premium,Bachelor,2/1/11,Medical Leave,F,24345,Suburban,Married,106,15,21,0,3,Corporate Auto,Corporate L3,Offer2,Call Center,637.695945,Four-Door Car,Medsize +OO11998,Oregon,4583.748377,No,Basic,Master,1/19/11,Employed,M,94804,Suburban,Married,115,13,79,4,1,Personal Auto,Personal L2,Offer1,Branch,764.592151,SUV,Medsize +CW12066,Oregon,11638.89947,Yes,Basic,College,1/26/11,Medical Leave,F,25370,Suburban,Married,102,10,77,0,2,Corporate Auto,Corporate L1,Offer1,Branch,489.6,Sports Car,Large +GD17919,Arizona,14455.86021,No,Extended,College,2/21/11,Unemployed,F,0,Suburban,Single,78,2,63,0,2,Special Auto,Special L2,Offer1,Call Center,561.6,Four-Door Car,Medsize +HA40978,California,8478.278069,No,Premium,College,1/12/11,Employed,M,53234,Suburban,Single,109,27,37,0,7,Personal Auto,Personal L1,Offer1,Call Center,1212.988796,Four-Door Car,Small +DO80363,Arizona,3923.265453,No,Premium,High School or Below,2/27/11,Unemployed,M,0,Suburban,Single,108,2,38,0,1,Personal Auto,Personal L2,Offer3,Branch,912.581597,Four-Door Car,Small +UH79890,Oregon,5201.707743,No,Basic,High School or Below,1/30/11,Unemployed,M,0,Suburban,Married,70,2,49,0,9,Personal Auto,Personal L3,Offer2,Agent,336,Four-Door Car,Large +HA82735,Arizona,3857.947176,No,Extended,Bachelor,1/1/11,Unemployed,F,0,Suburban,Single,121,12,67,2,1,Personal Auto,Personal L2,Offer1,Web,1032.204305,SUV,Medsize +DQ71306,Oregon,3649.658983,No,Extended,High School or Below,2/2/11,Medical Leave,M,19013,Suburban,Married,95,1,58,0,1,Corporate Auto,Corporate L1,Offer3,Call Center,456,Four-Door Car,Medsize +GN64199,Oregon,2652.289648,No,Basic,Doctor,2/2/11,Unemployed,F,0,Suburban,Single,73,2,35,0,1,Personal Auto,Personal L2,Offer1,Branch,490.690995,Four-Door Car,Medsize +OU78642,Arizona,7583.56435,No,Basic,Master,2/27/11,Employed,F,81568,Urban,Married,186,0,73,0,1,Personal Auto,Personal L3,Offer2,Web,737.442295,Luxury SUV,Medsize +PR59105,Oregon,8535.108303,No,Basic,High School or Below,2/18/11,Employed,F,53223,Urban,Divorced,72,9,0,0,2,Personal Auto,Personal L3,Offer1,Agent,299.788806,Four-Door Car,Large +TM94572,Arizona,4152.652599,No,Extended,Bachelor,1/6/11,Unemployed,M,0,Suburban,Single,123,33,13,0,1,Personal Auto,Personal L2,Offer1,Agent,885.6,SUV,Medsize +AP63665,Oregon,7166.343469,No,Extended,Bachelor,1/12/11,Employed,F,59253,Rural,Divorced,89,17,70,0,3,Personal Auto,Personal L1,Offer2,Agent,67.801384,Four-Door Car,Medsize +AZ64856,California,5048.051359,No,Extended,High School or Below,2/17/11,Employed,F,34452,Suburban,Married,126,2,51,0,1,Personal Auto,Personal L1,Offer4,Agent,604.8,SUV,Large +IC12985,Arizona,4579.605586,No,Premium,Bachelor,1/13/11,Employed,M,40160,Suburban,Married,118,7,48,1,1,Personal Auto,Personal L2,Offer2,Call Center,566.4,Four-Door Car,Small +KH81863,Oregon,4605.036646,Yes,Basic,College,1/28/11,Medical Leave,F,22571,Suburban,Single,63,29,51,0,9,Corporate Auto,Corporate L3,Offer2,Web,302.4,Four-Door Car,Large +EE49066,Oregon,4969.529102,No,Basic,High School or Below,2/9/11,Employed,F,62365,Suburban,Married,62,0,99,0,8,Corporate Auto,Corporate L2,Offer3,Branch,297.6,Four-Door Car,Medsize +IZ37104,California,2267.604038,No,Basic,Doctor,1/26/11,Unemployed,M,0,Suburban,Married,61,3,67,0,1,Personal Auto,Personal L2,Offer4,Call Center,292.8,Four-Door Car,Medsize +BA66627,Nevada,36229.40842,No,Basic,Bachelor,1/21/11,Employed,F,22220,Rural,Single,105,29,46,0,2,Personal Auto,Personal L3,Offer1,Branch,22.45383,Sports Car,Medsize +XZ54522,Nevada,8810.89555,No,Premium,Bachelor,2/25/11,Employed,F,76266,Rural,Single,110,24,88,1,3,Personal Auto,Personal L1,Offer1,Branch,155.708627,Two-Door Car,Medsize +VE46465,Oregon,4656.488488,No,Extended,Master,1/26/11,Unemployed,M,0,Suburban,Married,128,6,37,1,1,Personal Auto,Personal L2,Offer1,Agent,1548.310532,Sports Car,Medsize +LD71221,Oregon,4318.088108,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Urban,Divorced,68,7,53,3,3,Personal Auto,Personal L3,Offer2,Branch,230.109964,Two-Door Car,Medsize +YB66933,Washington,5382.752045,No,Basic,Bachelor,2/26/11,Employed,F,77552,Rural,Divorced,68,33,76,1,7,Corporate Auto,Corporate L3,Offer1,Call Center,45.215059,Four-Door Car,Medsize +EQ15944,Oregon,2953.617963,No,Basic,Doctor,2/16/11,Employed,F,76474,Suburban,Married,74,4,79,2,1,Personal Auto,Personal L2,Offer4,Web,355.2,Four-Door Car,Small +CR92272,Arizona,8051.56643,No,Basic,Doctor,1/16/11,Employed,F,57664,Urban,Married,100,21,48,0,7,Personal Auto,Personal L2,Offer1,Agent,344.92729,SUV,Medsize +JJ94311,Oregon,6627.148927,No,Extended,Bachelor,1/4/11,Employed,M,82377,Suburban,Married,83,28,19,0,7,Personal Auto,Personal L2,Offer3,Call Center,498.335261,Four-Door Car,Small +EO42272,California,10148.41973,No,Basic,Bachelor,1/11/11,Employed,F,44856,Suburban,Divorced,66,24,71,1,2,Corporate Auto,Corporate L3,Offer4,Branch,316.8,Four-Door Car,Small +LA34671,Arizona,7628.749434,No,Extended,College,2/13/11,Unemployed,M,0,Suburban,Single,77,17,65,0,2,Personal Auto,Personal L3,Offer1,Agent,369.6,Four-Door Car,Small +ZF73834,California,2582.408525,Yes,Basic,Bachelor,2/14/11,Employed,F,76731,Urban,Married,64,2,68,0,1,Personal Auto,Personal L3,Offer2,Agent,201.455005,Four-Door Car,Medsize +UM14135,Nevada,3265.156348,Yes,Extended,Bachelor,1/26/11,Employed,F,25820,Suburban,Divorced,82,10,69,0,1,Personal Auto,Personal L1,Offer1,Agent,393.6,Four-Door Car,Medsize +YA14448,Arizona,5996.065073,No,Extended,College,2/10/11,Unemployed,F,0,Suburban,Married,83,5,59,0,9,Personal Auto,Personal L2,Offer4,Branch,398.4,Four-Door Car,Medsize +QL10321,California,5768.830622,No,Basic,Doctor,2/6/11,Employed,F,92509,Rural,Married,71,16,43,0,8,Personal Auto,Personal L2,Offer3,Agent,109.296118,Four-Door Car,Medsize +ZL17677,Washington,21480.81781,No,Basic,Master,2/10/11,Medical Leave,F,15505,Suburban,Married,68,24,2,0,2,Personal Auto,Personal L2,Offer2,Agent,383.890867,Two-Door Car,Large +WE57129,Washington,2891.717971,No,Basic,Master,1/28/11,Employed,M,21979,Suburban,Married,73,7,86,0,1,Personal Auto,Personal L3,Offer2,Branch,518.686584,Two-Door Car,Small +SO57563,Arizona,7381.914168,No,Extended,College,2/3/11,Employed,M,54878,Rural,Married,96,5,11,3,9,Personal Auto,Personal L3,Offer3,Call Center,204.953947,Four-Door Car,Medsize +SO38188,Oregon,5308.617246,No,Extended,Bachelor,1/24/11,Employed,M,40178,Suburban,Married,136,7,13,0,1,Special Auto,Special L2,Offer1,Agent,652.8,SUV,Medsize +YD65161,California,2912.59798,No,Basic,Bachelor,1/18/11,Employed,F,65436,Rural,Married,73,14,55,0,1,Personal Auto,Personal L3,Offer4,Agent,40.752864,Four-Door Car,Small +QH12810,Oregon,11814.47532,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,106,1,38,0,2,Personal Auto,Personal L3,Offer2,Agent,763.2,SUV,Large +OU81877,Oregon,4726.963307,No,Basic,High School or Below,1/9/11,Unemployed,M,0,Suburban,Married,64,10,16,0,6,Personal Auto,Personal L1,Offer4,Agent,307.2,Four-Door Car,Medsize +CN49086,California,5073.282126,Yes,Extended,Doctor,1/30/11,Employed,M,57709,Suburban,Married,125,10,26,0,1,Corporate Auto,Corporate L3,Offer2,Branch,600,SUV,Medsize +BD53342,Washington,3096.511217,Yes,Extended,College,2/12/11,Employed,F,21604,Suburban,Divorced,79,14,28,0,1,Personal Auto,Personal L2,Offer1,Branch,379.2,Four-Door Car,Medsize +FI75266,Oregon,7891.584409,No,Basic,Bachelor,1/2/11,Employed,M,28422,Suburban,Married,68,5,63,1,2,Corporate Auto,Corporate L1,Offer3,Agent,453.909559,Four-Door Car,Large +GH86762,California,19454.40847,No,Extended,Bachelor,1/13/11,Employed,F,59853,Urban,Single,124,18,79,0,2,Special Auto,Special L2,Offer1,Web,570.847354,SUV,Small +HP55853,California,22332.43946,Yes,Extended,College,1/11/11,Employed,M,49078,Suburban,Single,97,10,3,0,2,Corporate Auto,Corporate L3,Offer2,Branch,484.013411,Four-Door Car,Medsize +WB43408,Oregon,4598.235733,No,Basic,College,1/15/11,Employed,F,51523,Suburban,Married,116,11,20,0,1,Personal Auto,Personal L3,Offer4,Branch,738.840818,SUV,Medsize +MF41879,Oregon,8215.388242,No,Basic,Doctor,2/6/11,Unemployed,M,0,Suburban,Married,110,10,32,0,7,Personal Auto,Personal L2,Offer2,Web,601.021286,SUV,Small +YU21725,Washington,4903.152748,No,Basic,High School or Below,1/3/11,Unemployed,F,0,Suburban,Single,66,22,1,1,3,Corporate Auto,Corporate L3,Offer1,Agent,475.2,Four-Door Car,Medsize +AY98473,Arizona,24186.88247,No,Basic,College,2/15/11,Employed,F,32989,Suburban,Married,102,25,12,0,2,Personal Auto,Personal L3,Offer2,Web,489.6,SUV,Small +TX34322,Oregon,2419.306466,No,Basic,College,1/26/11,Unemployed,M,0,Suburban,Married,70,12,29,1,1,Personal Auto,Personal L1,Offer1,Call Center,336,Two-Door Car,Small +AK61491,Oregon,2491.317024,Yes,Basic,Doctor,1/29/11,Employed,M,36631,Rural,Divorced,62,30,77,0,1,Personal Auto,Personal L3,Offer1,Agent,67.530904,Four-Door Car,Large +XC32316,Arizona,9657.579498,Yes,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,131,34,61,0,9,Corporate Auto,Corporate L1,Offer1,Agent,628.8,SUV,Medsize +WN59735,California,2621.116054,No,Basic,College,1/17/11,Employed,F,26477,Rural,Married,66,18,37,0,1,Personal Auto,Personal L1,Offer2,Branch,144.987956,Four-Door Car,Medsize +WW99844,Oregon,4944.088762,No,Basic,High School or Below,2/7/11,Employed,F,53607,Rural,Married,61,4,18,0,9,Personal Auto,Personal L2,Offer3,Web,93.891207,Four-Door Car,Medsize +YG38576,Arizona,5206.761563,No,Basic,College,1/27/11,Medical Leave,M,21594,Suburban,Married,71,16,23,3,3,Personal Auto,Personal L2,Offer4,Agent,340.8,Four-Door Car,Small +AT62618,Oregon,6109.135438,No,Extended,Bachelor,2/11/11,Unemployed,F,0,Suburban,Single,85,25,24,0,6,Personal Auto,Personal L2,Offer2,Web,612,Four-Door Car,Medsize +EE48429,Nevada,2601.468833,No,Basic,High School or Below,1/28/11,Employed,F,80584,Suburban,Divorced,65,33,17,0,1,Personal Auto,Personal L2,Offer4,Branch,312,Two-Door Car,Small +SX95355,Oregon,5849.486464,No,Basic,Bachelor,2/27/11,Employed,F,67511,Suburban,Married,73,3,5,0,8,Personal Auto,Personal L3,Offer3,Call Center,350.4,Four-Door Car,Small +IU54219,Oregon,16301.9676,Yes,Extended,Master,2/17/11,Retired,F,19614,Suburban,Married,85,21,32,0,2,Special Auto,Special L3,Offer2,Agent,574.024018,Two-Door Car,Medsize +WX65636,Arizona,26462.75908,No,Extended,Bachelor,2/11/11,Unemployed,F,0,Suburban,Single,82,15,88,2,2,Corporate Auto,Corporate L2,Offer1,Agent,511.320391,Four-Door Car,Medsize +ZE71012,Nevada,26199.52707,No,Basic,Bachelor,1/6/11,Employed,M,20346,Suburban,Married,74,13,57,0,2,Corporate Auto,Corporate L2,Offer3,Agent,358.643521,Two-Door Car,Medsize +PU36617,Arizona,6470.535463,No,Extended,College,2/7/11,Employed,M,48638,Rural,Married,82,16,29,0,3,Personal Auto,Personal L1,Offer3,Call Center,183.104441,Four-Door Car,Medsize +PA18731,Oregon,9501.005425,No,Basic,College,2/26/11,Employed,F,46855,Urban,Married,119,13,94,0,9,Personal Auto,Personal L3,Offer3,Branch,472.391125,SUV,Small +IC51895,Arizona,10970.13221,No,Extended,College,2/27/11,Employed,F,38873,Suburban,Married,92,6,33,0,2,Personal Auto,Personal L2,Offer2,Branch,599.811172,Two-Door Car,Medsize +FU43761,Nevada,2435.619979,No,Basic,Doctor,1/9/11,Disabled,F,25703,Suburban,Married,62,4,64,0,1,Personal Auto,Personal L3,Offer1,Call Center,297.6,Four-Door Car,Small +BG51419,Washington,4362.931238,Yes,Premium,College,1/3/11,Employed,M,58842,Suburban,Married,110,6,74,0,1,Corporate Auto,Corporate L1,Offer2,Branch,528,Four-Door Car,Medsize +VY96711,California,19231.77266,No,Premium,Master,2/19/11,Employed,F,99772,Rural,Married,158,10,38,0,2,Corporate Auto,Corporate L2,Offer2,Branch,51.902587,SUV,Medsize +KT97561,Arizona,8382.630118,Yes,Basic,High School or Below,2/4/11,Retired,M,19683,Suburban,Married,117,17,41,1,9,Personal Auto,Personal L2,Offer1,Web,561.6,Sports Car,Medsize +BW80872,Washington,4434.411172,No,Premium,High School or Below,1/13/11,Employed,M,34549,Rural,Married,111,8,78,0,1,Personal Auto,Personal L2,Offer2,Web,125.933005,Four-Door Car,Medsize +TZ81094,Nevada,2372.155492,No,Basic,High School or Below,1/18/11,Medical Leave,F,19030,Suburban,Married,62,7,22,0,1,Corporate Auto,Corporate L3,Offer3,Branch,355.820799,Two-Door Car,Medsize +XA27536,Washington,3611.183505,No,Extended,College,2/21/11,Employed,M,63329,Suburban,Divorced,92,33,87,0,1,Personal Auto,Personal L3,Offer1,Web,441.6,Four-Door Car,Medsize +LR61007,Arizona,3034.797717,No,Extended,High School or Below,1/5/11,Employed,M,79253,Urban,Married,76,23,7,0,1,Corporate Auto,Corporate L3,Offer4,Agent,254.984946,Two-Door Car,Medsize +WH20102,California,9095.049868,Yes,Basic,College,1/11/11,Employed,M,37937,Suburban,Married,116,11,42,0,5,Personal Auto,Personal L2,Offer2,Call Center,556.8,SUV,Medsize +FG60807,Oregon,4884.15708,No,Basic,High School or Below,2/1/11,Employed,F,21766,Urban,Married,62,29,65,0,3,Corporate Auto,Corporate L3,Offer4,Agent,179.14181,Four-Door Car,Medsize +TV77808,Arizona,5681.307056,No,Basic,High School or Below,1/13/11,Employed,M,67132,Suburban,Married,71,34,71,0,6,Corporate Auto,Corporate L2,Offer2,Branch,466.371705,Four-Door Car,Large +LA66902,Arizona,2458.562965,No,Basic,College,2/3/11,Unemployed,M,0,Suburban,Single,71,21,8,1,1,Personal Auto,Personal L2,Offer1,Agent,511.2,Two-Door Car,Medsize +PA38372,Washington,9357.737821,No,Premium,High School or Below,1/13/11,Employed,F,33060,Rural,Married,117,19,91,0,3,Personal Auto,Personal L2,Offer1,Branch,56.731578,Four-Door Car,Medsize +NX11526,Arizona,2759.978287,Yes,Basic,Bachelor,1/3/11,Employed,M,92296,Suburban,Married,69,4,65,0,1,Corporate Auto,Corporate L2,Offer2,Agent,331.2,Two-Door Car,Medsize +HU72679,Oregon,9635.58373,No,Basic,Doctor,2/27/11,Employed,M,90334,Urban,Divorced,119,4,46,0,9,Corporate Auto,Corporate L3,Offer3,Branch,423.785148,SUV,Medsize +HC60268,Oregon,8346.019875,No,Premium,College,1/23/11,Employed,M,40105,Suburban,Divorced,104,21,26,0,3,Personal Auto,Personal L2,Offer1,Web,878.413622,Four-Door Car,Medsize +SO18542,Oregon,8370.56545,No,Basic,Bachelor,1/28/11,Employed,F,33409,Suburban,Married,105,4,17,0,7,Personal Auto,Personal L3,Offer1,Agent,553.553427,SUV,Medsize +SM54018,California,12689.42804,No,Premium,College,2/1/11,Unemployed,F,0,Suburban,Single,117,4,89,1,2,Personal Auto,Personal L3,Offer1,Web,1163.669865,Two-Door Car,Medsize +CN22369,California,2538.62632,Yes,Basic,Bachelor,2/17/11,Retired,M,18608,Suburban,Divorced,71,13,24,0,1,Special Auto,Special L3,Offer2,Web,340.8,Four-Door Car,Medsize +WY17333,California,4732.219556,No,Basic,High School or Below,1/23/11,Employed,M,55385,Suburban,Single,61,7,22,0,3,Personal Auto,Personal L3,Offer1,Branch,292.8,Four-Door Car,Medsize +LP76290,Oregon,8246.830811,No,Premium,Master,1/30/11,Employed,M,62588,Suburban,Single,104,21,22,0,3,Special Auto,Special L2,Offer4,Web,499.2,Four-Door Car,Medsize +UF93434,Oregon,2548.393565,No,Basic,College,2/13/11,Employed,F,22050,Suburban,Divorced,66,9,47,0,1,Personal Auto,Personal L3,Offer3,Call Center,316.8,Four-Door Car,Medsize +VW70435,Oregon,4929.549699,Yes,Basic,Bachelor,1/26/11,Employed,M,25632,Suburban,Married,63,27,52,0,7,Personal Auto,Personal L3,Offer2,Call Center,351.270869,Two-Door Car,Medsize +AV96010,Oregon,3289.120863,No,Extended,College,1/29/11,Employed,M,40097,Rural,Single,92,23,35,4,1,Personal Auto,Personal L2,Offer1,Call Center,227.221652,Two-Door Car,Medsize +DX70966,Nevada,2771.045031,Yes,Basic,College,1/11/11,Employed,F,50071,Rural,Single,71,3,32,0,1,Personal Auto,Personal L2,Offer2,Agent,18.918935,Two-Door Car,Medsize +VW65429,Arizona,6899.709949,No,Extended,High School or Below,1/20/11,Employed,M,37308,Urban,Married,86,19,69,0,9,Personal Auto,Personal L2,Offer1,Agent,301.011106,Four-Door Car,Medsize +LY17372,Arizona,5112.306584,No,Extended,College,2/28/11,Employed,M,44743,Suburban,Divorced,137,16,55,4,1,Personal Auto,Personal L3,Offer1,Branch,741.300032,SUV,Small +BE61743,Washington,4109.793608,No,Basic,Bachelor,1/28/11,Employed,M,86657,Urban,Married,103,22,51,0,1,Personal Auto,Personal L3,Offer3,Web,316.227946,Sports Car,Small +GP56044,Washington,27440.61101,No,Extended,High School or Below,1/22/11,Employed,M,84306,Suburban,Married,137,16,37,0,2,Personal Auto,Personal L3,Offer2,Agent,863.413385,SUV,Large +EA63660,California,20957.60504,No,Basic,College,1/24/11,Unemployed,F,0,Suburban,Single,118,29,45,0,2,Personal Auto,Personal L3,Offer1,Agent,566.4,SUV,Medsize +DP50640,California,2548.842787,No,Basic,Bachelor,1/5/11,Employed,M,47346,Suburban,Married,65,6,35,0,1,Personal Auto,Personal L3,Offer2,Call Center,312,Four-Door Car,Small +MM45897,Nevada,2714.654446,No,Basic,Bachelor,2/12/11,Employed,M,88545,Suburban,Married,68,25,33,0,1,Personal Auto,Personal L3,Offer3,Call Center,374.108319,Four-Door Car,Large +OZ86942,California,5790.462518,No,Basic,Bachelor,1/31/11,Employed,F,52443,Suburban,Married,73,0,47,1,4,Corporate Auto,Corporate L3,Offer2,Agent,350.4,Four-Door Car,Medsize +WI65397,Oregon,7627.31479,No,Extended,Bachelor,2/17/11,Employed,F,36084,Rural,Divorced,99,3,9,1,7,Corporate Auto,Corporate L2,Offer1,Agent,152.779038,Two-Door Car,Medsize +OQ69520,Arizona,7903.993374,No,Basic,Master,2/3/11,Employed,F,35406,Rural,Divorced,69,13,15,4,2,Corporate Auto,Corporate L3,Offer1,Agent,67.504452,Four-Door Car,Small +QK12068,Oregon,5293.717318,No,Basic,High School or Below,1/17/11,Unemployed,F,0,Suburban,Single,74,14,43,0,4,Personal Auto,Personal L3,Offer4,Agent,712.126586,Four-Door Car,Small +KF98735,California,3673.990748,No,Extended,Bachelor,1/31/11,Employed,M,41185,Urban,Married,99,20,6,4,1,Special Auto,Special L3,Offer2,Agent,363.613596,Four-Door Car,Medsize +BH28530,California,21592.10096,No,Premium,High School or Below,1/15/11,Employed,M,51204,Suburban,Married,181,28,23,0,2,Personal Auto,Personal L2,Offer4,Web,929.554445,Sports Car,Medsize +DW62043,Oregon,2452.059049,No,Basic,College,2/5/11,Employed,F,30216,Suburban,Divorced,63,18,74,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,302.4,Four-Door Car,Medsize +AF41118,California,7255.714453,No,Extended,College,1/5/11,Medical Leave,M,10710,Suburban,Married,94,12,33,0,7,Personal Auto,Personal L2,Offer1,Branch,451.2,Two-Door Car,Small +KI82366,Arizona,7412.962014,No,Premium,College,1/13/11,Unemployed,M,0,Suburban,Single,112,32,74,0,5,Personal Auto,Personal L3,Offer4,Call Center,806.4,Four-Door Car,Medsize +GF97506,Nevada,9048.983447,Yes,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,119,9,8,0,3,Personal Auto,Personal L2,Offer2,Web,571.2,Sports Car,Medsize +UQ62739,Oregon,4270.034394,Yes,Extended,College,1/19/11,Unemployed,M,0,Suburban,Married,122,27,2,0,1,Corporate Auto,Corporate L3,Offer2,Agent,725.870693,SUV,Medsize +WY58555,Oregon,4929.549699,Yes,Basic,Bachelor,1/26/11,Employed,M,25632,Suburban,Married,63,27,52,0,7,Personal Auto,Personal L3,Offer2,Call Center,351.270869,Two-Door Car,Medsize +PU11172,Oregon,3539.97159,No,Extended,High School or Below,1/10/11,Unemployed,F,0,Suburban,Single,99,13,87,0,1,Personal Auto,Personal L3,Offer1,Web,1158.858027,Four-Door Car,Medsize +DN30013,Oregon,5568.889245,No,Basic,College,1/16/11,Employed,F,53295,Urban,Married,70,12,97,0,8,Personal Auto,Personal L3,Offer3,Branch,250.423844,Four-Door Car,Small +ZI60303,Oregon,9817.026936,No,Extended,High School or Below,1/28/11,Unemployed,M,0,Suburban,Single,139,9,22,0,6,Personal Auto,Personal L2,Offer3,Branch,1000.8,Sports Car,Medsize +MR56401,Oregon,2542.845763,No,Basic,College,2/13/11,Employed,F,37072,Suburban,Married,64,1,1,0,1,Personal Auto,Personal L3,Offer3,Call Center,307.2,Four-Door Car,Large +FM14335,Washington,10484.91535,Yes,Extended,College,2/1/11,Employed,F,61108,Rural,Divorced,89,22,93,0,2,Personal Auto,Personal L1,Offer2,Agent,49.451117,Four-Door Car,Medsize +FK54851,California,6310.400194,No,Extended,High School or Below,1/31/11,Employed,M,79880,Suburban,Married,79,22,68,1,7,Personal Auto,Personal L3,Offer2,Branch,568.8,Two-Door Car,Medsize +YF38355,Washington,8106.221539,No,Basic,Master,2/25/11,Employed,M,81580,Suburban,Divorced,101,2,56,0,6,Personal Auto,Personal L3,Offer2,Web,633.439417,SUV,Medsize +TN39471,Arizona,3398.007367,No,Extended,High School or Below,2/8/11,Unemployed,F,0,Suburban,Married,92,7,75,0,1,Personal Auto,Personal L2,Offer4,Agent,611.844584,Two-Door Car,Medsize +MT53449,Arizona,16301.9676,Yes,Extended,Master,2/17/11,Retired,F,19614,Suburban,Married,85,21,32,0,2,Personal Auto,Personal L3,Offer2,Agent,574.024018,Two-Door Car,Medsize +DV22542,California,2722.408776,No,Basic,High School or Below,1/27/11,Employed,M,58620,Urban,Divorced,68,8,60,0,1,Personal Auto,Personal L3,Offer2,Branch,292.135884,Two-Door Car,Large +TO82744,California,15789.65496,No,Extended,High School or Below,1/4/11,Unemployed,F,0,Suburban,Single,212,28,51,0,4,Personal Auto,Personal L3,Offer3,Agent,1526.4,Luxury SUV,Large +OG17756,Arizona,4904.894731,Yes,Extended,College,2/14/11,Retired,F,12902,Suburban,Divorced,139,3,51,0,1,Personal Auto,Personal L2,Offer1,Agent,667.2,Sports Car,Medsize +DO51363,Oregon,3785.754787,No,Extended,Bachelor,2/4/11,Employed,F,26318,Suburban,Married,96,23,29,0,1,Personal Auto,Personal L1,Offer2,Call Center,679.392372,Two-Door Car,Medsize +BJ26599,Oregon,4200.818894,No,Basic,Bachelor,1/2/11,Retired,M,20263,Suburban,Single,63,31,2,0,7,Personal Auto,Personal L3,Offer1,Agent,373.454457,Four-Door Car,Small +LX24476,Oregon,3619.060986,No,Extended,Bachelor,1/24/11,Unemployed,F,0,Urban,Married,98,27,47,0,1,Personal Auto,Personal L3,Offer2,Web,310.842085,Four-Door Car,Medsize +IO63361,Arizona,4880.713626,No,Extended,College,2/16/11,Employed,M,52819,Rural,Divorced,124,16,89,0,1,Personal Auto,Personal L1,Offer1,Branch,282.500791,SUV,Medsize +SD30853,Oregon,12687.15484,No,Basic,College,2/7/11,Employed,F,63918,Suburban,Single,64,4,14,0,2,Personal Auto,Personal L1,Offer3,Agent,307.2,Four-Door Car,Small +OJ41819,Oregon,4848.90183,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Divorced,66,11,60,0,3,Personal Auto,Personal L1,Offer3,Call Center,316.8,Four-Door Car,Small +MO63575,Oregon,4334.064096,Yes,Extended,Bachelor,2/27/11,Retired,F,23904,Suburban,Single,123,1,67,3,1,Corporate Auto,Corporate L3,Offer1,Agent,590.4,SUV,Medsize +BV16459,Oregon,6677.418103,No,Extended,College,2/22/11,Unemployed,M,0,Urban,Married,97,10,77,1,9,Personal Auto,Personal L3,Offer3,Call Center,251.63901,Two-Door Car,Medsize +YV93784,Arizona,8973.110905,No,Basic,Master,2/21/11,Employed,F,69736,Urban,Married,111,11,7,0,3,Personal Auto,Personal L3,Offer1,Branch,424.424732,SUV,Medsize +UF32055,California,7109.296548,No,Premium,Bachelor,2/10/11,Employed,M,69700,Urban,Divorced,181,9,49,0,1,Personal Auto,Personal L2,Offer2,Web,645.921338,SUV,Medsize +UQ16798,Arizona,10208.92761,Yes,Extended,College,2/14/11,Employed,F,35482,Suburban,Married,129,21,59,0,3,Personal Auto,Personal L2,Offer1,Branch,619.2,SUV,Medsize +LS59637,Arizona,2719.506996,Yes,Basic,College,1/24/11,Retired,F,14030,Suburban,Married,72,11,3,0,1,Corporate Auto,Corporate L2,Offer2,Branch,345.6,Two-Door Car,Large +TX35617,California,4465.604359,No,Basic,Bachelor,1/22/11,Employed,F,50909,Urban,Married,112,11,39,0,1,Personal Auto,Personal L3,Offer2,Branch,339.048157,SUV,Medsize +EX89625,Arizona,5593.434009,No,Basic,Bachelor,1/10/11,Employed,F,96406,Suburban,Married,69,16,64,0,8,Personal Auto,Personal L1,Offer2,Web,331.2,Two-Door Car,Medsize +FD11364,Oregon,6768.997027,No,Extended,Bachelor,1/31/11,Employed,F,77001,Suburban,Single,85,4,58,0,3,Special Auto,Special L3,Offer2,Call Center,408,Four-Door Car,Medsize +FA90076,Oregon,2454.589361,No,Basic,Bachelor,2/7/11,Unemployed,F,0,Suburban,Single,72,25,4,0,1,Personal Auto,Personal L3,Offer2,Branch,518.4,Two-Door Car,Medsize +BG96711,California,2576.380679,No,Basic,Bachelor,1/11/11,Employed,M,24732,Suburban,Divorced,67,4,49,0,1,Corporate Auto,Corporate L3,Offer2,Branch,321.6,Four-Door Car,Small +PW31239,Oregon,4282.947971,Yes,Basic,College,2/26/11,Employed,F,40864,Rural,Married,109,16,70,1,1,Personal Auto,Personal L3,Offer1,Agent,166.937747,SUV,Medsize +MD95935,California,5845.426201,No,Basic,Bachelor,1/11/11,Employed,F,43145,Suburban,Married,73,1,0,0,6,Corporate Auto,Corporate L3,Offer3,Web,516.421124,Two-Door Car,Medsize +UL10037,Oregon,10484.91535,Yes,Extended,College,2/1/11,Employed,F,61108,Rural,Divorced,89,22,93,0,2,Corporate Auto,Corporate L1,Offer2,Agent,49.451117,Four-Door Car,Medsize +RE67051,California,5509.377781,No,Basic,Bachelor,2/11/11,Employed,M,34236,Suburban,Married,70,3,87,0,8,Corporate Auto,Corporate L2,Offer1,Agent,336,Four-Door Car,Small +SB44315,Arizona,3011.344686,No,Extended,College,2/2/11,Employed,M,39010,Suburban,Married,78,27,99,2,1,Personal Auto,Personal L3,Offer1,Agent,374.4,Four-Door Car,Medsize +OX21474,California,2698.355517,No,Basic,High School or Below,1/23/11,Employed,M,88867,Suburban,Single,69,6,2,1,1,Personal Auto,Personal L1,Offer3,Web,331.2,Four-Door Car,Medsize +HN60464,California,6105.801637,No,Extended,Bachelor,2/16/11,Unemployed,M,0,Urban,Married,84,0,57,0,5,Personal Auto,Personal L2,Offer3,Branch,395.740207,Four-Door Car,Medsize +TJ51874,Washington,8558.038795,No,Basic,High School or Below,2/13/11,Medical Leave,M,13908,Suburban,Married,116,12,74,2,8,Corporate Auto,Corporate L3,Offer1,Web,804.130779,SUV,Medsize +PB63095,Washington,5568.947534,Yes,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,79,21,53,1,7,Personal Auto,Personal L2,Offer1,Agent,407.440238,Two-Door Car,Medsize +VR81851,Oregon,11042.29006,No,Basic,College,1/25/11,Unemployed,F,0,Suburban,Single,64,14,91,0,2,Personal Auto,Personal L3,Offer2,Agent,415.803174,Four-Door Car,Medsize +DP13082,California,23594.6802,Yes,Basic,Bachelor,1/31/11,Employed,M,76358,Rural,Married,66,25,3,0,2,Personal Auto,Personal L3,Offer3,Agent,86.461582,Four-Door Car,Medsize +LP34743,Oregon,4726.869327,Yes,Extended,Bachelor,1/10/11,Medical Leave,F,13037,Suburban,Married,124,28,49,0,1,Personal Auto,Personal L3,Offer2,Agent,839.348464,SUV,Small +GO75708,Arizona,6054.488387,No,Extended,Master,2/6/11,Disabled,F,17200,Rural,Married,83,5,62,4,8,Personal Auto,Personal L2,Offer1,Branch,48.780064,Four-Door Car,Medsize +UD99460,Washington,9654.523307,No,Extended,Bachelor,1/9/11,Employed,M,67772,Suburban,Single,82,29,27,0,2,Personal Auto,Personal L1,Offer4,Branch,502.580472,Four-Door Car,Medsize +MJ77630,Oregon,47155.62558,No,Extended,High School or Below,2/10/11,Employed,M,39891,Urban,Married,133,12,31,0,2,Personal Auto,Personal L3,Offer1,Agent,630.888663,SUV,Medsize +OO49507,Washington,4530.385427,No,Basic,Doctor,2/3/11,Employed,F,52957,Urban,Married,112,14,92,0,1,Personal Auto,Personal L2,Offer1,Branch,425.423198,Sports Car,Medsize +GB12561,Oregon,7276.340609,No,Basic,College,2/27/11,Unemployed,F,0,Suburban,Single,108,11,84,2,3,Corporate Auto,Corporate L3,Offer1,Agent,777.6,Sports Car,Medsize +PW69692,Oregon,3861.486269,Yes,Extended,College,1/6/11,Employed,F,93272,Urban,Married,95,3,54,0,1,Personal Auto,Personal L2,Offer2,Branch,281.110788,Four-Door Car,Medsize +SM36624,Arizona,7054.776317,No,Extended,High School or Below,1/23/11,Unemployed,M,0,Suburban,Single,207,32,96,0,1,Personal Auto,Personal L3,Offer2,Call Center,1490.4,Luxury SUV,Medsize +DA61021,California,15167.04402,No,Basic,Master,1/4/11,Employed,M,40467,Urban,Married,197,1,84,3,3,Personal Auto,Personal L2,Offer1,Agent,518.78464,Luxury SUV,Medsize +KJ72146,Oregon,7126.471703,No,Basic,Bachelor,1/20/11,Employed,M,30895,Suburban,Divorced,62,10,35,0,2,Personal Auto,Personal L2,Offer4,Web,297.6,Four-Door Car,Small +XJ61632,Oregon,2034.993043,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,62,29,59,2,1,Personal Auto,Personal L1,Offer1,Web,446.4,Four-Door Car,Medsize +CO23919,Oregon,30718.8124,No,Basic,Bachelor,1/10/11,Employed,F,90607,Rural,Single,109,1,48,0,2,Special Auto,Special L2,Offer2,Agent,243.467617,SUV,Medsize +PV24005,Oregon,4221.312544,No,Basic,High School or Below,2/8/11,Unemployed,M,0,Suburban,Single,62,12,68,0,3,Personal Auto,Personal L1,Offer3,Web,614.081483,Four-Door Car,Small +YD22081,Arizona,9701.027271,No,Extended,College,1/13/11,Employed,F,45668,Urban,Married,80,7,55,0,2,Personal Auto,Personal L3,Offer2,Branch,344.767795,Four-Door Car,Medsize +SG51259,California,4502.867562,No,Extended,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,129,10,11,0,1,Personal Auto,Personal L1,Offer1,Agent,1486.410662,SUV,Medsize +OK31456,California,11009.13049,Yes,Premium,Bachelor,1/24/11,Employed,F,51643,Suburban,Single,283,16,43,0,1,Corporate Auto,Corporate L3,Offer2,Agent,1358.4,Luxury Car,Medsize +UN38117,California,2713.560376,No,Basic,College,1/16/11,Unemployed,F,0,Urban,Married,74,35,77,0,1,Personal Auto,Personal L3,Offer4,Call Center,299.635989,Four-Door Car,Medsize +TN17395,California,22103.5072,Yes,Basic,College,1/30/11,Unemployed,M,0,Suburban,Married,102,35,48,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,SUV,Medsize +UO49439,Oregon,5633.531703,No,Basic,College,1/21/11,Employed,M,90289,Rural,Divorced,71,9,10,1,3,Personal Auto,Personal L1,Offer1,Agent,22.193348,Four-Door Car,Medsize +JK13254,Oregon,4237.370769,No,Basic,Bachelor,1/17/11,Retired,M,29465,Suburban,Married,118,24,49,1,1,Personal Auto,Personal L3,Offer1,Web,566.4,SUV,Medsize +BL29240,Oregon,2858.287371,No,Basic,Bachelor,2/4/11,Employed,M,81893,Rural,Married,73,20,70,3,1,Corporate Auto,Corporate L2,Offer2,Call Center,151.381353,Four-Door Car,Medsize +IP81759,Nevada,9366.816281,No,Extended,High School or Below,1/6/11,Employed,M,60613,Suburban,Single,240,3,52,0,1,Personal Auto,Personal L1,Offer4,Call Center,1152,Luxury Car,Small +DY18947,Arizona,9152.489511,No,Premium,High School or Below,2/21/11,Employed,F,60423,Rural,Married,114,23,44,0,9,Personal Auto,Personal L3,Offer1,Call Center,137.611531,Four-Door Car,Medsize +PY98041,Oregon,5406.876611,No,Basic,Bachelor,1/20/11,Employed,M,27166,Suburban,Single,71,29,51,0,5,Personal Auto,Personal L3,Offer2,Web,340.8,Four-Door Car,Medsize +GP99578,Nevada,7086.176012,No,Basic,High School or Below,1/13/11,Unemployed,F,0,Suburban,Single,196,10,38,0,1,Personal Auto,Personal L3,Offer1,Branch,1644.690622,Luxury SUV,Medsize +QB15706,Washington,17288.55405,No,Premium,College,2/15/11,Unemployed,F,0,Suburban,Married,158,3,10,0,2,Special Auto,Special L3,Offer3,Agent,758.4,SUV,Small +PY42157,Washington,2472.253893,No,Basic,High School or Below,1/27/11,Employed,F,62006,Suburban,Married,61,31,96,0,1,Personal Auto,Personal L2,Offer4,Agent,292.8,Four-Door Car,Large +FM38725,Oregon,2432.169223,No,Basic,High School or Below,2/21/11,Unemployed,F,0,Suburban,Single,69,2,50,0,1,Personal Auto,Personal L3,Offer4,Web,764.201478,Four-Door Car,Medsize +QX84402,California,25464.82059,Yes,Extended,College,2/1/11,Retired,F,13663,Suburban,Single,97,1,66,0,2,Corporate Auto,Corporate L3,Offer1,Branch,465.6,Four-Door Car,Small +DH95491,California,2229.361773,No,Basic,High School or Below,2/26/11,Unemployed,M,0,Suburban,Married,61,27,57,0,1,Personal Auto,Personal L3,Offer2,Call Center,292.8,Four-Door Car,Medsize +JH36501,Arizona,2507.884662,No,Basic,Doctor,1/23/11,Employed,M,97673,Urban,Single,63,21,49,0,1,Personal Auto,Personal L3,Offer4,Agent,178.762806,Four-Door Car,Medsize +DG46291,Nevada,9500.08167,No,Premium,High School or Below,1/21/11,Employed,F,96276,Urban,Married,117,33,81,0,6,Personal Auto,Personal L1,Offer1,Call Center,553.50361,Four-Door Car,Medsize +LY14355,Washington,2935.988346,No,Basic,High School or Below,2/27/11,Employed,F,73847,Suburban,Married,73,34,51,1,1,Personal Auto,Personal L2,Offer2,Web,350.4,Two-Door Car,Small +AU94279,California,5493.02213,No,Basic,High School or Below,1/3/11,Employed,M,24976,Suburban,Single,72,2,60,1,3,Personal Auto,Personal L3,Offer3,Agent,566.199335,Two-Door Car,Medsize +AG62140,California,5386.325174,No,Basic,College,1/5/11,Employed,F,33716,Suburban,Married,68,18,67,1,3,Personal Auto,Personal L2,Offer1,Agent,349.431986,Four-Door Car,Small +YK66939,Arizona,4384.854616,No,Basic,College,1/25/11,Medical Leave,F,23480,Suburban,Single,117,6,89,0,1,Personal Auto,Personal L2,Offer3,Call Center,842.4,SUV,Medsize +BA75404,Oregon,5789.8509,No,Basic,Doctor,1/19/11,Employed,F,77221,Urban,Married,71,2,49,0,7,Personal Auto,Personal L3,Offer2,Call Center,259.591385,Four-Door Car,Medsize +ZG10765,Nevada,5678.050167,Yes,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,76,8,44,0,3,Personal Auto,Personal L2,Offer2,Agent,364.8,Four-Door Car,Small +TA22923,Arizona,4944.240345,No,Basic,Master,1/16/11,Employed,M,40463,Suburban,Married,61,17,21,0,6,Personal Auto,Personal L3,Offer3,Branch,292.8,Four-Door Car,Small +OM55336,Nevada,7507.455372,Yes,Basic,College,2/6/11,Employed,M,60920,Urban,Single,64,10,61,0,2,Personal Auto,Personal L2,Offer2,Agent,231.201886,Two-Door Car,Medsize +MB60322,Arizona,5332.462694,Yes,Basic,Doctor,2/22/11,Employed,F,68931,Urban,Married,66,32,30,0,7,Special Auto,Special L2,Offer2,Branch,309.577946,Four-Door Car,Medsize +FS97588,Oregon,5475.337618,No,Basic,Bachelor,2/22/11,Employed,F,88251,Urban,Married,68,3,2,0,3,Personal Auto,Personal L3,Offer4,Branch,267.214383,Four-Door Car,Medsize +OX73233,Oregon,2274.647023,No,Basic,College,2/26/11,Unemployed,F,0,Suburban,Single,65,21,40,0,1,Corporate Auto,Corporate L3,Offer3,Web,468,Two-Door Car,Small +KR25511,Washington,6005.214792,Yes,Extended,High School or Below,1/12/11,Employed,M,26876,Suburban,Single,76,17,72,0,8,Corporate Auto,Corporate L2,Offer1,Agent,364.8,Four-Door Car,Medsize +PE39479,Washington,18321.41903,No,Extended,College,2/6/11,Employed,M,88592,Urban,Married,76,19,1,0,2,Corporate Auto,Corporate L3,Offer1,Branch,199.79727,Four-Door Car,Large +AO46433,California,8078.53085,No,Premium,Bachelor,1/20/11,Unemployed,F,0,Suburban,Married,114,1,39,1,5,Personal Auto,Personal L2,Offer1,Branch,547.2,Four-Door Car,Medsize +CD71502,Arizona,3664.22055,No,Basic,High School or Below,2/28/11,Unemployed,M,0,Suburban,Divorced,103,8,75,0,1,Personal Auto,Personal L3,Offer1,Branch,642.773149,SUV,Medsize +ZS94723,Arizona,2960.029328,No,Extended,High School or Below,2/5/11,Unemployed,F,0,Suburban,Single,82,0,28,0,1,Personal Auto,Personal L2,Offer1,Agent,590.4,Four-Door Car,Medsize +EV32492,Arizona,2496.167004,No,Basic,Bachelor,2/1/11,Employed,M,49136,Suburban,Divorced,64,7,95,0,1,Personal Auto,Personal L1,Offer4,Web,307.2,Four-Door Car,Medsize +IW27109,Oregon,4650.68277,No,Basic,College,1/11/11,Unemployed,M,0,Suburban,Single,68,17,66,0,3,Personal Auto,Personal L3,Offer1,Agent,722.877299,Two-Door Car,Medsize +XX37955,Nevada,14002.37819,No,Basic,College,2/22/11,Employed,M,67627,Suburban,Married,117,5,43,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,561.6,SUV,Medsize +MO68226,California,7462.926263,Yes,Extended,College,1/28/11,Employed,F,70263,Rural,Married,93,30,66,0,5,Personal Auto,Personal L2,Offer2,Call Center,7.345946,Two-Door Car,Small +HY86417,Arizona,3653.703458,No,Extended,College,2/13/11,Employed,F,74126,Suburban,Married,90,14,76,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,478.751065,Two-Door Car,Medsize +WI14444,California,5638.543833,No,Basic,High School or Below,2/27/11,Employed,F,74286,Urban,Married,70,27,0,0,3,Personal Auto,Personal L1,Offer4,Agent,277.585067,Two-Door Car,Medsize +XC72555,Oregon,4475.05212,No,Basic,High School or Below,1/21/11,Employed,F,97949,Urban,Married,112,9,13,3,1,Personal Auto,Personal L3,Offer4,Web,324.812083,SUV,Small +SZ37147,California,2719.853023,No,Basic,Bachelor,1/21/11,Employed,M,41005,Suburban,Single,70,22,37,0,1,Personal Auto,Personal L1,Offer4,Branch,336,Four-Door Car,Medsize +HF44881,Arizona,4542.405346,No,Basic,High School or Below,1/6/11,Employed,M,29875,Suburban,Single,119,9,36,1,1,Corporate Auto,Corporate L2,Offer1,Web,571.2,Sports Car,Medsize +GA98025,Arizona,12875.59874,No,Basic,Bachelor,2/4/11,Retired,M,26121,Suburban,Single,119,12,51,0,2,Personal Auto,Personal L2,Offer1,Call Center,754.115474,SUV,Medsize +LO57874,Oregon,2300.691547,Yes,Basic,Bachelor,1/15/11,Retired,M,25905,Suburban,Divorced,63,21,12,0,1,Corporate Auto,Corporate L3,Offer1,Agent,302.4,Four-Door Car,Large +VJ83206,California,8364.559003,No,Basic,College,1/6/11,Employed,M,72117,Rural,Married,70,1,98,0,2,Personal Auto,Personal L2,Offer4,Branch,106.737787,Four-Door Car,Medsize +CV35709,Oregon,14024.35839,Yes,Premium,High School or Below,2/19/11,Employed,F,81872,Rural,Married,115,10,55,0,2,Corporate Auto,Corporate L2,Offer2,Web,256.43803,Four-Door Car,Medsize +VX67206,Oregon,27789.69235,Yes,Extended,Bachelor,1/20/11,Employed,F,33806,Urban,Divorced,89,32,59,0,2,Corporate Auto,Corporate L3,Offer2,Web,395.729716,Four-Door Car,Medsize +WY38315,California,3588.926491,No,Basic,College,1/18/11,Unemployed,M,0,Suburban,Single,106,20,51,0,1,Personal Auto,Personal L2,Offer3,Agent,763.2,SUV,Medsize +AY52869,California,4386.277558,Yes,Basic,College,2/11/11,Retired,M,10621,Suburban,Single,67,28,22,0,5,Personal Auto,Personal L1,Offer1,Agent,321.6,Four-Door Car,Medsize +PT29055,Oregon,6647.846187,No,Basic,Bachelor,1/29/11,Unemployed,F,0,Suburban,Single,65,34,27,0,2,Personal Auto,Personal L3,Offer1,Web,312,Four-Door Car,Medsize +HF62608,Oregon,6753.428413,No,Extended,College,2/27/11,Employed,F,44213,Rural,Single,85,15,58,0,3,Personal Auto,Personal L3,Offer1,Branch,77.523904,Four-Door Car,Medsize +PJ54354,California,4762.823136,No,Basic,Bachelor,1/21/11,Unemployed,M,0,Suburban,Married,65,10,11,0,3,Personal Auto,Personal L1,Offer1,Call Center,366.212945,Four-Door Car,Medsize +VW13019,Nevada,4904.894731,Yes,Extended,College,2/14/11,Retired,F,12902,Suburban,Divorced,139,3,51,0,1,Corporate Auto,Corporate L2,Offer1,Agent,667.2,Sports Car,Medsize +PY80506,Oregon,4764.861739,No,Basic,High School or Below,1/15/11,Employed,M,78757,Urban,Married,119,8,56,3,1,Personal Auto,Personal L2,Offer4,Agent,383.797363,Sports Car,Medsize +CF46699,Oregon,3567.503755,Yes,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,102,28,11,0,1,Personal Auto,Personal L2,Offer2,Agent,660.430456,SUV,Medsize +SF15712,Oregon,3903.802262,No,Extended,High School or Below,2/21/11,Employed,M,51833,Rural,Divorced,99,1,18,0,1,Personal Auto,Personal L3,Offer3,Agent,190.509609,Four-Door Car,Medsize +MX69639,California,10442.43404,No,Extended,High School or Below,2/11/11,Employed,F,30786,Rural,Single,90,3,5,0,2,Personal Auto,Personal L3,Offer2,Branch,28.649762,Four-Door Car,Large +EZ41764,California,2498.963061,No,Basic,Bachelor,2/26/11,Employed,M,76792,Suburban,Married,62,12,27,0,1,Personal Auto,Personal L2,Offer3,Agent,297.6,Four-Door Car,Medsize +BD58297,California,2862.563059,No,Basic,Bachelor,2/27/11,Employed,F,76356,Suburban,Married,71,4,61,2,1,Personal Auto,Personal L3,Offer3,Branch,340.8,Two-Door Car,Medsize +FM55990,California,5989.773931,Yes,Premium,College,1/19/11,Employed,M,66839,Suburban,Single,154,33,24,0,1,Personal Auto,Personal L1,Offer2,Branch,739.2,Sports Car,Medsize +LZ89104,Oregon,7143.035873,No,Extended,High School or Below,2/23/11,Employed,M,59789,Suburban,Married,90,9,81,0,3,Personal Auto,Personal L3,Offer4,Agent,527.539078,Four-Door Car,Large +CI38330,Washington,2549.786069,No,Basic,Bachelor,2/12/11,Employed,M,72217,Rural,Married,64,13,15,0,1,Personal Auto,Personal L2,Offer2,Branch,91.146661,Four-Door Car,Medsize +NT15165,California,12047.775,No,Premium,Bachelor,1/3/11,Employed,F,43324,Urban,Married,101,8,17,0,2,Corporate Auto,Corporate L1,Offer2,Branch,284.667612,Two-Door Car,Medsize +RQ77476,Oregon,20461.1545,No,Premium,Bachelor,2/26/11,Employed,M,87502,Urban,Married,102,20,28,0,2,Personal Auto,Personal L3,Offer2,Branch,421.111226,Four-Door Car,Medsize +QB15345,California,2781.589027,No,Basic,High School or Below,2/8/11,Unemployed,F,0,Suburban,Single,74,8,13,0,1,Personal Auto,Personal L3,Offer4,Web,532.8,Four-Door Car,Medsize +DX65548,Arizona,4834.710493,Yes,Basic,College,1/31/11,Employed,F,38713,Suburban,Divorced,66,31,69,4,6,Personal Auto,Personal L1,Offer2,Call Center,316.8,Four-Door Car,Medsize +RI52095,Washington,7610.540153,No,Basic,High School or Below,2/2/11,Employed,M,51878,Suburban,Single,66,10,16,1,2,Personal Auto,Personal L3,Offer2,Branch,316.8,Four-Door Car,Medsize +RK76184,Arizona,2159.251473,No,Basic,College,2/7/11,Unemployed,M,0,Suburban,Married,61,9,39,0,1,Personal Auto,Personal L3,Offer2,Web,292.8,Four-Door Car,Medsize +EH86912,California,8420.43119,No,Basic,College,2/27/11,Disabled,M,28617,Suburban,Married,112,20,57,0,9,Personal Auto,Personal L2,Offer3,Agent,797.595611,SUV,Medsize +TJ90326,California,13530.02906,No,Extended,Doctor,2/2/11,Employed,F,75037,Rural,Married,85,5,27,2,2,Personal Auto,Personal L3,Offer2,Call Center,180.555113,Four-Door Car,Small +ES93923,Oregon,8798.312515,No,Premium,Bachelor,2/6/11,Employed,F,24550,Suburban,Married,111,12,6,0,9,Personal Auto,Personal L1,Offer2,Agent,536.00374,Four-Door Car,Small +BY23642,Arizona,4595.043966,No,Basic,Bachelor,1/17/11,Unemployed,F,0,Suburban,Single,64,16,62,0,6,Personal Auto,Personal L3,Offer1,Branch,460.8,Two-Door Car,Small +CV64725,California,6545.802896,No,Extended,High School or Below,1/7/11,Employed,M,55366,Suburban,Divorced,86,11,54,2,4,Personal Auto,Personal L1,Offer3,Agent,455.714395,Four-Door Car,Medsize +RN56430,Nevada,5443.761524,No,Basic,High School or Below,2/15/11,Employed,F,41449,Suburban,Married,69,16,96,1,3,Personal Auto,Personal L1,Offer3,Branch,331.2,Two-Door Car,Medsize +PD32052,California,7957.630101,No,Basic,High School or Below,1/19/11,Employed,M,51125,Suburban,Divorced,67,3,67,0,2,Personal Auto,Personal L3,Offer1,Agent,430.29174,Four-Door Car,Medsize +YG87460,Arizona,2444.741307,No,Basic,College,1/16/11,Unemployed,M,0,Urban,Married,71,8,59,1,1,Personal Auto,Personal L2,Offer3,Branch,244.587596,Four-Door Car,Medsize +BN90616,Washington,8590.334983,No,Basic,Bachelor,2/6/11,Employed,F,63110,Rural,Married,72,23,84,0,2,Personal Auto,Personal L3,Offer3,Agent,68.179721,Four-Door Car,Medsize +BH36973,Oregon,2730.3538,No,Basic,College,2/3/11,Employed,F,63401,Urban,Married,68,1,18,0,1,Personal Auto,Personal L1,Offer2,Agent,202.938048,Four-Door Car,Medsize +QN76156,Oregon,2925.726685,No,Basic,College,1/3/11,Employed,F,30752,Suburban,Married,73,2,37,0,1,Personal Auto,Personal L3,Offer4,Call Center,400.294003,Four-Door Car,Small +ZJ15114,California,5331.737284,No,Basic,High School or Below,1/12/11,Employed,M,60986,Suburban,Married,67,30,32,0,5,Corporate Auto,Corporate L3,Offer4,Branch,417.781693,Four-Door Car,Medsize +CM84035,Arizona,11320.82704,No,Premium,College,1/7/11,Employed,M,41692,Rural,Single,101,21,15,1,2,Corporate Auto,Corporate L3,Offer3,Call Center,245.968629,Four-Door Car,Medsize +TZ22914,Oregon,5130.823951,No,Basic,Master,1/14/11,Disabled,M,12940,Urban,Divorced,68,7,36,0,3,Personal Auto,Personal L3,Offer1,Agent,268.1726,Two-Door Car,Large +MW80236,Washington,7919.832069,No,Basic,Master,2/21/11,Unemployed,M,0,Suburban,Married,70,13,18,0,2,Personal Auto,Personal L1,Offer1,Agent,336,Four-Door Car,Medsize +WO89464,Oregon,2619.337376,Yes,Basic,Bachelor,2/5/11,Employed,M,78618,Urban,Divorced,66,7,56,0,1,Personal Auto,Personal L3,Offer1,Agent,225.578841,Two-Door Car,Medsize +MK56815,California,9591.232645,No,Premium,College,2/25/11,Employed,M,54538,Urban,Married,119,32,63,0,6,Personal Auto,Personal L3,Offer1,Call Center,507.799325,Four-Door Car,Medsize +LJ64287,Nevada,4196.652176,No,Basic,High School or Below,2/15/11,Unemployed,M,0,Suburban,Single,64,35,75,1,7,Personal Auto,Personal L1,Offer3,Call Center,774.737185,Two-Door Car,Medsize +UK86050,Arizona,7887.964945,No,Basic,High School or Below,2/24/11,Employed,F,76590,Urban,Divorced,65,0,91,0,2,Personal Auto,Personal L3,Offer1,Agent,183.293091,Four-Door Car,Large +TQ24692,Oregon,8676.698631,No,Basic,High School or Below,1/2/11,Employed,M,76214,Urban,Married,72,7,48,0,2,Special Auto,Special L2,Offer2,Web,202.81373,Four-Door Car,Medsize +QO16222,California,6383.611136,No,Basic,College,2/27/11,Unemployed,F,0,Suburban,Single,196,13,74,2,1,Personal Auto,Personal L3,Offer2,Call Center,2327.166394,Luxury SUV,Small +SU86402,Arizona,6568.75877,No,Extended,High School or Below,1/30/11,Disabled,F,25876,Suburban,Married,83,29,46,0,3,Personal Auto,Personal L3,Offer1,Branch,398.4,Two-Door Car,Medsize +CI95726,Nevada,3644.833554,Yes,Extended,High School or Below,1/15/11,Employed,F,82477,Suburban,Married,90,1,69,0,1,Personal Auto,Personal L3,Offer2,Agent,432,Two-Door Car,Large +JE98863,Arizona,3910.697956,No,Extended,Bachelor,2/18/11,Employed,F,58713,Suburban,Married,98,8,4,0,1,Special Auto,Special L1,Offer1,Agent,470.4,Four-Door Car,Small +DD89544,Arizona,18704.85055,No,Extended,Bachelor,1/10/11,Employed,M,64929,Suburban,Married,240,13,11,3,8,Corporate Auto,Corporate L1,Offer1,Agent,1261.672708,Luxury SUV,Medsize +HK28125,California,24337.38181,No,Extended,High School or Below,1/4/11,Unemployed,M,0,Suburban,Single,85,5,15,1,2,Personal Auto,Personal L2,Offer2,Agent,612,Four-Door Car,Medsize +VT52978,Nevada,12547.42888,No,Premium,High School or Below,1/21/11,Employed,M,32857,Suburban,Divorced,105,24,15,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,504,Four-Door Car,Medsize +DU66620,Nevada,4582.685265,No,Basic,College,2/13/11,Medical Leave,M,19065,Suburban,Married,61,28,29,0,7,Personal Auto,Personal L2,Offer4,Call Center,292.8,Two-Door Car,Medsize +YC83239,Washington,2864.093984,No,Extended,Bachelor,1/13/11,Unemployed,F,0,Suburban,Single,83,17,30,0,1,Personal Auto,Personal L2,Offer4,Web,825.29011,Two-Door Car,Medsize +VS40267,California,30850.58677,No,Basic,High School or Below,2/8/11,Disabled,M,25503,Suburban,Married,115,12,59,0,2,Personal Auto,Personal L3,Offer2,Branch,552,SUV,Medsize +WJ55369,Arizona,7366.093547,No,Extended,High School or Below,2/5/11,Employed,M,30250,Urban,Married,93,1,98,0,6,Personal Auto,Personal L3,Offer1,Call Center,398.100233,Four-Door Car,Medsize +MZ23183,Oregon,4224.832303,No,Basic,Bachelor,1/25/11,Unemployed,M,0,Suburban,Single,63,9,88,0,8,Personal Auto,Personal L3,Offer1,Call Center,453.6,Four-Door Car,Medsize +DV58197,California,8256.2978,Yes,Basic,Bachelor,1/25/11,Employed,F,62902,Rural,Married,69,14,94,0,2,Personal Auto,Personal L3,Offer2,Web,159.383042,Two-Door Car,Medsize +RZ97514,Oregon,7498.824515,No,Basic,Master,1/27/11,Unemployed,F,0,Suburban,Married,66,5,17,0,2,Personal Auto,Personal L1,Offer3,Agent,316.8,Four-Door Car,Medsize +ET90029,Arizona,25626.70699,No,Extended,Doctor,2/12/11,Medical Leave,F,14278,Urban,Married,134,6,9,0,2,Personal Auto,Personal L2,Offer2,Web,346.319404,Sports Car,Small +SD21312,Nevada,5989.773931,Yes,Premium,College,1/19/11,Employed,M,66839,Suburban,Single,154,33,24,0,1,Personal Auto,Personal L2,Offer2,Branch,739.2,Sports Car,Medsize +FG31425,Arizona,2530.810167,No,Basic,College,2/21/11,Employed,F,37811,Suburban,Married,63,25,14,0,1,Special Auto,Special L2,Offer4,Agent,365.002909,Four-Door Car,Medsize +FA15338,Arizona,13569.24071,No,Basic,High School or Below,1/9/11,Medical Leave,M,20978,Suburban,Married,70,35,20,0,2,Personal Auto,Personal L2,Offer4,Branch,336,Two-Door Car,Medsize +HD53787,California,13113.13865,No,Extended,College,2/10/11,Medical Leave,F,28519,Suburban,Married,86,23,30,0,2,Personal Auto,Personal L1,Offer4,Branch,412.8,Two-Door Car,Large +ME11422,California,5085.023369,No,Basic,College,2/12/11,Unemployed,M,0,Suburban,Married,72,15,18,1,3,Personal Auto,Personal L3,Offer3,Agent,571.531582,Four-Door Car,Small +QN36109,Nevada,4554.557242,No,Basic,Master,2/8/11,Employed,F,85140,Rural,Single,118,7,11,4,1,Personal Auto,Personal L3,Offer1,Branch,88.17994,SUV,Medsize +UL80763,Oregon,4014.453113,Yes,Extended,Doctor,1/8/11,Employed,F,37384,Suburban,Married,99,9,17,0,1,Personal Auto,Personal L2,Offer2,Agent,475.2,Four-Door Car,Medsize +DH61947,Oregon,2863.043304,No,Extended,Bachelor,2/12/11,Unemployed,M,0,Rural,Married,79,0,44,0,1,Personal Auto,Personal L2,Offer4,Call Center,168.89233,Two-Door Car,Medsize +QX54905,Nevada,7200.664877,Yes,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,66,16,77,0,2,Corporate Auto,Corporate L3,Offer2,Agent,316.8,Four-Door Car,Medsize +XQ39498,Oregon,30909.22228,No,Premium,High School or Below,2/12/11,Employed,M,57659,Suburban,Divorced,111,24,31,0,2,Personal Auto,Personal L1,Offer1,Agent,756.37287,Four-Door Car,Medsize +FQ51281,Oregon,8170.621997,No,Basic,Bachelor,1/27/11,Employed,F,95241,Rural,Married,68,3,12,1,2,Personal Auto,Personal L3,Offer2,Branch,87.803087,Four-Door Car,Large +NA45983,Arizona,2877.813846,No,Basic,College,1/12/11,Employed,M,38870,Rural,Divorced,74,3,89,0,1,Special Auto,Special L1,Offer1,Agent,145.365072,Four-Door Car,Small +LC23144,California,8478.30421,No,Basic,High School or Below,2/28/11,Medical Leave,F,13870,Suburban,Married,109,1,78,0,5,Personal Auto,Personal L3,Offer3,Web,550.430985,SUV,Medsize +SG54382,Arizona,8646.547993,No,Extended,Bachelor,2/3/11,Employed,M,25964,Suburban,Married,76,21,87,2,2,Corporate Auto,Corporate L3,Offer1,Branch,364.8,Four-Door Car,Medsize +XH54129,California,4755.762589,No,Premium,High School or Below,2/17/11,Employed,F,72193,Urban,Married,118,1,46,0,1,Personal Auto,Personal L3,Offer4,Branch,552.646907,Four-Door Car,Medsize +QD28391,Washington,7425.845305,No,Basic,College,1/31/11,Employed,M,84302,Rural,Married,62,19,63,0,2,Personal Auto,Personal L2,Offer2,Branch,76.609295,Four-Door Car,Medsize +HX55735,Nevada,4462.997006,Yes,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,73,35,52,3,5,Personal Auto,Personal L3,Offer1,Web,350.4,Two-Door Car,Medsize +AI49712,Washington,2593.897887,No,Basic,High School or Below,1/21/11,Unemployed,F,0,Suburban,Single,72,31,99,0,1,Personal Auto,Personal L1,Offer3,Call Center,345.6,Four-Door Car,Large +YM53951,Oregon,6006.441801,No,Extended,College,2/17/11,Employed,M,39482,Urban,Divorced,77,29,48,0,5,Corporate Auto,Corporate L2,Offer1,Agent,277.907701,Four-Door Car,Medsize +JO77924,Oregon,10010.14003,No,Extended,High School or Below,1/29/11,Employed,M,66371,Rural,Married,125,2,75,0,5,Personal Auto,Personal L3,Offer2,Agent,43.098747,SUV,Medsize +EZ20115,California,26305.41541,No,Basic,Bachelor,2/9/11,Employed,M,35300,Urban,Married,74,14,71,0,2,Personal Auto,Personal L3,Offer1,Agent,225.518065,Four-Door Car,Medsize +DD88614,California,7096.598526,No,Extended,Doctor,1/21/11,Employed,F,67735,Rural,Married,88,33,87,0,3,Corporate Auto,Corporate L3,Offer3,Agent,3.4637,Four-Door Car,Medsize +BO21461,California,2859.799774,No,Basic,College,1/10/11,Employed,M,98879,Rural,Single,73,14,33,1,1,Personal Auto,Personal L3,Offer4,Call Center,108.667642,Four-Door Car,Medsize +EX13440,Oregon,29589.94128,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,108,29,74,0,2,Corporate Auto,Corporate L1,Offer3,Branch,777.6,SUV,Medsize +UB87714,Oregon,9667.129686,No,Extended,Master,1/27/11,Employed,M,72885,Rural,Divorced,124,35,88,2,6,Personal Auto,Personal L2,Offer1,Branch,233.676034,SUV,Medsize +VW84197,Oregon,21941.85759,No,Basic,Bachelor,2/20/11,Employed,F,26378,Rural,Married,70,22,79,1,2,Personal Auto,Personal L3,Offer2,Branch,147.795699,Four-Door Car,Medsize +HP56518,Oregon,5548.031892,Yes,Basic,Bachelor,1/13/11,Employed,M,67798,Suburban,Divorced,69,1,78,0,9,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +SP81997,Washington,7752.933281,No,Extended,Master,2/11/11,Employed,F,41275,Rural,Married,96,29,16,0,3,Personal Auto,Personal L3,Offer3,Branch,41.122303,Four-Door Car,Large +VH66357,California,2769.72527,No,Basic,College,2/19/11,Employed,M,39646,Urban,Married,70,9,35,0,1,Personal Auto,Personal L3,Offer4,Agent,279.714859,Four-Door Car,Small +IM30965,Oregon,2545.070274,No,Basic,High School or Below,2/15/11,Employed,M,71868,Suburban,Single,65,6,61,0,1,Corporate Auto,Corporate L3,Offer4,Agent,312,Four-Door Car,Small +TQ37204,Oregon,8629.329351,No,Basic,High School or Below,1/9/11,Employed,F,59107,Urban,Married,107,29,57,0,7,Personal Auto,Personal L2,Offer2,Branch,480.521227,SUV,Medsize +NN54114,Arizona,4915.39018,No,Basic,Bachelor,1/9/11,Unemployed,M,0,Suburban,Single,70,13,48,0,9,Personal Auto,Personal L3,Offer1,Branch,504,Four-Door Car,Medsize +BI27443,Arizona,4896.562733,No,Extended,College,2/18/11,Employed,F,36428,Urban,Divorced,124,34,20,0,1,Personal Auto,Personal L1,Offer2,Agent,559.412583,SUV,Medsize +WL86517,Nevada,4013.959621,No,Extended,Doctor,2/6/11,Employed,F,93284,Suburban,Married,99,7,26,0,1,Personal Auto,Personal L3,Offer3,Web,475.2,Two-Door Car,Medsize +HW40931,Oregon,10834.86984,No,Extended,College,1/6/11,Employed,F,34612,Suburban,Married,91,8,77,1,2,Special Auto,Special L1,Offer4,Web,655.2,Four-Door Car,Small +NN44758,Arizona,4669.22664,Yes,Premium,High School or Below,2/14/11,Employed,F,76157,Suburban,Married,116,15,80,0,1,Personal Auto,Personal L2,Offer2,Call Center,556.8,Two-Door Car,Small +NQ18750,Oregon,29577.28414,No,Premium,College,2/16/11,Unemployed,M,0,Suburban,Single,106,34,13,0,2,Personal Auto,Personal L1,Offer2,Call Center,763.2,Two-Door Car,Small +GC34791,Nevada,9259.729948,No,Basic,High School or Below,2/3/11,Disabled,M,17109,Suburban,Married,62,7,45,0,2,Personal Auto,Personal L3,Offer2,Agent,297.6,Two-Door Car,Medsize +SY22123,California,6300.440231,No,Extended,College,1/5/11,Medical Leave,F,29539,Suburban,Single,85,20,83,0,7,Personal Auto,Personal L3,Offer1,Agent,408,Four-Door Car,Medsize +DY17416,Oregon,6031.518652,No,Extended,College,2/7/11,Employed,M,49539,Urban,Single,79,15,83,0,5,Personal Auto,Personal L3,Offer2,Agent,286.938064,Two-Door Car,Medsize +KE57057,California,2300.334605,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Single,66,9,10,1,1,Corporate Auto,Corporate L3,Offer2,Agent,475.2,Four-Door Car,Small +AT24793,Oregon,6863.124573,No,Premium,College,1/16/11,Employed,M,25352,Suburban,Married,173,10,65,0,1,Special Auto,Special L3,Offer3,Call Center,830.4,Sports Car,Medsize +SL71998,Oregon,2797.759849,No,Basic,College,1/18/11,Employed,M,63223,Suburban,Married,71,3,72,0,1,Personal Auto,Personal L1,Offer3,Web,397.622116,Two-Door Car,Small +AP66226,Nevada,4479.494223,No,Basic,Bachelor,2/10/11,Medical Leave,M,18505,Suburban,Married,66,15,51,4,3,Personal Auto,Personal L3,Offer1,Web,316.8,Four-Door Car,Medsize +HI91534,California,4571.509384,No,Basic,College,1/11/11,Employed,F,91485,Urban,Divorced,114,2,16,0,1,Personal Auto,Personal L3,Offer3,Web,392.925712,SUV,Small +TK61994,Oregon,6104.501453,No,Extended,College,2/28/11,Disabled,F,18690,Rural,Married,80,10,63,0,5,Personal Auto,Personal L2,Offer1,Agent,18.192921,Four-Door Car,Medsize +CW35098,Washington,3297.904615,No,Extended,College,1/5/11,Unemployed,M,0,Suburban,Single,91,3,78,0,1,Personal Auto,Personal L3,Offer1,Branch,655.2,Two-Door Car,Medsize +WX30852,Arizona,2639.982596,No,Basic,Bachelor,2/4/11,Employed,F,69819,Rural,Married,66,24,20,0,1,Personal Auto,Personal L1,Offer4,Agent,21.00736,Four-Door Car,Medsize +SK69036,California,13780.48818,No,Premium,Bachelor,2/20/11,Employed,M,25708,Suburban,Divorced,118,21,44,0,2,Personal Auto,Personal L1,Offer1,Branch,566.4,Four-Door Car,Small +YI79084,Nevada,3702.63121,No,Extended,Doctor,1/17/11,Employed,M,33738,Suburban,Single,95,13,97,0,1,Personal Auto,Personal L1,Offer2,Agent,541.755353,Two-Door Car,Medsize +KF46546,Arizona,5789.352696,No,Basic,Bachelor,2/12/11,Employed,F,75845,Rural,Married,72,2,71,0,6,Personal Auto,Personal L2,Offer1,Agent,73.848672,Four-Door Car,Medsize +GA71186,Nevada,13464.60289,No,Basic,High School or Below,1/6/11,Employed,M,83392,Urban,Married,112,20,34,0,2,Personal Auto,Personal L2,Offer1,Agent,523.688037,SUV,Medsize +KL65897,California,6331.338496,No,Extended,Bachelor,2/21/11,Unemployed,F,0,Rural,Married,87,3,82,0,3,Personal Auto,Personal L2,Offer1,Branch,94.714302,Two-Door Car,Medsize +CF15086,California,3838.113442,No,Extended,College,1/11/11,Employed,M,76375,Rural,Married,96,21,81,0,1,Personal Auto,Personal L3,Offer2,Branch,138.423414,Four-Door Car,Medsize +HG40729,Oregon,11274.91011,No,Premium,College,2/11/11,Unemployed,M,0,Suburban,Single,114,22,39,0,2,Personal Auto,Personal L3,Offer1,Branch,820.8,Four-Door Car,Small +VP55618,California,6052.003301,No,Extended,College,2/5/11,Employed,M,32330,Suburban,Divorced,79,16,27,1,9,Corporate Auto,Corporate L3,Offer1,Branch,379.2,Four-Door Car,Medsize +ZL23478,California,33451.7935,No,Extended,Bachelor,2/11/11,Employed,F,85689,Urban,Married,92,5,8,0,2,Corporate Auto,Corporate L3,Offer1,Agent,237.946822,Four-Door Car,Small +EY75197,Arizona,5611.926939,No,Premium,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,158,5,59,0,1,Personal Auto,Personal L3,Offer3,Agent,1137.6,SUV,Medsize +SF11920,Arizona,5607.253592,No,Basic,College,2/25/11,Employed,F,39507,Urban,Married,70,32,17,0,5,Corporate Auto,Corporate L1,Offer1,Web,283.743206,Two-Door Car,Medsize +DY57308,California,8835.159206,No,Basic,Bachelor,1/18/11,Employed,F,22373,Urban,Married,112,11,59,0,8,Personal Auto,Personal L1,Offer1,Branch,419.750892,SUV,Small +HP73832,California,3796.547659,No,Extended,College,1/17/11,Employed,F,20217,Suburban,Married,96,16,30,2,1,Personal Auto,Personal L1,Offer2,Web,513.306893,Four-Door Car,Medsize +WP58797,Oregon,3936.785538,No,Basic,Bachelor,2/28/11,Disabled,M,19245,Suburban,Married,106,28,61,0,1,Personal Auto,Personal L3,Offer3,Web,508.8,SUV,Large +ZM33786,Arizona,37150.82945,No,Basic,High School or Below,1/12/11,Disabled,F,17774,Rural,Married,108,0,64,0,2,Personal Auto,Personal L2,Offer3,Call Center,116.257094,SUV,Medsize +LY19199,Oregon,4815.532839,No,Basic,Bachelor,1/26/11,Employed,M,80355,Rural,Divorced,62,26,33,1,3,Corporate Auto,Corporate L3,Offer1,Branch,83.390706,Two-Door Car,Medsize +IX60436,Arizona,2853.370449,No,Basic,Bachelor,1/29/11,Employed,M,65099,Suburban,Married,73,8,19,2,1,Special Auto,Special L1,Offer2,Branch,350.4,Four-Door Car,Medsize +UK29448,Oregon,2467.459952,No,Basic,Bachelor,1/1/11,Unemployed,M,0,Suburban,Single,73,29,14,0,1,Personal Auto,Personal L2,Offer1,Agent,525.6,Two-Door Car,Medsize +QA49556,Washington,5200.22777,No,Basic,Master,1/31/11,Employed,M,23401,Suburban,Single,66,17,34,0,3,Personal Auto,Personal L2,Offer4,Web,316.8,Four-Door Car,Medsize +ST78006,Oregon,4594.263722,No,Basic,High School or Below,1/1/11,Unemployed,F,0,Rural,Married,63,11,10,1,3,Personal Auto,Personal L2,Offer4,Call Center,139.331764,Four-Door Car,Medsize +KD63903,Arizona,8586.662939,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Married,118,6,32,0,5,Personal Auto,Personal L1,Offer3,Call Center,566.4,SUV,Medsize +GV62858,California,4091.934934,No,Premium,Bachelor,2/23/11,Employed,F,38692,Suburban,Married,102,16,8,0,1,Personal Auto,Personal L3,Offer1,Web,502.443591,Four-Door Car,Medsize +DN66715,California,5181.620895,Yes,Basic,Master,2/3/11,Employed,F,97131,Suburban,Married,64,5,80,0,6,Personal Auto,Personal L3,Offer2,Agent,307.2,Four-Door Car,Small +LU30834,Oregon,14230.3242,No,Basic,Bachelor,2/22/11,Employed,F,78046,Suburban,Divorced,119,22,91,2,2,Personal Auto,Personal L3,Offer1,Call Center,759.119999,SUV,Small +HN35280,Arizona,2446.664534,No,Basic,Bachelor,2/13/11,Employed,M,82225,Suburban,Divorced,61,24,27,0,1,Personal Auto,Personal L3,Offer2,Web,292.8,Two-Door Car,Medsize +DG21323,California,4758.564558,No,Basic,High School or Below,2/13/11,Unemployed,F,0,Suburban,Single,64,29,36,0,9,Personal Auto,Personal L3,Offer3,Branch,607.733606,Four-Door Car,Medsize +KD16729,Nevada,6645.928117,No,Extended,College,1/25/11,Employed,M,21144,Urban,Married,86,6,98,0,8,Personal Auto,Personal L2,Offer1,Branch,391.446775,Two-Door Car,Medsize +WO17738,Oregon,8717.851882,No,Premium,High School or Below,1/15/11,Employed,F,36645,Suburban,Single,112,21,50,0,7,Corporate Auto,Corporate L3,Offer2,Agent,614.082146,Four-Door Car,Large +VB22338,Nevada,4110.620178,No,Basic,High School or Below,1/3/11,Employed,M,31842,Urban,Single,108,7,31,0,1,Special Auto,Special L3,Offer4,Agent,406.348084,SUV,Small +JU66696,California,9810.407902,No,Extended,Master,2/20/11,Unemployed,F,0,Suburban,Married,131,15,90,0,8,Corporate Auto,Corporate L2,Offer3,Branch,628.8,Sports Car,Large +AE60813,Oregon,4993.025273,No,Basic,College,2/17/11,Employed,F,75090,Rural,Married,63,10,67,1,7,Personal Auto,Personal L3,Offer4,Branch,101.34165,Four-Door Car,Medsize +AS99827,Oregon,4463.607161,No,Basic,Bachelor,2/12/11,Unemployed,F,0,Suburban,Single,62,15,95,0,6,Personal Auto,Personal L1,Offer1,Branch,567.343266,Four-Door Car,Medsize +XQ80738,Oregon,2895.213818,No,Basic,High School or Below,2/5/11,Employed,F,72014,Urban,Married,72,24,58,0,1,Personal Auto,Personal L1,Offer2,Agent,188.204234,Four-Door Car,Medsize +KX82226,Arizona,3185.17031,No,Extended,High School or Below,2/20/11,Medical Leave,M,13512,Suburban,Single,92,14,24,0,1,Personal Auto,Personal L3,Offer4,Call Center,441.6,Two-Door Car,Medsize +MA43940,Oregon,9343.198788,No,Basic,High School or Below,2/13/11,Employed,M,75909,Suburban,Married,117,23,77,0,3,Special Auto,Special L3,Offer3,Branch,561.6,Sports Car,Medsize +JL93248,Oregon,7296.535053,No,Basic,High School or Below,2/12/11,Disabled,F,18884,Suburban,Divorced,64,21,90,0,2,Personal Auto,Personal L3,Offer1,Branch,307.2,Four-Door Car,Small +PY98628,Arizona,5568.947534,Yes,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,79,21,53,1,7,Personal Auto,Personal L2,Offer1,Agent,407.440238,Two-Door Car,Medsize +GX32768,Oregon,7627.026893,No,Basic,Bachelor,1/4/11,Unemployed,F,0,Suburban,Single,74,1,52,1,2,Corporate Auto,Corporate L2,Offer1,Agent,807.279979,Four-Door Car,Medsize +AM89558,Nevada,4636.54647,Yes,Basic,College,1/1/11,Retired,M,26802,Suburban,Married,66,7,43,1,5,Corporate Auto,Corporate L3,Offer2,Agent,316.8,Two-Door Car,Medsize +EL41362,California,5329.12883,No,Basic,College,2/11/11,Employed,F,99839,Suburban,Married,66,17,12,0,3,Personal Auto,Personal L2,Offer3,Agent,468.203397,Four-Door Car,Small +XK91603,California,2478.235474,No,Basic,College,2/4/11,Employed,F,24186,Suburban,Single,64,8,11,0,1,Personal Auto,Personal L2,Offer2,Agent,307.2,Four-Door Car,Medsize +MG77033,California,5522.769962,No,Basic,College,2/15/11,Employed,M,46971,Rural,Married,69,26,21,0,3,Corporate Auto,Corporate L3,Offer1,Agent,120.109061,Four-Door Car,Large +OM70085,Oregon,8586.528213,No,Extended,Bachelor,2/7/11,Unemployed,F,0,Suburban,Single,83,29,13,0,2,Personal Auto,Personal L2,Offer2,Agent,483.577807,Four-Door Car,Medsize +NB57112,Oregon,8104.503269,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Suburban,Single,117,24,8,1,6,Personal Auto,Personal L2,Offer2,Agent,842.4,Sports Car,Medsize +WH60140,Arizona,2356.702311,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,69,22,11,0,1,Personal Auto,Personal L2,Offer2,Call Center,496.8,Two-Door Car,Small +FV92759,Oregon,2004.350666,Yes,Basic,College,2/22/11,Unemployed,F,0,Suburban,Divorced,66,16,35,4,1,Personal Auto,Personal L3,Offer1,Branch,316.8,Four-Door Car,Small +YW85018,Nevada,2810.464447,Yes,Basic,Bachelor,2/27/11,Employed,M,26790,Suburban,Married,71,4,41,0,1,Personal Auto,Personal L1,Offer2,Agent,340.8,Two-Door Car,Medsize +BY84257,Arizona,2379.614363,No,Basic,College,2/10/11,Unemployed,M,0,Suburban,Single,71,28,15,0,1,Special Auto,Special L1,Offer4,Branch,747.107317,Four-Door Car,Medsize +JT69863,Arizona,2410.105206,No,Basic,Bachelor,2/23/11,Medical Leave,M,16258,Suburban,Married,64,13,84,0,1,Personal Auto,Personal L2,Offer3,Branch,307.2,Two-Door Car,Medsize +OE15600,California,2544.969754,No,Basic,College,2/6/11,Employed,M,91169,Rural,Single,65,5,50,0,1,Personal Auto,Personal L3,Offer2,Call Center,139.745936,Two-Door Car,Medsize +BU81591,California,10153.88899,No,Extended,College,2/15/11,Unemployed,M,0,Suburban,Married,90,33,75,0,2,Corporate Auto,Corporate L1,Offer1,Call Center,432,Four-Door Car,Large +XL44677,California,2300.691547,Yes,Basic,Bachelor,1/15/11,Retired,M,25905,Suburban,Divorced,63,21,12,0,1,Personal Auto,Personal L1,Offer1,Agent,302.4,Four-Door Car,Large +No73821,Oregon,10145.44091,No,Extended,High School or Below,1/19/11,Employed,M,44577,Suburban,Single,131,27,7,0,9,Personal Auto,Personal L1,Offer2,Branch,640.491537,SUV,Medsize +VJ24328,Oregon,2599.04158,No,Basic,High School or Below,2/21/11,Employed,M,53021,Suburban,Married,68,28,71,4,1,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Medsize +XW63353,Oregon,6689.022728,Yes,Extended,High School or Below,2/13/11,Employed,M,56980,Suburban,Married,84,33,70,0,7,Personal Auto,Personal L3,Offer2,Agent,599.000883,Two-Door Car,Medsize +JZ31045,California,2721.589169,No,Basic,College,2/4/11,Employed,F,97719,Urban,Married,67,6,82,0,1,Personal Auto,Personal L3,Offer3,Branch,318.660896,Four-Door Car,Medsize +UM27359,Arizona,7524.88292,No,Basic,Bachelor,2/15/11,Employed,M,49530,Urban,Married,63,8,64,0,2,Personal Auto,Personal L1,Offer2,Web,278.24204,Four-Door Car,Medsize +ND71187,Arizona,9487.721906,No,Extended,Master,2/26/11,Employed,M,56233,Suburban,Married,79,30,61,0,2,Corporate Auto,Corporate L2,Offer1,Agent,558.746277,Four-Door Car,Large +YR63096,Nevada,5977.78537,No,Basic,High School or Below,1/14/11,Employed,F,79140,Suburban,Married,74,9,59,0,9,Corporate Auto,Corporate L3,Offer1,Agent,487.930161,Four-Door Car,Small +SN21895,Arizona,6411.117312,No,Extended,Bachelor,2/27/11,Medical Leave,F,13088,Suburban,Married,82,29,77,0,3,Personal Auto,Personal L3,Offer1,Agent,393.6,Four-Door Car,Small +FY90924,Arizona,2944.180861,No,Basic,High School or Below,1/5/11,Employed,F,73601,Urban,Married,73,10,42,0,1,Personal Auto,Personal L3,Offer2,Agent,339.938915,Four-Door Car,Medsize +CN30964,California,6685.797205,No,Extended,Bachelor,2/26/11,Employed,F,31517,Suburban,Married,84,33,74,2,3,Personal Auto,Personal L3,Offer4,Agent,604.8,Two-Door Car,Small +BN14307,Oregon,4692.660787,No,Basic,College,2/2/11,Unemployed,M,0,Suburban,Single,69,24,23,0,8,Personal Auto,Personal L2,Offer2,Call Center,549.271947,Two-Door Car,Medsize +XG35514,California,4502.667305,No,Basic,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,69,28,29,2,3,Personal Auto,Personal L3,Offer3,Branch,496.8,Four-Door Car,Medsize +RL28918,California,16504.96173,No,Basic,High School or Below,2/21/11,Employed,M,42148,Urban,Married,104,4,29,0,2,Personal Auto,Personal L1,Offer3,Branch,366.978793,SUV,Small +SR74929,Oregon,9460.17545,No,Extended,High School or Below,1/22/11,Unemployed,F,0,Suburban,Single,133,23,32,0,6,Personal Auto,Personal L1,Offer1,Call Center,1443.455106,SUV,Medsize +HK93338,Washington,7931.722181,No,Basic,High School or Below,2/20/11,Disabled,F,23769,Suburban,Divorced,69,18,14,0,2,Personal Auto,Personal L2,Offer1,Branch,470.097411,Four-Door Car,Medsize +QR53727,Arizona,7974.390276,No,Basic,High School or Below,2/28/11,Unemployed,F,0,Suburban,Single,109,5,64,0,4,Personal Auto,Personal L3,Offer1,Web,523.2,SUV,Medsize +SQ35375,Oregon,5054.334903,No,Basic,Doctor,2/20/11,Employed,F,22241,Suburban,Married,63,1,1,0,6,Personal Auto,Personal L3,Offer2,Web,343.159148,Four-Door Car,Medsize +UD77728,Arizona,5657.806998,No,Basic,Bachelor,2/26/11,Employed,F,23550,Urban,Married,72,17,3,0,3,Personal Auto,Personal L3,Offer2,Agent,222.751524,Four-Door Car,Medsize +GP13187,California,14917.33495,No,Basic,Master,1/12/11,Unemployed,F,0,Suburban,Married,190,1,36,0,3,Personal Auto,Personal L3,Offer1,Branch,1368,Luxury Car,Medsize +AQ70619,California,13046.65319,No,Basic,High School or Below,1/8/11,Employed,M,71024,Urban,Married,65,26,96,1,2,Corporate Auto,Corporate L3,Offer1,Agent,266.640638,Four-Door Car,Medsize +IP65887,Oregon,38410.59556,No,Basic,Bachelor,2/26/11,Employed,F,71644,Suburban,Married,105,19,83,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,504,SUV,Medsize +KS98084,California,5069.071361,No,Basic,Master,2/7/11,Employed,F,50363,Rural,Married,63,24,40,0,8,Personal Auto,Personal L3,Offer3,Agent,12.744774,Four-Door Car,Medsize +QU55718,California,10978.7834,No,Extended,Bachelor,2/12/11,Employed,F,92914,Suburban,Married,136,24,55,0,8,Personal Auto,Personal L1,Offer1,Agent,979.2,Sports Car,Large +TS31417,Washington,39769.55524,No,Basic,College,1/26/11,Medical Leave,M,16645,Suburban,Married,117,19,92,0,2,Personal Auto,Personal L3,Offer1,Web,696.9628,SUV,Medsize +QG83213,California,6559.34766,No,Extended,College,2/27/11,Unemployed,M,0,Suburban,Single,94,7,8,0,6,Personal Auto,Personal L2,Offer2,Agent,451.2,Four-Door Car,Small +SA40041,Washington,5749.883799,No,Basic,Bachelor,2/22/11,Employed,F,22814,Suburban,Divorced,73,16,59,0,9,Personal Auto,Personal L3,Offer2,Agent,360.773462,Four-Door Car,Small +MC36247,Oregon,16473.16905,Yes,Basic,Bachelor,2/24/11,Retired,M,22828,Suburban,Married,106,11,54,0,2,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Medsize +FO13070,California,5780.182197,Yes,Basic,High School or Below,2/26/11,Employed,M,51066,Suburban,Single,74,23,0,0,8,Personal Auto,Personal L2,Offer2,Call Center,787.993313,Four-Door Car,Medsize +VL97142,Oregon,26200.83423,No,Basic,College,2/22/11,Employed,M,68507,Rural,Married,110,5,29,0,2,Personal Auto,Personal L2,Offer3,Agent,140.196942,SUV,Medsize +CI57475,Arizona,3272.010846,No,Extended,College,1/18/11,Unemployed,F,0,Suburban,Married,87,13,6,0,1,Personal Auto,Personal L2,Offer1,Agent,626.4,Four-Door Car,Small +KJ19260,Arizona,4682.249396,No,Basic,College,2/3/11,Employed,M,37929,Rural,Divorced,61,21,35,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,120.436587,Four-Door Car,Medsize +GN93462,California,6496.197101,No,Extended,Bachelor,1/22/11,Employed,M,89285,Rural,Married,81,25,3,0,3,Personal Auto,Personal L3,Offer2,Call Center,109.032565,Four-Door Car,Medsize +QB86817,Oregon,7446.812516,No,Extended,High School or Below,1/15/11,Employed,F,98235,Urban,Divorced,93,21,68,0,8,Personal Auto,Personal L1,Offer2,Agent,377.422029,Four-Door Car,Medsize +AZ68072,Oregon,4549.337013,No,Basic,Bachelor,1/24/11,Medical Leave,F,23650,Rural,Married,61,5,10,2,3,Personal Auto,Personal L2,Offer1,Agent,14.095914,Four-Door Car,Medsize +MZ43298,California,5200.076742,No,Extended,Bachelor,2/19/11,Employed,F,90167,Urban,Single,131,31,42,0,1,Corporate Auto,Corporate L2,Offer1,Web,523.733793,SUV,Medsize +KS12490,Oregon,10594.13249,No,Extended,High School or Below,1/19/11,Employed,M,64669,Suburban,Married,131,22,32,0,6,Personal Auto,Personal L3,Offer4,Call Center,628.8,Sports Car,Small +TL18087,Washington,3059.282091,No,Extended,Bachelor,2/27/11,Employed,M,65083,Suburban,Married,77,30,68,0,1,Personal Auto,Personal L2,Offer2,Web,369.6,Four-Door Car,Medsize +ZT18953,Oregon,8181.715637,No,Basic,Bachelor,2/14/11,Unemployed,F,0,Suburban,Married,109,25,93,0,4,Corporate Auto,Corporate L3,Offer1,Branch,523.2,SUV,Medsize +EF13716,Oregon,2697.328799,No,Basic,College,2/14/11,Employed,M,60462,Urban,Married,68,14,10,1,1,Personal Auto,Personal L3,Offer1,Agent,216.934983,Four-Door Car,Large +RN87402,California,10369.3874,No,Basic,College,2/8/11,Unemployed,F,0,Suburban,Married,69,35,50,0,2,Corporate Auto,Corporate L2,Offer1,Branch,454.3585,Four-Door Car,Small +RJ40995,Arizona,2491.317024,Yes,Basic,Doctor,1/29/11,Employed,M,36631,Rural,Divorced,62,30,77,0,1,Personal Auto,Personal L2,Offer1,Agent,67.530904,Four-Door Car,Large +GB47529,Oregon,5396.372449,No,Extended,High School or Below,2/6/11,Employed,F,40308,Suburban,Divorced,136,4,69,0,1,Corporate Auto,Corporate L3,Offer1,Web,652.8,Sports Car,Medsize +MB63131,Oregon,4652.886703,No,Basic,Bachelor,2/28/11,Unemployed,F,0,Suburban,Married,64,5,18,1,6,Corporate Auto,Corporate L2,Offer1,Call Center,307.2,Four-Door Car,Medsize +KN57002,Arizona,9015.915395,No,Extended,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,130,32,38,0,4,Corporate Auto,Corporate L2,Offer1,Agent,936,SUV,Small +DR68556,Oregon,7857.357595,No,Basic,High School or Below,1/13/11,Employed,M,85067,Urban,Married,65,34,51,0,2,Personal Auto,Personal L3,Offer2,Branch,256.242825,Four-Door Car,Medsize +CS70768,California,6763.181497,No,Basic,High School or Below,1/24/11,Unemployed,F,0,Suburban,Single,64,27,1,0,2,Personal Auto,Personal L3,Offer1,Branch,460.8,Four-Door Car,Medsize +XY33610,Washington,15695.53941,No,Basic,College,1/27/11,Employed,M,97750,Urban,Divorced,65,15,51,0,2,Personal Auto,Personal L3,Offer2,Agent,303.002922,Four-Door Car,Medsize +LO17953,Oregon,5219.199247,No,Basic,Doctor,2/27/11,Employed,F,38704,Rural,Married,65,10,28,0,9,Personal Auto,Personal L3,Offer2,Branch,9.716628,Four-Door Car,Large +LZ35469,California,2582.408525,Yes,Basic,Bachelor,2/14/11,Employed,F,76731,Urban,Married,64,2,68,0,1,Personal Auto,Personal L2,Offer2,Agent,201.455005,Four-Door Car,Medsize +BM27144,California,7653.283759,No,Basic,College,1/31/11,Employed,F,57446,Rural,Divorced,64,20,30,0,2,Personal Auto,Personal L3,Offer1,Agent,77.451706,Four-Door Car,Medsize +EA14700,California,4966.736817,No,Basic,Bachelor,1/26/11,Unemployed,M,0,Suburban,Single,73,9,83,0,6,Personal Auto,Personal L3,Offer2,Call Center,525.6,Two-Door Car,Small +FQ70521,California,8927.134298,No,Premium,High School or Below,2/11/11,Employed,F,96768,Rural,Married,111,6,65,2,3,Personal Auto,Personal L1,Offer2,Agent,2.549986,Four-Door Car,Large +OA99158,California,21423.63723,Yes,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Married,65,9,31,0,2,Corporate Auto,Corporate L3,Offer2,Agent,312,Two-Door Car,Medsize +YS84064,Arizona,15481.25277,No,Premium,Bachelor,1/5/11,Unemployed,M,0,Suburban,Single,180,29,19,3,2,Corporate Auto,Corporate L3,Offer2,Agent,1296,SUV,Medsize +YD45065,Oregon,8714.922135,Yes,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,118,14,64,0,4,Personal Auto,Personal L3,Offer1,Agent,566.4,SUV,Medsize +OC88207,California,5577.237773,No,Basic,Master,1/13/11,Employed,M,77265,Rural,Married,69,25,10,0,3,Special Auto,Special L3,Offer2,Branch,170.689399,Two-Door Car,Medsize +IL47644,Oregon,8860.654206,No,Basic,High School or Below,1/3/11,Employed,F,48736,Urban,Married,111,14,62,0,3,Personal Auto,Personal L1,Offer2,Call Center,285.84958,SUV,Medsize +CW27031,Washington,13450.95561,No,Extended,High School or Below,2/2/11,Unemployed,F,0,Suburban,Single,126,7,80,0,2,Corporate Auto,Corporate L2,Offer1,Agent,907.2,SUV,Medsize +XX44146,California,6464.417095,No,Extended,High School or Below,1/26/11,Unemployed,F,0,Suburban,Single,89,33,98,0,3,Personal Auto,Personal L2,Offer1,Branch,640.8,Two-Door Car,Small +LH26131,Nevada,3876.772694,No,Premium,High School or Below,2/8/11,Unemployed,F,0,Suburban,Single,108,2,18,0,1,Personal Auto,Personal L2,Offer1,Agent,1099.233361,Two-Door Car,Large +HU94030,Arizona,10103.65572,No,Extended,High School or Below,1/27/11,Employed,F,46667,Rural,Single,129,27,84,1,3,Corporate Auto,Corporate L2,Offer1,Branch,59.526095,SUV,Large +GP39118,Washington,4996.552721,No,Basic,High School or Below,2/17/11,Employed,M,71600,Rural,Married,63,17,43,0,7,Personal Auto,Personal L2,Offer2,Call Center,46.158117,Two-Door Car,Medsize +QL80658,Arizona,3934.712712,No,Extended,High School or Below,1/20/11,Employed,M,84229,Suburban,Married,98,25,20,0,1,Personal Auto,Personal L3,Offer4,Branch,470.4,Four-Door Car,Small +LU63980,Nevada,2219.995914,No,Basic,College,2/22/11,Unemployed,M,0,Suburban,Married,62,0,83,0,1,Personal Auto,Personal L1,Offer1,Web,297.6,Two-Door Car,Large +HQ41200,Oregon,7974.949597,No,Premium,College,2/18/11,Employed,F,26118,Suburban,Divorced,101,30,2,0,9,Personal Auto,Personal L3,Offer1,Agent,484.8,Four-Door Car,Medsize +DZ81394,Oregon,8708.018769,No,Basic,High School or Below,1/3/11,Unemployed,F,0,Suburban,Single,118,20,19,0,3,Personal Auto,Personal L3,Offer1,Agent,1380.107186,SUV,Medsize +IN41344,Washington,2907.363467,No,Basic,College,1/15/11,Employed,M,24049,Suburban,Married,74,34,80,0,1,Personal Auto,Personal L3,Offer4,Branch,491.446146,Four-Door Car,Medsize +QJ22615,Arizona,4881.299084,No,Basic,Master,2/21/11,Employed,F,37998,Suburban,Married,61,26,27,0,7,Special Auto,Special L3,Offer2,Call Center,292.8,Four-Door Car,Medsize +FJ24418,Arizona,3652.666261,No,Extended,Doctor,1/30/11,Unemployed,F,0,Suburban,Married,95,22,80,0,1,Personal Auto,Personal L3,Offer4,Agent,456,Four-Door Car,Medsize +JR45097,Oregon,12779.89903,No,Basic,College,1/23/11,Unemployed,M,0,Suburban,Single,184,0,94,0,9,Personal Auto,Personal L3,Offer2,Agent,1394.849254,Luxury SUV,Medsize +DT82702,Arizona,7200.664877,Yes,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,66,16,77,0,2,Personal Auto,Personal L3,Offer2,Agent,316.8,Four-Door Car,Medsize +ME87834,Oregon,4219.02412,No,Basic,Bachelor,2/20/11,Employed,M,62396,Suburban,Married,107,24,52,0,1,Personal Auto,Personal L3,Offer3,Web,693.414133,SUV,Medsize +DB91647,California,5816.712126,No,Basic,College,2/13/11,Employed,M,99239,Suburban,Single,74,9,14,0,6,Personal Auto,Personal L2,Offer4,Web,379.37884,Four-Door Car,Small +UM44109,Oregon,7908.452072,No,Basic,College,1/24/11,Employed,M,94303,Rural,Married,65,16,9,0,2,Personal Auto,Personal L3,Offer2,Call Center,149.688222,Four-Door Car,Medsize +RT22532,Arizona,3954.344534,Yes,Basic,Bachelor,2/25/11,Disabled,M,18375,Suburban,Married,103,8,50,0,1,Personal Auto,Personal L1,Offer1,Branch,535.080276,Sports Car,Large +DU60004,Nevada,3560.628183,No,Extended,College,1/26/11,Employed,F,76769,Rural,Married,88,6,91,0,1,Corporate Auto,Corporate L2,Offer2,Web,170.106831,Four-Door Car,Medsize +XR17548,Oregon,5064.127663,No,Basic,High School or Below,2/22/11,Employed,M,78735,Urban,Married,63,32,53,1,6,Personal Auto,Personal L1,Offer2,Branch,225.558918,Four-Door Car,Medsize +VR14881,Oregon,8489.843197,No,Extended,Bachelor,1/27/11,Unemployed,M,0,Suburban,Single,130,3,46,0,3,Personal Auto,Personal L3,Offer2,Agent,624,Sports Car,Medsize +FS81127,California,2425.29505,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Married,67,3,42,1,1,Corporate Auto,Corporate L3,Offer2,Web,426.006858,Four-Door Car,Medsize +VD19899,California,27542.36956,No,Premium,Doctor,2/28/11,Employed,F,50494,Urban,Married,114,19,15,0,2,Personal Auto,Personal L3,Offer2,Call Center,491.322893,Two-Door Car,Medsize +SP93911,California,8828.933996,No,Premium,High School or Below,2/23/11,Employed,F,86721,Urban,Divorced,110,20,99,1,3,Corporate Auto,Corporate L1,Offer1,Agent,372.594847,Two-Door Car,Medsize +GH49378,California,5059.325681,No,Basic,Bachelor,2/18/11,Employed,F,67371,Rural,Married,63,25,14,0,3,Personal Auto,Personal L3,Offer2,Web,86.599774,Four-Door Car,Medsize +MZ30958,Nevada,6715.59268,No,Extended,High School or Below,2/25/11,Retired,M,21835,Suburban,Married,90,6,78,0,7,Corporate Auto,Corporate L2,Offer1,Agent,432,Two-Door Car,Medsize +FU55433,Arizona,2671.817549,No,Basic,High School or Below,2/24/11,Employed,M,62452,Suburban,Married,67,1,9,0,1,Corporate Auto,Corporate L2,Offer2,Branch,407.776546,Two-Door Car,Medsize +SZ14518,California,8098.96921,No,Basic,College,1/18/11,Unemployed,F,0,Suburban,Divorced,72,15,45,0,2,Personal Auto,Personal L3,Offer3,Call Center,518.4,Four-Door Car,Medsize +XI58886,California,2795.546288,No,Basic,High School or Below,1/9/11,Employed,M,69809,Rural,Married,70,0,60,0,1,Personal Auto,Personal L1,Offer2,Branch,111.823103,Two-Door Car,Medsize +NL17031,Washington,2972.459706,No,Extended,High School or Below,2/28/11,Unemployed,M,0,Suburban,Single,84,31,28,0,1,Personal Auto,Personal L3,Offer2,Agent,604.8,Two-Door Car,Medsize +OB32861,Nevada,6288.156817,No,Extended,High School or Below,1/21/11,Unemployed,M,0,Suburban,Married,84,14,66,0,3,Special Auto,Special L2,Offer4,Web,403.2,Two-Door Car,Medsize +AZ84403,Oregon,61850.18803,No,Extended,College,2/4/11,Unemployed,F,0,Suburban,Married,238,19,29,0,2,Personal Auto,Personal L1,Offer3,Branch,1142.4,Luxury SUV,Medsize +PU34934,Arizona,10394.36269,No,Extended,College,1/23/11,Employed,F,22601,Suburban,Married,88,1,41,0,2,Personal Auto,Personal L3,Offer3,Branch,633.6,Four-Door Car,Medsize +WX87964,Washington,4935.189986,No,Basic,High School or Below,2/15/11,Employed,M,29560,Suburban,Married,62,21,89,0,7,Personal Auto,Personal L3,Offer1,Agent,297.6,Four-Door Car,Medsize +VI12468,Oregon,35013.54166,No,Extended,Bachelor,2/24/11,Unemployed,F,0,Urban,Married,133,1,85,0,2,Personal Auto,Personal L2,Offer2,Branch,532.747291,SUV,Medsize +RC44077,California,2810.464447,Yes,Basic,Bachelor,2/27/11,Employed,M,26790,Suburban,Married,71,4,41,0,1,Personal Auto,Personal L3,Offer2,Agent,340.8,Two-Door Car,Medsize +ZQ48144,California,3636.943738,No,Extended,Bachelor,1/11/11,Employed,F,34986,Rural,Married,91,7,75,0,1,Corporate Auto,Corporate L3,Offer4,Web,73.839514,Four-Door Car,Medsize +MA83261,Arizona,2785.418107,No,Basic,High School or Below,1/18/11,Employed,M,66378,Rural,Divorced,71,20,61,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,158.000332,Two-Door Car,Medsize +ER63193,California,7715.103608,No,Extended,High School or Below,1/25/11,Employed,F,48784,Urban,Married,96,28,86,0,3,Corporate Auto,Corporate L2,Offer1,Branch,252.076899,Four-Door Car,Medsize +XZ34917,Washington,5643.802354,No,Basic,Bachelor,1/10/11,Employed,M,41043,Suburban,Married,72,22,60,0,3,Personal Auto,Personal L3,Offer2,Call Center,345.6,Four-Door Car,Small +WH36754,Oregon,19088.34203,No,Basic,College,1/21/11,Employed,F,32775,Urban,Divorced,61,10,73,0,2,Personal Auto,Personal L1,Offer1,Branch,251.886847,Four-Door Car,Small +ZG90341,Oregon,9156.272726,No,Premium,Bachelor,2/7/11,Employed,M,61200,Suburban,Single,118,20,74,0,4,Personal Auto,Personal L2,Offer1,Branch,566.4,Four-Door Car,Medsize +KR82385,California,5454.587929,No,Basic,Master,1/26/11,Employed,M,66334,Suburban,Single,69,25,25,0,4,Personal Auto,Personal L3,Offer4,Call Center,331.2,Two-Door Car,Medsize +MC48570,Arizona,2470.441268,No,Basic,Doctor,2/26/11,Disabled,F,18661,Urban,Married,62,13,74,0,1,Personal Auto,Personal L2,Offer2,Web,196.879475,Two-Door Car,Medsize +MP13698,Oregon,7809.855966,No,Premium,College,1/29/11,Unemployed,F,0,Suburban,Single,111,29,60,0,3,Personal Auto,Personal L1,Offer2,Agent,532.8,Two-Door Car,Medsize +JE84351,Oregon,6938.874476,No,Extended,Bachelor,1/4/11,Employed,M,53133,Suburban,Single,91,11,6,0,9,Personal Auto,Personal L3,Offer2,Agent,652.386798,Two-Door Car,Small +BU72276,California,5318.89664,Yes,Basic,Bachelor,1/12/11,Employed,F,25134,Suburban,Married,67,3,0,0,6,Personal Auto,Personal L3,Offer2,Call Center,321.6,Four-Door Car,Small +DC78147,Arizona,13727.79972,Yes,Extended,College,1/8/11,Unemployed,M,0,Suburban,Single,126,12,4,0,2,Personal Auto,Personal L2,Offer1,Agent,604.8,SUV,Medsize +DB17162,Arizona,5363.405969,No,Basic,High School or Below,2/14/11,Employed,M,64324,Suburban,Married,67,7,67,0,3,Personal Auto,Personal L2,Offer3,Branch,321.6,Four-Door Car,Small +TG97744,Oregon,3265.156348,Yes,Extended,Bachelor,1/26/11,Employed,F,25820,Suburban,Divorced,82,10,69,0,1,Corporate Auto,Corporate L2,Offer1,Agent,393.6,Four-Door Car,Medsize +QT26393,California,2446.911045,No,Basic,Bachelor,2/24/11,Medical Leave,M,29152,Urban,Divorced,67,24,72,0,1,Personal Auto,Personal L3,Offer4,Agent,255.079807,Two-Door Car,Medsize +UG49716,Washington,4196.689511,No,Basic,College,1/3/11,Unemployed,F,0,Suburban,Single,114,19,77,0,1,Personal Auto,Personal L3,Offer1,Branch,1182.289213,Sports Car,Large +HF11584,Arizona,12913.49818,No,Basic,Master,1/11/11,Employed,M,62448,Suburban,Married,107,0,11,0,2,Personal Auto,Personal L3,Offer1,Branch,513.6,SUV,Medsize +MS87381,California,23866.15656,No,Extended,High School or Below,2/14/11,Unemployed,F,0,Suburban,Married,81,27,93,1,2,Personal Auto,Personal L2,Offer3,Branch,388.8,Four-Door Car,Medsize +YU79270,Arizona,4633.336334,No,Basic,College,1/15/11,Medical Leave,M,27132,Suburban,Single,63,32,59,1,4,Personal Auto,Personal L1,Offer1,Branch,302.4,Four-Door Car,Medsize +HU81007,Oregon,8196.077584,No,Basic,Bachelor,2/28/11,Disabled,F,21706,Suburban,Divorced,108,19,28,0,3,Personal Auto,Personal L3,Offer1,Agent,518.4,SUV,Medsize +XH53960,Arizona,2167.330201,No,Basic,Bachelor,2/12/11,Unemployed,F,0,Suburban,Single,61,16,46,0,1,Personal Auto,Personal L3,Offer3,Agent,439.2,Four-Door Car,Small +MM62953,Arizona,5619.849825,No,Basic,High School or Below,2/16/11,Employed,M,66620,Suburban,Married,70,13,75,0,7,Personal Auto,Personal L3,Offer3,Agent,336,Four-Door Car,Medsize +DA74095,Arizona,6102.307214,No,Premium,Bachelor,2/18/11,Employed,F,42800,Suburban,Married,153,4,11,1,1,Personal Auto,Personal L3,Offer1,Call Center,734.4,Sports Car,Medsize +QD46343,Arizona,3919.366722,Yes,Extended,High School or Below,1/5/11,Employed,F,66676,Suburban,Married,97,0,40,0,1,Personal Auto,Personal L3,Offer3,Agent,558.099357,Four-Door Car,Small +FR17176,Arizona,14944.83656,No,Basic,High School or Below,2/23/11,Unemployed,F,0,Suburban,Married,68,11,52,0,2,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Medsize +WY26014,California,10819.999,No,Extended,High School or Below,1/19/11,Employed,F,37433,Urban,Married,90,7,18,0,2,Personal Auto,Personal L2,Offer1,Agent,410.391616,Four-Door Car,Medsize +RY32848,Oregon,15839.08876,No,Extended,Doctor,2/21/11,Employed,M,44930,Rural,Married,132,19,42,0,2,Personal Auto,Personal L3,Offer2,Call Center,111.049063,SUV,Medsize +JG83987,Arizona,6451.263836,No,Extended,Bachelor,1/13/11,Employed,F,30857,Urban,Married,81,17,14,0,7,Personal Auto,Personal L3,Offer3,Web,309.161777,Two-Door Car,Large +MQ48266,Arizona,5564.957596,No,Basic,Bachelor,1/11/11,Employed,F,46507,Urban,Married,73,17,32,4,3,Personal Auto,Personal L3,Offer1,Agent,325.569334,Two-Door Car,Medsize +EA68909,California,2444.896824,No,Basic,Bachelor,2/8/11,Employed,M,48473,Suburban,Single,63,1,73,0,1,Personal Auto,Personal L3,Offer2,Agent,302.4,Four-Door Car,Medsize +KP51068,Oregon,2640.58732,No,Basic,Bachelor,2/1/11,Employed,M,59961,Urban,Single,68,8,7,0,1,Personal Auto,Personal L3,Offer1,Branch,291.91645,Four-Door Car,Medsize +CM78608,California,5823.162917,No,Basic,High School or Below,1/31/11,Employed,F,88359,Rural,Divorced,73,1,49,0,9,Personal Auto,Personal L3,Offer2,Call Center,35.915639,Two-Door Car,Medsize +TZ11597,California,5755.539367,No,Basic,College,1/17/11,Employed,M,97607,Rural,Married,71,2,67,0,9,Personal Auto,Personal L3,Offer2,Branch,60.021023,Two-Door Car,Medsize +GS76685,California,10408.96865,Yes,Basic,High School or Below,2/18/11,Retired,M,20228,Suburban,Divorced,101,3,43,1,2,Corporate Auto,Corporate L3,Offer1,Branch,523.815839,SUV,Medsize +BR40272,California,8247.952072,No,Premium,College,1/30/11,Employed,M,49009,Suburban,Married,105,17,28,0,7,Personal Auto,Personal L2,Offer2,Branch,504,Four-Door Car,Medsize +FX36546,Washington,3679.142115,No,Extended,Master,1/17/11,Employed,M,60804,Rural,Married,92,16,50,0,1,Personal Auto,Personal L3,Offer2,Agent,213.225001,Four-Door Car,Medsize +FY31714,Oregon,16331.43396,No,Extended,Bachelor,2/19/11,Employed,M,78374,Urban,Single,82,17,84,0,2,Personal Auto,Personal L3,Offer2,Call Center,206.95076,Four-Door Car,Large +GL99349,California,20474.14563,No,Basic,High School or Below,2/1/11,Employed,M,95621,Suburban,Married,66,7,90,5,2,Personal Auto,Personal L2,Offer4,Web,351.877002,Two-Door Car,Small +HH49391,Oregon,9414.943031,No,Extended,High School or Below,1/10/11,Retired,M,15741,Suburban,Divorced,132,14,4,0,4,Special Auto,Special L1,Offer3,Web,633.6,SUV,Medsize +WG26617,Oregon,9732.584122,No,Extended,Bachelor,2/28/11,Employed,M,38279,Rural,Married,82,5,41,0,2,Personal Auto,Personal L3,Offer1,Web,64.396979,Two-Door Car,Medsize +JL97265,Oregon,4611.2543,No,Basic,Master,1/7/11,Unemployed,M,0,Suburban,Married,61,4,15,0,7,Personal Auto,Personal L3,Offer2,Web,292.8,Four-Door Car,Medsize +QQ25666,Arizona,14510.7505,No,Basic,High School or Below,1/25/11,Employed,M,60120,Urban,Married,182,30,21,0,6,Personal Auto,Personal L3,Offer2,Branch,716.469391,Luxury Car,Medsize +VE72838,Arizona,13770.97618,Yes,Premium,High School or Below,2/1/11,Employed,F,59207,Suburban,Single,116,23,21,0,2,Personal Auto,Personal L3,Offer1,Agent,556.8,Four-Door Car,Medsize +ZN27809,Oregon,8083.541953,No,Basic,College,1/13/11,Unemployed,F,0,Suburban,Single,116,7,23,0,8,Personal Auto,Personal L3,Offer1,Web,820.018767,SUV,Medsize +IZ71030,California,2570.190941,No,Basic,College,2/8/11,Employed,F,69446,Rural,Married,64,23,32,1,1,Personal Auto,Personal L2,Offer3,Branch,26.731452,Four-Door Car,Medsize +LU79958,Washington,2273.62059,No,Basic,Bachelor,1/17/11,Unemployed,F,0,Suburban,Single,73,14,1,4,1,Personal Auto,Personal L1,Offer1,Web,801.022368,Four-Door Car,Large +KT30737,California,3995.358195,No,Basic,College,1/29/11,Unemployed,M,0,Suburban,Single,119,19,98,0,1,Corporate Auto,Corporate L1,Offer2,Agent,856.8,SUV,Medsize +IU32539,California,7282.221435,No,Extended,Bachelor,2/12/11,Employed,F,50886,Suburban,Single,95,25,9,1,9,Personal Auto,Personal L1,Offer4,Branch,620.10464,Two-Door Car,Medsize +UI73924,Oregon,2469.56901,No,Basic,Bachelor,1/2/11,Employed,F,55257,Urban,Married,64,0,77,3,1,Personal Auto,Personal L3,Offer3,Agent,209.596158,Two-Door Car,Medsize +RZ89359,California,2450.625315,No,Basic,College,1/11/11,Employed,F,61883,Rural,Divorced,62,11,62,0,1,Personal Auto,Personal L1,Offer4,Web,18.077998,Four-Door Car,Medsize +CE21829,Oregon,10856.17638,No,Extended,College,1/30/11,Employed,M,37233,Rural,Divorced,136,29,91,0,5,Personal Auto,Personal L3,Offer1,Call Center,242.545602,SUV,Small +BU17847,Arizona,9075.768214,Yes,Basic,Master,1/26/11,Employed,M,37722,Rural,Single,116,8,23,0,8,Personal Auto,Personal L2,Offer1,Agent,158.077504,Sports Car,Medsize +XA63646,California,4654.582368,No,Premium,Master,1/7/11,Employed,F,81883,Urban,Married,114,15,40,0,1,Personal Auto,Personal L3,Offer2,Branch,376.002146,Four-Door Car,Medsize +EA40332,Oregon,15394.8718,No,Premium,Bachelor,1/22/11,Employed,M,35822,Suburban,Divorced,197,25,79,0,7,Personal Auto,Personal L2,Offer2,Agent,1404.868905,SUV,Medsize +KB75939,Oregon,9421.101961,No,Extended,Bachelor,1/8/11,Disabled,F,23059,Rural,Divorced,126,30,66,0,3,Corporate Auto,Corporate L3,Offer3,Branch,95.845811,Sports Car,Medsize +PR98117,Oregon,2640.515863,No,Basic,Bachelor,2/11/11,Employed,F,97666,Rural,Single,66,16,60,0,1,Personal Auto,Personal L3,Offer2,Branch,136.27248,Four-Door Car,Medsize +ZE62067,Arizona,8509.850887,Yes,Basic,Master,1/31/11,Disabled,M,26057,Suburban,Divorced,74,3,63,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,523.888845,Four-Door Car,Small +AU45793,Arizona,3436.134281,Yes,Extended,Doctor,2/18/11,Employed,M,30817,Rural,Divorced,88,25,43,0,1,Corporate Auto,Corporate L3,Offer2,Branch,91.834668,Four-Door Car,Medsize +RE29131,Oregon,4349.30875,Yes,Basic,College,2/10/11,Employed,F,75648,Rural,Married,108,28,10,0,1,Personal Auto,Personal L2,Offer2,Branch,112.660916,SUV,Large +FZ19620,Oregon,9672.701942,No,Extended,High School or Below,2/23/11,Unemployed,M,0,Suburban,Single,96,5,27,0,2,Corporate Auto,Corporate L3,Offer1,Agent,1120.677126,Four-Door Car,Medsize +HM93220,Arizona,15266.48446,No,Extended,High School or Below,2/9/11,Medical Leave,F,25852,Suburban,Married,135,29,71,1,2,Personal Auto,Personal L2,Offer1,Agent,648,Sports Car,Medsize +BO94261,Arizona,7550.867469,No,Basic,Doctor,1/20/11,Unemployed,M,0,Rural,Married,68,32,15,1,2,Personal Auto,Personal L1,Offer2,Call Center,100.212651,Four-Door Car,Medsize +TC18805,Washington,9939.255085,No,Extended,Bachelor,1/15/11,Disabled,M,13207,Urban,Married,137,16,82,2,3,Personal Auto,Personal L1,Offer1,Agent,392.920864,SUV,Medsize +UQ24268,Oregon,14962.37103,No,Extended,High School or Below,2/12/11,Unemployed,F,0,Suburban,Married,82,9,58,0,2,Personal Auto,Personal L1,Offer4,Agent,393.6,Four-Door Car,Medsize +NF25863,Nevada,7887.82202,No,Extended,High School or Below,1/17/11,Employed,M,32150,Suburban,Married,98,21,64,0,8,Personal Auto,Personal L3,Offer1,Call Center,470.4,Two-Door Car,Medsize +FD98839,Oregon,2894.327413,No,Basic,College,2/8/11,Employed,M,52674,Rural,Married,73,8,49,0,1,Personal Auto,Personal L1,Offer2,Call Center,166.5492,Two-Door Car,Large +FN99437,California,4397.781207,No,Basic,College,2/25/11,Employed,M,91653,Urban,Divorced,111,10,25,0,1,Corporate Auto,Corporate L3,Offer2,Agent,343.98412,SUV,Medsize +DZ35379,Arizona,5781.015999,No,Basic,High School or Below,1/27/11,Employed,F,69512,Urban,Married,72,3,62,0,5,Personal Auto,Personal L2,Offer2,Branch,196.977247,Two-Door Car,Medsize +IA67715,California,7720.155885,No,Basic,High School or Below,2/26/11,Employed,F,67332,Suburban,Married,192,3,10,0,1,Personal Auto,Personal L2,Offer4,Branch,921.6,Luxury Car,Medsize +JG61793,Washington,3046.248976,No,Extended,High School or Below,1/18/11,Unemployed,M,0,Suburban,Single,98,4,43,2,1,Personal Auto,Personal L1,Offer1,Branch,705.6,Four-Door Car,Small +CR41258,Nevada,2590.321715,No,Basic,College,2/12/11,Employed,M,53304,Rural,Married,65,14,82,0,1,Personal Auto,Personal L3,Offer3,Branch,116.322725,Four-Door Car,Medsize +BE75190,California,10155.30044,No,Extended,College,1/13/11,Employed,M,28754,Suburban,Single,89,9,17,0,2,Corporate Auto,Corporate L1,Offer2,Web,427.2,Four-Door Car,Medsize +EW16697,Arizona,2552.00081,No,Basic,High School or Below,1/16/11,Employed,F,50201,Rural,Married,64,21,99,0,1,Personal Auto,Personal L3,Offer4,Agent,99.894584,Two-Door Car,Medsize +HI60054,California,9404.447425,No,Extended,Bachelor,2/1/11,Employed,F,51593,Urban,Married,80,5,91,2,2,Personal Auto,Personal L2,Offer1,Agent,202.905809,Two-Door Car,Medsize +MU57098,Oregon,5678.050167,Yes,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,76,8,44,0,3,Personal Auto,Personal L1,Offer2,Agent,364.8,Four-Door Car,Small +WB21698,California,3723.114445,No,Extended,High School or Below,2/7/11,Employed,F,31974,Urban,Married,92,25,77,0,1,Personal Auto,Personal L3,Offer2,Branch,388.135527,Four-Door Car,Medsize +MU75490,Oregon,8417.102804,No,Basic,Bachelor,1/25/11,Employed,M,31756,Urban,Married,107,1,97,0,3,Corporate Auto,Corporate L3,Offer1,Agent,415.850776,SUV,Medsize +UA44429,California,2520.028421,No,Basic,College,1/24/11,Unemployed,F,0,Suburban,Married,68,3,52,0,1,Personal Auto,Personal L3,Offer2,Branch,326.4,Four-Door Car,Medsize +PP64004,Nevada,8186.308757,No,Basic,Bachelor,1/20/11,Disabled,F,20369,Suburban,Married,105,4,38,0,3,Personal Auto,Personal L1,Offer1,Agent,1126.65778,SUV,Small +FI77477,Washington,4229.923123,No,Extended,College,1/23/11,Unemployed,M,0,Suburban,Single,126,15,45,0,1,Personal Auto,Personal L1,Offer4,Agent,907.2,SUV,Small +NT40494,California,5074.246068,No,Basic,High School or Below,2/27/11,Employed,F,66933,Urban,Married,63,8,0,0,6,Personal Auto,Personal L1,Offer1,Agent,160.52105,Four-Door Car,Medsize +YM98727,California,12981.52926,No,Premium,High School or Below,1/27/11,Employed,F,39843,Suburban,Married,109,5,97,1,2,Personal Auto,Personal L2,Offer1,Agent,523.2,Four-Door Car,Small +NT77164,Arizona,2744.172816,No,Basic,Doctor,2/9/11,Medical Leave,M,16686,Rural,Married,71,9,32,0,1,Personal Auto,Personal L2,Offer1,Agent,125.510669,Four-Door Car,Medsize +IL91509,Oregon,13226.22345,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Single,190,2,78,1,4,Special Auto,Special L3,Offer1,Call Center,1398.023248,Luxury Car,Medsize +PS47550,California,13178.43163,No,Basic,High School or Below,1/13/11,Employed,F,80237,Suburban,Married,108,4,71,0,2,Personal Auto,Personal L3,Offer1,Branch,776.601764,SUV,Medsize +PK66498,California,8793.521303,No,Basic,High School or Below,1/2/11,Employed,M,72897,Suburban,Married,73,26,96,0,2,Personal Auto,Personal L3,Offer1,Call Center,507.709291,Two-Door Car,Medsize +NG93751,California,3245.332058,No,Extended,Bachelor,2/27/11,Employed,M,46435,Urban,Married,82,13,20,0,1,Corporate Auto,Corporate L3,Offer2,Branch,350.325879,Two-Door Car,Medsize +KL84615,Arizona,4624.622593,No,Basic,High School or Below,2/22/11,Unemployed,M,0,Suburban,Married,68,0,16,2,3,Personal Auto,Personal L2,Offer3,Call Center,469.278843,Four-Door Car,Large +AP27994,Oregon,4372.490855,No,Basic,High School or Below,2/1/11,Disabled,F,23124,Suburban,Married,112,27,59,0,1,Special Auto,Special L2,Offer3,Agent,537.6,Sports Car,Medsize +TP20456,Arizona,9090.269181,No,Extended,High School or Below,1/1/11,Employed,M,45310,Suburban,Married,229,28,70,0,1,Personal Auto,Personal L2,Offer3,Agent,1550.375183,Luxury SUV,Medsize +OB21477,Oregon,10777.56762,No,Extended,College,1/10/11,Employed,M,53437,Suburban,Married,91,2,87,0,2,Personal Auto,Personal L1,Offer3,Branch,436.8,Two-Door Car,Medsize +LH80781,Washington,5007.224298,No,Basic,College,1/25/11,Unemployed,F,0,Suburban,Single,73,24,69,1,3,Personal Auto,Personal L2,Offer1,Agent,655.791955,Four-Door Car,Medsize +UU70820,Arizona,5867.12642,No,Basic,College,2/22/11,Employed,F,27880,Urban,Married,74,4,9,0,5,Personal Auto,Personal L3,Offer2,Call Center,199.444294,Four-Door Car,Large +ER66372,California,14914.53488,No,Basic,Bachelor,2/22/11,Employed,F,45963,Suburban,Married,63,3,73,2,2,Personal Auto,Personal L2,Offer1,Agent,302.4,Four-Door Car,Medsize +XD81935,Oregon,5107.163002,Yes,Basic,Bachelor,1/26/11,Employed,F,35625,Urban,Married,65,10,56,1,3,Personal Auto,Personal L3,Offer2,Agent,288.572108,Four-Door Car,Medsize +AT30076,Nevada,3536.64749,No,Extended,High School or Below,1/3/11,Employed,F,31727,Suburban,Single,92,1,95,0,1,Personal Auto,Personal L3,Offer3,Agent,495.750669,Four-Door Car,Small +EW34576,Arizona,2839.796453,No,Basic,High School or Below,1/25/11,Employed,F,53071,Suburban,Divorced,72,28,19,0,1,Corporate Auto,Corporate L3,Offer1,Agent,386.225897,Four-Door Car,Medsize +XC14741,California,2939.939038,No,Basic,High School or Below,2/26/11,Employed,M,97735,Urban,Divorced,73,24,26,0,1,Corporate Auto,Corporate L2,Offer2,Branch,188.667196,Four-Door Car,Medsize +PG84165,California,2776.629135,No,Extended,High School or Below,1/27/11,Unemployed,M,0,Suburban,Single,77,6,36,0,1,Personal Auto,Personal L3,Offer2,Branch,554.4,Four-Door Car,Medsize +CN16311,Oregon,5476.527832,No,Basic,Master,2/6/11,Employed,F,52218,Rural,Married,68,11,85,0,8,Corporate Auto,Corporate L3,Offer2,Call Center,33.781673,Four-Door Car,Medsize +TZ19823,California,3265.156348,Yes,Extended,Bachelor,1/26/11,Employed,F,25820,Suburban,Divorced,82,10,69,0,1,Personal Auto,Personal L3,Offer1,Agent,393.6,Four-Door Car,Medsize +NC34154,California,8066.073765,No,Basic,High School or Below,2/28/11,Disabled,F,17950,Suburban,Married,71,16,62,2,2,Special Auto,Special L2,Offer2,Web,340.8,Two-Door Car,Medsize +LQ50657,Arizona,3644.833554,Yes,Extended,High School or Below,1/15/11,Employed,F,82477,Suburban,Married,90,1,69,0,1,Personal Auto,Personal L1,Offer2,Agent,432,Two-Door Car,Large +JL16084,Arizona,6611.118163,No,Extended,College,1/3/11,Unemployed,F,0,Suburban,Single,95,15,37,0,3,Personal Auto,Personal L3,Offer1,Branch,564.302867,Four-Door Car,Medsize +CJ81391,Oregon,7582.113842,Yes,Basic,College,2/3/11,Employed,M,64801,Urban,Married,64,23,19,0,2,Personal Auto,Personal L3,Offer2,Web,268.471802,Four-Door Car,Medsize +WQ89892,Washington,2607.81554,No,Basic,College,1/8/11,Unemployed,F,0,Suburban,Married,70,26,44,1,1,Special Auto,Special L1,Offer2,Branch,336,Two-Door Car,Medsize +JW70372,Arizona,7124.202899,No,Extended,Doctor,1/22/11,Employed,F,61233,Rural,Married,89,27,50,2,7,Personal Auto,Personal L2,Offer2,Branch,181.287697,Four-Door Car,Medsize +AW17574,Nevada,9435.540893,No,Extended,Bachelor,1/25/11,Unemployed,F,0,Suburban,Divorced,129,13,19,0,8,Corporate Auto,Corporate L3,Offer1,Call Center,628.366119,SUV,Large +GL66847,Arizona,8256.2978,Yes,Basic,Bachelor,1/25/11,Employed,F,62902,Rural,Married,69,14,94,0,2,Personal Auto,Personal L3,Offer2,Web,159.383042,Two-Door Car,Medsize +DC62428,Arizona,5091.101225,No,Basic,High School or Below,1/9/11,Employed,M,20244,Suburban,Married,65,6,42,0,8,Personal Auto,Personal L3,Offer3,Branch,312,Four-Door Car,Medsize +KR54589,California,5881.813596,No,Basic,High School or Below,1/5/11,Employed,F,86812,Rural,Married,73,1,11,0,3,Personal Auto,Personal L3,Offer4,Agent,45.472477,Four-Door Car,Small +BC47264,California,7684.887717,No,Extended,College,2/5/11,Employed,F,62192,Rural,Single,98,30,28,0,5,Special Auto,Special L3,Offer3,Agent,243.292609,Two-Door Car,Medsize +SN58128,Oregon,10396.53186,No,Extended,College,2/18/11,Employed,F,34948,Urban,Married,130,20,15,0,7,Personal Auto,Personal L1,Offer4,Branch,443.786437,SUV,Small +TD97297,Oregon,8545.608946,No,Basic,Bachelor,2/25/11,Employed,M,35456,Urban,Married,109,14,58,0,6,Personal Auto,Personal L1,Offer3,Agent,505.082702,Sports Car,Medsize +TK13024,Oregon,4408.071476,No,Basic,College,2/3/11,Employed,M,80640,Urban,Married,111,2,84,0,1,Personal Auto,Personal L3,Offer2,Web,313.270725,SUV,Medsize +LR97507,Arizona,2562.843896,No,Basic,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,74,17,59,0,1,Corporate Auto,Corporate L2,Offer1,Agent,663.423782,Four-Door Car,Large +KC14861,Oregon,14886.70602,No,Basic,High School or Below,2/11/11,Employed,M,91193,Rural,Married,185,15,75,1,6,Personal Auto,Personal L1,Offer1,Web,1.587888,Luxury SUV,Medsize +DC37886,Arizona,24338.51185,No,Basic,High School or Below,2/23/11,Employed,F,73692,Rural,Married,67,1,10,0,2,Personal Auto,Personal L1,Offer2,Branch,24.843535,Two-Door Car,Medsize +SP56326,Arizona,7452.998789,No,Premium,High School or Below,1/1/11,Medical Leave,F,12195,Suburban,Divorced,101,29,35,0,7,Personal Auto,Personal L3,Offer1,Branch,670.581817,Four-Door Car,Medsize +OQ99704,Washington,3981.775889,No,Basic,Bachelor,2/11/11,Employed,F,52801,Urban,Married,100,21,78,0,1,Personal Auto,Personal L3,Offer2,Branch,475.20088,SUV,Small +GQ92754,Nevada,16060.06949,No,Extended,College,2/12/11,Unemployed,M,0,Suburban,Married,87,1,70,0,2,Personal Auto,Personal L3,Offer1,Call Center,417.6,Four-Door Car,Medsize +DX28320,California,5111.357987,No,Basic,High School or Below,1/29/11,Unemployed,F,0,Suburban,Single,72,6,13,2,7,Personal Auto,Personal L3,Offer1,Branch,594.683752,Four-Door Car,Medsize +BM83544,Arizona,7439.978924,No,Basic,Bachelor,1/25/11,Unemployed,F,0,Suburban,Single,108,2,94,0,5,Personal Auto,Personal L2,Offer2,Agent,518.4,SUV,Medsize +YB96664,Washington,4974.801539,Yes,Basic,Bachelor,1/18/11,Employed,M,75644,Suburban,Divorced,65,5,68,3,9,Corporate Auto,Corporate L3,Offer2,Branch,467.803638,Two-Door Car,Medsize +RO90746,California,17816.68242,No,Extended,High School or Below,2/11/11,Employed,F,60192,Suburban,Married,220,17,87,0,7,Personal Auto,Personal L3,Offer3,Agent,1056,Luxury Car,Medsize +UV46349,Oregon,6238.054416,No,Extended,Bachelor,1/4/11,Unemployed,F,0,Rural,Married,90,25,63,2,7,Personal Auto,Personal L3,Offer3,Call Center,134.442783,Four-Door Car,Medsize +MY32188,Oregon,2682.912454,No,Basic,Bachelor,1/20/11,Unemployed,M,0,Suburban,Single,74,24,33,0,1,Corporate Auto,Corporate L3,Offer1,Agent,355.2,Two-Door Car,Small +OV87950,California,2837.163399,No,Basic,College,2/14/11,Employed,M,29242,Suburban,Married,73,26,23,0,1,Personal Auto,Personal L1,Offer3,Branch,350.4,Two-Door Car,Large +ZG82132,Oregon,4118.588554,Yes,Premium,Bachelor,1/28/11,Employed,F,69379,Suburban,Single,103,14,79,0,1,Personal Auto,Personal L2,Offer1,Branch,494.4,Two-Door Car,Medsize +LZ31103,Oregon,2472.469209,Yes,Basic,College,1/20/11,Employed,F,63860,Urban,Married,62,26,81,0,1,Personal Auto,Personal L2,Offer2,Agent,208.598246,Four-Door Car,Medsize +HO79663,Arizona,4139.533158,No,Basic,Doctor,2/8/11,Employed,F,45281,Rural,Married,104,13,84,1,1,Personal Auto,Personal L2,Offer1,Branch,65.03063,Sports Car,Medsize +RS57109,Arizona,4100.465956,No,Premium,Bachelor,1/20/11,Employed,F,51193,Rural,Married,104,31,21,2,1,Personal Auto,Personal L2,Offer1,Agent,97.313649,Two-Door Car,Medsize +NA21420,Oregon,5278.201394,No,Basic,Bachelor,2/3/11,Employed,F,62074,Rural,Divorced,67,24,22,0,4,Corporate Auto,Corporate L3,Offer2,Agent,49.435556,Four-Door Car,Medsize +MY98825,California,8056.898119,No,Basic,Bachelor,2/2/11,Employed,F,64304,Rural,Divorced,68,35,70,0,2,Corporate Auto,Corporate L2,Offer3,Web,65.471028,Two-Door Car,Medsize +VW73816,Oregon,9185.025301,No,Basic,Bachelor,1/28/11,Employed,M,73795,Urban,Married,116,1,77,1,3,Personal Auto,Personal L3,Offer1,Agent,501.716934,SUV,Medsize +FN66189,Oregon,15417.73444,No,Extended,College,2/8/11,Employed,F,84376,Rural,Married,96,5,54,0,2,Personal Auto,Personal L3,Offer4,Branch,43.578516,Four-Door Car,Medsize +HU75748,Arizona,6829.413399,No,Basic,High School or Below,2/13/11,Unemployed,F,0,Suburban,Single,66,14,73,1,2,Personal Auto,Personal L2,Offer3,Branch,470.691875,Two-Door Car,Medsize +OS11465,Oregon,8500.909417,No,Basic,High School or Below,1/10/11,Employed,M,79153,Suburban,Married,106,12,5,0,7,Special Auto,Special L1,Offer4,Call Center,508.8,SUV,Medsize +UY61913,Oregon,8847.444221,No,Basic,College,2/11/11,Disabled,M,17950,Urban,Married,118,34,24,0,4,Personal Auto,Personal L2,Offer1,Agent,425.489592,SUV,Medsize +OD70577,Arizona,2840.899849,No,Extended,College,2/28/11,Unemployed,F,0,Suburban,Single,80,3,99,1,1,Personal Auto,Personal L3,Offer1,Branch,962.526106,Two-Door Car,Medsize +DC91024,Oregon,15984.52739,No,Basic,Bachelor,2/7/11,Unemployed,M,0,Suburban,Single,69,19,74,0,2,Personal Auto,Personal L3,Offer4,Branch,331.2,Two-Door Car,Small +VQ67172,Oregon,18542.30074,No,Basic,College,1/9/11,Unemployed,F,0,Suburban,Married,72,30,48,0,2,Corporate Auto,Corporate L2,Offer4,Agent,622.992063,Four-Door Car,Small +MF23895,Arizona,2609.829612,No,Basic,College,1/13/11,Employed,F,58139,Rural,Married,65,29,77,1,1,Corporate Auto,Corporate L3,Offer4,Agent,33.171413,Four-Door Car,Medsize +AA10041,California,7901.744238,No,Basic,High School or Below,2/2/11,Unemployed,M,0,Suburban,Single,113,35,83,0,5,Personal Auto,Personal L3,Offer1,Call Center,1258.327804,SUV,Medsize +DV36320,California,17995.86532,No,Extended,High School or Below,1/18/11,Employed,F,80991,Urban,Married,223,5,56,0,4,Personal Auto,Personal L3,Offer4,Branch,937.327881,Luxury SUV,Medsize +UE72026,California,5021.686245,No,Extended,College,1/28/11,Employed,F,69678,Rural,Divorced,126,21,39,0,1,Personal Auto,Personal L2,Offer3,Agent,306.818754,Sports Car,Small +SE78641,Arizona,4654.841089,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,67,33,19,0,4,Personal Auto,Personal L2,Offer1,Call Center,577.385463,Two-Door Car,Large +YC69616,Arizona,2719.506996,Yes,Basic,College,1/24/11,Retired,F,14030,Suburban,Married,72,11,3,0,1,Personal Auto,Personal L3,Offer2,Branch,345.6,Two-Door Car,Large +SM10254,Oregon,4726.869327,Yes,Extended,Bachelor,1/10/11,Medical Leave,F,13037,Suburban,Married,124,28,49,0,1,Personal Auto,Personal L1,Offer2,Agent,839.348464,SUV,Small +AG45299,California,8595.726399,No,Basic,College,1/20/11,Employed,M,76763,Rural,Divorced,108,12,87,0,8,Personal Auto,Personal L3,Offer2,Web,186.459607,SUV,Small +KS45476,Washington,15626.28021,No,Extended,High School or Below,2/10/11,Employed,F,50461,Suburban,Single,131,22,89,0,2,Personal Auto,Personal L3,Offer1,Agent,810.06514,Sports Car,Large +No69427,California,2797.674845,No,Basic,High School or Below,2/7/11,Employed,M,69604,Rural,Married,70,10,50,0,1,Corporate Auto,Corporate L3,Offer4,Agent,112.336604,Four-Door Car,Medsize +BA52133,California,5344.989624,No,Basic,Master,2/11/11,Employed,M,22908,Suburban,Married,68,30,19,0,7,Personal Auto,Personal L2,Offer3,Call Center,387.774781,Four-Door Car,Small +WT59944,California,17557.54051,No,Premium,College,2/15/11,Employed,F,68273,Rural,Divorced,146,23,93,0,2,Personal Auto,Personal L1,Offer2,Call Center,76.475359,Sports Car,Medsize +XV30885,California,4595.524548,No,Basic,College,1/25/11,Employed,M,95550,Urban,Divorced,116,15,75,1,1,Personal Auto,Personal L3,Offer1,Agent,381.570261,SUV,Medsize +LU79865,Nevada,5794.104234,No,Basic,Bachelor,2/27/11,Employed,M,88370,Suburban,Divorced,74,0,16,1,9,Personal Auto,Personal L1,Offer1,Agent,355.2,Four-Door Car,Small +BL29046,Oregon,5332.462694,Yes,Basic,Doctor,2/22/11,Employed,F,68931,Urban,Married,66,32,30,0,7,Corporate Auto,Corporate L2,Offer2,Branch,309.577946,Four-Door Car,Medsize +AM34581,Oregon,6680.146801,No,Extended,Bachelor,1/5/11,Employed,F,24432,Rural,Married,87,19,44,3,6,Corporate Auto,Corporate L2,Offer2,Branch,71.10847,Two-Door Car,Medsize +YN75239,Oregon,7910.866718,No,Basic,College,1/12/11,Employed,M,77577,Rural,Married,199,14,37,1,1,Personal Auto,Personal L3,Offer3,Agent,35.768916,Luxury SUV,Small +OJ84485,California,12516.92188,No,Basic,High School or Below,1/27/11,Medical Leave,M,12607,Suburban,Married,110,13,20,0,2,Personal Auto,Personal L2,Offer1,Call Center,528,SUV,Medsize +JA12995,Oregon,2325.259483,No,Basic,College,2/15/11,Unemployed,F,0,Suburban,Married,63,6,75,0,1,Personal Auto,Personal L3,Offer3,Agent,302.4,Four-Door Car,Medsize +OD85990,Oregon,3964.151263,No,Basic,Bachelor,2/14/11,Disabled,F,23474,Suburban,Divorced,102,5,21,0,1,Corporate Auto,Corporate L3,Offer1,Branch,489.6,SUV,Medsize +NZ57264,California,7486.088015,No,Basic,Bachelor,1/26/11,Unemployed,M,0,Suburban,Single,113,33,18,0,4,Personal Auto,Personal L3,Offer4,Call Center,813.6,SUV,Medsize +OL39995,Oregon,6707.994148,No,Basic,Bachelor,2/25/11,Unemployed,M,0,Suburban,Divorced,65,1,30,0,2,Personal Auto,Personal L2,Offer4,Agent,360.480689,Four-Door Car,Medsize +LK51620,California,12902.09322,No,Premium,High School or Below,1/15/11,Employed,M,98478,Suburban,Married,106,21,80,0,2,Corporate Auto,Corporate L3,Offer1,Branch,508.8,Four-Door Car,Small +ZB91993,Arizona,5926.729379,Yes,Extended,College,1/25/11,Retired,M,23091,Suburban,Married,96,28,90,5,5,Personal Auto,Personal L3,Offer1,Agent,460.8,Four-Door Car,Medsize +SZ60342,Arizona,5148.653203,No,Basic,College,1/13/11,Employed,M,51071,Suburban,Married,65,17,94,0,3,Personal Auto,Personal L3,Offer1,Agent,312,Two-Door Car,Small +WE80653,Oregon,6827.178202,No,Basic,Bachelor,2/3/11,Unemployed,F,0,Rural,Divorced,103,2,75,2,6,Personal Auto,Personal L3,Offer1,Agent,2.455033,SUV,Medsize +EE28119,Arizona,4670.058282,No,Premium,Bachelor,2/3/11,Employed,F,69921,Urban,Divorced,118,28,22,2,1,Personal Auto,Personal L3,Offer1,Agent,373.227044,Two-Door Car,Medsize +GA49547,Washington,5363.076547,No,Basic,High School or Below,2/18/11,Employed,M,36357,Rural,Married,68,28,96,0,6,Personal Auto,Personal L3,Offer1,Branch,17.269323,Four-Door Car,Medsize +BA92673,Oregon,6961.945557,No,Basic,High School or Below,2/5/11,Unemployed,F,0,Rural,Married,63,17,24,0,2,Personal Auto,Personal L2,Offer2,Web,40.622304,Four-Door Car,Large +PT70350,Oregon,28511.03331,No,Premium,High School or Below,2/21/11,Employed,M,27607,Suburban,Married,104,15,56,0,2,Corporate Auto,Corporate L1,Offer4,Agent,640.584145,Four-Door Car,Medsize +KL29678,Oregon,8624.917663,No,Basic,Master,1/8/11,Employed,F,43610,Suburban,Married,106,16,60,0,5,Personal Auto,Personal L3,Offer2,Agent,508.8,Sports Car,Medsize +HL84679,Oregon,3382.223536,No,Extended,Bachelor,2/17/11,Unemployed,F,0,Suburban,Married,91,13,77,0,1,Personal Auto,Personal L3,Offer3,Call Center,436.8,Four-Door Car,Medsize +GH94657,California,2319.818549,No,Basic,Bachelor,1/27/11,Disabled,M,14660,Suburban,Married,61,14,97,0,1,Personal Auto,Personal L2,Offer2,Call Center,396.608751,Four-Door Car,Medsize +EZ71780,Arizona,8807.486831,No,Extended,High School or Below,2/21/11,Disabled,F,26864,Suburban,Divorced,78,18,12,0,2,Special Auto,Special L1,Offer3,Agent,374.4,Four-Door Car,Medsize +BW76745,Oregon,2491.317024,Yes,Basic,Doctor,1/29/11,Employed,M,36631,Rural,Divorced,62,30,77,0,1,Personal Auto,Personal L2,Offer1,Agent,67.530904,Four-Door Car,Large +TN64240,California,7853.961409,No,Extended,Bachelor,2/21/11,Employed,F,42582,Suburban,Divorced,99,1,57,0,5,Corporate Auto,Corporate L3,Offer4,Call Center,629.344642,Four-Door Car,Small +AE23906,Arizona,9816.528302,Yes,Basic,College,1/28/11,Employed,M,37256,Rural,Married,62,15,7,0,2,Personal Auto,Personal L2,Offer1,Branch,128.969729,Four-Door Car,Medsize +CX20455,Arizona,22103.5072,Yes,Basic,College,1/30/11,Unemployed,M,0,Suburban,Married,102,35,48,0,2,Corporate Auto,Corporate L3,Offer1,Branch,489.6,SUV,Medsize +KX18446,Washington,6689.022728,Yes,Extended,High School or Below,2/13/11,Employed,M,56980,Suburban,Married,84,33,70,0,7,Corporate Auto,Corporate L2,Offer2,Agent,599.000883,Two-Door Car,Medsize +NR66922,Oregon,11323.35555,No,Extended,Master,2/18/11,Employed,M,98254,Rural,Married,94,23,11,3,2,Corporate Auto,Corporate L3,Offer3,Agent,229.711908,Four-Door Car,Medsize +PQ27923,Washington,6333.030812,No,Extended,Master,1/8/11,Employed,M,71737,Urban,Divorced,79,7,79,0,4,Personal Auto,Personal L2,Offer3,Agent,338.79562,Two-Door Car,Medsize +No81415,Arizona,3139.169353,No,Extended,Bachelor,2/1/11,Employed,M,31177,Suburban,Married,79,14,28,0,1,Personal Auto,Personal L3,Offer4,Call Center,905.699717,Four-Door Car,Small +OI48534,California,2617.182661,No,Basic,High School or Below,2/14/11,Employed,F,98338,Rural,Single,65,13,33,0,1,Personal Auto,Personal L1,Offer3,Web,35.597288,Four-Door Car,Medsize +FH83537,California,3732.568536,No,Basic,High School or Below,1/4/11,Unemployed,F,0,Suburban,Single,106,2,50,0,1,Personal Auto,Personal L3,Offer3,Agent,879.42749,Sports Car,Medsize +VH94792,California,4433.694028,No,Basic,Bachelor,1/21/11,Unemployed,F,0,Suburban,Single,65,7,22,0,6,Special Auto,Special L3,Offer2,Web,312,Four-Door Car,Medsize +VD37089,Washington,3478.887023,No,Extended,College,1/7/11,Employed,M,29938,Suburban,Divorced,90,8,35,0,1,Corporate Auto,Corporate L1,Offer2,Branch,562.426585,Four-Door Car,Medsize +UW68708,California,5009.595291,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,69,20,95,0,4,Personal Auto,Personal L2,Offer1,Web,496.8,Four-Door Car,Medsize +PV39600,California,8417.004401,No,Premium,Bachelor,1/6/11,Employed,M,24285,Suburban,Divorced,111,6,10,0,7,Personal Auto,Personal L3,Offer4,Agent,1257.527908,Two-Door Car,Small +ZD42919,California,4483.839044,No,Basic,Master,1/9/11,Employed,M,32983,Urban,Married,113,25,59,0,1,Personal Auto,Personal L1,Offer2,Call Center,466.81627,SUV,Medsize +ZX68434,California,5124.984391,No,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Divorced,134,13,56,0,1,Personal Auto,Personal L2,Offer3,Web,643.2,SUV,Medsize +CH81088,Oregon,3721.057118,No,Extended,Bachelor,2/2/11,Employed,F,71333,Urban,Married,93,9,92,0,1,Personal Auto,Personal L3,Offer2,Call Center,343.755209,Four-Door Car,Medsize +SV68939,Arizona,9988.787618,No,Extended,Master,2/27/11,Employed,F,33157,Rural,Married,124,28,58,0,3,Personal Auto,Personal L3,Offer2,Agent,286.003968,SUV,Medsize +WI81695,Oregon,3342.177957,No,Extended,College,1/27/11,Unemployed,F,0,Suburban,Married,91,8,60,0,1,Personal Auto,Personal L2,Offer1,Agent,436.8,Four-Door Car,Medsize +OU50429,California,7524.735746,No,Basic,Bachelor,2/4/11,Employed,M,36580,Suburban,Married,64,20,76,1,2,Personal Auto,Personal L3,Offer2,Agent,460.8,Four-Door Car,Small +TE44937,Oregon,13466.92071,Yes,Basic,High School or Below,2/23/11,Disabled,F,11432,Suburban,Married,119,11,9,0,2,Personal Auto,Personal L2,Offer2,Agent,571.2,SUV,Small +GC29421,California,2949.282616,No,Basic,High School or Below,1/8/11,Employed,F,78596,Rural,Divorced,73,11,0,0,1,Personal Auto,Personal L3,Offer3,Call Center,106.267659,Four-Door Car,Medsize +RF71693,Arizona,5179.890955,No,Basic,Bachelor,1/30/11,Employed,F,35143,Urban,Married,65,31,37,0,9,Corporate Auto,Corporate L3,Offer1,Agent,171.184016,Four-Door Car,Medsize +JZ22920,Arizona,3225.395988,No,Extended,Master,1/30/11,Employed,M,29606,Suburban,Married,81,33,32,0,1,Personal Auto,Personal L3,Offer3,Agent,438.276898,Four-Door Car,Medsize +ZL68596,Arizona,8849.689719,No,Basic,Master,2/3/11,Employed,M,53228,Rural,Married,73,26,33,0,2,Special Auto,Special L1,Offer2,Branch,137.195447,Four-Door Car,Medsize +GV91160,Oregon,2886.451602,Yes,Extended,High School or Below,1/20/11,Retired,F,10312,Suburban,Married,78,10,63,0,1,Personal Auto,Personal L3,Offer2,Agent,486.278557,Four-Door Car,Large +PC80039,Oregon,2359.423599,Yes,Basic,Bachelor,1/11/11,Disabled,F,19864,Suburban,Divorced,63,22,96,0,1,Personal Auto,Personal L2,Offer1,Web,352.394515,Four-Door Car,Medsize +RH72839,Nevada,4669.22664,Yes,Premium,High School or Below,2/14/11,Employed,F,76157,Suburban,Married,116,15,80,0,1,Personal Auto,Personal L1,Offer2,Call Center,556.8,Two-Door Car,Small +SV15363,California,6366.225775,Yes,Extended,High School or Below,1/7/11,Employed,M,44368,Suburban,Married,80,5,72,0,3,Personal Auto,Personal L2,Offer2,Call Center,384,Two-Door Car,Large +CN17219,Oregon,25581.61014,No,Basic,College,1/13/11,Employed,M,27961,Suburban,Married,72,15,64,0,2,Personal Auto,Personal L3,Offer1,Agent,345.6,Two-Door Car,Small +ZM84839,California,8146.271602,No,Basic,College,2/27/11,Employed,F,92777,Rural,Married,68,21,83,2,2,Personal Auto,Personal L1,Offer1,Web,158.041549,Two-Door Car,Medsize +ZO31878,Oregon,5412.458621,No,Basic,Master,2/4/11,Employed,F,55992,Urban,Married,67,16,21,0,3,Personal Auto,Personal L3,Offer1,Call Center,191.409775,Four-Door Car,Small +BU70181,Arizona,5757.442258,Yes,Basic,Master,1/31/11,Employed,M,88997,Rural,Divorced,72,9,71,0,3,Personal Auto,Personal L3,Offer2,Branch,174.041566,Four-Door Car,Small +RN20799,Arizona,4755.194923,No,Basic,High School or Below,1/27/11,Retired,F,21926,Suburban,Married,63,13,0,0,7,Personal Auto,Personal L2,Offer2,Agent,302.4,Four-Door Car,Small +VF58561,Oregon,4995.211519,No,Basic,Bachelor,2/8/11,Employed,F,82413,Suburban,Divorced,62,12,79,0,3,Personal Auto,Personal L3,Offer1,Agent,297.6,Four-Door Car,Medsize +HU26687,California,2824.849967,No,Basic,Bachelor,1/18/11,Employed,M,48008,Rural,Married,73,33,55,4,1,Personal Auto,Personal L3,Offer2,Branch,137.081716,Four-Door Car,Medsize +VT84289,California,5907.91176,No,Basic,College,2/6/11,Employed,F,87796,Suburban,Single,74,23,10,0,4,Personal Auto,Personal L1,Offer1,Agent,355.2,Four-Door Car,Medsize +ZG17326,Oregon,4988.579794,No,Basic,Bachelor,2/11/11,Employed,M,38928,Suburban,Married,64,14,18,0,8,Personal Auto,Personal L2,Offer2,Agent,326.660051,Four-Door Car,Large +ZR84007,Arizona,7405.265785,No,Basic,Bachelor,1/5/11,Employed,M,58779,Suburban,Single,64,13,82,1,2,Personal Auto,Personal L1,Offer2,Branch,307.2,Four-Door Car,Medsize +WM17695,Washington,16553.23422,No,Extended,Doctor,2/25/11,Employed,F,98912,Suburban,Married,135,18,92,0,2,Personal Auto,Personal L3,Offer1,Agent,714.831947,SUV,Large +YR76491,Oregon,15102.22866,No,Extended,College,1/22/11,Unemployed,F,0,Rural,Married,137,10,92,0,2,Personal Auto,Personal L2,Offer2,Branch,32.978158,SUV,Medsize +NY93341,Arizona,9118.928908,No,Basic,High School or Below,2/16/11,Employed,F,33882,Rural,Married,114,22,39,0,6,Personal Auto,Personal L2,Offer3,Branch,272.835064,SUV,Medsize +BC87161,Oregon,2759.978287,Yes,Basic,Bachelor,1/3/11,Employed,M,92296,Suburban,Married,69,4,65,0,1,Personal Auto,Personal L1,Offer2,Agent,331.2,Two-Door Car,Medsize +PW23851,Oregon,15251.57924,No,Extended,Bachelor,1/15/11,Employed,F,63287,Suburban,Married,127,5,84,0,2,Personal Auto,Personal L2,Offer1,Agent,617.202619,SUV,Small +UM73815,Arizona,14517.43681,No,Premium,High School or Below,1/13/11,Employed,F,74871,Suburban,Married,178,0,15,0,7,Personal Auto,Personal L3,Offer1,Call Center,854.4,SUV,Medsize +HW19506,Arizona,5597.12496,Yes,Extended,High School or Below,1/27/11,Employed,F,37995,Suburban,Married,139,16,50,0,1,Personal Auto,Personal L3,Offer1,Branch,667.2,SUV,Medsize +JF90784,California,19323.23675,No,Extended,High School or Below,1/8/11,Unemployed,F,0,Suburban,Divorced,139,24,3,1,2,Personal Auto,Personal L2,Offer1,Branch,1389.140121,SUV,Small +OW15518,Washington,15950.01951,No,Extended,College,1/10/11,Unemployed,F,0,Rural,Married,87,10,55,1,2,Personal Auto,Personal L2,Offer2,Web,46.041452,Two-Door Car,Medsize +BR28896,Nevada,3176.356488,No,Extended,High School or Below,1/10/11,Employed,M,64706,Urban,Single,81,5,3,0,1,Personal Auto,Personal L3,Offer2,Web,372.909686,Two-Door Car,Large +PD32943,Oregon,4526.126785,No,Basic,Bachelor,1/6/11,Unemployed,M,0,Suburban,Married,64,32,89,1,3,Personal Auto,Personal L3,Offer2,Branch,307.2,Four-Door Car,Small +GM83516,Arizona,2573.716859,No,Basic,College,1/7/11,Employed,M,29500,Suburban,Divorced,67,14,72,0,1,Corporate Auto,Corporate L2,Offer2,Agent,321.6,Four-Door Car,Medsize +BK15048,Arizona,6656.709233,No,Basic,College,1/20/11,Unemployed,M,0,Suburban,Single,69,23,32,1,2,Personal Auto,Personal L3,Offer1,Branch,496.8,Four-Door Car,Small +RA27021,Nevada,27564.73951,No,Extended,Bachelor,1/1/11,Disabled,F,26410,Rural,Married,91,17,90,0,2,Corporate Auto,Corporate L1,Offer2,Agent,184.516188,Four-Door Car,Large +JW15941,California,3842.794699,No,Extended,Master,1/29/11,Employed,M,97832,Rural,Married,95,5,98,0,1,Personal Auto,Personal L3,Offer2,Web,107.661239,Two-Door Car,Medsize +GP20408,Oregon,3808.122147,Yes,Extended,College,1/28/11,Employed,F,94903,Suburban,Married,94,3,38,0,1,Personal Auto,Personal L3,Offer2,Agent,451.2,Two-Door Car,Small +AM57175,Oregon,15000.84238,No,Extended,High School or Below,1/6/11,Employed,F,62473,Suburban,Divorced,76,6,70,1,2,Personal Auto,Personal L3,Offer1,Branch,507.560729,Four-Door Car,Small +RI40862,Nevada,5573.10605,No,Basic,College,2/18/11,Employed,M,85704,Urban,Married,69,21,84,0,7,Personal Auto,Personal L3,Offer1,Agent,325.395532,Four-Door Car,Small +EY86980,Oregon,6222.212108,No,Extended,Bachelor,1/14/11,Employed,M,74270,Rural,Single,78,33,2,0,7,Corporate Auto,Corporate L2,Offer4,Agent,122.486486,Two-Door Car,Medsize +FG24850,Oregon,5096.673223,Yes,Basic,Master,1/28/11,Disabled,F,22886,Suburban,Divorced,65,9,81,0,3,Personal Auto,Personal L2,Offer1,Agent,312,Four-Door Car,Small +JB39997,California,6183.185785,No,Extended,College,2/24/11,Employed,F,36464,Rural,Married,78,5,17,0,7,Personal Auto,Personal L1,Offer4,Call Center,93.515817,Four-Door Car,Medsize +CG43444,California,9388.981905,No,Extended,Bachelor,1/27/11,Employed,F,33599,Rural,Divorced,80,23,31,0,2,Personal Auto,Personal L3,Offer2,Branch,111.265486,Four-Door Car,Small +ZG69918,Oregon,8168.714346,No,Basic,College,1/14/11,Disabled,M,20819,Urban,Married,73,4,65,1,2,Special Auto,Special L2,Offer1,Call Center,206.863422,Four-Door Car,Medsize +GM70734,California,13561.2048,No,Extended,College,1/29/11,Medical Leave,F,29095,Urban,Divorced,91,29,47,1,2,Corporate Auto,Corporate L3,Offer1,Agent,280.800938,Two-Door Car,Medsize +PM14429,California,6699.278956,No,Extended,College,2/4/11,Employed,M,30852,Urban,Single,88,7,42,0,8,Personal Auto,Personal L3,Offer1,Branch,318.866388,Four-Door Car,Medsize +FD55376,California,20230.9675,No,Basic,High School or Below,2/22/11,Employed,M,48448,Suburban,Married,74,24,11,1,2,Corporate Auto,Corporate L3,Offer3,Agent,355.2,Four-Door Car,Medsize +PS25185,Washington,4097.371676,No,Premium,Bachelor,1/20/11,Medical Leave,F,20079,Suburban,Single,110,1,63,0,1,Corporate Auto,Corporate L3,Offer1,Web,528,Two-Door Car,Medsize +YE70791,California,5169.49937,Yes,Basic,High School or Below,2/26/11,Medical Leave,M,12430,Suburban,Single,73,22,13,0,4,Personal Auto,Personal L2,Offer2,Call Center,350.4,Four-Door Car,Medsize +UN52560,Arizona,6278.764007,No,Extended,Bachelor,2/14/11,Employed,M,47669,Suburban,Married,80,16,84,0,3,Personal Auto,Personal L3,Offer2,Branch,384,Four-Door Car,Small +SS95187,Arizona,3343.933131,No,Extended,Bachelor,1/29/11,Employed,M,40794,Urban,Divorced,87,6,87,0,1,Personal Auto,Personal L3,Offer4,Branch,334.452807,Four-Door Car,Medsize +OU62959,California,15531.78589,No,Basic,Bachelor,2/9/11,Employed,M,95340,Urban,Married,198,5,84,2,3,Personal Auto,Personal L2,Offer3,Web,808.844338,Luxury SUV,Medsize +ZV36800,Oregon,4236.84292,No,Basic,Bachelor,1/23/11,Disabled,M,14476,Suburban,Married,113,11,0,0,1,Corporate Auto,Corporate L3,Offer3,Branch,542.4,Sports Car,Medsize +XF83901,Arizona,3692.583567,No,Premium,College,1/12/11,Unemployed,F,0,Suburban,Single,105,28,69,0,1,Personal Auto,Personal L2,Offer1,Branch,756,Four-Door Car,Large +RE12758,California,6782.556454,No,Extended,High School or Below,2/22/11,Employed,M,26116,Suburban,Married,85,6,58,0,3,Personal Auto,Personal L3,Offer4,Agent,612,Four-Door Car,Medsize +CH97666,California,3683.472334,No,Basic,Bachelor,1/14/11,Retired,M,12454,Suburban,Married,100,4,68,0,1,Personal Auto,Personal L1,Offer3,Web,720,Sports Car,Medsize +NU25698,Oregon,13995.68999,No,Extended,High School or Below,2/16/11,Employed,F,48245,Suburban,Married,121,16,21,3,2,Personal Auto,Personal L3,Offer1,Agent,580.8,SUV,Medsize +ZV80216,Oregon,5619.689084,Yes,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,153,25,5,0,1,Personal Auto,Personal L1,Offer2,Web,1027.000029,SUV,Medsize +PB47955,Oregon,8331.648336,No,Basic,Bachelor,1/11/11,Unemployed,F,0,Suburban,Single,119,3,54,0,3,Personal Auto,Personal L3,Offer2,Branch,856.8,SUV,Medsize +BD36887,Nevada,4171.18715,No,Basic,College,1/27/11,Employed,F,37478,Suburban,Married,105,4,53,0,1,Personal Auto,Personal L1,Offer1,Agent,653.685468,Sports Car,Medsize +JG65202,Oregon,7873.567332,No,Basic,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,74,24,82,0,2,Personal Auto,Personal L3,Offer1,Agent,568.798455,Two-Door Car,Medsize +YV76240,Oregon,10677.25385,No,Extended,College,1/4/11,Employed,F,45732,Urban,Married,134,22,56,0,9,Corporate Auto,Corporate L2,Offer1,Call Center,611.918994,SUV,Large +LN28900,California,14687.07959,No,Extended,Bachelor,2/23/11,Unemployed,M,0,Suburban,Single,85,3,61,0,2,Personal Auto,Personal L1,Offer1,Web,612,Four-Door Car,Small +IN77241,Washington,5394.703229,No,Basic,Bachelor,2/6/11,Employed,M,65978,Urban,Married,67,3,50,0,3,Corporate Auto,Corporate L1,Offer2,Branch,251.795869,Two-Door Car,Medsize +DI42246,Arizona,2230.755716,No,Basic,College,1/20/11,Unemployed,M,0,Suburban,Married,62,9,49,0,1,Personal Auto,Personal L2,Offer1,Agent,325.88607,Four-Door Car,Medsize +SE86346,Nevada,7771.018055,No,Basic,College,2/16/11,Employed,F,58467,Suburban,Married,65,30,90,0,2,Corporate Auto,Corporate L3,Offer2,Web,452.915621,Four-Door Car,Small +FK46365,Washington,4103.849192,No,Basic,College,2/3/11,Employed,F,82427,Suburban,Married,102,24,5,0,1,Personal Auto,Personal L3,Offer2,Agent,489.6,SUV,Small +XW93623,Nevada,7221.151702,No,Basic,Bachelor,2/9/11,Employed,M,33811,Urban,Married,184,17,59,0,1,Personal Auto,Personal L3,Offer3,Agent,587.37679,Luxury SUV,Medsize +FJ62579,Oregon,12285.0473,No,Basic,High School or Below,1/20/11,Unemployed,M,0,Suburban,Divorced,183,29,65,2,7,Personal Auto,Personal L3,Offer1,Call Center,878.4,Luxury SUV,Small +ZZ22193,California,5704.679894,No,Basic,Master,1/5/11,Employed,F,37675,Suburban,Single,71,25,80,0,3,Personal Auto,Personal L2,Offer1,Agent,380.919824,Four-Door Car,Medsize +ZY77695,Arizona,2433.913419,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,72,28,29,0,1,Personal Auto,Personal L3,Offer1,Agent,345.6,Two-Door Car,Medsize +ZJ65064,California,4921.752296,No,Basic,College,2/5/11,Unemployed,F,0,Suburban,Single,70,28,29,0,8,Personal Auto,Personal L1,Offer3,Call Center,336,Four-Door Car,Medsize +FA59186,California,4660.006868,No,Basic,High School or Below,1/14/11,Unemployed,M,0,Suburban,Single,67,11,87,0,3,Personal Auto,Personal L2,Offer1,Web,482.4,Two-Door Car,Medsize +XS74336,Washington,2541.522907,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,71,12,37,0,1,Personal Auto,Personal L3,Offer4,Web,511.2,Four-Door Car,Small +RT80802,Nevada,11658.59927,No,Basic,College,1/19/11,Disabled,M,19851,Rural,Married,102,33,51,0,2,Personal Auto,Personal L3,Offer1,Branch,220.038588,Sports Car,Small +KN65809,Washington,11131.56637,No,Extended,High School or Below,1/4/11,Unemployed,F,0,Suburban,Married,99,26,60,0,2,Personal Auto,Personal L3,Offer1,Agent,475.2,Four-Door Car,Small +QF17381,Arizona,4733.507343,No,Basic,Bachelor,1/6/11,Unemployed,F,0,Suburban,Married,62,5,41,0,3,Corporate Auto,Corporate L3,Offer1,Agent,740.838216,Four-Door Car,Small +JF16897,Oregon,8776.363448,No,Basic,High School or Below,2/23/11,Employed,F,28360,Suburban,Married,73,8,65,0,2,Personal Auto,Personal L3,Offer1,Branch,863.909989,Four-Door Car,Medsize +PB90912,California,7804.022473,No,Basic,High School or Below,2/8/11,Employed,M,70833,Suburban,Married,193,15,33,0,1,Personal Auto,Personal L2,Offer2,Web,926.4,Luxury SUV,Large +CH50339,Arizona,2522.256441,No,Basic,Master,1/8/11,Unemployed,F,0,Suburban,Married,69,18,64,1,1,Corporate Auto,Corporate L2,Offer4,Call Center,470.275242,Four-Door Car,Small +GU41198,California,9536.338382,No,Extended,Bachelor,1/7/11,Employed,F,62421,Suburban,Divorced,80,22,50,2,2,Corporate Auto,Corporate L3,Offer1,Call Center,384,Four-Door Car,Medsize +CT96082,Oregon,4711.080198,No,Basic,Bachelor,1/5/11,Disabled,F,13933,Rural,Married,62,25,32,0,6,Corporate Auto,Corporate L3,Offer1,Call Center,49.364254,Two-Door Car,Medsize +KP26590,Nevada,3801.282266,No,Extended,Bachelor,2/16/11,Employed,F,40513,Rural,Married,96,21,37,1,1,Personal Auto,Personal L2,Offer1,Branch,151.589577,Four-Door Car,Large +ZQ51896,Oregon,21159.30151,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Single,108,15,17,0,2,Special Auto,Special L1,Offer4,Web,777.6,SUV,Large +BI34286,Oregon,6515.026481,No,Extended,Master,2/27/11,Employed,M,47259,Suburban,Married,81,22,54,0,5,Corporate Auto,Corporate L2,Offer1,Branch,388.8,Four-Door Car,Medsize +XJ97760,California,4739.861234,No,Basic,Master,1/1/11,Employed,M,35039,Urban,Single,61,7,87,0,8,Personal Auto,Personal L1,Offer1,Call Center,254.308991,Four-Door Car,Medsize +CO71128,California,21240.94357,No,Basic,College,1/7/11,Unemployed,F,0,Suburban,Single,190,7,45,0,2,Personal Auto,Personal L2,Offer2,Agent,1368,Luxury SUV,Medsize +SJ88799,Washington,3980.838735,No,Premium,High School or Below,1/5/11,Employed,M,92539,Suburban,Single,101,2,61,0,1,Personal Auto,Personal L2,Offer3,Agent,707.408058,Four-Door Car,Medsize +RC74014,Oregon,4990.343538,No,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,71,3,84,0,6,Special Auto,Special L3,Offer3,Web,849.666647,Two-Door Car,Small +CP66511,Oregon,2562.604728,No,Basic,High School or Below,2/10/11,Employed,M,92038,Urban,Married,65,4,44,2,1,Personal Auto,Personal L3,Offer2,Agent,178.408186,Two-Door Car,Small +JG13893,Nevada,7355.349908,No,Basic,Bachelor,1/19/11,Employed,M,51789,Suburban,Married,61,33,31,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,435.835125,Two-Door Car,Large +ER49844,Arizona,5041.447024,No,Basic,College,1/19/11,Employed,M,61972,Rural,Married,64,2,52,2,5,Personal Auto,Personal L1,Offer4,Call Center,138.961963,Four-Door Car,Medsize +AU91447,Oregon,12731.95161,Yes,Basic,Doctor,1/14/11,Employed,M,40870,Suburban,Married,105,3,56,0,2,Special Auto,Special L2,Offer1,Agent,504,SUV,Large +SK58227,California,8879.790017,Yes,Basic,High School or Below,2/3/11,Employed,F,52583,Urban,Single,113,12,59,0,7,Personal Auto,Personal L2,Offer1,Agent,528.20086,SUV,Small +HG23705,Arizona,2872.669164,No,Basic,Bachelor,1/5/11,Employed,F,79681,Rural,Single,73,4,93,1,1,Personal Auto,Personal L3,Offer2,Agent,9.160139,Four-Door Car,Medsize +MV93555,Oregon,11058.22493,No,Extended,High School or Below,1/14/11,Employed,F,69792,Suburban,Single,137,1,95,0,3,Personal Auto,Personal L3,Offer2,Web,696.757797,SUV,Medsize +VQ20924,Arizona,7138.167712,No,Extended,High School or Below,2/10/11,Disabled,F,19794,Suburban,Married,93,24,80,0,8,Corporate Auto,Corporate L3,Offer2,Agent,603.077136,Two-Door Car,Large +AR59416,Oregon,29037.47753,No,Basic,High School or Below,2/22/11,Unemployed,M,0,Suburban,Married,113,0,16,0,2,Personal Auto,Personal L3,Offer4,Web,542.4,SUV,Medsize +DF65548,California,8613.464627,No,Premium,Master,1/24/11,Employed,F,26680,Suburban,Married,106,11,49,0,5,Personal Auto,Personal L2,Offer1,Agent,508.8,Two-Door Car,Small +PA28328,California,3861.486269,Yes,Extended,College,1/6/11,Employed,F,93272,Urban,Married,95,3,54,0,1,Corporate Auto,Corporate L3,Offer2,Branch,281.110788,Four-Door Car,Medsize +WY31530,Oregon,2482.915577,No,Basic,Doctor,2/15/11,Unemployed,M,0,Rural,Married,68,21,73,0,1,Personal Auto,Personal L2,Offer2,Branch,87.272319,Two-Door Car,Medsize +LV89056,California,3133.018242,No,Extended,Bachelor,1/18/11,Unemployed,F,0,Suburban,Single,91,7,14,1,1,Personal Auto,Personal L2,Offer1,Call Center,655.2,Four-Door Car,Medsize +KC49055,Oregon,7123.082388,No,Extended,Bachelor,1/21/11,Employed,M,21835,Suburban,Married,92,2,83,0,3,Personal Auto,Personal L2,Offer4,Agent,621.617047,Two-Door Car,Medsize +RA62150,Arizona,28435.64035,No,Basic,College,2/8/11,Unemployed,F,0,Suburban,Single,116,29,22,0,2,Personal Auto,Personal L1,Offer2,Branch,899.63718,SUV,Medsize +OY70124,Washington,12741.84754,Yes,Basic,Bachelor,1/7/11,Employed,F,73054,Urban,Married,106,34,36,1,2,Personal Auto,Personal L3,Offer1,Branch,419.365958,SUV,Medsize +OT94107,Oregon,3176.865609,No,Extended,Bachelor,2/14/11,Employed,F,35551,Suburban,Single,81,33,52,1,1,Personal Auto,Personal L2,Offer2,Branch,565.108501,Four-Door Car,Small +CF27806,California,5470.060561,Yes,Extended,Bachelor,2/17/11,Employed,F,54507,Suburban,Married,138,20,11,0,1,Personal Auto,Personal L3,Offer2,Agent,702.990032,SUV,Medsize +EK50729,Oregon,4582.647706,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Divorced,67,27,7,0,7,Personal Auto,Personal L3,Offer1,Branch,321.6,Four-Door Car,Medsize +TF53472,Oregon,5350.214918,No,Basic,Bachelor,2/1/11,Employed,F,41336,Urban,Divorced,68,33,25,0,5,Personal Auto,Personal L3,Offer1,Agent,263.090605,Four-Door Car,Medsize +PG50529,California,5580.916514,No,Basic,High School or Below,2/10/11,Employed,F,31972,Suburban,Married,70,4,89,0,3,Personal Auto,Personal L3,Offer1,Call Center,416.2618,Four-Door Car,Small +QT46509,Oregon,7048.544758,No,Extended,College,1/31/11,Disabled,M,20416,Suburban,Married,93,33,68,0,7,Personal Auto,Personal L3,Offer3,Branch,446.4,Four-Door Car,Small +LI72489,Nevada,15306.22493,No,Premium,Bachelor,2/26/11,Employed,M,46338,Rural,Married,193,24,68,0,9,Corporate Auto,Corporate L3,Offer4,Web,19.46445,SUV,Medsize +MF74413,Oregon,9657.579498,Yes,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,131,34,61,0,9,Personal Auto,Personal L3,Offer1,Agent,628.8,SUV,Medsize +SI58884,California,3985.319833,No,Basic,College,1/22/11,Retired,M,17220,Suburban,Married,105,10,24,0,1,Personal Auto,Personal L3,Offer2,Web,504,SUV,Large +KG53604,Oregon,9816.528302,Yes,Basic,College,1/28/11,Employed,M,37256,Rural,Married,62,15,7,0,2,Personal Auto,Personal L1,Offer1,Branch,128.969729,Four-Door Car,Medsize +XB97091,Arizona,37243.63312,No,Basic,High School or Below,2/18/11,Employed,F,53602,Urban,Married,115,15,60,0,2,Personal Auto,Personal L1,Offer1,Web,295.335363,Sports Car,Medsize +JS12902,Oregon,4122.964632,No,Basic,High School or Below,2/16/11,Medical Leave,F,24732,Rural,Married,107,18,44,0,1,Corporate Auto,Corporate L3,Offer3,Branch,72.771554,Sports Car,Medsize +LL14393,Oregon,2556.609217,No,Basic,High School or Below,1/5/11,Employed,M,23867,Suburban,Married,65,6,99,0,1,Personal Auto,Personal L2,Offer3,Call Center,312,Four-Door Car,Medsize +UJ71101,California,17253.72944,No,Extended,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,124,2,85,0,2,Personal Auto,Personal L1,Offer3,Web,928.817071,Sports Car,Medsize +ZY95807,California,36181.02892,No,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Single,180,15,87,0,2,Corporate Auto,Corporate L2,Offer1,Web,864,Luxury SUV,Small +GA72966,Oregon,8427.172486,Yes,Extended,Bachelor,2/10/11,Employed,F,46503,Suburban,Divorced,215,4,21,1,1,Personal Auto,Personal L3,Offer1,Agent,1032,Luxury SUV,Medsize +WS36101,Oregon,2348.028868,No,Basic,High School or Below,1/19/11,Unemployed,M,0,Suburban,Married,63,21,61,0,1,Personal Auto,Personal L3,Offer2,Agent,453.6,Four-Door Car,Medsize +GY88677,Oregon,23675.02939,No,Premium,Bachelor,1/29/11,Employed,F,46268,Urban,Married,199,34,17,1,2,Personal Auto,Personal L3,Offer1,Agent,842.000858,Sports Car,Medsize +XT45580,Oregon,4089.463358,No,Basic,College,2/25/11,Employed,F,60759,Suburban,Single,104,20,85,0,1,Corporate Auto,Corporate L3,Offer3,Branch,499.2,SUV,Large +RY23571,California,2483.67134,No,Basic,Bachelor,1/1/11,Employed,F,75615,Rural,Married,65,16,39,5,1,Personal Auto,Personal L3,Offer2,Branch,156.54837,Four-Door Car,Medsize +NB82190,Oregon,5278.183759,No,Basic,College,2/9/11,Employed,M,73742,Rural,Single,68,10,60,0,3,Personal Auto,Personal L1,Offer2,Branch,27.210992,Two-Door Car,Medsize +XG14438,Arizona,13727.79972,Yes,Extended,College,1/8/11,Unemployed,M,0,Suburban,Single,126,12,4,0,2,Personal Auto,Personal L3,Offer1,Agent,604.8,SUV,Medsize +TQ84956,California,10963.95723,Yes,Premium,High School or Below,2/8/11,Employed,M,55687,Suburban,Divorced,276,33,91,0,1,Corporate Auto,Corporate L3,Offer1,Agent,1324.8,Luxury SUV,Medsize +FV58292,Oregon,5555.830205,Yes,Basic,Bachelor,2/6/11,Employed,M,74015,Suburban,Single,72,12,61,0,6,Personal Auto,Personal L3,Offer2,Call Center,471.443077,Four-Door Car,Small +EF52334,Washington,3261.01744,No,Extended,Bachelor,2/7/11,Unemployed,M,0,Suburban,Divorced,93,29,63,0,1,Personal Auto,Personal L1,Offer3,Agent,669.6,Four-Door Car,Medsize +ZV17267,Oregon,11029.92619,No,Extended,Bachelor,1/9/11,Employed,F,37056,Suburban,Married,92,12,7,0,2,Personal Auto,Personal L3,Offer1,Agent,441.6,Four-Door Car,Small +RH71877,Arizona,4770.550911,Yes,Basic,College,2/1/11,Medical Leave,F,12964,Suburban,Single,65,2,37,0,4,Personal Auto,Personal L3,Offer1,Web,362.774545,Two-Door Car,Medsize +GS23406,California,2734.328157,No,Basic,High School or Below,1/20/11,Employed,F,30916,Rural,Single,70,6,50,0,1,Personal Auto,Personal L3,Offer3,Branch,21.143072,Four-Door Car,Medsize +VZ66567,California,3748.14406,No,Basic,Bachelor,1/27/11,Unemployed,M,0,Suburban,Divorced,106,24,27,0,1,Personal Auto,Personal L2,Offer1,Branch,508.8,SUV,Large +VP57785,Oregon,4770.550911,Yes,Basic,College,2/1/11,Medical Leave,F,12964,Suburban,Single,65,2,37,0,4,Personal Auto,Personal L1,Offer1,Web,362.774545,Two-Door Car,Medsize +NS51605,Oregon,8509.850887,Yes,Basic,Master,1/31/11,Disabled,M,26057,Suburban,Divorced,74,3,63,0,2,Personal Auto,Personal L2,Offer1,Call Center,523.888845,Four-Door Car,Small +QV48556,Arizona,5421.04863,No,Basic,Master,1/5/11,Disabled,F,29981,Suburban,Divorced,71,4,9,0,3,Corporate Auto,Corporate L3,Offer1,Agent,340.8,Two-Door Car,Medsize +PR10005,Oregon,2916.41746,No,Basic,Bachelor,2/1/11,Employed,M,85210,Rural,Divorced,74,23,76,0,1,Personal Auto,Personal L3,Offer4,Web,100.517679,Four-Door Car,Medsize +IF80474,Washington,13363.52356,No,Premium,College,2/12/11,Employed,M,86653,Rural,Married,111,14,5,0,2,Personal Auto,Personal L3,Offer2,Call Center,277.201278,Four-Door Car,Medsize +NE73773,Oregon,3974.858481,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Divorced,113,1,61,0,1,Personal Auto,Personal L3,Offer1,Branch,542.4,SUV,Small +WM72573,California,14710.43268,No,Extended,College,2/20/11,Disabled,M,22872,Suburban,Married,131,14,18,2,2,Personal Auto,Personal L2,Offer3,Web,754.845659,SUV,Small +NX71501,California,5936.344043,No,Basic,Doctor,1/3/11,Employed,F,42889,Rural,Married,74,31,18,0,7,Personal Auto,Personal L1,Offer1,Agent,177.321283,Four-Door Car,Small +LR79755,California,2862.180262,No,Basic,College,1/15/11,Employed,M,74034,Urban,Divorced,72,20,64,0,1,Personal Auto,Personal L3,Offer2,Branch,267.415871,Four-Door Car,Medsize +KC26486,Arizona,8427.172486,Yes,Extended,Bachelor,2/10/11,Employed,F,46503,Suburban,Divorced,215,4,21,1,1,Personal Auto,Personal L2,Offer1,Agent,1032,Luxury SUV,Medsize +DY22077,Arizona,8622.835375,Yes,Basic,Bachelor,2/18/11,Employed,M,97361,Suburban,Single,73,6,85,0,2,Corporate Auto,Corporate L2,Offer1,Agent,350.4,Four-Door Car,Medsize +UV54104,Oregon,2300.691547,Yes,Basic,Bachelor,1/15/11,Retired,M,25905,Suburban,Divorced,63,21,12,0,1,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Large +SG66076,Arizona,10056.5083,No,Extended,Bachelor,1/4/11,Disabled,M,16097,Suburban,Single,139,7,6,0,7,Personal Auto,Personal L1,Offer1,Branch,1000.8,Sports Car,Medsize +GW52309,Nevada,9118.148093,No,Basic,High School or Below,1/8/11,Employed,F,56446,Suburban,Married,114,2,8,0,3,Personal Auto,Personal L3,Offer1,Branch,547.2,SUV,Medsize +DC46965,Nevada,5507.242176,No,Basic,Master,2/17/11,Medical Leave,M,11343,Rural,Married,72,14,78,0,8,Personal Auto,Personal L3,Offer1,Agent,154.750098,Four-Door Car,Medsize +JK57654,California,10972.06778,Yes,Extended,Doctor,1/18/11,Employed,M,24164,Suburban,Divorced,137,2,40,0,5,Personal Auto,Personal L3,Offer2,Agent,657.6,Sports Car,Medsize +QO62792,Oregon,7840.165778,Yes,Extended,College,1/14/11,Employed,M,58414,Suburban,Single,210,7,24,2,1,Personal Auto,Personal L3,Offer2,Agent,1008,Luxury SUV,Small +XI56955,Washington,5504.139033,Yes,Basic,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,73,18,45,0,5,Personal Auto,Personal L2,Offer1,Call Center,350.4,Four-Door Car,Medsize +NR99710,Arizona,4792.810444,No,Basic,High School or Below,1/12/11,Disabled,F,24395,Suburban,Married,62,35,99,0,3,Personal Auto,Personal L2,Offer1,Branch,357.109603,Two-Door Car,Medsize +QH90382,Oregon,4187.77657,No,Premium,Master,1/19/11,Employed,F,52471,Rural,Married,103,35,57,0,1,Personal Auto,Personal L2,Offer2,Branch,163.955502,Two-Door Car,Small +SI30451,Arizona,2718.375247,No,Basic,College,2/27/11,Employed,F,30009,Urban,Married,68,28,56,0,1,Personal Auto,Personal L1,Offer1,Agent,317.428826,Four-Door Car,Medsize +UM39817,Oregon,8257.666512,Yes,Basic,Bachelor,1/12/11,Disabled,F,23815,Suburban,Married,73,4,47,0,2,Personal Auto,Personal L3,Offer2,Call Center,424.330166,Four-Door Car,Medsize +YG98004,Oregon,12663.59666,No,Premium,Master,2/18/11,Employed,F,27739,Rural,Married,104,16,22,0,2,Corporate Auto,Corporate L3,Offer1,Agent,3.200851,Four-Door Car,Medsize +KF80172,Nevada,2647.519741,Yes,Basic,College,2/20/11,Employed,M,37876,Urban,Single,69,13,15,0,1,Personal Auto,Personal L3,Offer2,Agent,300.056383,Four-Door Car,Medsize +LD95617,California,4830.908873,No,Basic,Bachelor,1/2/11,Unemployed,M,0,Suburban,Divorced,72,3,64,0,3,Corporate Auto,Corporate L1,Offer3,Agent,345.6,Four-Door Car,Large +YJ24476,Nevada,4558.428807,No,Basic,Bachelor,1/7/11,Medical Leave,F,14665,Suburban,Married,61,6,82,0,3,Personal Auto,Personal L3,Offer3,Call Center,292.8,Four-Door Car,Small +LM67096,Oregon,2127.92357,No,Basic,Bachelor,1/17/11,Unemployed,F,0,Rural,Divorced,61,11,6,1,1,Corporate Auto,Corporate L2,Offer1,Web,31.481852,Four-Door Car,Medsize +FB21121,California,2546.866098,No,Basic,Bachelor,1/25/11,Employed,F,86595,Suburban,Married,63,1,77,0,1,Corporate Auto,Corporate L2,Offer4,Branch,445.621906,Two-Door Car,Medsize +LW91009,Washington,4992.920887,No,Basic,College,2/16/11,Disabled,M,24368,Suburban,Divorced,68,34,54,1,3,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Medsize +RD28560,Washington,12741.84754,Yes,Basic,Bachelor,1/7/11,Employed,F,73054,Urban,Married,106,34,36,1,2,Corporate Auto,Corporate L2,Offer1,Branch,419.365958,SUV,Medsize +DD22139,Washington,7863.02773,No,Basic,College,2/14/11,Unemployed,F,0,Suburban,Divorced,72,9,28,0,2,Corporate Auto,Corporate L3,Offer1,Branch,732.352745,Two-Door Car,Small +LN50415,Oregon,5131.360525,No,Extended,Bachelor,2/23/11,Employed,M,50994,Urban,Married,128,16,48,0,1,Corporate Auto,Corporate L3,Offer2,Web,346.387342,SUV,Medsize +OP62891,Oregon,2275.401583,No,Basic,High School or Below,1/7/11,Unemployed,F,0,Suburban,Single,64,23,66,0,1,Personal Auto,Personal L2,Offer4,Agent,460.8,Two-Door Car,Medsize +JT47995,Arizona,60556.19213,No,Extended,College,1/1/11,Unemployed,F,0,Suburban,Married,204,35,45,0,2,Personal Auto,Personal L3,Offer1,Web,979.2,Luxury SUV,Large +AG39150,Oregon,2356.074955,No,Basic,Bachelor,2/4/11,Unemployed,M,0,Suburban,Married,63,22,94,0,1,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Medsize +QJ65440,California,28824.06193,No,Extended,Bachelor,2/4/11,Unemployed,F,0,Suburban,Single,87,13,3,1,2,Corporate Auto,Corporate L3,Offer1,Agent,626.4,Four-Door Car,Medsize +IJ40048,California,4978.950257,No,Basic,Bachelor,1/31/11,Employed,M,28695,Urban,Single,64,17,87,0,4,Corporate Auto,Corporate L2,Offer1,Branch,221.241837,Four-Door Car,Medsize +PX86841,Arizona,6521.368813,Yes,Extended,College,1/9/11,Employed,F,72608,Suburban,Married,82,26,19,3,8,Special Auto,Special L2,Offer2,Agent,393.6,Four-Door Car,Medsize +ES87355,Oregon,7564.611951,No,Basic,Bachelor,1/15/11,Employed,F,48381,Suburban,Married,63,2,71,0,2,Personal Auto,Personal L3,Offer1,Agent,302.4,Two-Door Car,Small +EZ85603,Arizona,11631.87866,No,Premium,College,1/6/11,Unemployed,F,0,Suburban,Married,152,8,94,0,7,Personal Auto,Personal L3,Offer1,Branch,1082.814636,SUV,Medsize +YJ96611,Arizona,7180.283897,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,104,30,96,0,3,Special Auto,Special L1,Offer1,Web,1210.245916,Sports Car,Medsize +UB18338,Oregon,12168.74492,Yes,Basic,Bachelor,2/5/11,Retired,M,14973,Suburban,Divorced,115,2,75,0,2,Personal Auto,Personal L1,Offer1,Branch,828,SUV,Medsize +TF67147,Oregon,2248.449633,Yes,Basic,Bachelor,1/29/11,Retired,F,24910,Suburban,Single,63,7,63,1,1,Personal Auto,Personal L3,Offer1,Branch,347.857619,Four-Door Car,Medsize +FY83287,Washington,2530.332,No,Basic,Doctor,1/25/11,Employed,M,50577,Rural,Divorced,63,2,8,0,1,Personal Auto,Personal L1,Offer2,Agent,12.444326,Two-Door Car,Large +JO11457,Oregon,4653.094259,No,Basic,High School or Below,2/8/11,Unemployed,M,0,Suburban,Single,70,1,4,1,4,Personal Auto,Personal L2,Offer1,Agent,585.482275,Two-Door Car,Medsize +BS94221,Arizona,2354.322179,No,Basic,College,1/11/11,Disabled,F,26184,Suburban,Married,62,1,92,0,1,Special Auto,Special L2,Offer4,Branch,297.6,Two-Door Car,Large +CB64729,Nevada,8417.159538,No,Premium,Bachelor,2/25/11,Employed,M,20215,Suburban,Single,112,10,8,0,7,Personal Auto,Personal L2,Offer4,Call Center,537.6,Four-Door Car,Medsize +XB32430,California,5717.743109,No,Basic,Bachelor,1/23/11,Employed,M,68342,Rural,Married,72,33,39,0,5,Personal Auto,Personal L2,Offer4,Branch,148.738098,Four-Door Car,Medsize +LN43251,Oregon,4623.536706,No,Extended,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,133,18,2,0,1,Personal Auto,Personal L3,Offer1,Web,957.6,SUV,Medsize +BX20227,Oregon,6521.368813,Yes,Extended,College,1/9/11,Employed,F,72608,Suburban,Married,82,26,19,3,8,Personal Auto,Personal L3,Offer2,Agent,393.6,Four-Door Car,Medsize +PC12390,Nevada,5507.155471,No,Basic,Master,2/7/11,Employed,M,74960,Rural,Single,69,11,44,1,3,Corporate Auto,Corporate L1,Offer1,Call Center,107.985836,Four-Door Car,Medsize +XQ44462,Oregon,2674.730716,Yes,Basic,College,2/15/11,Employed,M,56342,Suburban,Single,69,12,89,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,331.2,Four-Door Car,Small +GF59560,Oregon,5817.832355,No,Basic,College,1/20/11,Employed,F,86824,Urban,Married,72,1,76,0,3,Personal Auto,Personal L2,Offer1,Call Center,189.096179,Four-Door Car,Medsize +FE67098,Nevada,4646.387267,No,Basic,College,1/24/11,Employed,M,37530,Suburban,Married,117,26,58,0,1,Personal Auto,Personal L3,Offer1,Call Center,561.6,SUV,Small +LO98108,Oregon,2226.589837,No,Basic,Bachelor,2/16/11,Unemployed,M,0,Suburban,Married,62,19,26,0,1,Personal Auto,Personal L3,Offer2,Branch,297.6,Two-Door Car,Large +SP94430,California,7651.099258,No,Basic,Bachelor,1/13/11,Employed,F,53330,Urban,Single,65,8,57,0,2,Personal Auto,Personal L3,Offer1,Agent,224.093027,Four-Door Car,Medsize +SH44158,Oregon,2305.056048,No,Basic,Bachelor,2/22/11,Unemployed,M,0,Suburban,Married,63,33,34,0,1,Special Auto,Special L3,Offer4,Call Center,327.685301,Four-Door Car,Large +WY41435,Nevada,11960.47577,No,Extended,College,2/18/11,Employed,F,52436,Rural,Single,76,3,38,0,2,Personal Auto,Personal L3,Offer4,Web,109.476994,Four-Door Car,Medsize +MR77933,Arizona,11315.20373,Yes,Premium,Bachelor,2/16/11,Disabled,F,11885,Suburban,Divorced,101,18,39,0,2,Personal Auto,Personal L2,Offer1,Agent,484.8,Four-Door Car,Medsize +WJ38827,Oregon,7212.523911,No,Extended,High School or Below,1/21/11,Unemployed,M,0,Suburban,Married,97,26,25,0,3,Corporate Auto,Corporate L2,Offer1,Agent,498.779439,Two-Door Car,Small +TM33419,Washington,5255.576016,No,Extended,College,1/20/11,Employed,F,44536,Rural,Single,137,12,22,1,1,Personal Auto,Personal L2,Offer1,Branch,46.949646,SUV,Medsize +QF91596,Nevada,4794.96419,No,Basic,Bachelor,1/21/11,Employed,F,82763,Urban,Single,61,28,78,0,3,Personal Auto,Personal L3,Offer4,Agent,245.163042,Four-Door Car,Medsize +DB16336,Nevada,2659.70565,Yes,Extended,College,2/19/11,Unemployed,F,0,Suburban,Divorced,87,4,4,3,1,Corporate Auto,Corporate L3,Offer2,Agent,420.041981,Four-Door Car,Medsize +BX35013,Arizona,27643.23508,No,Basic,Master,1/28/11,Employed,F,63401,Rural,Married,113,21,15,0,2,Personal Auto,Personal L3,Offer3,Agent,52.336233,SUV,Medsize +JB20891,Arizona,10083.48688,Yes,Extended,High School or Below,2/19/11,Retired,F,11828,Suburban,Divorced,90,18,84,0,2,Personal Auto,Personal L1,Offer1,Agent,571.479602,Four-Door Car,Large +WE68750,Oregon,5687.897911,No,Basic,Bachelor,1/24/11,Employed,M,99747,Rural,Single,72,28,87,0,5,Corporate Auto,Corporate L2,Offer1,Call Center,61.536107,Two-Door Car,Medsize +RN65450,California,3059.426954,No,Extended,College,1/30/11,Unemployed,M,0,Suburban,Single,88,26,73,0,1,Personal Auto,Personal L2,Offer1,Branch,633.6,Four-Door Car,Small +BW79345,Nevada,4945.072236,No,Basic,High School or Below,1/30/11,Employed,F,78796,Suburban,Divorced,61,15,3,0,3,Personal Auto,Personal L2,Offer2,Call Center,292.8,Two-Door Car,Medsize +OZ64384,Oregon,8609.158215,Yes,Basic,Bachelor,1/14/11,Employed,F,79090,Urban,Married,107,2,74,0,3,Personal Auto,Personal L3,Offer2,Branch,289.040734,SUV,Medsize +KV99077,Nevada,5157.053124,No,Basic,College,2/8/11,Employed,M,43906,Suburban,Divorced,65,6,53,0,6,Personal Auto,Personal L1,Offer1,Web,468,Two-Door Car,Small +NY24020,Arizona,3748.99343,No,Extended,High School or Below,2/24/11,Employed,M,82189,Urban,Divorced,94,20,17,0,1,Personal Auto,Personal L3,Offer2,Web,354.081091,Two-Door Car,Medsize +CJ81799,Oregon,7462.926263,Yes,Extended,College,1/28/11,Employed,F,70263,Rural,Married,93,30,66,0,5,Personal Auto,Personal L2,Offer2,Call Center,7.345946,Two-Door Car,Small +QI69873,Washington,15063.50118,No,Extended,Master,1/11/11,Disabled,M,19132,Suburban,Single,207,25,15,0,3,Personal Auto,Personal L1,Offer4,Agent,1008.569798,Luxury Car,Small +VC70716,Arizona,9657.579498,Yes,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,131,34,61,0,9,Corporate Auto,Corporate L3,Offer1,Agent,628.8,SUV,Medsize +ZB88708,Nevada,2799.470318,No,Basic,Master,1/11/11,Employed,M,78127,Rural,Married,69,5,6,0,1,Personal Auto,Personal L3,Offer3,Call Center,136.172569,Four-Door Car,Medsize +XG64081,Arizona,2759.978287,Yes,Basic,Bachelor,1/3/11,Employed,M,92296,Suburban,Married,69,4,65,0,1,Personal Auto,Personal L3,Offer2,Agent,331.2,Two-Door Car,Medsize +ZZ35218,Oregon,5392.499539,No,Basic,Doctor,1/28/11,Unemployed,M,0,Urban,Married,74,19,8,0,8,Corporate Auto,Corporate L3,Offer4,Agent,317.109447,Two-Door Car,Medsize +KA95976,California,5392.502531,No,Basic,High School or Below,1/18/11,Employed,F,80550,Urban,Married,68,16,67,3,7,Personal Auto,Personal L3,Offer1,Branch,265.516965,Four-Door Car,Medsize +TF23305,Arizona,3574.990725,No,Extended,College,1/29/11,Employed,F,51950,Suburban,Married,89,34,90,0,1,Personal Auto,Personal L3,Offer1,Web,429.171384,Two-Door Car,Large +TU72516,Oregon,5608.172012,No,Basic,College,2/10/11,Disabled,F,20392,Suburban,Married,73,23,85,0,9,Personal Auto,Personal L1,Offer2,Branch,350.4,Four-Door Car,Medsize +DM16101,Washington,4754.653816,No,Basic,College,2/5/11,Employed,F,30886,Rural,Divorced,61,8,36,0,6,Special Auto,Special L2,Offer2,Agent,8.315904,Four-Door Car,Medsize +UF93725,Oregon,2239.647297,No,Basic,Bachelor,1/8/11,Unemployed,M,0,Suburban,Single,66,2,76,0,1,Personal Auto,Personal L2,Offer4,Web,475.2,Four-Door Car,Small +IH62666,California,7356.383518,No,Basic,Bachelor,1/27/11,Employed,F,33089,Suburban,Married,61,10,61,0,2,Personal Auto,Personal L1,Offer1,Web,292.8,Four-Door Car,Small +FG23952,Oregon,13283.86446,No,Extended,College,2/19/11,Unemployed,M,0,Suburban,Single,132,20,22,0,2,Personal Auto,Personal L1,Offer1,Agent,950.4,SUV,Medsize +NH85248,Arizona,6893.171997,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Single,68,8,72,0,2,Corporate Auto,Corporate L1,Offer1,Agent,326.4,Two-Door Car,Medsize +XO75323,California,3966.129505,No,Basic,College,2/18/11,Employed,M,72439,Suburban,Married,100,5,22,1,1,Personal Auto,Personal L2,Offer2,Web,480,SUV,Medsize +FX78901,Oregon,16548.85665,No,Extended,Bachelor,1/21/11,Employed,F,81639,Rural,Single,82,33,26,0,2,Special Auto,Special L3,Offer2,Call Center,47.952426,Four-Door Car,Medsize +KG40352,Oregon,5447.201066,No,Basic,College,2/18/11,Employed,F,68815,Rural,Married,68,29,37,0,3,Personal Auto,Personal L2,Offer4,Branch,114.743385,Four-Door Car,Small +GX27974,California,4644.90392,No,Basic,College,1/6/11,Unemployed,F,0,Rural,Married,63,0,42,0,3,Personal Auto,Personal L3,Offer1,Agent,94.958688,Four-Door Car,Medsize +ST31207,California,5318.89664,Yes,Basic,Bachelor,1/12/11,Employed,F,25134,Suburban,Married,67,3,0,0,6,Personal Auto,Personal L1,Offer2,Call Center,321.6,Four-Door Car,Small +VC64410,Arizona,2491.257604,Yes,Basic,High School or Below,2/12/11,Medical Leave,F,25965,Suburban,Divorced,65,23,27,0,1,Personal Auto,Personal L2,Offer1,Agent,329.206567,Four-Door Car,Medsize +YO49328,Arizona,12296.49757,No,Basic,High School or Below,1/6/11,Employed,M,55193,Suburban,Married,105,8,22,1,2,Personal Auto,Personal L2,Offer3,Branch,504,SUV,Medsize +KP10993,California,6273.911874,Yes,Extended,College,2/16/11,Retired,F,18577,Suburban,Divorced,86,21,76,0,6,Personal Auto,Personal L3,Offer1,Branch,412.8,Four-Door Car,Medsize +FR15853,Nevada,6366.225775,Yes,Extended,High School or Below,1/7/11,Employed,M,44368,Suburban,Married,80,5,72,0,3,Corporate Auto,Corporate L2,Offer2,Call Center,384,Two-Door Car,Large +BR13613,Oregon,6005.847375,Yes,Extended,College,2/23/11,Retired,M,13528,Suburban,Single,86,21,35,0,3,Personal Auto,Personal L3,Offer1,Agent,412.8,Four-Door Car,Medsize +MM27192,Oregon,11981.98481,Yes,Basic,Master,1/20/11,Retired,F,21514,Urban,Married,62,0,59,0,2,Personal Auto,Personal L2,Offer1,Agent,257.248789,Two-Door Car,Medsize +HI36042,California,11885.96797,No,Basic,High School or Below,2/7/11,Unemployed,M,0,Suburban,Married,105,7,20,0,2,Personal Auto,Personal L3,Offer3,Agent,756,SUV,Medsize +GT89774,Arizona,17109.39447,No,Extended,Bachelor,1/13/11,Employed,F,87139,Rural,Married,213,18,27,0,3,Personal Auto,Personal L3,Offer4,Agent,363.865389,Luxury SUV,Medsize +SB83749,California,4717.62873,No,Basic,High School or Below,2/28/11,Employed,M,20355,Suburban,Married,61,4,6,1,3,Personal Auto,Personal L1,Offer2,Branch,439.2,Four-Door Car,Large +WE77831,California,4778.682644,No,Basic,Bachelor,1/21/11,Unemployed,M,0,Suburban,Divorced,73,8,17,2,9,Personal Auto,Personal L3,Offer2,Agent,350.4,Four-Door Car,Medsize +HM21382,Washington,2402.333284,No,Basic,Bachelor,1/26/11,Employed,M,46210,Suburban,Married,61,24,44,3,1,Personal Auto,Personal L3,Offer2,Branch,439.2,Two-Door Car,Medsize +ML10022,Nevada,13197.92893,Yes,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,68,19,2,3,2,Personal Auto,Personal L1,Offer1,Agent,326.4,Four-Door Car,Large +QJ65472,California,29232.69297,No,Premium,High School or Below,2/15/11,Medical Leave,M,28613,Suburban,Single,114,17,8,0,2,Personal Auto,Personal L2,Offer1,Agent,820.8,Four-Door Car,Small +TZ71391,Oregon,8509.850887,Yes,Basic,Master,1/31/11,Disabled,M,26057,Suburban,Divorced,74,3,63,0,2,Personal Auto,Personal L1,Offer1,Call Center,523.888845,Four-Door Car,Small +AS62048,Arizona,4774.379355,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,73,1,31,0,3,Personal Auto,Personal L2,Offer4,Web,525.6,Four-Door Car,Medsize +PL14941,Nevada,9113.694323,No,Premium,High School or Below,1/6/11,Employed,F,76700,Urban,Married,112,13,60,0,5,Personal Auto,Personal L2,Offer2,Branch,322.046658,Four-Door Car,Small +LK87874,Nevada,7663.871432,No,Basic,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,109,5,95,0,3,Personal Auto,Personal L3,Offer2,Call Center,523.2,SUV,Small +NK53938,Oregon,2599.968438,No,Basic,Master,1/1/11,Employed,M,45181,Suburban,Married,65,21,68,0,1,Personal Auto,Personal L2,Offer4,Call Center,312,Four-Door Car,Medsize +VF96109,Oregon,8819.018934,Yes,Basic,High School or Below,1/10/11,Employed,M,99845,Suburban,Married,110,23,25,1,8,Personal Auto,Personal L3,Offer2,Branch,528,SUV,Medsize +IV32877,Oregon,6857.519928,No,Basic,Bachelor,1/8/11,Unemployed,M,0,Suburban,Single,101,31,1,0,3,Personal Auto,Personal L1,Offer4,Web,1021.719397,SUV,Medsize +EE96187,Oregon,7109.341438,No,Extended,High School or Below,1/21/11,Employed,F,92423,Urban,Married,88,5,79,0,6,Personal Auto,Personal L1,Offer2,Branch,404.243868,Four-Door Car,Medsize +FJ31683,Washington,2842.822337,No,Basic,Doctor,1/4/11,Employed,F,43793,Rural,Married,71,8,31,0,1,Personal Auto,Personal L2,Offer2,Agent,16.150175,Four-Door Car,Medsize +ON90223,Washington,12846.4477,No,Basic,College,2/6/11,Employed,M,93210,Suburban,Married,107,6,9,2,2,Personal Auto,Personal L3,Offer1,Agent,513.6,SUV,Small +SC70396,Oregon,3498.773857,No,Extended,Bachelor,1/17/11,Employed,M,58484,Rural,Divorced,88,15,65,1,1,Personal Auto,Personal L1,Offer1,Web,43.542559,Two-Door Car,Medsize +WF44706,Oregon,6005.214792,Yes,Extended,High School or Below,1/12/11,Employed,M,26876,Suburban,Single,76,17,72,0,8,Personal Auto,Personal L3,Offer1,Agent,364.8,Four-Door Car,Medsize +CF15252,Arizona,4344.524462,No,Basic,Bachelor,2/25/11,Employed,F,48054,Suburban,Married,109,2,64,0,1,Personal Auto,Personal L1,Offer1,Call Center,523.2,SUV,Medsize +DG51590,Arizona,25401.51859,No,Extended,Bachelor,2/10/11,Employed,F,36800,Urban,Single,91,20,18,0,2,Personal Auto,Personal L1,Offer2,Agent,236.63519,Two-Door Car,Medsize +LE12782,Arizona,4466.977478,No,Basic,College,1/10/11,Employed,M,28663,Suburban,Married,61,15,8,4,7,Personal Auto,Personal L2,Offer4,Agent,292.8,Four-Door Car,Medsize +LD98568,California,7849.125533,No,Extended,College,2/13/11,Employed,F,54431,Urban,Married,97,19,62,0,3,Personal Auto,Personal L3,Offer1,Agent,284.49502,Four-Door Car,Medsize +WX92363,Washington,4250.775183,No,Basic,Bachelor,2/23/11,Employed,F,27608,Urban,Divorced,108,30,89,0,1,Personal Auto,Personal L3,Offer1,Branch,308.953614,SUV,Medsize +KX57885,California,6073.241952,No,Extended,Bachelor,2/26/11,Retired,M,22103,Suburban,Divorced,89,4,74,1,3,Personal Auto,Personal L3,Offer2,Call Center,427.2,Four-Door Car,Medsize +XI30683,Arizona,6729.867925,No,Basic,College,1/11/11,Unemployed,M,0,Suburban,Single,103,13,20,0,9,Personal Auto,Personal L2,Offer1,Branch,741.6,SUV,Medsize +TM13510,Arizona,2588.860221,No,Basic,Doctor,2/15/11,Employed,M,46168,Suburban,Married,65,1,7,0,1,Personal Auto,Personal L2,Offer2,Agent,312,Four-Door Car,Medsize +LU95652,Oregon,7305.936433,No,Extended,College,1/30/11,Employed,M,83221,Rural,Married,91,21,63,0,3,Personal Auto,Personal L3,Offer4,Web,14.386157,Four-Door Car,Medsize +OD45969,California,8531.401125,No,Premium,Bachelor,1/27/11,Employed,M,98677,Rural,Married,105,3,40,0,9,Personal Auto,Personal L2,Offer1,Branch,108.025547,Four-Door Car,Large +MU96709,California,8618.295865,No,Basic,High School or Below,1/22/11,Employed,F,46379,Suburban,Single,72,11,57,0,2,Corporate Auto,Corporate L3,Offer3,Call Center,345.6,Four-Door Car,Large +KX55910,Oregon,4957.033603,No,Basic,College,1/15/11,Employed,F,62803,Suburban,Married,62,16,12,0,5,Personal Auto,Personal L3,Offer2,Web,400.959425,Two-Door Car,Small +KE10223,California,12255.12414,No,Premium,Bachelor,1/17/11,Unemployed,M,0,Suburban,Single,177,0,6,0,7,Personal Auto,Personal L2,Offer3,Branch,1274.4,SUV,Medsize +QS29824,Nevada,9624.938903,No,Extended,College,1/30/11,Unemployed,M,0,Suburban,Single,134,26,88,0,4,Personal Auto,Personal L2,Offer2,Agent,964.8,SUV,Medsize +OF12725,California,7080.131872,No,Extended,Bachelor,2/10/11,Disabled,F,28139,Suburban,Married,97,31,65,2,3,Personal Auto,Personal L3,Offer1,Branch,465.6,Four-Door Car,Medsize +WE52840,Arizona,7053.302737,No,Extended,College,2/16/11,Employed,F,52982,Rural,Divorced,89,8,54,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,31.356274,Four-Door Car,Medsize +OJ65117,Oregon,5365.54161,No,Basic,Bachelor,2/4/11,Employed,F,77095,Suburban,Divorced,68,22,59,1,4,Personal Auto,Personal L2,Offer3,Agent,461.841879,Four-Door Car,Small +FC52000,Oregon,4306.55935,No,Basic,College,2/17/11,Employed,F,26322,Rural,Married,111,8,94,2,1,Corporate Auto,Corporate L1,Offer3,Branch,180.346146,SUV,Medsize +IN57582,California,5970.816921,No,Extended,College,2/5/11,Medical Leave,F,25125,Suburban,Single,81,12,91,1,3,Corporate Auto,Corporate L3,Offer1,Agent,583.2,Four-Door Car,Medsize +UY13430,Oregon,8879.790017,Yes,Basic,High School or Below,2/3/11,Employed,F,52583,Urban,Single,113,12,59,0,7,Special Auto,Special L2,Offer1,Agent,528.20086,SUV,Small +PD66941,Arizona,4458.113369,Yes,Basic,Bachelor,1/2/11,Retired,M,17622,Suburban,Divorced,65,1,36,1,3,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Medsize +IB36843,California,5565.892477,No,Basic,Master,1/1/11,Employed,M,90607,Urban,Single,70,8,89,0,3,Personal Auto,Personal L2,Offer2,Web,311.514116,Four-Door Car,Medsize +VE51810,Arizona,5813.242121,No,Basic,Bachelor,1/20/11,Employed,M,42795,Suburban,Married,73,2,38,0,4,Personal Auto,Personal L1,Offer3,Branch,350.4,Four-Door Car,Large +RX50446,Arizona,8365.963454,No,Premium,High School or Below,2/17/11,Disabled,F,27042,Suburban,Divorced,110,17,3,0,7,Personal Auto,Personal L1,Offer2,Branch,1263.325007,Four-Door Car,Medsize +TK22471,Oregon,7275.921106,No,Basic,College,2/16/11,Employed,M,27984,Suburban,Married,62,7,51,1,2,Personal Auto,Personal L3,Offer3,Call Center,445.361629,Four-Door Car,Medsize +YR85283,Nevada,15083.78498,No,Extended,High School or Below,1/1/11,Employed,F,26021,Urban,Married,126,6,32,0,2,Personal Auto,Personal L2,Offer4,Agent,331.847478,SUV,Small +WH83589,Arizona,8458.912476,No,Basic,High School or Below,1/17/11,Disabled,F,25448,Suburban,Married,71,11,59,0,2,Personal Auto,Personal L2,Offer4,Web,345.022359,Four-Door Car,Medsize +NM40177,California,8010.968982,No,Basic,Bachelor,1/27/11,Employed,M,52009,Urban,Married,68,20,29,0,2,Personal Auto,Personal L3,Offer1,Agent,250.416569,Four-Door Car,Medsize +UV44069,Oregon,2514.428561,No,Basic,High School or Below,1/10/11,Medical Leave,F,23504,Suburban,Single,69,19,56,0,1,Corporate Auto,Corporate L2,Offer1,Agent,374.399828,Two-Door Car,Small +CO25601,Washington,4112.625047,No,Basic,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,71,16,90,3,9,Personal Auto,Personal L2,Offer1,Agent,569.761582,Four-Door Car,Medsize +IS58493,Oregon,4369.697742,No,Basic,Master,2/11/11,Employed,M,40774,Urban,Married,110,28,59,1,1,Personal Auto,Personal L3,Offer1,Agent,394.968488,Sports Car,Medsize +YF54705,Nevada,7356.010439,No,Extended,College,2/24/11,Employed,M,36812,Urban,Married,92,23,98,1,4,Personal Auto,Personal L3,Offer1,Branch,392.695097,Two-Door Car,Medsize +ES66762,Oregon,10656.88195,Yes,Extended,Bachelor,2/27/11,Employed,F,72540,Suburban,Married,88,7,3,0,2,Personal Auto,Personal L1,Offer2,Call Center,631.743039,Two-Door Car,Medsize +CX85598,Arizona,5365.975978,No,Basic,Bachelor,1/15/11,Employed,M,51240,Urban,Single,70,0,37,2,5,Personal Auto,Personal L1,Offer2,Branch,283.849464,Four-Door Car,Medsize +QF74806,California,6047.02516,Yes,Extended,College,2/19/11,Employed,M,20396,Suburban,Married,76,15,60,1,4,Personal Auto,Personal L3,Offer1,Branch,364.8,Four-Door Car,Medsize +LO17461,Arizona,2885.742441,No,Basic,High School or Below,2/16/11,Employed,F,35654,Suburban,Married,72,17,19,0,1,Personal Auto,Personal L1,Offer2,Branch,515.122954,Two-Door Car,Small +KW95891,Oregon,2635.148447,No,Basic,High School or Below,1/28/11,Employed,F,93884,Suburban,Married,65,7,10,0,1,Personal Auto,Personal L3,Offer4,Branch,312,Four-Door Car,Small +YR45605,Oregon,2413.888405,No,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Single,68,6,35,0,1,Personal Auto,Personal L2,Offer3,Web,379.209349,Four-Door Car,Medsize +OW83209,Nevada,8341.929905,No,Basic,Bachelor,2/18/11,Employed,M,30344,Urban,Divorced,107,29,79,0,9,Personal Auto,Personal L3,Offer1,Branch,342.832065,SUV,Medsize +AT86990,Arizona,2487.256248,No,Basic,Bachelor,2/7/11,Employed,F,28738,Rural,Divorced,62,2,95,0,1,Personal Auto,Personal L2,Offer1,Agent,81.609951,Two-Door Car,Medsize +CW80905,Nevada,9212.613275,No,Basic,High School or Below,2/18/11,Employed,M,70958,Rural,Married,115,1,57,0,7,Personal Auto,Personal L2,Offer1,Agent,115.400119,Sports Car,Medsize +TK65222,California,16407.66461,No,Premium,Bachelor,1/12/11,Employed,M,22103,Rural,Single,109,16,31,0,2,Personal Auto,Personal L2,Offer1,Agent,160.338007,Four-Door Car,Large +FQ89652,Oregon,7017.145586,No,Basic,College,2/26/11,Unemployed,F,0,Suburban,Single,103,29,91,0,6,Special Auto,Special L2,Offer1,Agent,741.6,SUV,Medsize +PH70685,California,5481.502923,No,Basic,Bachelor,2/27/11,Employed,F,70795,Urban,Married,68,10,95,0,4,Corporate Auto,Corporate L1,Offer2,Call Center,177.948654,Four-Door Car,Medsize +AP34711,Arizona,10382.38098,No,Extended,Master,2/19/11,Employed,F,32821,Rural,Married,129,35,40,0,4,Personal Auto,Personal L3,Offer1,Branch,25.89566,SUV,Large +AZ31562,Arizona,5498.940679,Yes,Basic,College,2/5/11,Medical Leave,M,22520,Suburban,Married,73,17,64,0,3,Personal Auto,Personal L3,Offer1,Branch,350.4,Four-Door Car,Medsize +VU87728,Nevada,4846.322223,No,Basic,High School or Below,1/25/11,Unemployed,M,0,Suburban,Single,72,31,75,0,9,Personal Auto,Personal L2,Offer4,Agent,518.4,Four-Door Car,Medsize +XX34879,Oregon,14718.11779,No,Extended,College,2/26/11,Employed,M,56263,Suburban,Married,93,27,31,0,2,Corporate Auto,Corporate L3,Offer2,Agent,446.4,Four-Door Car,Medsize +GG91020,Nevada,9656.759549,No,Basic,Bachelor,2/10/11,Unemployed,M,0,Suburban,Single,72,17,52,0,2,Personal Auto,Personal L1,Offer1,Agent,345.6,Four-Door Car,Medsize +RO58812,California,4466.101762,No,Basic,College,1/14/11,Unemployed,M,0,Suburban,Single,64,25,33,0,5,Personal Auto,Personal L1,Offer1,Call Center,307.2,Four-Door Car,Medsize +GU29647,Oregon,21423.63723,Yes,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Married,65,9,31,0,2,Personal Auto,Personal L2,Offer2,Agent,312,Two-Door Car,Medsize +QF66202,Nevada,2531.73969,No,Basic,College,2/19/11,Employed,M,31993,Rural,Divorced,66,14,4,1,1,Personal Auto,Personal L3,Offer1,Branch,39.627399,Four-Door Car,Medsize +GB44176,Arizona,8378.357502,No,Premium,College,2/12/11,Employed,M,40994,Rural,Married,106,8,94,0,8,Personal Auto,Personal L2,Offer2,Agent,60.227339,Four-Door Car,Medsize +RH70194,Nevada,5093.007525,No,Basic,Bachelor,1/30/11,Employed,M,29638,Suburban,Married,64,19,16,0,8,Personal Auto,Personal L3,Offer4,Branch,307.2,Four-Door Car,Medsize +TL40288,Oregon,13352.56134,No,Premium,College,2/7/11,Unemployed,F,0,Suburban,Married,119,18,65,0,2,Personal Auto,Personal L2,Offer1,Agent,729.595208,Four-Door Car,Medsize +VZ70667,Oregon,14206.98091,No,Basic,College,1/14/11,Disabled,F,26056,Suburban,Married,73,17,73,0,2,Personal Auto,Personal L3,Offer1,Branch,355.558088,Four-Door Car,Medsize +GK21260,Oregon,10232.85415,No,Extended,Doctor,2/17/11,Medical Leave,F,22821,Suburban,Married,131,26,99,0,3,Personal Auto,Personal L2,Offer4,Call Center,740.05751,SUV,Medsize +GS92994,Washington,15435.68882,No,Extended,College,2/25/11,Employed,F,84581,Rural,Married,96,25,50,0,2,Personal Auto,Personal L3,Offer4,Web,4.334425,Four-Door Car,Large +KI91500,California,8641.046574,No,Basic,High School or Below,2/1/11,Medical Leave,F,22193,Suburban,Married,74,13,74,0,2,Personal Auto,Personal L3,Offer2,Branch,415.535724,Two-Door Car,Small +TL51969,Washington,7334.915821,No,Basic,Bachelor,1/12/11,Employed,M,30969,Suburban,Divorced,63,26,79,1,2,Personal Auto,Personal L3,Offer1,Call Center,358.225234,Two-Door Car,Small +NR16284,California,7462.926263,Yes,Extended,College,1/28/11,Employed,F,70263,Rural,Married,93,30,66,0,5,Personal Auto,Personal L3,Offer2,Call Center,7.345946,Two-Door Car,Small +MA68039,California,3635.028312,No,Extended,High School or Below,1/16/11,Employed,M,35056,Suburban,Married,96,12,52,3,1,Personal Auto,Personal L3,Offer4,Call Center,460.8,Two-Door Car,Medsize +ZI51939,Oregon,5525.836623,No,Basic,College,2/20/11,Employed,M,73435,Suburban,Married,69,9,25,0,4,Corporate Auto,Corporate L2,Offer1,Branch,331.2,Two-Door Car,Small +NX93393,Oregon,4335.353131,No,Premium,High School or Below,2/27/11,Employed,M,86096,Suburban,Married,108,30,1,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,518.4,Two-Door Car,Large +SE30128,California,4832.117309,No,Extended,High School or Below,1/18/11,Unemployed,M,0,Suburban,Single,139,6,9,0,1,Personal Auto,Personal L2,Offer1,Call Center,1000.8,SUV,Medsize +VT78222,Oregon,9267.920019,No,Basic,Master,2/17/11,Employed,M,55808,Urban,Married,116,31,4,0,7,Personal Auto,Personal L3,Offer2,Call Center,551.413755,SUV,Small +AH17051,California,14700.49784,No,Extended,Bachelor,1/9/11,Employed,M,29695,Suburban,Married,94,34,66,0,2,Personal Auto,Personal L3,Offer2,Branch,554.143798,Four-Door Car,Medsize +NC76877,California,4905.127076,No,Basic,Bachelor,2/3/11,Employed,F,88043,Urban,Married,61,2,43,0,3,Corporate Auto,Corporate L2,Offer2,Web,188.717606,Four-Door Car,Small +JD71348,California,7289.297853,No,Extended,College,1/24/11,Employed,M,60875,Urban,Married,92,0,84,0,3,Personal Auto,Personal L3,Offer1,Branch,410.846025,Four-Door Car,Medsize +DR88293,Arizona,8478.824155,No,Extended,Bachelor,1/31/11,Unemployed,M,0,Rural,Married,77,25,48,0,2,Personal Auto,Personal L1,Offer1,Branch,12.603783,Four-Door Car,Medsize +ZB23962,Oregon,7952.836873,No,Basic,High School or Below,2/5/11,Unemployed,M,0,Suburban,Single,118,0,67,0,8,Personal Auto,Personal L3,Offer1,Call Center,849.6,SUV,Medsize +JO90877,Washington,2869.997625,No,Basic,Bachelor,2/18/11,Employed,F,70974,Suburban,Married,71,15,0,0,1,Personal Auto,Personal L3,Offer1,Agent,340.8,Four-Door Car,Large +IR45546,Oregon,10529.84867,No,Extended,Bachelor,1/18/11,Employed,F,37518,Urban,Married,131,35,91,0,6,Special Auto,Special L3,Offer1,Branch,472.850932,Sports Car,Medsize +LO99872,Oregon,5497.659883,No,Basic,College,2/22/11,Employed,M,28128,Suburban,Married,70,6,52,0,4,Personal Auto,Personal L3,Offer3,Agent,336,Two-Door Car,Medsize +CW16221,Oregon,7090.468528,No,Extended,Bachelor,1/19/11,Employed,F,45254,Suburban,Divorced,93,4,25,3,4,Corporate Auto,Corporate L3,Offer3,Web,446.4,Four-Door Car,Medsize +UU92753,Oregon,26416.25478,No,Basic,Doctor,1/11/11,Employed,F,85537,Urban,Married,108,4,91,0,2,Personal Auto,Personal L3,Offer2,Call Center,285.276083,SUV,Medsize +WH63678,Oregon,2727.682464,No,Basic,Master,1/15/11,Employed,M,74608,Suburban,Married,68,11,4,1,1,Corporate Auto,Corporate L2,Offer3,Web,407.68374,Four-Door Car,Medsize +TE31876,California,11814.53241,No,Basic,High School or Below,2/21/11,Employed,F,41004,Suburban,Married,102,15,26,3,2,Personal Auto,Personal L3,Offer1,Call Center,489.6,Sports Car,Large +MU59158,Arizona,4090.750678,No,Premium,Master,1/30/11,Employed,F,38884,Urban,Married,102,4,87,0,1,Personal Auto,Personal L3,Offer4,Branch,423.819864,Two-Door Car,Medsize +LV57595,California,5181.620895,Yes,Basic,Master,2/3/11,Employed,F,97131,Suburban,Married,64,5,80,0,6,Corporate Auto,Corporate L3,Offer2,Agent,307.2,Four-Door Car,Small +GY99495,Oregon,6172.392406,No,Extended,Master,2/14/11,Unemployed,M,0,Suburban,Divorced,84,6,93,0,7,Corporate Auto,Corporate L3,Offer1,Web,403.2,Four-Door Car,Medsize +FN67085,California,2487.358049,No,Basic,College,1/8/11,Employed,M,22331,Rural,Divorced,64,11,12,0,1,Corporate Auto,Corporate L3,Offer2,Web,61.20919,Four-Door Car,Medsize +US82470,Arizona,13094.2046,No,Basic,Bachelor,1/19/11,Employed,M,37541,Rural,Married,109,10,31,0,2,Corporate Auto,Corporate L2,Offer1,Branch,96.212835,SUV,Large +UN53508,Oregon,4688.459288,No,Basic,Bachelor,1/17/11,Disabled,F,27357,Suburban,Married,61,19,48,0,5,Corporate Auto,Corporate L2,Offer1,Web,292.8,Four-Door Car,Small +FK37308,Oregon,2703.466256,No,Basic,Doctor,2/24/11,Unemployed,F,0,Rural,Married,72,19,48,0,1,Corporate Auto,Corporate L3,Offer3,Call Center,41.927219,Two-Door Car,Medsize +EW34780,California,11315.20373,Yes,Premium,Bachelor,2/16/11,Disabled,F,11885,Suburban,Divorced,101,18,39,0,2,Personal Auto,Personal L3,Offer1,Agent,484.8,Four-Door Car,Medsize +HG97353,Oregon,8679.838135,No,Premium,Bachelor,1/4/11,Employed,F,52717,Rural,Married,109,5,60,0,8,Corporate Auto,Corporate L2,Offer3,Agent,60.151529,Four-Door Car,Medsize +FM31768,Arizona,5979.724161,Yes,Extended,High School or Below,2/7/11,Employed,F,57693,Suburban,Divorced,76,16,56,0,3,Personal Auto,Personal L1,Offer2,Agent,547.2,Four-Door Car,Medsize +DO18118,Oregon,10996.71336,No,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Single,104,29,73,0,2,Personal Auto,Personal L2,Offer3,Branch,748.8,SUV,Medsize +BC31913,Arizona,11718.41696,No,Basic,Bachelor,2/7/11,Employed,F,73903,Suburban,Married,73,30,39,0,2,Corporate Auto,Corporate L3,Offer2,Web,439.361029,Four-Door Car,Small +HB29169,Washington,42462.96794,No,Premium,Bachelor,1/1/11,Unemployed,F,0,Suburban,Married,281,16,92,1,2,Personal Auto,Personal L3,Offer1,Branch,1499.806352,Luxury SUV,Medsize +KO86181,Oregon,6941.872931,No,Basic,College,2/11/11,Unemployed,F,0,Suburban,Single,111,3,73,3,6,Personal Auto,Personal L3,Offer1,Agent,532.8,SUV,Small +NT38409,California,2551.314013,No,Basic,College,1/24/11,Employed,M,79452,Urban,Single,65,33,75,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,187.683707,Four-Door Car,Medsize +IP77666,Nevada,10656.88195,Yes,Extended,Bachelor,2/27/11,Employed,F,72540,Suburban,Married,88,7,3,0,2,Personal Auto,Personal L3,Offer2,Call Center,631.743039,Two-Door Car,Medsize +KL80110,Arizona,9333.333631,No,Basic,College,1/25/11,Employed,F,89513,Rural,Married,116,5,12,0,6,Personal Auto,Personal L2,Offer2,Branch,232.945977,SUV,Medsize +KR35099,Washington,7507.455372,Yes,Basic,College,2/6/11,Employed,M,60920,Urban,Single,64,10,61,0,2,Personal Auto,Personal L3,Offer2,Agent,231.201886,Two-Door Car,Medsize +YP41539,Oregon,5320.081159,No,Basic,High School or Below,2/25/11,Employed,F,88669,Urban,Married,66,9,18,1,4,Personal Auto,Personal L2,Offer1,Call Center,213.574473,Four-Door Car,Medsize +MM10866,California,8609.158215,Yes,Basic,Bachelor,1/14/11,Employed,F,79090,Urban,Married,107,2,74,0,3,Personal Auto,Personal L2,Offer2,Branch,289.040734,SUV,Medsize +WD88264,Washington,12298.6863,Yes,Basic,High School or Below,2/20/11,Medical Leave,M,17101,Suburban,Single,113,1,88,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,542.4,SUV,Medsize +XN18885,Oregon,7285.030983,Yes,Basic,High School or Below,2/28/11,Employed,M,44788,Suburban,Married,61,6,48,0,2,Personal Auto,Personal L2,Offer2,Agent,386.031248,Four-Door Car,Small +VB94165,Nevada,6714.070698,No,Extended,Master,1/14/11,Unemployed,M,0,Suburban,Married,93,8,42,1,3,Special Auto,Special L2,Offer1,Agent,604.270179,Two-Door Car,Small +FG71665,Arizona,2810.464447,Yes,Basic,Bachelor,2/27/11,Employed,M,26790,Suburban,Married,71,4,41,0,1,Personal Auto,Personal L1,Offer2,Agent,340.8,Two-Door Car,Medsize +IV98398,California,15320.37177,No,Extended,Bachelor,1/21/11,Employed,M,81955,Suburban,Married,126,3,21,0,2,Corporate Auto,Corporate L3,Offer1,Web,720.054248,SUV,Medsize +YN39714,Oregon,8488.561363,No,Basic,High School or Below,1/4/11,Employed,F,80213,Suburban,Married,70,12,17,0,2,Personal Auto,Personal L3,Offer1,Branch,440.268527,Two-Door Car,Medsize +WL92199,Arizona,2379.195759,No,Basic,Doctor,1/17/11,Unemployed,M,0,Rural,Divorced,66,3,21,0,1,Personal Auto,Personal L3,Offer4,Call Center,90.989464,Four-Door Car,Medsize +KC36987,Oregon,13334.26763,No,Premium,Bachelor,1/20/11,Employed,M,47950,Urban,Married,170,23,86,1,8,Personal Auto,Personal L3,Offer1,Branch,780.990942,SUV,Medsize +JW24212,Oregon,3123.080994,Yes,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,101,1,83,4,1,Personal Auto,Personal L3,Offer1,Agent,960.115399,SUV,Large +OG57342,Washington,2382.706153,No,Basic,Doctor,2/4/11,Unemployed,M,0,Suburban,Married,65,8,50,0,1,Corporate Auto,Corporate L2,Offer3,Web,312,Four-Door Car,Medsize +SN49269,Oregon,7812.889738,No,Basic,High School or Below,2/16/11,Employed,M,72353,Suburban,Divorced,66,27,15,0,2,Personal Auto,Personal L2,Offer2,Web,316.8,Two-Door Car,Small +RE52529,California,14024.35839,Yes,Premium,High School or Below,2/19/11,Employed,F,81872,Rural,Married,115,10,55,0,2,Corporate Auto,Corporate L1,Offer2,Web,256.43803,Four-Door Car,Medsize +EQ68292,Arizona,5334.784887,No,Basic,Bachelor,2/19/11,Employed,M,74606,Rural,Divorced,68,2,34,0,5,Corporate Auto,Corporate L3,Offer4,Agent,109.112713,Two-Door Car,Small +KF88603,Oregon,9700.35416,No,Extended,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,138,23,54,0,3,Personal Auto,Personal L1,Offer1,Branch,993.6,SUV,Medsize +JR62870,California,5703.288862,No,Basic,High School or Below,2/25/11,Employed,M,41438,Urban,Single,72,8,39,0,9,Personal Auto,Personal L1,Offer1,Branch,323.836677,Two-Door Car,Medsize +NN40477,Arizona,4280.747008,No,Basic,Bachelor,2/9/11,Employed,F,52679,Suburban,Divorced,110,25,21,2,1,Personal Auto,Personal L2,Offer2,Branch,528,Sports Car,Medsize +JP40952,Arizona,3398.052277,No,Basic,High School or Below,2/25/11,Unemployed,M,0,Suburban,Single,101,4,60,0,1,Personal Auto,Personal L3,Offer3,Agent,1183.780098,SUV,Medsize +FG24548,Oregon,11044.10847,No,Basic,Bachelor,2/4/11,Employed,M,44524,Urban,Married,70,28,42,0,2,Personal Auto,Personal L3,Offer4,Web,200.768848,Four-Door Car,Medsize +DZ89536,Oregon,3237.996209,Yes,Extended,Master,1/16/11,Employed,M,60244,Urban,Married,83,3,72,3,1,Corporate Auto,Corporate L3,Offer3,Agent,326.281835,Four-Door Car,Medsize +GH64274,California,25805.26839,No,Extended,High School or Below,2/6/11,Employed,M,22711,Suburban,Married,82,8,74,0,2,Personal Auto,Personal L2,Offer2,Branch,393.6,Two-Door Car,Medsize +NX62002,Oregon,17497.52201,Yes,Basic,College,2/28/11,Unemployed,M,0,Suburban,Divorced,73,9,94,0,2,Corporate Auto,Corporate L3,Offer1,Agent,350.4,Two-Door Car,Medsize +CV57391,Arizona,22261.0224,No,Basic,Bachelor,1/7/11,Employed,F,50398,Urban,Single,71,18,51,0,2,Personal Auto,Personal L3,Offer3,Web,339.42418,Four-Door Car,Medsize +ZN36983,California,9006.598402,No,Extended,College,1/17/11,Unemployed,M,0,Suburban,Married,86,19,99,1,2,Personal Auto,Personal L3,Offer1,Web,412.8,Four-Door Car,Medsize +OT40088,Oregon,9904.977027,No,Basic,High School or Below,1/15/11,Unemployed,F,0,Suburban,Single,66,1,73,0,2,Personal Auto,Personal L3,Offer1,Web,475.2,Four-Door Car,Small +CD56261,California,7432.203079,No,Basic,High School or Below,2/13/11,Unemployed,F,0,Suburban,Single,102,16,34,0,5,Corporate Auto,Corporate L3,Offer2,Call Center,1037.274096,SUV,Medsize +OG72448,Arizona,8150.573759,No,Premium,Bachelor,1/28/11,Unemployed,M,0,Suburban,Single,114,11,20,0,3,Personal Auto,Personal L2,Offer2,Branch,1310.46158,Four-Door Car,Small +IH64929,California,4956.247235,No,Basic,High School or Below,2/24/11,Employed,M,87197,Urban,Single,63,35,45,0,3,Personal Auto,Personal L2,Offer2,Branch,247.402353,Two-Door Car,Medsize +FD20455,California,6537.051379,No,Basic,Bachelor,2/16/11,Unemployed,M,0,Suburban,Single,100,22,24,0,3,Personal Auto,Personal L3,Offer2,Web,720,Sports Car,Medsize +ET89070,California,9448.833931,No,Basic,High School or Below,1/25/11,Employed,F,85221,Urban,Married,117,11,42,0,4,Personal Auto,Personal L2,Offer2,Branch,516.907624,Sports Car,Medsize +DY87071,Arizona,7519.133631,Yes,Extended,High School or Below,2/20/11,Employed,M,96306,Rural,Divorced,95,12,17,1,6,Personal Auto,Personal L3,Offer1,Agent,185.355353,Four-Door Car,Medsize +AX10148,California,2409.368488,No,Basic,Bachelor,2/1/11,Unemployed,F,0,Suburban,Married,66,3,97,0,1,Personal Auto,Personal L2,Offer4,Web,316.8,Four-Door Car,Medsize +DB28487,California,17041.4383,No,Basic,High School or Below,2/1/11,Disabled,F,22249,Suburban,Married,64,4,88,0,2,Personal Auto,Personal L3,Offer4,Call Center,455.191595,Four-Door Car,Medsize +KU92052,California,4398.047053,No,Basic,High School or Below,2/19/11,Unemployed,F,0,Suburban,Single,62,6,62,0,3,Personal Auto,Personal L2,Offer1,Agent,382.067564,Four-Door Car,Medsize +FB17016,Oregon,5470.060561,Yes,Extended,Bachelor,2/17/11,Employed,F,54507,Suburban,Married,138,20,11,0,1,Personal Auto,Personal L3,Offer2,Agent,702.990032,SUV,Medsize +BM45823,Oregon,3173.032243,No,Premium,College,1/25/11,Unemployed,M,0,Suburban,Married,101,34,52,4,1,Personal Auto,Personal L3,Offer1,Call Center,484.8,Four-Door Car,Small +NN53003,California,13258.17973,No,Basic,College,2/17/11,Medical Leave,M,20754,Suburban,Divorced,184,19,15,0,7,Personal Auto,Personal L3,Offer1,Agent,1324.8,Luxury SUV,Medsize +LF94873,California,13045.37088,No,Premium,College,2/23/11,Unemployed,F,0,Suburban,Single,190,21,35,1,7,Personal Auto,Personal L3,Offer3,Branch,1654.202174,SUV,Medsize +VB57504,California,2560.691306,No,Basic,High School or Below,1/5/11,Employed,M,30027,Suburban,Married,65,13,10,0,1,Personal Auto,Personal L3,Offer2,Branch,312,Four-Door Car,Medsize +NT25078,Nevada,3387.77901,No,Extended,Bachelor,1/29/11,Employed,M,23156,Suburban,Married,88,9,6,2,1,Special Auto,Special L2,Offer4,Agent,422.4,Four-Door Car,Medsize +FH86704,California,6439.330195,No,Extended,High School or Below,2/24/11,Unemployed,M,0,Suburban,Single,93,7,85,0,4,Personal Auto,Personal L3,Offer1,Agent,669.6,Four-Door Car,Medsize +KX32370,California,7078.948599,No,Extended,College,1/16/11,Employed,M,23222,Urban,Married,90,10,66,0,4,Corporate Auto,Corporate L3,Offer3,Branch,252.938842,Two-Door Car,Large +NN76284,California,2417.763236,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Married,65,16,90,0,1,Corporate Auto,Corporate L2,Offer1,Branch,468,Four-Door Car,Medsize +LJ43988,California,20492.7355,No,Premium,Master,1/4/11,Employed,F,27317,Suburban,Married,102,30,12,0,2,Personal Auto,Personal L2,Offer3,Agent,489.6,Four-Door Car,Medsize +MM44301,California,7805.31287,Yes,Basic,College,1/27/11,Retired,F,21073,Suburban,Divorced,106,25,54,1,3,Corporate Auto,Corporate L3,Offer1,Agent,508.8,SUV,Small +ED63600,California,22062.54841,No,Extended,College,2/25/11,Unemployed,M,0,Suburban,Single,225,26,53,0,2,Corporate Auto,Corporate L2,Offer1,Agent,1620,Luxury Car,Medsize +RT37588,Arizona,11218.44173,No,Extended,High School or Below,1/23/11,Employed,F,69268,Rural,Married,93,31,20,0,2,Personal Auto,Personal L1,Offer2,Agent,19.170855,Two-Door Car,Medsize +LF19061,Arizona,5427.484591,No,Basic,High School or Below,2/1/11,Employed,F,74561,Urban,Married,68,0,23,1,5,Personal Auto,Personal L3,Offer3,Web,234.393625,Two-Door Car,Medsize +EW73451,Arizona,2592.437797,Yes,Basic,High School or Below,1/2/11,Employed,M,72421,Suburban,Married,65,8,23,0,1,Personal Auto,Personal L2,Offer2,Call Center,312,Four-Door Car,Small +UC29668,Oregon,2601.351096,No,Basic,Master,1/12/11,Unemployed,F,0,Rural,Divorced,71,4,18,0,1,Corporate Auto,Corporate L3,Offer2,Branch,17.029835,Two-Door Car,Medsize +ZC32761,Arizona,8433.228985,No,Basic,Bachelor,2/15/11,Employed,M,57961,Rural,Divorced,72,27,64,0,2,Personal Auto,Personal L3,Offer1,Agent,38.513959,Two-Door Car,Large +FQ22639,California,2967.670797,No,Extended,College,2/22/11,Employed,M,35205,Rural,Married,76,7,11,0,1,Personal Auto,Personal L3,Offer2,Agent,178.839506,Four-Door Car,Large +YZ60434,Oregon,5380.091626,No,Basic,Master,2/28/11,Unemployed,M,0,Rural,Divorced,74,19,41,0,8,Personal Auto,Personal L2,Offer1,Web,59.026302,Four-Door Car,Medsize +MJ45965,Oregon,8059.893671,No,Basic,High School or Below,2/18/11,Employed,M,72309,Urban,Single,68,3,51,0,2,Personal Auto,Personal L3,Offer4,Branch,244.727144,Four-Door Car,Medsize +IS95398,Nevada,8444.840217,No,Basic,Bachelor,2/7/11,Employed,F,76352,Urban,Single,109,17,9,2,4,Personal Auto,Personal L2,Offer1,Agent,501.83778,SUV,Small +LZ81665,Washington,9655.442955,No,Basic,High School or Below,1/8/11,Unemployed,M,0,Suburban,Single,100,30,4,2,2,Personal Auto,Personal L2,Offer2,Call Center,720,SUV,Medsize +OP43389,California,8178.235107,No,Basic,College,1/28/11,Employed,F,29057,Suburban,Married,102,22,24,0,3,Corporate Auto,Corporate L3,Offer2,Agent,489.6,SUV,Medsize +PI98333,Oregon,2353.179121,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,66,11,73,0,1,Personal Auto,Personal L3,Offer1,Agent,501.153571,Four-Door Car,Medsize +YX67409,California,8058.659713,No,Basic,Bachelor,2/9/11,Employed,M,25595,Suburban,Married,101,5,86,0,9,Personal Auto,Personal L2,Offer3,Call Center,484.8,SUV,Medsize +XR85926,Oregon,8012.365866,No,Basic,Bachelor,1/27/11,Employed,M,58058,Suburban,Married,67,28,49,0,2,Personal Auto,Personal L1,Offer2,Call Center,355.198918,Four-Door Car,Medsize +MJ54807,Nevada,16473.16905,Yes,Basic,Bachelor,2/24/11,Retired,M,22828,Suburban,Married,106,11,54,0,2,Personal Auto,Personal L3,Offer1,Agent,508.8,SUV,Medsize +AX36597,Arizona,5907.151868,No,Extended,College,2/28/11,Unemployed,F,0,Suburban,Married,81,8,47,0,8,Personal Auto,Personal L3,Offer4,Branch,390.161912,Four-Door Car,Medsize +IC94434,California,8257.666512,Yes,Basic,Bachelor,1/12/11,Disabled,F,23815,Suburban,Married,73,4,47,0,2,Corporate Auto,Corporate L1,Offer2,Call Center,424.330166,Four-Door Car,Medsize +ZX56541,California,4954.292104,No,Basic,Bachelor,2/6/11,Employed,M,45329,Suburban,Married,65,13,7,3,4,Personal Auto,Personal L1,Offer4,Call Center,312,Two-Door Car,Medsize +RI76571,Washington,43026.52149,No,Basic,Master,1/7/11,Employed,M,59349,Rural,Married,119,15,41,0,2,Personal Auto,Personal L3,Offer2,Web,222.032326,SUV,Medsize +YL78930,Oregon,3794.964613,No,Premium,College,2/22/11,Retired,M,19794,Suburban,Married,105,1,78,0,1,Personal Auto,Personal L1,Offer4,Call Center,504,Four-Door Car,Medsize +ZX17330,Arizona,2537.383207,No,Basic,Bachelor,1/30/11,Employed,M,92401,Rural,Divorced,64,30,37,0,1,Personal Auto,Personal L1,Offer4,Agent,50.359627,Four-Door Car,Medsize +MK92016,Oregon,8026.04923,No,Basic,Bachelor,2/20/11,Unemployed,M,0,Suburban,Married,109,10,20,0,6,Corporate Auto,Corporate L3,Offer1,Branch,898.430079,SUV,Medsize +KH93541,Nevada,7786.676381,No,Extended,College,2/10/11,Employed,F,83000,Urban,Married,97,29,76,1,6,Corporate Auto,Corporate L2,Offer1,Branch,378.5566,Four-Door Car,Small +UG12132,Washington,5256.923177,No,Basic,College,2/4/11,Employed,F,77693,Urban,Married,65,30,15,0,7,Personal Auto,Personal L1,Offer2,Call Center,225.045919,Four-Door Car,Medsize +BV35683,Arizona,8256.2978,Yes,Basic,Bachelor,1/25/11,Employed,F,62902,Rural,Married,69,14,94,0,2,Personal Auto,Personal L3,Offer2,Web,159.383042,Two-Door Car,Medsize +PN69476,Nevada,2453.336242,No,Basic,Master,1/27/11,Unemployed,M,0,Suburban,Married,70,5,70,2,1,Personal Auto,Personal L3,Offer4,Branch,449.601961,Two-Door Car,Medsize +HB70063,Washington,4312.769798,No,Basic,College,1/30/11,Employed,M,43386,Urban,Single,111,17,35,0,1,Personal Auto,Personal L1,Offer1,Call Center,413.002348,SUV,Medsize +CR59224,California,5556.91458,No,Basic,Bachelor,1/30/11,Medical Leave,M,29120,Suburban,Married,72,31,77,0,3,Corporate Auto,Corporate L3,Offer1,Agent,345.6,Two-Door Car,Medsize +RH97231,Washington,8693.995589,No,Basic,Bachelor,1/1/11,Employed,M,48893,Suburban,Married,110,9,26,0,3,Personal Auto,Personal L3,Offer1,Branch,787.88953,SUV,Medsize +FY67942,California,11830.95192,No,Premium,College,1/20/11,Employed,F,92931,Urban,Married,146,6,38,0,7,Personal Auto,Personal L3,Offer1,Branch,503.144025,SUV,Small +HG68775,Washington,4506.485006,No,Premium,College,2/17/11,Medical Leave,F,15462,Suburban,Married,115,34,18,0,1,Corporate Auto,Corporate L2,Offer1,Web,611.941558,Four-Door Car,Medsize +ED28429,Washington,4159.593921,No,Basic,Bachelor,2/1/11,Unemployed,M,0,Suburban,Single,62,1,64,0,3,Personal Auto,Personal L1,Offer1,Agent,446.4,Two-Door Car,Medsize +IH17933,Washington,4462.445111,No,Basic,College,2/8/11,Employed,M,70088,Urban,Married,112,0,33,0,1,Personal Auto,Personal L3,Offer2,Call Center,536.481665,SUV,Large +NE67816,Oregon,2515.259002,No,Basic,College,1/16/11,Employed,M,25558,Suburban,Married,63,31,11,0,1,Personal Auto,Personal L3,Offer2,Branch,453.6,Four-Door Car,Small +QJ65091,Arizona,8007.399376,Yes,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,112,12,93,0,3,Corporate Auto,Corporate L1,Offer1,Web,537.6,Sports Car,Medsize +TR75465,Washington,9901.278118,No,Extended,Master,1/9/11,Unemployed,M,0,Suburban,Married,134,24,51,0,3,Personal Auto,Personal L2,Offer1,Agent,643.2,SUV,Small +LM12349,Washington,12282.84085,No,Premium,Bachelor,1/19/11,Employed,F,36328,Rural,Married,155,6,21,0,4,Corporate Auto,Corporate L2,Offer1,Agent,388.148089,SUV,Medsize +XZ62712,Washington,44468.02303,No,Extended,High School or Below,1/29/11,Employed,F,32948,Suburban,Single,127,20,46,1,2,Personal Auto,Personal L2,Offer1,Call Center,1428.972913,SUV,Medsize +SL70555,California,8184.585992,No,Basic,Bachelor,2/5/11,Employed,M,69114,Rural,Divorced,103,9,68,0,4,Personal Auto,Personal L3,Offer2,Agent,162.199584,SUV,Medsize +XI31845,Oregon,16007.94954,No,Extended,High School or Below,1/10/11,Employed,F,45302,Suburban,Divorced,133,4,34,0,2,Personal Auto,Personal L1,Offer3,Branch,638.4,SUV,Small +DQ34772,Arizona,6361.845408,No,Extended,High School or Below,2/20/11,Unemployed,M,0,Rural,Married,88,28,23,0,4,Personal Auto,Personal L3,Offer4,Branch,110.527627,Four-Door Car,Medsize +XU57332,California,8736.501241,No,Basic,College,2/10/11,Employed,F,53173,Suburban,Single,112,30,57,0,4,Personal Auto,Personal L1,Offer1,Call Center,1169.409787,SUV,Medsize +SJ87108,Arizona,4334.064096,Yes,Extended,Bachelor,2/27/11,Retired,F,23904,Suburban,Single,123,1,67,3,1,Corporate Auto,Corporate L3,Offer1,Agent,590.4,SUV,Medsize +PL33465,Arizona,4376.363592,Yes,Premium,Bachelor,2/28/11,Employed,F,63774,Rural,Divorced,111,18,63,0,1,Personal Auto,Personal L2,Offer2,Agent,60.036683,Four-Door Car,Medsize +XL80761,California,9294.088719,No,Basic,College,1/1/11,Employed,M,67544,Suburban,Married,116,2,15,0,3,Corporate Auto,Corporate L3,Offer1,Branch,556.8,SUV,Small +SB41594,California,2543.003943,No,Basic,College,2/21/11,Employed,M,26691,Suburban,Married,65,7,51,0,1,Personal Auto,Personal L3,Offer3,Agent,312,Four-Door Car,Large +UB51030,Washington,6582.450781,No,Basic,High School or Below,2/15/11,Unemployed,F,0,Suburban,Single,62,3,44,0,2,Special Auto,Special L3,Offer1,Agent,297.6,Four-Door Car,Medsize +KT46283,California,4686.469674,Yes,Basic,College,2/12/11,Employed,M,58089,Suburban,Married,118,31,83,0,1,Corporate Auto,Corporate L1,Offer1,Agent,566.4,SUV,Medsize +WZ65217,Nevada,14325.15261,No,Extended,Bachelor,2/11/11,Unemployed,M,0,Suburban,Married,136,30,75,0,2,Personal Auto,Personal L2,Offer1,Agent,652.8,SUV,Medsize +JB11283,California,12743.35175,No,Basic,Bachelor,2/21/11,Employed,M,99583,Rural,Divorced,64,35,85,0,2,Personal Auto,Personal L2,Offer3,Branch,99.674341,Four-Door Car,Large +TM13014,California,2434.08581,No,Basic,Bachelor,2/18/11,Unemployed,M,0,Urban,Married,68,28,65,0,1,Personal Auto,Personal L2,Offer3,Branch,271.489602,Four-Door Car,Medsize +QS81789,Oregon,25107.09812,No,Basic,Bachelor,2/26/11,Medical Leave,F,24410,Suburban,Married,73,5,51,0,2,Corporate Auto,Corporate L3,Offer3,Web,350.4,Four-Door Car,Small +FP78531,California,13432.00289,No,Basic,Bachelor,1/15/11,Employed,F,68956,Rural,Single,118,12,8,2,2,Personal Auto,Personal L3,Offer3,Call Center,118.538444,SUV,Medsize +RN41087,California,2753.780996,No,Basic,High School or Below,2/23/11,Unemployed,F,0,Urban,Married,73,29,82,0,1,Personal Auto,Personal L3,Offer1,Call Center,298.671049,Four-Door Car,Medsize +WJ88394,Nevada,8653.302322,No,Basic,College,1/29/11,Medical Leave,F,20588,Suburban,Married,113,6,86,0,7,Personal Auto,Personal L3,Offer1,Branch,586.390393,SUV,Medsize +LH94971,Oregon,7057.888812,No,Extended,Bachelor,1/17/11,Employed,M,37840,Suburban,Married,90,31,9,0,4,Corporate Auto,Corporate L2,Offer2,Agent,432,Four-Door Car,Large +VW34309,Oregon,5906.940238,No,Basic,Bachelor,2/15/11,Employed,F,43440,Rural,Married,74,13,52,0,7,Personal Auto,Personal L3,Offer1,Branch,128.21198,Four-Door Car,Medsize +XH47320,Nevada,2937.424534,No,Basic,Master,1/10/11,Employed,F,83195,Urban,Single,73,18,36,1,1,Personal Auto,Personal L1,Offer1,Call Center,332.693627,Two-Door Car,Medsize +GX13549,California,4974.235309,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Single,70,18,74,0,3,Personal Auto,Personal L1,Offer1,Call Center,336,Four-Door Car,Medsize +VY32314,Oregon,4268.618821,No,Basic,High School or Below,2/25/11,Employed,M,43209,Suburban,Single,110,12,16,0,1,Personal Auto,Personal L3,Offer1,Web,528,Sports Car,Medsize +TF65501,California,4601.913754,No,Basic,High School or Below,1/7/11,Employed,F,37308,Suburban,Married,115,2,51,0,1,Personal Auto,Personal L2,Offer1,Web,552,SUV,Medsize +EO24423,Arizona,2404.633766,No,Basic,Master,2/26/11,Disabled,M,22239,Suburban,Married,62,34,85,0,1,Personal Auto,Personal L3,Offer2,Branch,297.6,Four-Door Car,Small +LA79102,California,7638.442811,No,Extended,Doctor,1/18/11,Employed,F,66106,Urban,Married,95,10,25,1,4,Personal Auto,Personal L3,Offer3,Agent,250.323257,Two-Door Car,Small +FT74388,Nevada,4623.624811,No,Basic,High School or Below,1/19/11,Employed,M,97065,Suburban,Single,117,10,0,0,1,Personal Auto,Personal L2,Offer4,Branch,561.6,SUV,Medsize +ZE59592,Oregon,5470.181751,No,Basic,College,1/6/11,Employed,M,24910,Suburban,Married,69,12,79,0,3,Personal Auto,Personal L1,Offer3,Agent,746.107437,Two-Door Car,Medsize +JU64043,Oregon,4999.34581,No,Basic,Master,1/7/11,Employed,M,49414,Rural,Single,68,8,82,5,6,Personal Auto,Personal L3,Offer1,Agent,159.631303,Four-Door Car,Large +TR96772,Arizona,15956.51879,No,Extended,High School or Below,2/8/11,Employed,F,61148,Rural,Married,132,28,25,0,2,Personal Auto,Personal L3,Offer2,Branch,98.206649,Sports Car,Small +DQ35195,Arizona,9275.681452,No,Premium,Bachelor,2/5/11,Employed,F,52494,Suburban,Single,119,5,69,0,7,Corporate Auto,Corporate L3,Offer2,Agent,571.2,Two-Door Car,Small +No74162,Arizona,7595.335237,No,Basic,High School or Below,1/8/11,Retired,M,20538,Suburban,Divorced,104,25,64,0,7,Personal Auto,Personal L1,Offer1,Agent,499.2,SUV,Small +XP52012,Arizona,24258.71383,No,Extended,High School or Below,1/25/11,Unemployed,M,0,Suburban,Single,89,35,22,0,2,Personal Auto,Personal L3,Offer1,Agent,538.689882,Two-Door Car,Medsize +HQ16068,Washington,24636.96719,No,Basic,High School or Below,1/31/11,Employed,M,73716,Rural,Married,103,2,91,0,2,Special Auto,Special L2,Offer1,Call Center,162.662641,Sports Car,Medsize +QM78112,Washington,2810.464447,Yes,Basic,Bachelor,2/27/11,Employed,M,26790,Suburban,Married,71,4,41,0,1,Personal Auto,Personal L3,Offer2,Agent,340.8,Two-Door Car,Medsize +GI30974,Oregon,2337.356699,No,Basic,Bachelor,2/13/11,Unemployed,M,0,Suburban,Single,65,31,52,0,1,Corporate Auto,Corporate L3,Offer2,Agent,468,Four-Door Car,Small +NM51858,Oregon,4668.043154,No,Basic,High School or Below,1/16/11,Employed,M,53252,Suburban,Married,117,1,76,0,1,Personal Auto,Personal L3,Offer2,Web,561.6,SUV,Medsize +ZL37444,California,10972.06778,Yes,Extended,Doctor,1/18/11,Employed,M,24164,Suburban,Divorced,137,2,40,0,5,Personal Auto,Personal L3,Offer2,Agent,657.6,Sports Car,Medsize +CI60365,California,34611.37896,Yes,Basic,High School or Below,1/14/11,Employed,F,20090,Suburban,Married,109,10,59,0,2,Special Auto,Special L3,Offer2,Agent,523.2,Sports Car,Medsize +IX45386,Arizona,2478.833596,No,Basic,College,1/30/11,Employed,M,81721,Rural,Single,63,11,5,0,1,Personal Auto,Personal L2,Offer2,Web,133.90029,Four-Door Car,Large +ZO29478,Washington,26197.41498,Yes,Basic,High School or Below,1/15/11,Disabled,F,18495,Suburban,Married,113,10,15,0,2,Personal Auto,Personal L2,Offer1,Branch,542.4,SUV,Large +NG34818,California,6282.079645,No,Extended,Bachelor,1/11/11,Employed,M,42314,Rural,Married,80,23,78,0,3,Personal Auto,Personal L3,Offer3,Web,56.39419,Four-Door Car,Small +EE95568,California,10954.38352,No,Extended,Bachelor,2/9/11,Employed,F,89892,Urban,Single,135,9,6,0,9,Personal Auto,Personal L3,Offer1,Call Center,526.248798,SUV,Medsize +LM84166,California,3164.378577,No,Extended,Bachelor,1/29/11,Unemployed,M,0,Suburban,Single,92,33,41,1,1,Personal Auto,Personal L1,Offer1,Agent,662.4,Two-Door Car,Medsize +RO32883,Oregon,7804.597655,No,Premium,Bachelor,1/20/11,Unemployed,F,0,Rural,Married,117,18,84,4,8,Personal Auto,Personal L3,Offer1,Branch,91.055318,Four-Door Car,Medsize +OI68331,California,5207.197499,No,Basic,Doctor,1/6/11,Employed,F,21576,Suburban,Married,65,27,16,0,3,Personal Auto,Personal L3,Offer4,Web,312,Four-Door Car,Medsize +PW95813,Oregon,2886.451602,Yes,Extended,High School or Below,1/20/11,Retired,F,10312,Suburban,Married,78,10,63,0,1,Personal Auto,Personal L1,Offer2,Agent,486.278557,Four-Door Car,Large +LM50087,Arizona,2483.642397,No,Basic,College,2/28/11,Employed,F,50632,Rural,Married,62,26,42,0,1,Corporate Auto,Corporate L2,Offer3,Agent,54.961039,Two-Door Car,Medsize +JD82896,California,4896.261605,No,Extended,High School or Below,2/4/11,Unemployed,F,0,Suburban,Single,139,5,29,0,1,Personal Auto,Personal L2,Offer2,Branch,1000.8,SUV,Medsize +KA62636,Oregon,4928.001408,No,Basic,High School or Below,1/26/11,Employed,M,97917,Urban,Single,67,14,32,5,3,Personal Auto,Personal L2,Offer4,Agent,279.184512,Two-Door Car,Medsize +VG85511,Arizona,8759.592518,No,Basic,College,1/5/11,Medical Leave,M,28280,Suburban,Married,116,7,55,0,9,Personal Auto,Personal L3,Offer2,Web,556.8,Sports Car,Medsize +GT18023,California,11281.52451,No,Extended,High School or Below,2/15/11,Employed,F,86195,Urban,Married,139,12,10,0,3,Special Auto,Special L2,Offer1,Agent,601.667902,SUV,Medsize +VI35467,Nevada,4315.6705,No,Basic,Master,1/25/11,Employed,F,89797,Rural,Married,106,19,8,0,1,Personal Auto,Personal L3,Offer2,Web,70.958361,SUV,Small +LF75926,Arizona,4491.909095,No,Basic,College,1/23/11,Unemployed,M,0,Suburban,Married,63,16,5,0,5,Personal Auto,Personal L3,Offer2,Agent,302.4,Four-Door Car,Medsize +SS13550,Nevada,6745.248379,No,Basic,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,192,1,27,0,1,Personal Auto,Personal L3,Offer2,Call Center,1921.248929,Luxury SUV,Large +AA34092,California,28799.95415,No,Extended,College,2/11/11,Employed,M,33635,Suburban,Married,240,1,23,0,2,Personal Auto,Personal L3,Offer1,Web,1152,Luxury SUV,Medsize +GQ15708,Oregon,14503.02129,No,Basic,Bachelor,1/31/11,Medical Leave,M,29790,Suburban,Married,194,25,49,0,3,Personal Auto,Personal L2,Offer1,Agent,931.2,Luxury SUV,Medsize +JR72064,Arizona,8270.625331,No,Basic,High School or Below,1/9/11,Employed,M,44656,Suburban,Married,70,2,80,0,2,Personal Auto,Personal L2,Offer2,Branch,336,Two-Door Car,Medsize +AN79079,Arizona,12731.95161,Yes,Basic,Doctor,1/14/11,Employed,M,40870,Suburban,Married,105,3,56,0,2,Personal Auto,Personal L2,Offer1,Agent,504,SUV,Large +DS45844,California,4167.094538,No,Basic,College,2/13/11,Unemployed,M,0,Rural,Married,117,8,64,0,1,Corporate Auto,Corporate L3,Offer3,Agent,94.94292,Sports Car,Medsize +QJ90136,California,10455.48983,No,Extended,High School or Below,2/3/11,Employed,F,28363,Suburban,Divorced,133,0,35,0,3,Personal Auto,Personal L3,Offer1,Agent,638.4,Sports Car,Medsize +OS95734,California,7074.398104,No,Extended,Bachelor,2/28/11,Employed,F,94508,Suburban,Married,88,27,54,0,3,Personal Auto,Personal L3,Offer4,Agent,491.384479,Four-Door Car,Medsize +KT21352,Oregon,7046.478698,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Married,64,24,73,0,2,Personal Auto,Personal L2,Offer1,Branch,324.695555,Four-Door Car,Large +CG33085,Oregon,13357.44544,No,Extended,Doctor,2/2/11,Unemployed,M,0,Suburban,Divorced,124,13,1,0,2,Personal Auto,Personal L3,Offer3,Agent,696.034509,SUV,Medsize +IU94124,Arizona,18708.75831,No,Extended,College,2/4/11,Unemployed,M,0,Suburban,Single,77,10,36,1,2,Personal Auto,Personal L3,Offer1,Branch,554.4,Four-Door Car,Small +HW93117,California,8169.334846,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Single,116,10,99,0,3,Corporate Auto,Corporate L3,Offer1,Branch,835.2,Sports Car,Medsize +ON63161,Oregon,8583.272854,No,Premium,High School or Below,1/21/11,Disabled,F,18017,Suburban,Divorced,114,23,54,0,9,Personal Auto,Personal L3,Offer2,Call Center,547.2,Four-Door Car,Medsize +HT64629,Washington,12234.36232,No,Basic,High School or Below,2/28/11,Unemployed,F,0,Suburban,Single,117,15,68,0,2,Personal Auto,Personal L2,Offer2,Branch,930.594707,SUV,Medsize +XE59612,Nevada,7185.673718,No,Extended,High School or Below,1/17/11,Employed,M,63741,Rural,Single,91,25,15,0,6,Corporate Auto,Corporate L1,Offer3,Call Center,36.980596,Four-Door Car,Medsize +VZ39362,Oregon,9060.204521,No,Basic,High School or Below,1/18/11,Employed,F,57078,Suburban,Married,113,26,13,1,8,Personal Auto,Personal L3,Offer1,Call Center,542.4,Sports Car,Large +SL71970,Oregon,2336.177331,No,Basic,High School or Below,2/28/11,Unemployed,F,0,Suburban,Single,67,21,28,0,1,Special Auto,Special L3,Offer2,Agent,458.661381,Four-Door Car,Medsize +YO29244,Oregon,7995.41091,No,Basic,Bachelor,1/31/11,Employed,F,25239,Rural,Divorced,100,30,59,0,7,Personal Auto,Personal L3,Offer3,Branch,150.96491,SUV,Medsize +TN85931,Oregon,5897.555427,No,Basic,High School or Below,1/17/11,Employed,F,29227,Suburban,Married,74,0,83,0,7,Special Auto,Special L3,Offer1,Branch,421.19002,Two-Door Car,Medsize +PP92749,California,3939.00637,Yes,Extended,Bachelor,1/28/11,Employed,F,60021,Suburban,Married,99,12,28,0,1,Special Auto,Special L2,Offer2,Agent,882.871945,Four-Door Car,Small +MB54287,Oregon,2695.352444,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Suburban,Single,73,23,59,0,1,Personal Auto,Personal L3,Offer1,Branch,780.57363,Four-Door Car,Small +JQ93340,Nevada,5459.216794,No,Basic,High School or Below,2/22/11,Employed,M,83208,Urban,Married,68,10,93,0,4,Special Auto,Special L2,Offer2,Call Center,325.866271,Four-Door Car,Small +LN20978,Oregon,10721.61076,No,Extended,Bachelor,2/10/11,Employed,F,25983,Suburban,Married,90,32,43,0,2,Corporate Auto,Corporate L2,Offer2,Web,432,Four-Door Car,Small +ZD59913,Oregon,2491.257604,Yes,Basic,High School or Below,2/12/11,Medical Leave,F,25965,Suburban,Divorced,65,23,27,0,1,Corporate Auto,Corporate L3,Offer1,Agent,329.206567,Four-Door Car,Medsize +BG80246,Arizona,5570.17755,No,Basic,College,1/11/11,Disabled,F,22679,Suburban,Married,72,25,32,0,4,Personal Auto,Personal L3,Offer1,Branch,345.6,Two-Door Car,Small +VP48253,Arizona,5100.737803,No,Basic,High School or Below,2/12/11,Employed,M,41186,Urban,Single,70,15,29,4,3,Personal Auto,Personal L3,Offer1,Agent,242.320409,Four-Door Car,Medsize +BR39076,California,7633.821822,No,Basic,High School or Below,1/22/11,Unemployed,F,0,Suburban,Divorced,67,7,4,0,2,Personal Auto,Personal L3,Offer2,Agent,445.702958,Four-Door Car,Medsize +ZD29731,California,4656.665064,No,Basic,College,1/31/11,Employed,M,29070,Suburban,Married,61,8,99,2,3,Personal Auto,Personal L2,Offer3,Call Center,292.8,Two-Door Car,Small +QR88427,Nevada,4363.1982,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,63,13,49,0,7,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Small +WN69789,California,2526.729022,No,Basic,College,2/4/11,Employed,F,33485,Suburban,Married,63,6,41,0,1,Personal Auto,Personal L3,Offer4,Call Center,343.705799,Four-Door Car,Medsize +LZ39487,Washington,5122.718927,No,Basic,High School or Below,1/17/11,Employed,F,58206,Suburban,Married,64,2,56,0,3,Personal Auto,Personal L2,Offer3,Branch,454.188803,Four-Door Car,Small +GO42840,Oregon,2483.544888,No,Basic,High School or Below,2/26/11,Employed,M,87492,Urban,Married,62,15,69,0,1,Personal Auto,Personal L2,Offer3,Agent,264.461805,Two-Door Car,Medsize +SR96970,Oregon,3489.276369,No,Extended,Bachelor,2/20/11,Unemployed,M,0,Suburban,Married,98,29,37,0,1,Personal Auto,Personal L3,Offer2,Call Center,705.6,Four-Door Car,Small +ED90879,Nevada,7325.917302,No,Premium,Bachelor,1/18/11,Employed,M,20757,Rural,Single,102,6,74,3,9,Corporate Auto,Corporate L3,Offer1,Agent,216.4268,Four-Door Car,Medsize +SS69401,Oregon,4841.057535,No,Basic,College,2/5/11,Employed,F,23449,Suburban,Married,61,33,2,0,8,Corporate Auto,Corporate L3,Offer2,Web,292.8,Four-Door Car,Medsize +VF32335,Arizona,19964.39708,No,Basic,College,2/5/11,Unemployed,M,0,Suburban,Single,192,35,34,0,2,Personal Auto,Personal L2,Offer1,Web,921.6,Luxury SUV,Small +WX14028,Nevada,32450.39142,No,Basic,College,2/10/11,Employed,F,60455,Suburban,Single,104,20,25,0,2,Personal Auto,Personal L1,Offer4,Agent,499.2,SUV,Medsize +FP99321,Washington,2628.171324,No,Extended,High School or Below,2/9/11,Unemployed,M,0,Suburban,Single,89,12,73,4,1,Personal Auto,Personal L3,Offer1,Branch,640.8,Four-Door Car,Small +QF21628,California,3095.627124,No,Extended,High School or Below,1/15/11,Employed,M,53588,Suburban,Married,77,10,71,0,1,Personal Auto,Personal L3,Offer2,Branch,369.6,Four-Door Car,Medsize +OR40901,California,12731.95161,Yes,Basic,Doctor,1/14/11,Employed,M,40870,Suburban,Married,105,3,56,0,2,Corporate Auto,Corporate L3,Offer1,Agent,504,SUV,Large +NF82527,Arizona,2631.564135,No,Basic,Bachelor,1/8/11,Unemployed,M,0,Suburban,Married,71,11,68,0,1,Personal Auto,Personal L3,Offer2,Call Center,340.8,Two-Door Car,Large +GD84658,Nevada,35984.10457,No,Extended,High School or Below,2/1/11,Unemployed,F,0,Suburban,Single,129,2,69,0,2,Corporate Auto,Corporate L2,Offer1,Agent,1267.549091,Sports Car,Medsize +PA14842,Washington,2906.893312,No,Basic,High School or Below,1/17/11,Employed,F,45128,Rural,Married,72,13,34,0,1,Special Auto,Special L2,Offer4,Branch,66.667784,Four-Door Car,Medsize +SA45648,California,10628.06415,No,Extended,Bachelor,2/18/11,Employed,M,90874,Urban,Married,137,18,28,4,3,Personal Auto,Personal L3,Offer1,Call Center,459.785009,SUV,Medsize +IQ37561,Arizona,7590.961288,No,Extended,High School or Below,1/9/11,Employed,F,52823,Rural,Married,95,7,15,0,5,Personal Auto,Personal L3,Offer2,Branch,125.768818,Two-Door Car,Medsize +TP34946,California,5108.038755,No,Basic,College,1/9/11,Disabled,M,26784,Suburban,Married,67,14,82,0,8,Corporate Auto,Corporate L3,Offer3,Branch,482.4,Four-Door Car,Small +TL20040,Oregon,13989.84697,No,Basic,College,2/13/11,Employed,M,22354,Suburban,Married,118,27,9,0,2,Personal Auto,Personal L1,Offer1,Call Center,775.526054,SUV,Small +JM96431,Oregon,3115.704933,No,Extended,College,1/5/11,Employed,M,54420,Suburban,Single,80,27,0,0,1,Personal Auto,Personal L1,Offer2,Call Center,576,Four-Door Car,Medsize +LN10007,Oregon,13369.44267,No,Basic,College,2/9/11,Employed,F,50800,Suburban,Married,112,1,45,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,621.218119,Sports Car,Medsize +WY17451,Oregon,8621.185568,No,Extended,College,2/24/11,Unemployed,F,0,Suburban,Single,87,12,12,1,2,Personal Auto,Personal L3,Offer1,Call Center,417.6,Four-Door Car,Medsize +XS30210,Arizona,10359.01985,No,Basic,College,2/12/11,Employed,M,84583,Urban,Married,65,6,50,0,2,Corporate Auto,Corporate L1,Offer2,Branch,238.868659,Four-Door Car,Small +UD27331,Nevada,3241.838403,No,Extended,Bachelor,1/1/11,Employed,M,33701,Suburban,Single,88,14,22,3,1,Personal Auto,Personal L3,Offer1,Agent,460.815578,Four-Door Car,Medsize +HC52114,California,4344.99018,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Single,63,21,27,0,4,Corporate Auto,Corporate L1,Offer3,Branch,462.63613,Four-Door Car,Small +WG50184,Arizona,5332.462694,Yes,Basic,Doctor,2/22/11,Employed,F,68931,Urban,Married,66,32,30,0,7,Corporate Auto,Corporate L3,Offer2,Branch,309.577946,Four-Door Car,Medsize +BQ99053,Oregon,7692.456014,No,Premium,College,2/19/11,Unemployed,M,0,Suburban,Married,105,1,37,0,4,Personal Auto,Personal L1,Offer4,Web,504,Four-Door Car,Medsize +IY77611,Arizona,26223.81193,No,Basic,High School or Below,1/7/11,Unemployed,M,0,Suburban,Single,115,22,15,1,2,Corporate Auto,Corporate L3,Offer1,Call Center,828,SUV,Medsize +ER24015,Arizona,6930.625422,No,Premium,College,2/11/11,Employed,M,29318,Suburban,Single,198,29,96,5,1,Personal Auto,Personal L3,Offer2,Agent,1386.824722,SUV,Medsize +SG71810,Oregon,11610.25439,No,Basic,College,1/1/11,Employed,F,41503,Rural,Married,73,28,69,0,2,Personal Auto,Personal L3,Offer1,Agent,15.001594,Two-Door Car,Small +OQ10108,Oregon,8937.118615,No,Extended,High School or Below,1/4/11,Unemployed,M,0,Suburban,Married,126,16,69,0,8,Personal Auto,Personal L2,Offer1,Branch,604.8,SUV,Small +ON45263,California,2462.859762,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Suburban,Divorced,69,9,68,0,1,Personal Auto,Personal L1,Offer1,Call Center,427.25055,Two-Door Car,Small +RD15786,Oregon,2300.691547,Yes,Basic,Bachelor,1/15/11,Retired,M,25905,Suburban,Divorced,63,21,12,0,1,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Large +TU64352,Oregon,4078.023331,No,Basic,College,1/7/11,Unemployed,F,0,Suburban,Single,116,18,86,0,1,Personal Auto,Personal L1,Offer1,Agent,835.2,Sports Car,Medsize +CR12479,Nevada,2868.598866,No,Basic,College,1/30/11,Employed,F,40046,Rural,Divorced,73,10,51,0,1,Personal Auto,Personal L2,Offer1,Agent,118.509791,Four-Door Car,Small +AW36627,California,4428.031583,Yes,Basic,High School or Below,1/29/11,Employed,F,58577,Urban,Married,110,6,62,0,1,Personal Auto,Personal L3,Offer1,Agent,303.872752,SUV,Medsize +UD31660,California,4061.590219,No,Premium,Bachelor,1/13/11,Employed,M,70129,Rural,Married,103,24,57,1,1,Personal Auto,Personal L2,Offer1,Branch,130.495798,Four-Door Car,Medsize +QL18084,Nevada,18504.2801,No,Extended,Master,2/2/11,Employed,M,91268,Urban,Married,229,32,62,0,5,Corporate Auto,Corporate L2,Offer2,Agent,737.737825,Luxury Car,Small +DJ11965,California,4904.894731,Yes,Extended,College,2/14/11,Retired,F,12902,Suburban,Divorced,139,3,51,0,1,Personal Auto,Personal L3,Offer1,Agent,667.2,Sports Car,Medsize +LT16517,Oregon,10827.87278,No,Extended,High School or Below,2/28/11,Employed,F,62053,Urban,Married,134,3,89,0,5,Personal Auto,Personal L3,Offer1,Web,614.03209,SUV,Medsize +JG77605,Nevada,5745.121547,No,Basic,Bachelor,2/1/11,Employed,F,30389,Urban,Married,73,34,66,0,4,Personal Auto,Personal L1,Offer2,Web,278.932051,Four-Door Car,Medsize +PD94851,Nevada,2423.259778,No,Basic,Bachelor,1/29/11,Medical Leave,M,15585,Rural,Married,65,22,24,0,1,Personal Auto,Personal L3,Offer1,Agent,67.618365,Two-Door Car,Medsize +NK27819,Arizona,5926.729379,Yes,Extended,College,1/25/11,Retired,M,23091,Suburban,Married,96,28,90,5,5,Personal Auto,Personal L3,Offer1,Agent,460.8,Four-Door Car,Medsize +PL28709,California,4605.036646,Yes,Basic,College,1/28/11,Medical Leave,F,22571,Suburban,Single,63,29,51,0,9,Personal Auto,Personal L3,Offer2,Web,302.4,Four-Door Car,Large +DY35560,Oregon,2132.771675,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,61,0,62,0,1,Personal Auto,Personal L3,Offer1,Agent,691.677138,Four-Door Car,Small +LX23185,Oregon,2643.71574,No,Extended,College,2/4/11,Unemployed,F,0,Suburban,Single,82,14,56,3,1,Personal Auto,Personal L3,Offer1,Branch,393.6,Two-Door Car,Medsize +NA39347,California,5824.224192,No,Basic,College,2/20/11,Employed,M,73976,Urban,Divorced,73,27,84,0,3,Personal Auto,Personal L2,Offer2,Web,338.529369,Four-Door Car,Medsize +SI32097,Oregon,6889.6161,No,Extended,Bachelor,2/17/11,Employed,F,30814,Suburban,Married,87,8,96,0,3,Personal Auto,Personal L1,Offer2,Branch,417.6,Four-Door Car,Medsize +JD50909,Arizona,3008.099115,No,Basic,Bachelor,1/17/11,Employed,F,80681,Suburban,Married,74,31,12,0,1,Corporate Auto,Corporate L3,Offer2,Agent,355.2,Four-Door Car,Medsize +FB55024,Oregon,3286.171949,No,Extended,High School or Below,2/7/11,Employed,F,60934,Suburban,Married,82,15,64,0,1,Personal Auto,Personal L3,Offer2,Call Center,393.6,Two-Door Car,Large +NQ51389,Oregon,13552.77776,No,Basic,High School or Below,2/5/11,Unemployed,M,0,Suburban,Single,62,19,3,2,2,Corporate Auto,Corporate L1,Offer4,Agent,446.4,Two-Door Car,Medsize +EA23961,California,5166.190278,No,Basic,College,2/1/11,Employed,F,80797,Urban,Married,64,21,47,0,9,Personal Auto,Personal L1,Offer2,Web,300.940297,Four-Door Car,Small +RQ78687,Oregon,2945.998877,No,Basic,College,2/28/11,Employed,M,89410,Rural,Divorced,74,11,50,0,1,Personal Auto,Personal L2,Offer2,Agent,95.997363,Four-Door Car,Medsize +ZE42703,Nevada,4863.470811,No,Extended,Bachelor,2/4/11,Employed,M,52728,Suburban,Divorced,127,34,34,1,1,Corporate Auto,Corporate L3,Offer1,Branch,609.6,SUV,Medsize +LZ34164,Nevada,4892.617128,No,Basic,Bachelor,1/15/11,Employed,F,43199,Suburban,Married,61,23,31,0,3,Personal Auto,Personal L3,Offer4,Call Center,334.007478,Four-Door Car,Medsize +CO44659,Arizona,3337.59441,No,Extended,Bachelor,1/13/11,Employed,F,43510,Urban,Married,83,8,75,0,1,Personal Auto,Personal L3,Offer3,Agent,238.088581,Four-Door Car,Medsize +YQ53901,Washington,5246.278375,Yes,Basic,Bachelor,1/21/11,Employed,F,28909,Suburban,Married,66,15,66,0,8,Personal Auto,Personal L3,Offer1,Agent,456.702735,Two-Door Car,Medsize +LX46285,Oregon,9031.214859,Yes,Extended,Master,2/23/11,Unemployed,F,0,Suburban,Single,122,15,47,0,9,Personal Auto,Personal L2,Offer1,Branch,650.52179,Sports Car,Medsize +GH90738,Oregon,3580.076125,No,Extended,Bachelor,1/29/11,Employed,F,71176,Urban,Married,91,3,62,2,1,Personal Auto,Personal L2,Offer2,Web,278.072755,Two-Door Car,Medsize +FK10455,California,9802.548509,No,Extended,Bachelor,1/7/11,Employed,M,84429,Rural,Married,123,11,2,0,6,Personal Auto,Personal L2,Offer2,Call Center,115.07234,SUV,Medsize +GJ77362,California,4825.651946,No,Basic,Bachelor,2/23/11,Employed,M,61613,Rural,Married,61,6,20,1,9,Special Auto,Special L3,Offer1,Call Center,40.562432,Four-Door Car,Medsize +WJ26538,California,3203.303695,No,Extended,Master,2/23/11,Employed,M,68370,Urban,Married,80,0,45,0,1,Personal Auto,Personal L2,Offer3,Agent,244.158446,Four-Door Car,Medsize +IN67175,California,5659.139938,No,Basic,College,2/9/11,Employed,F,52389,Suburban,Married,72,29,8,1,9,Personal Auto,Personal L3,Offer1,Agent,345.6,Four-Door Car,Medsize +LA52988,Oregon,4144.868939,No,Basic,High School or Below,1/18/11,Employed,F,64478,Rural,Married,103,30,92,0,1,Personal Auto,Personal L3,Offer2,Branch,8.281829,SUV,Medsize +ZH89968,Washington,13770.97618,Yes,Premium,High School or Below,2/1/11,Employed,F,59207,Suburban,Single,116,23,21,0,2,Personal Auto,Personal L2,Offer1,Agent,556.8,Four-Door Car,Medsize +YA17061,Nevada,3716.479655,No,Extended,High School or Below,2/8/11,Medical Leave,F,17162,Suburban,Married,96,15,29,0,1,Corporate Auto,Corporate L2,Offer2,Web,460.8,Four-Door Car,Small +NT76210,Nevada,3123.080994,Yes,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,101,1,83,4,1,Personal Auto,Personal L3,Offer1,Agent,960.115399,SUV,Large +XL58577,California,12168.74492,Yes,Basic,Bachelor,2/5/11,Retired,M,14973,Suburban,Divorced,115,2,75,0,2,Personal Auto,Personal L2,Offer1,Branch,828,SUV,Medsize +WJ57919,California,2674.730716,Yes,Basic,College,2/15/11,Employed,M,56342,Suburban,Single,69,12,89,0,1,Special Auto,Special L3,Offer2,Call Center,331.2,Four-Door Car,Small +FG77231,Oregon,12741.84754,Yes,Basic,Bachelor,1/7/11,Employed,F,73054,Urban,Married,106,34,36,1,2,Personal Auto,Personal L3,Offer1,Branch,419.365958,SUV,Medsize +UH32376,Nevada,4037.547258,No,Premium,Bachelor,1/2/11,Medical Leave,M,21586,Suburban,Married,106,6,5,0,1,Personal Auto,Personal L3,Offer1,Branch,1056.291709,Two-Door Car,Small +RA43827,Oregon,8628.303301,No,Basic,High School or Below,1/13/11,Unemployed,F,0,Suburban,Single,117,11,63,0,5,Special Auto,Special L2,Offer2,Branch,842.4,SUV,Medsize +WA67245,Oregon,22093.61618,No,Premium,High School or Below,1/12/11,Employed,F,24193,Urban,Married,185,26,79,0,2,Personal Auto,Personal L3,Offer1,Branch,785.367947,Sports Car,Medsize +GT65478,Oregon,8217.427595,No,Basic,College,1/19/11,Employed,F,84815,Urban,Married,68,9,37,0,2,Personal Auto,Personal L1,Offer1,Agent,279.996658,Four-Door Car,Medsize +SZ35936,Oregon,26197.41498,Yes,Basic,High School or Below,1/15/11,Disabled,F,18495,Suburban,Married,113,10,15,0,2,Corporate Auto,Corporate L3,Offer1,Branch,542.4,SUV,Large +AT41276,California,8110.536059,No,Basic,Bachelor,2/11/11,Employed,M,36554,Suburban,Married,70,6,62,1,2,Personal Auto,Personal L2,Offer4,Call Center,433.38842,Two-Door Car,Small +JD94356,Oregon,4766.367352,No,Basic,Bachelor,2/21/11,Unemployed,F,0,Suburban,Single,68,3,36,0,9,Personal Auto,Personal L2,Offer1,Agent,656.959783,Four-Door Car,Medsize +PU88199,Oregon,8819.018934,Yes,Basic,High School or Below,1/10/11,Employed,M,99845,Suburban,Married,110,23,25,1,8,Corporate Auto,Corporate L2,Offer2,Branch,528,SUV,Medsize +OR33365,California,5171.272924,No,Basic,College,1/16/11,Unemployed,F,0,Suburban,Married,69,13,90,0,3,Corporate Auto,Corporate L2,Offer1,Agent,344.469652,Two-Door Car,Medsize +KQ36942,California,3896.572719,No,Basic,Bachelor,1/21/11,Medical Leave,M,10853,Urban,Married,104,11,18,0,1,Corporate Auto,Corporate L3,Offer2,Web,350.306385,SUV,Small +LN62857,California,6005.027312,No,Extended,Master,2/8/11,Medical Leave,F,23749,Rural,Married,77,20,6,0,4,Personal Auto,Personal L2,Offer1,Agent,151.550875,Four-Door Car,Medsize +GY99465,Oregon,6869.185344,No,Basic,College,2/19/11,Unemployed,F,0,Suburban,Single,69,18,71,2,2,Corporate Auto,Corporate L2,Offer2,Branch,331.2,Four-Door Car,Medsize +JV58396,California,3054.541283,No,Extended,Bachelor,2/25/11,Unemployed,M,0,Suburban,Single,88,29,19,0,1,Personal Auto,Personal L1,Offer2,Agent,422.4,Four-Door Car,Small +WC83553,Oregon,4874.216555,No,Basic,College,2/9/11,Employed,M,92783,Rural,Married,61,1,47,0,6,Personal Auto,Personal L1,Offer2,Agent,6.671268,Two-Door Car,Medsize +CB95310,Arizona,2747.429661,No,Basic,Doctor,1/12/11,Employed,F,83502,Suburban,Married,68,25,36,0,1,Personal Auto,Personal L3,Offer2,Branch,368.963633,Four-Door Car,Medsize +YY71144,Oregon,8717.049833,Yes,Basic,College,2/14/11,Employed,M,83846,Suburban,Married,74,22,94,3,2,Personal Auto,Personal L1,Offer2,Agent,355.2,Four-Door Car,Large +TP96247,Oregon,4099.659085,No,Basic,High School or Below,2/9/11,Medical Leave,F,18606,Suburban,Married,110,12,45,1,1,Personal Auto,Personal L3,Offer3,Agent,568.844905,SUV,Medsize +HC16500,Arizona,8189.967712,No,Basic,Doctor,2/25/11,Employed,M,72191,Urban,Married,68,19,48,0,2,Personal Auto,Personal L3,Offer3,Call Center,209.387509,Four-Door Car,Medsize +AM29546,Oregon,5225.03143,No,Basic,College,2/9/11,Employed,M,57733,Suburban,Married,66,24,66,0,5,Personal Auto,Personal L2,Offer4,Call Center,393.528054,Two-Door Car,Medsize +ZM31116,Arizona,7949.28426,No,Extended,Doctor,1/6/11,Employed,M,63688,Suburban,Married,99,28,93,0,6,Personal Auto,Personal L2,Offer2,Branch,475.2,Four-Door Car,Medsize +VG40704,California,3135.405606,No,Extended,College,1/3/11,Employed,F,55855,Urban,Married,79,10,71,0,1,Personal Auto,Personal L2,Offer4,Branch,272.9955,Four-Door Car,Medsize +PJ73790,Oregon,3939.00637,Yes,Extended,Bachelor,1/28/11,Employed,F,60021,Suburban,Married,99,12,28,0,1,Special Auto,Special L1,Offer2,Agent,882.871945,Four-Door Car,Small +KE36052,Arizona,5325.724541,Yes,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Married,73,17,44,0,7,Corporate Auto,Corporate L1,Offer2,Call Center,496.474767,Two-Door Car,Medsize +HW97280,California,19483.24011,No,Extended,High School or Below,2/2/11,Employed,M,74300,Urban,Married,122,23,38,0,2,Personal Auto,Personal L3,Offer2,Web,354.55391,SUV,Medsize +WX10701,Washington,3459.230941,No,Extended,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,96,6,8,0,1,Corporate Auto,Corporate L3,Offer3,Web,460.8,Four-Door Car,Medsize +CC16034,Oregon,17103.79173,No,Basic,High School or Below,1/28/11,Employed,F,51747,Suburban,Married,71,8,71,0,2,Personal Auto,Personal L3,Offer2,Web,340.8,Four-Door Car,Medsize +YA83600,Arizona,2753.312714,No,Basic,High School or Below,1/7/11,Employed,F,28887,Suburban,Single,73,16,15,2,1,Personal Auto,Personal L2,Offer1,Branch,425.81795,Four-Door Car,Medsize +UE10014,Arizona,12866.89474,No,Basic,High School or Below,2/8/11,Unemployed,M,0,Suburban,Single,189,24,93,0,6,Personal Auto,Personal L3,Offer1,Agent,1415.579302,Luxury Car,Small +NV11692,Nevada,4420.248983,No,Basic,Bachelor,1/28/11,Unemployed,F,0,Suburban,Single,68,0,93,3,5,Personal Auto,Personal L3,Offer2,Agent,546.420009,Four-Door Car,Large +XJ52902,Nevada,2756.472584,No,Basic,High School or Below,1/27/11,Employed,M,43540,Rural,Married,70,29,60,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,117.585017,Two-Door Car,Medsize +EI89831,Nevada,7743.918426,No,Basic,Bachelor,1/25/11,Employed,F,96961,Rural,Married,64,24,99,0,2,Corporate Auto,Corporate L3,Offer4,Call Center,81.377259,Two-Door Car,Medsize +ZY57929,Arizona,8169.746083,No,Basic,College,1/26/11,Employed,F,32799,Suburban,Divorced,104,7,27,0,3,Personal Auto,Personal L2,Offer1,Agent,499.2,SUV,Medsize +KI70852,Nevada,3569.864625,No,Basic,Bachelor,2/27/11,Unemployed,F,0,Suburban,Single,101,12,38,0,1,Personal Auto,Personal L3,Offer1,Call Center,1201.085226,SUV,Small +WD38067,California,10656.88195,Yes,Extended,Bachelor,2/27/11,Employed,F,72540,Suburban,Married,88,7,3,0,2,Personal Auto,Personal L2,Offer2,Call Center,631.743039,Two-Door Car,Medsize +NQ45562,California,7092.635635,No,Premium,Master,1/14/11,Employed,M,35173,Rural,Married,180,24,9,2,1,Personal Auto,Personal L2,Offer1,Agent,415.331869,Sports Car,Medsize +RU75129,Washington,2777.341885,No,Basic,High School or Below,2/1/11,Employed,F,65431,Suburban,Married,69,7,90,0,1,Personal Auto,Personal L2,Offer4,Call Center,331.2,Four-Door Car,Medsize +KC16062,Arizona,7550.41865,No,Basic,High School or Below,1/15/11,Unemployed,F,0,Suburban,Married,100,20,48,0,6,Corporate Auto,Corporate L3,Offer1,Agent,480,SUV,Small +VK57280,Washington,4727.354548,No,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Single,72,23,7,0,3,Personal Auto,Personal L2,Offer2,Call Center,345.6,Four-Door Car,Medsize +AP90638,Arizona,14274.55485,No,Extended,High School or Below,2/2/11,Unemployed,M,0,Suburban,Single,84,35,42,0,2,Personal Auto,Personal L1,Offer4,Call Center,604.8,Four-Door Car,Medsize +GF12712,California,9559.340024,No,Extended,High School or Below,1/24/11,Employed,F,40672,Suburban,Divorced,121,28,99,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,580.8,SUV,Medsize +QQ26855,California,8879.790017,Yes,Basic,High School or Below,2/3/11,Employed,F,52583,Urban,Single,113,12,59,0,7,Personal Auto,Personal L3,Offer1,Agent,528.20086,SUV,Small +ZJ90079,Arizona,5525.470004,No,Basic,College,2/1/11,Employed,F,64816,Suburban,Married,69,30,33,0,7,Corporate Auto,Corporate L2,Offer3,Agent,331.2,Four-Door Car,Small +CE75354,California,5923.208,No,Basic,Bachelor,2/20/11,Employed,F,36685,Suburban,Married,74,15,25,0,5,Corporate Auto,Corporate L1,Offer1,Branch,355.2,Four-Door Car,Medsize +CP38401,Oregon,8501.652884,No,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Single,136,20,98,3,6,Personal Auto,Personal L2,Offer1,Web,979.2,Sports Car,Medsize +ZZ42291,California,40235.9731,No,Extended,Master,1/13/11,Employed,F,77143,Rural,Married,125,5,49,3,2,Personal Auto,Personal L3,Offer1,Agent,176.006384,SUV,Small +EI57866,Arizona,2584.824329,No,Basic,Master,2/23/11,Employed,M,60942,Urban,Married,64,11,56,0,1,Special Auto,Special L1,Offer2,Call Center,288.205261,Two-Door Car,Large +KL39986,Arizona,19278.81715,No,Basic,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,61,12,77,0,2,Personal Auto,Personal L3,Offer3,Branch,366.604732,Two-Door Car,Medsize +PL18921,Oregon,11981.98481,Yes,Basic,Master,1/20/11,Retired,F,21514,Urban,Married,62,0,59,0,2,Personal Auto,Personal L2,Offer1,Agent,257.248789,Two-Door Car,Medsize +SR71068,Washington,3933.813993,Yes,Basic,High School or Below,1/23/11,Employed,M,25927,Suburban,Single,103,6,20,0,1,Personal Auto,Personal L3,Offer2,Web,674.973614,SUV,Medsize +JM47657,Oregon,2491.257604,Yes,Basic,High School or Below,2/12/11,Medical Leave,F,25965,Suburban,Divorced,65,23,27,0,1,Personal Auto,Personal L3,Offer1,Agent,329.206567,Four-Door Car,Medsize +JZ54775,Arizona,7431.664369,No,Extended,Bachelor,1/15/11,Employed,F,27688,Suburban,Married,92,8,86,0,9,Personal Auto,Personal L3,Offer1,Agent,572.352362,Four-Door Car,Small +LO57469,Oregon,7865.182898,No,Extended,High School or Below,1/23/11,Employed,F,75490,Rural,Married,97,33,20,0,7,Corporate Auto,Corporate L3,Offer2,Agent,43.084332,Four-Door Car,Medsize +DA99797,Oregon,15978.91049,No,Extended,Bachelor,1/15/11,Employed,F,33871,Suburban,Single,136,2,23,0,2,Personal Auto,Personal L3,Offer1,Call Center,933.624655,SUV,Medsize +WA63124,Nevada,2113.85703,No,Basic,College,2/25/11,Unemployed,F,0,Suburban,Single,65,27,37,2,1,Personal Auto,Personal L1,Offer3,Call Center,468,Four-Door Car,Small +YV97407,California,8661.735884,No,Basic,College,1/19/11,Employed,M,85470,Suburban,Single,109,23,31,0,6,Personal Auto,Personal L2,Offer1,Agent,523.2,SUV,Medsize +UQ71296,Washington,5625.307768,No,Basic,College,2/28/11,Employed,M,97095,Urban,Married,70,4,8,0,5,Personal Auto,Personal L1,Offer4,Branch,208.035411,Four-Door Car,Large +LY14687,Washington,4592.150374,No,Basic,College,2/13/11,Employed,F,73604,Rural,Married,114,15,89,0,1,Personal Auto,Personal L2,Offer1,Agent,184.222768,SUV,Medsize +AM32820,California,3709.919724,No,Basic,Bachelor,1/29/11,Unemployed,M,0,Suburban,Single,112,13,33,0,1,Personal Auto,Personal L2,Offer2,Agent,1082.898726,SUV,Medsize +ZP47993,California,8208.929715,No,Premium,Bachelor,1/11/11,Employed,F,40646,Suburban,Married,103,22,6,0,8,Personal Auto,Personal L3,Offer2,Web,494.4,Four-Door Car,Medsize +WN13366,Arizona,5595.389905,Yes,Basic,High School or Below,2/5/11,Employed,F,74454,Suburban,Single,71,25,29,0,3,Personal Auto,Personal L3,Offer2,Call Center,340.8,Four-Door Car,Medsize +MK87221,Arizona,3413.62256,No,Extended,High School or Below,2/12/11,Medical Leave,F,18168,Suburban,Married,87,25,50,0,1,Personal Auto,Personal L2,Offer2,Agent,417.6,Two-Door Car,Medsize +BC77846,Nevada,6325.030596,No,Extended,High School or Below,2/28/11,Unemployed,M,0,Suburban,Married,89,4,86,0,7,Personal Auto,Personal L2,Offer3,Agent,614.572672,Two-Door Car,Medsize +YL27602,Oregon,6393.874612,No,Basic,Master,1/27/11,Unemployed,M,0,Suburban,Single,66,4,6,2,2,Personal Auto,Personal L3,Offer1,Agent,316.8,Four-Door Car,Large +QS70017,Arizona,8738.401013,No,Premium,Bachelor,1/26/11,Employed,M,43597,Suburban,Married,110,20,24,0,6,Personal Auto,Personal L3,Offer1,Agent,528,Two-Door Car,Medsize +PZ80067,Oregon,4836.394361,No,Premium,High School or Below,2/25/11,Unemployed,M,0,Suburban,Divorced,140,15,87,0,1,Personal Auto,Personal L2,Offer3,Branch,672,SUV,Small +FV62588,Oregon,24967.75842,No,Basic,High School or Below,2/15/11,Employed,M,66825,Rural,Married,69,11,47,0,2,Personal Auto,Personal L3,Offer4,Agent,70.031111,Four-Door Car,Medsize +IN56924,California,5409.955926,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,62,1,9,5,2,Personal Auto,Personal L3,Offer2,Agent,297.6,Four-Door Car,Medsize +IX67925,California,2344.233188,No,Basic,Bachelor,2/16/11,Unemployed,M,0,Suburban,Single,74,13,42,1,1,Personal Auto,Personal L2,Offer4,Branch,532.8,Four-Door Car,Medsize +IS58553,Oregon,15173.96841,No,Extended,High School or Below,2/26/11,Employed,F,22448,Suburban,Married,126,20,32,0,2,Personal Auto,Personal L3,Offer1,Branch,604.8,SUV,Medsize +AB78984,Oregon,11124.20636,No,Extended,College,1/17/11,Employed,M,42596,Rural,Single,96,8,82,0,2,Personal Auto,Personal L1,Offer1,Web,42.293622,Four-Door Car,Medsize +WN13947,Oregon,4863.266809,No,Basic,Bachelor,1/20/11,Unemployed,M,0,Suburban,Single,70,3,35,0,5,Corporate Auto,Corporate L3,Offer2,Agent,646.785442,Four-Door Car,Small +VA91846,Arizona,5577.54128,No,Basic,College,1/9/11,Employed,M,97868,Urban,Married,70,5,22,1,3,Special Auto,Special L2,Offer3,Branch,267.786573,Two-Door Car,Large +KM58067,California,4526.94696,No,Basic,High School or Below,2/9/11,Employed,F,92921,Rural,Married,112,35,49,0,1,Personal Auto,Personal L2,Offer2,Call Center,109.28708,SUV,Medsize +EL42453,Washington,2519.569496,No,Basic,Bachelor,1/10/11,Employed,M,41372,Suburban,Married,64,21,32,0,1,Personal Auto,Personal L2,Offer2,Branch,307.2,Four-Door Car,Small +TP10619,California,4892.422239,No,Basic,High School or Below,1/27/11,Medical Leave,F,26660,Suburban,Married,63,23,40,0,8,Personal Auto,Personal L2,Offer3,Agent,453.6,Two-Door Car,Medsize +AH41065,Washington,18943.26899,No,Extended,High School or Below,1/27/11,Employed,M,58851,Suburban,Married,79,11,33,1,2,Personal Auto,Personal L1,Offer2,Web,494.187643,Four-Door Car,Medsize +SS63511,California,8564.768226,Yes,Basic,High School or Below,2/17/11,Employed,M,95697,Rural,Married,107,29,29,0,9,Corporate Auto,Corporate L3,Offer2,Agent,178.006524,Sports Car,Medsize +NE21279,California,4419.539523,No,Basic,Master,1/28/11,Unemployed,F,0,Suburban,Married,112,16,12,0,1,Personal Auto,Personal L3,Offer1,Agent,537.6,SUV,Medsize +TN71995,Arizona,5637.740051,No,Extended,Bachelor,2/26/11,Unemployed,M,0,Suburban,Divorced,84,4,52,1,4,Personal Auto,Personal L3,Offer2,Agent,403.2,Four-Door Car,Large +OM13505,Washington,5047.483378,No,Basic,Bachelor,1/14/11,Employed,M,81741,Urban,Single,64,10,94,0,8,Corporate Auto,Corporate L2,Offer1,Agent,186.448395,Four-Door Car,Medsize +KI83797,Oregon,4913.118904,No,Basic,College,2/6/11,Employed,F,48295,Urban,Single,63,25,96,0,8,Personal Auto,Personal L1,Offer1,Branch,290.301553,Four-Door Car,Medsize +SH60585,Nevada,5799.063709,No,Basic,High School or Below,1/29/11,Employed,F,65538,Urban,Married,72,24,86,0,3,Personal Auto,Personal L3,Offer4,Web,261.341223,Four-Door Car,Small +GU33167,Oregon,5568.984683,No,Basic,College,1/15/11,Employed,M,53997,Suburban,Married,69,26,3,0,3,Personal Auto,Personal L3,Offer1,Branch,345.158393,Four-Door Car,Medsize +BX20846,Oregon,3861.486269,Yes,Extended,College,1/6/11,Employed,F,93272,Urban,Married,95,3,54,0,1,Personal Auto,Personal L3,Offer2,Branch,281.110788,Four-Door Car,Medsize +VK69632,California,2912.913958,No,Basic,Bachelor,2/5/11,Employed,F,68899,Rural,Single,74,6,60,0,1,Personal Auto,Personal L3,Offer2,Branch,66.103422,Two-Door Car,Medsize +RU72450,California,6980.325287,No,Basic,Bachelor,1/25/11,Unemployed,M,0,Suburban,Single,67,20,14,0,2,Corporate Auto,Corporate L3,Offer3,Branch,321.6,Four-Door Car,Medsize +KN15789,Nevada,6769.324811,No,Extended,High School or Below,1/4/11,Unemployed,F,0,Suburban,Single,97,31,43,0,7,Personal Auto,Personal L3,Offer1,Agent,698.4,Four-Door Car,Small +GG29821,Oregon,8193.555045,No,Basic,Bachelor,2/20/11,Employed,M,54950,Urban,Married,103,25,75,0,7,Corporate Auto,Corporate L1,Offer4,Web,480.578584,SUV,Medsize +RN98239,California,7519.133631,Yes,Extended,High School or Below,2/20/11,Employed,M,96306,Rural,Divorced,95,12,17,1,6,Personal Auto,Personal L1,Offer1,Agent,185.355353,Four-Door Car,Medsize +NE83217,Nevada,3746.03079,No,Extended,Bachelor,1/26/11,Employed,F,70342,Suburban,Single,96,3,99,1,1,Personal Auto,Personal L2,Offer3,Web,685.907341,Four-Door Car,Small +YU72630,Arizona,2592.437797,Yes,Basic,High School or Below,1/2/11,Employed,M,72421,Suburban,Married,65,8,23,0,1,Personal Auto,Personal L2,Offer2,Call Center,312,Four-Door Car,Small +EZ80325,California,4548.291613,No,Extended,Bachelor,2/6/11,Unemployed,F,0,Suburban,Married,132,5,88,3,1,Personal Auto,Personal L2,Offer1,Branch,950.4,Sports Car,Large +CE41738,Oregon,2885.002508,No,Basic,College,1/21/11,Employed,F,77748,Rural,Married,72,1,51,0,1,Personal Auto,Personal L3,Offer2,Branch,7.214579,Two-Door Car,Medsize +HF15113,Oregon,4883.551402,No,Basic,Bachelor,1/2/11,Disabled,F,19096,Suburban,Divorced,64,17,5,0,3,Personal Auto,Personal L3,Offer1,Web,374.8996,Two-Door Car,Medsize +WZ83320,Arizona,9061.057741,No,Premium,Master,2/18/11,Employed,F,73876,Urban,Married,112,19,71,0,8,Personal Auto,Personal L1,Offer3,Web,419.303041,Four-Door Car,Medsize +XX31571,Washington,16728.34386,No,Extended,High School or Below,1/15/11,Unemployed,M,0,Suburban,Single,237,1,29,0,5,Personal Auto,Personal L1,Offer3,Agent,1706.4,Luxury Car,Medsize +US90854,Oregon,11177.7521,No,Basic,Bachelor,1/16/11,Employed,M,20742,Urban,Single,100,17,52,0,2,Personal Auto,Personal L2,Offer2,Web,455.851876,SUV,Medsize +FX55357,Arizona,4364.311891,No,Basic,College,1/18/11,Employed,M,44804,Suburban,Single,114,15,13,0,1,Corporate Auto,Corporate L3,Offer4,Branch,778.350073,SUV,Medsize +LR32149,Arizona,22940.38215,No,Basic,Bachelor,1/1/11,Employed,F,52993,Urban,Married,64,16,86,0,2,Personal Auto,Personal L1,Offer1,Call Center,304.699889,Four-Door Car,Medsize +UK66803,Oregon,4926.282836,No,Basic,Bachelor,1/9/11,Employed,F,49185,Rural,Married,61,11,92,0,8,Corporate Auto,Corporate L3,Offer3,Branch,126.950071,Two-Door Car,Medsize +VO87159,Oregon,23086.36478,No,Basic,High School or Below,2/1/11,Employed,F,69240,Urban,Single,194,16,29,0,2,Personal Auto,Personal L3,Offer2,Branch,744.769131,Luxury SUV,Medsize +QK23524,Oregon,5149.301306,No,Extended,Bachelor,1/22/11,Employed,F,26877,Suburban,Married,131,5,2,0,1,Personal Auto,Personal L2,Offer4,Agent,628.8,SUV,Small +ZQ37164,Arizona,8016.747629,No,Basic,Bachelor,1/29/11,Employed,F,82828,Urban,Married,67,14,36,1,2,Personal Auto,Personal L2,Offer4,Agent,217.472776,Four-Door Car,Medsize +FG47217,California,2538.857089,No,Basic,Bachelor,2/11/11,Employed,M,99824,Suburban,Married,63,1,56,0,1,Special Auto,Special L2,Offer1,Agent,302.4,Four-Door Car,Medsize +FQ46354,California,10498.92645,No,Extended,Bachelor,2/4/11,Employed,M,30352,Rural,Married,89,21,13,0,2,Personal Auto,Personal L2,Offer1,Web,146.110685,Four-Door Car,Medsize +AG56998,Oregon,2448.646138,No,Basic,College,2/8/11,Unemployed,M,0,Suburban,Married,69,7,68,0,1,Corporate Auto,Corporate L3,Offer2,Branch,331.2,Two-Door Car,Medsize +KG23128,Oregon,6057.07208,Yes,Extended,Bachelor,2/14/11,Retired,M,27681,Suburban,Married,83,13,62,0,9,Personal Auto,Personal L3,Offer2,Agent,398.4,Two-Door Car,Medsize +NX34811,Nevada,8295.837442,No,Premium,Bachelor,2/10/11,Employed,F,85478,Rural,Married,103,29,15,0,6,Personal Auto,Personal L1,Offer1,Call Center,224.159416,Two-Door Car,Medsize +PY79729,Oregon,2786.661219,No,Basic,High School or Below,1/3/11,Employed,F,94310,Suburban,Divorced,70,1,76,4,1,Corporate Auto,Corporate L3,Offer4,Agent,430.769347,Four-Door Car,Small +VJ64329,Oregon,25464.82059,Yes,Extended,College,2/1/11,Retired,F,13663,Suburban,Single,97,1,66,0,2,Corporate Auto,Corporate L3,Offer1,Branch,465.6,Four-Door Car,Small +CO71312,Arizona,11469.62991,No,Premium,High School or Below,1/6/11,Disabled,F,10384,Suburban,Married,151,5,72,0,5,Personal Auto,Personal L2,Offer1,Agent,914.434097,SUV,Medsize +VG83453,California,3557.368368,No,Extended,Doctor,2/21/11,Disabled,M,17272,Suburban,Married,93,30,58,0,1,Personal Auto,Personal L2,Offer4,Call Center,446.4,Two-Door Car,Medsize +JD78271,Nevada,8317.302513,No,Basic,College,1/18/11,Employed,F,64367,Rural,Married,104,2,14,0,9,Personal Auto,Personal L2,Offer3,Call Center,96.431061,SUV,Medsize +XM69101,Oregon,7601.951104,No,Extended,Bachelor,1/29/11,Employed,M,47519,Urban,Married,96,21,2,0,4,Personal Auto,Personal L1,Offer2,Branch,245.248248,Two-Door Car,Medsize +HK30754,Arizona,9426.971158,No,Extended,College,1/16/11,Medical Leave,M,26263,Suburban,Divorced,85,11,31,0,2,Special Auto,Special L2,Offer4,Agent,475.159732,Two-Door Car,Large +WJ47053,Oregon,6418.849149,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Single,63,30,34,0,2,Personal Auto,Personal L3,Offer1,Call Center,556.85728,Two-Door Car,Medsize +HX36471,California,6788.084852,No,Extended,High School or Below,1/13/11,Unemployed,F,0,Suburban,Single,93,2,70,0,9,Personal Auto,Personal L3,Offer2,Branch,855.341729,Two-Door Car,Medsize +HS66275,California,3358.660979,No,Extended,High School or Below,2/18/11,Employed,F,77309,Suburban,Married,83,22,6,0,1,Personal Auto,Personal L2,Offer4,Agent,596.320943,Two-Door Car,Small +MB75636,Oregon,2439.930981,No,Basic,College,1/10/11,Employed,F,50876,Urban,Married,61,13,60,0,1,Personal Auto,Personal L2,Offer1,Agent,171.248196,Four-Door Car,Medsize +KB35786,Oregon,4505.85011,No,Basic,Bachelor,2/3/11,Medical Leave,M,20284,Suburban,Single,65,14,84,1,3,Personal Auto,Personal L2,Offer1,Agent,532.806637,Four-Door Car,Medsize +LX42787,California,2309.596399,No,Basic,College,1/3/11,Retired,M,22567,Suburban,Single,69,6,12,0,1,Personal Auto,Personal L2,Offer4,Branch,496.8,Four-Door Car,Large +SS34897,California,2541.523959,No,Basic,Bachelor,1/27/11,Employed,M,63546,Rural,Married,64,1,53,0,1,Personal Auto,Personal L2,Offer3,Call Center,131.813652,Four-Door Car,Medsize +ZQ92997,Nevada,6414.081362,No,Extended,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,89,0,12,0,5,Personal Auto,Personal L3,Offer1,Call Center,640.8,Four-Door Car,Medsize +OB66874,Oregon,2585.206268,No,Basic,College,1/12/11,Employed,F,28137,Suburban,Married,65,23,2,0,1,Personal Auto,Personal L1,Offer3,Web,312,Two-Door Car,Large +LE74625,California,2961.31408,No,Extended,Master,2/28/11,Medical Leave,M,22608,Suburban,Married,77,5,10,0,1,Personal Auto,Personal L1,Offer2,Agent,369.6,Four-Door Car,Small +QN60028,California,2759.978287,Yes,Basic,Bachelor,1/3/11,Employed,M,92296,Suburban,Married,69,4,65,0,1,Corporate Auto,Corporate L2,Offer2,Agent,331.2,Two-Door Car,Medsize +GV19121,Oregon,3341.6835,No,Basic,College,2/10/11,Unemployed,M,0,Suburban,Single,69,9,72,5,3,Personal Auto,Personal L3,Offer4,Branch,331.2,Two-Door Car,Large +PS43764,Washington,5169.49937,Yes,Basic,High School or Below,2/26/11,Medical Leave,M,12430,Suburban,Single,73,22,13,0,4,Special Auto,Special L2,Offer2,Call Center,350.4,Four-Door Car,Medsize +YW60802,Oregon,4117.37239,No,Basic,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,116,19,99,0,1,Personal Auto,Personal L1,Offer1,Web,1301.796063,SUV,Small +UI80897,Washington,5552.596353,No,Basic,High School or Below,2/27/11,Employed,M,50470,Suburban,Divorced,71,1,87,0,8,Corporate Auto,Corporate L2,Offer4,Call Center,377.498287,Two-Door Car,Large +VV35420,Arizona,7285.030983,Yes,Basic,High School or Below,2/28/11,Employed,M,44788,Suburban,Married,61,6,48,0,2,Personal Auto,Personal L1,Offer2,Agent,386.031248,Four-Door Car,Small +RW61528,Nevada,13916.93446,No,Premium,College,1/2/11,Employed,F,52423,Suburban,Single,119,2,80,1,2,Corporate Auto,Corporate L1,Offer1,Web,571.2,Four-Door Car,Medsize +LT60268,Nevada,11044.42715,No,Extended,College,1/4/11,Employed,F,29696,Urban,Single,139,17,41,0,3,Personal Auto,Personal L3,Offer3,Call Center,478.107847,SUV,Medsize +VA77345,Oregon,3531.039178,No,Extended,College,2/25/11,Employed,F,26884,Urban,Married,89,11,84,0,1,Special Auto,Special L2,Offer4,Call Center,238.132215,Four-Door Car,Medsize +WG15595,California,2759.618207,No,Basic,College,1/9/11,Employed,M,64388,Suburban,Married,69,12,51,0,1,Personal Auto,Personal L3,Offer1,Agent,331.2,Two-Door Car,Small +FZ45665,Oregon,6500.409697,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,61,13,37,0,2,Personal Auto,Personal L3,Offer1,Agent,292.8,Four-Door Car,Medsize +MM90239,Oregon,6369.262355,Yes,Extended,High School or Below,1/20/11,Employed,M,34498,Suburban,Single,83,30,72,0,7,Personal Auto,Personal L1,Offer2,Branch,398.4,Two-Door Car,Small +UG18431,Arizona,13083.48622,No,Basic,Bachelor,2/9/11,Employed,M,73060,Suburban,Married,108,9,78,0,2,Special Auto,Special L3,Offer2,Call Center,518.4,SUV,Medsize +BE78308,Oregon,2150.906016,No,Basic,Bachelor,1/29/11,Unemployed,M,0,Suburban,Single,63,8,83,0,1,Personal Auto,Personal L1,Offer1,Branch,453.6,Two-Door Car,Medsize +EM29019,Arizona,8447.888167,No,Basic,Bachelor,2/18/11,Employed,F,61337,Rural,Married,105,35,46,0,9,Personal Auto,Personal L2,Offer1,Call Center,2.54009,SUV,Medsize +SK37917,Nevada,5075.420953,No,Basic,College,1/11/11,Unemployed,M,0,Suburban,Single,73,28,8,0,3,Corporate Auto,Corporate L2,Offer3,Agent,350.4,Two-Door Car,Medsize +DD68171,Arizona,3527.851585,No,Extended,Bachelor,2/8/11,Employed,F,59496,Rural,Married,88,22,64,0,1,Personal Auto,Personal L3,Offer1,Agent,189.144728,Four-Door Car,Medsize +NF20746,Oregon,13061.51639,No,Basic,Bachelor,1/18/11,Unemployed,F,0,Suburban,Single,180,4,45,0,6,Personal Auto,Personal L1,Offer2,Agent,1474.267145,Luxury Car,Medsize +PY48656,Arizona,6259.510365,No,Extended,Master,1/31/11,Employed,F,37813,Rural,Married,78,4,26,1,5,Corporate Auto,Corporate L2,Offer1,Agent,39.781368,Four-Door Car,Medsize +AO42003,Oregon,16681.32634,No,Basic,College,1/24/11,Employed,F,55907,Suburban,Married,104,23,64,0,2,Corporate Auto,Corporate L1,Offer1,Agent,499.2,SUV,Large +DK41858,Arizona,5791.610721,No,Basic,College,2/5/11,Employed,F,80480,Urban,Married,72,6,55,0,7,Personal Auto,Personal L3,Offer3,Agent,242.842607,Four-Door Car,Medsize +TY20016,Oregon,7980.488637,No,Basic,Bachelor,1/20/11,Employed,M,72734,Urban,Married,66,7,96,0,2,Personal Auto,Personal L3,Offer4,Web,195.218968,Two-Door Car,Large +OH76118,Washington,2767.499996,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Rural,Married,72,27,60,0,1,Personal Auto,Personal L2,Offer1,Web,22.326388,Four-Door Car,Medsize +IZ79227,Arizona,2975.256549,No,Extended,Bachelor,1/6/11,Employed,M,36548,Suburban,Married,76,10,95,0,1,Personal Auto,Personal L1,Offer2,Agent,547.2,Four-Door Car,Small +HN10814,Arizona,4178.586494,No,Basic,Master,1/28/11,Employed,M,62113,Rural,Married,104,1,0,0,1,Personal Auto,Personal L3,Offer2,Web,5.894778,SUV,Medsize +OD25312,Arizona,4734.257944,No,Basic,College,1/30/11,Unemployed,M,0,Suburban,Single,67,7,75,0,5,Personal Auto,Personal L3,Offer3,Agent,747.458052,Four-Door Car,Medsize +ZR32858,California,4315.788632,No,Basic,Bachelor,2/25/11,Employed,F,41252,Urban,Married,109,25,31,0,1,Personal Auto,Personal L3,Offer2,Branch,514.059402,SUV,Medsize +FC68244,Oregon,6126.568309,No,Extended,High School or Below,1/1/11,Employed,M,61139,Suburban,Married,76,4,16,0,4,Personal Auto,Personal L2,Offer2,Web,364.8,Four-Door Car,Medsize +VS86041,Arizona,2694.599099,No,Basic,Bachelor,2/5/11,Employed,F,26744,Suburban,Married,68,16,61,0,1,Corporate Auto,Corporate L3,Offer2,Agent,326.4,Two-Door Car,Large +EQ82942,California,9338.08481,No,Extended,Bachelor,2/4/11,Unemployed,F,0,Suburban,Single,132,17,34,0,3,Personal Auto,Personal L3,Offer1,Branch,950.4,SUV,Medsize +ZE82255,California,18680.99387,No,Basic,College,1/15/11,Employed,F,74640,Suburban,Married,66,0,44,0,2,Corporate Auto,Corporate L2,Offer1,Branch,375.514273,Four-Door Car,Large +DA79544,Oregon,2551.349248,No,Basic,Bachelor,2/1/11,Employed,M,88126,Rural,Married,64,27,71,1,1,Personal Auto,Personal L1,Offer2,Branch,151.973156,Four-Door Car,Medsize +WG33213,California,2808.078361,No,Basic,Bachelor,1/23/11,Employed,F,55005,Suburban,Divorced,70,31,39,1,1,Personal Auto,Personal L2,Offer4,Call Center,336,Four-Door Car,Medsize +DP97298,California,9710.286449,No,Extended,High School or Below,1/23/11,Employed,M,33190,Rural,Single,123,1,95,0,4,Personal Auto,Personal L2,Offer1,Call Center,40.950769,Sports Car,Medsize +JH73645,California,15190.65404,No,Basic,High School or Below,2/12/11,Unemployed,M,0,Suburban,Single,71,4,64,4,2,Personal Auto,Personal L3,Offer2,Call Center,839.593218,Four-Door Car,Small +SK98708,Oregon,4069.776372,No,Premium,College,1/13/11,Unemployed,F,0,Suburban,Single,117,0,42,0,1,Corporate Auto,Corporate L3,Offer2,Branch,609.801279,Four-Door Car,Medsize +ZZ62245,Oregon,6612.220871,No,Extended,High School or Below,1/31/11,Unemployed,F,0,Suburban,Single,97,31,34,2,9,Personal Auto,Personal L2,Offer1,Web,669.399277,Four-Door Car,Medsize +AU46604,California,2030.783687,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,64,0,8,1,1,Personal Auto,Personal L2,Offer2,Agent,731.479725,Four-Door Car,Small +HD44279,Arizona,5090.44875,No,Basic,Bachelor,2/8/11,Disabled,F,25226,Suburban,Divorced,71,13,97,1,4,Personal Auto,Personal L2,Offer1,Branch,340.8,Four-Door Car,Medsize +LS99940,California,3353.381136,No,Extended,Master,1/30/11,Employed,F,63398,Urban,Married,83,29,46,0,1,Personal Auto,Personal L2,Offer2,Web,292.206784,Four-Door Car,Medsize +EY27917,Oregon,8532.989751,No,Basic,Master,1/10/11,Employed,M,30092,Rural,Married,108,33,90,0,9,Personal Auto,Personal L1,Offer2,Call Center,192.265438,SUV,Large +ZJ22033,Washington,2647.519741,Yes,Basic,College,2/20/11,Employed,M,37876,Urban,Single,69,13,15,0,1,Corporate Auto,Corporate L1,Offer2,Agent,300.056383,Four-Door Car,Medsize +TZ60132,Oregon,6071.907243,No,Extended,High School or Below,2/5/11,Retired,F,12201,Suburban,Divorced,84,14,63,0,4,Corporate Auto,Corporate L3,Offer1,Branch,604.8,Four-Door Car,Medsize +XG74199,Oregon,9061.767848,No,Basic,College,1/19/11,Employed,M,37970,Rural,Married,115,8,44,0,3,Personal Auto,Personal L3,Offer1,Agent,124.967415,SUV,Medsize +YM74115,Nevada,2531.586761,No,Basic,Bachelor,2/22/11,Disabled,M,28898,Rural,Married,67,15,85,0,1,Corporate Auto,Corporate L1,Offer1,Branch,82.811346,Four-Door Car,Medsize +LO48126,Oregon,2467.129805,No,Basic,High School or Below,1/17/11,Employed,F,23845,Suburban,Married,61,33,34,0,1,Personal Auto,Personal L3,Offer2,Call Center,292.8,Four-Door Car,Large +NM37561,California,7408.167551,No,Basic,High School or Below,1/11/11,Employed,M,62810,Rural,Married,187,14,22,1,1,Corporate Auto,Corporate L2,Offer3,Web,32.874675,Luxury Car,Medsize +HW19141,Oregon,3452.414955,No,Extended,Bachelor,2/28/11,Employed,F,65773,Urban,Married,89,24,35,4,1,Corporate Auto,Corporate L2,Offer2,Call Center,245.308491,Four-Door Car,Medsize +OD21455,California,4481.387593,No,Basic,Bachelor,1/7/11,Unemployed,M,0,Urban,Single,69,1,25,0,4,Personal Auto,Personal L3,Offer3,Call Center,232.183503,Four-Door Car,Medsize +WN14477,California,21235.44557,No,Extended,Bachelor,2/9/11,Unemployed,M,0,Suburban,Divorced,86,29,45,0,2,Personal Auto,Personal L1,Offer2,Branch,568.746405,Four-Door Car,Medsize +YK88644,Nevada,3370.074728,No,Extended,Master,2/16/11,Unemployed,M,0,Suburban,Divorced,95,14,15,1,1,Personal Auto,Personal L3,Offer1,Branch,476.903351,Four-Door Car,Medsize +YO41331,Oregon,3746.751625,Yes,Extended,College,2/26/11,Employed,F,41479,Rural,Married,94,14,38,1,1,Personal Auto,Personal L3,Offer2,Call Center,19.575683,Two-Door Car,Large +PB39857,California,5129.608404,No,Extended,Master,2/23/11,Employed,M,72433,Urban,Married,126,34,48,0,1,Personal Auto,Personal L3,Offer2,Agent,343.139611,SUV,Large +NW67881,Oregon,12300.005,No,Basic,Bachelor,2/12/11,Employed,M,74586,Suburban,Married,103,14,19,0,2,Personal Auto,Personal L3,Offer2,Call Center,494.4,SUV,Medsize +BN13780,California,18065.27192,No,Extended,Bachelor,2/23/11,Unemployed,F,0,Suburban,Married,234,11,26,0,7,Personal Auto,Personal L3,Offer1,Agent,1135.141469,Luxury SUV,Medsize +EZ70847,Washington,19644.76296,No,Basic,College,2/12/11,Employed,F,67326,Suburban,Married,69,17,32,0,2,Corporate Auto,Corporate L1,Offer1,Agent,331.2,Four-Door Car,Medsize +YR75102,Arizona,35900.07644,No,Basic,College,2/8/11,Employed,M,25285,Suburban,Married,114,12,84,0,2,Personal Auto,Personal L2,Offer1,Agent,547.2,SUV,Medsize +RS30611,Arizona,6838.767672,No,Extended,High School or Below,2/1/11,Disabled,M,15871,Suburban,Married,89,20,19,0,4,Personal Auto,Personal L2,Offer4,Branch,427.2,Four-Door Car,Medsize +QT61438,Oregon,6519.287872,No,Extended,Master,1/28/11,Employed,M,38795,Suburban,Married,82,30,41,1,3,Corporate Auto,Corporate L3,Offer1,Branch,393.6,Two-Door Car,Small +MD44130,Oregon,5712.380598,No,Basic,High School or Below,1/28/11,Employed,M,24882,Suburban,Married,72,13,20,0,8,Corporate Auto,Corporate L2,Offer4,Branch,345.6,Two-Door Car,Large +MS78828,Nevada,5126.54272,No,Extended,College,1/4/11,Employed,F,33169,Suburban,Married,128,33,14,0,1,Personal Auto,Personal L3,Offer4,Branch,614.4,SUV,Medsize +DG31826,California,4984.618655,Yes,Basic,Bachelor,1/11/11,Employed,M,86305,Rural,Married,62,1,99,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,80.73124,Four-Door Car,Medsize +WW67905,Oregon,4102.199975,No,Basic,High School or Below,2/16/11,Unemployed,M,0,Suburban,Married,112,31,21,0,1,Corporate Auto,Corporate L2,Offer3,Agent,537.6,SUV,Small +LS92540,California,4111.197013,No,Basic,College,1/29/11,Employed,F,32210,Suburban,Divorced,103,16,97,0,1,Corporate Auto,Corporate L2,Offer1,Call Center,494.4,SUV,Large +RP92511,Nevada,11085.87709,No,Extended,Bachelor,1/20/11,Employed,M,69090,Urban,Married,139,24,11,0,5,Personal Auto,Personal L3,Offer1,Agent,387.222556,Sports Car,Medsize +LK63879,California,4745.680421,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,63,23,88,0,3,Personal Auto,Personal L2,Offer1,Branch,523.337427,Four-Door Car,Medsize +BT20606,Arizona,5837.528088,No,Basic,Doctor,1/10/11,Employed,M,83308,Suburban,Married,73,3,81,1,7,Personal Auto,Personal L2,Offer3,Agent,419.471438,Four-Door Car,Medsize +WW31823,Oregon,19190.31894,No,Basic,High School or Below,1/22/11,Employed,F,39034,Suburban,Married,68,10,55,0,2,Personal Auto,Personal L1,Offer1,Agent,466.446708,Four-Door Car,Small +MN79082,Oregon,6444.076976,No,Extended,College,1/5/11,Employed,M,46750,Suburban,Married,82,20,74,1,3,Corporate Auto,Corporate L1,Offer3,Branch,672.026958,Two-Door Car,Small +ID89933,Oregon,7255.577594,No,Extended,Doctor,1/9/11,Employed,F,39786,Urban,Married,91,2,91,1,9,Personal Auto,Personal L2,Offer1,Web,365.835977,Four-Door Car,Medsize +NM77390,Nevada,8197.712164,No,Basic,High School or Below,1/13/11,Employed,M,56788,Suburban,Single,108,22,34,5,7,Special Auto,Special L3,Offer1,Agent,579.710188,SUV,Medsize +NN79124,Nevada,4554.911887,No,Basic,Bachelor,1/13/11,Employed,M,90156,Urban,Married,114,16,6,0,1,Personal Auto,Personal L1,Offer2,Call Center,388.346716,SUV,Small +DF97701,Oregon,7069.740965,No,Extended,Bachelor,2/8/11,Employed,F,63867,Suburban,Married,89,21,4,1,3,Corporate Auto,Corporate L3,Offer3,Branch,432.361631,Four-Door Car,Medsize +EJ73184,California,4743.694528,No,Basic,Bachelor,2/10/11,Employed,F,83413,Rural,Married,118,0,1,0,1,Personal Auto,Personal L3,Offer2,Web,134.801691,SUV,Medsize +GE43335,Nevada,4019.384424,No,Basic,College,2/18/11,Unemployed,M,0,Suburban,Divorced,118,2,48,0,1,Personal Auto,Personal L1,Offer1,Branch,566.4,SUV,Large +HB68898,Oregon,20239.38353,No,Premium,Bachelor,1/30/11,Employed,F,36116,Rural,Married,171,27,33,2,2,Corporate Auto,Corporate L1,Offer1,Branch,158.126982,SUV,Medsize +UP80657,Washington,2674.730716,Yes,Basic,College,2/15/11,Employed,M,56342,Suburban,Single,69,12,89,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,331.2,Four-Door Car,Small +PR13091,Oregon,9206.429641,No,Basic,College,1/23/11,Employed,F,55542,Urban,Single,117,1,76,0,5,Personal Auto,Personal L3,Offer1,Web,310.651386,Sports Car,Medsize +YV73432,Oregon,23187.14574,No,Basic,College,2/2/11,Employed,M,58466,Suburban,Married,66,7,79,1,2,Personal Auto,Personal L3,Offer4,Branch,316.8,Two-Door Car,Medsize +CG90504,Oregon,4770.550911,Yes,Basic,College,2/1/11,Medical Leave,F,12964,Suburban,Single,65,2,37,0,4,Personal Auto,Personal L3,Offer1,Web,362.774545,Two-Door Car,Medsize +SH12501,Washington,3768.086327,No,Extended,High School or Below,1/26/11,Employed,M,43412,Suburban,Married,94,33,38,0,1,Personal Auto,Personal L2,Offer4,Agent,509.722387,Two-Door Car,Medsize +ZR58728,Nevada,2893.739608,No,Basic,Master,1/25/11,Employed,M,82611,Suburban,Single,74,23,87,1,1,Personal Auto,Personal L3,Offer2,Web,355.2,Four-Door Car,Medsize +NS57426,Arizona,11611.94584,No,Extended,Bachelor,2/11/11,Employed,M,28915,Suburban,Single,76,10,49,0,2,Personal Auto,Personal L3,Offer4,Web,364.8,Four-Door Car,Medsize +HU99414,Oregon,14246.14841,No,Extended,High School or Below,2/2/11,Unemployed,M,0,Suburban,Single,207,13,68,0,6,Personal Auto,Personal L3,Offer2,Agent,1490.4,Luxury Car,Small +LP86596,Arizona,2554.551152,No,Basic,High School or Below,2/9/11,Unemployed,F,0,Suburban,Married,70,19,27,0,1,Personal Auto,Personal L3,Offer4,Agent,336,Four-Door Car,Medsize +HR92775,California,3226.516193,No,Extended,College,1/10/11,Employed,F,91774,Urban,Single,81,4,21,0,1,Personal Auto,Personal L3,Offer1,Call Center,285.020982,Four-Door Car,Medsize +DQ69331,Washington,2227.072755,Yes,Basic,High School or Below,1/5/11,Retired,M,27972,Suburban,Married,61,7,38,0,1,Personal Auto,Personal L2,Offer3,Web,292.8,Four-Door Car,Medsize +SP41790,California,10623.40552,No,Extended,Bachelor,1/23/11,Unemployed,M,0,Suburban,Married,96,11,16,0,2,Personal Auto,Personal L3,Offer2,Agent,460.8,Four-Door Car,Small +YA52900,Oregon,8304.688878,No,Extended,College,2/19/11,Unemployed,M,0,Suburban,Married,122,22,14,2,9,Corporate Auto,Corporate L3,Offer2,Agent,681.328474,SUV,Small +RQ88363,California,5155.529312,No,Basic,College,1/18/11,Employed,F,77857,Rural,Married,64,0,99,0,9,Personal Auto,Personal L3,Offer1,Agent,160.62847,Four-Door Car,Small +OZ37864,Oregon,4407.769164,No,Basic,Bachelor,1/21/11,Unemployed,F,0,Rural,Divorced,62,18,34,0,3,Personal Auto,Personal L3,Offer1,Branch,114.097383,Four-Door Car,Medsize +EH27304,California,2955.495724,No,Basic,Doctor,1/21/11,Employed,F,56502,Suburban,Single,74,15,78,0,1,Personal Auto,Personal L1,Offer3,Branch,355.2,Four-Door Car,Medsize +CR37971,Oregon,3900.906002,No,Extended,Bachelor,2/9/11,Employed,M,95018,Urban,Married,97,21,81,0,1,Personal Auto,Personal L2,Offer2,Web,315.879728,Four-Door Car,Large +KL54950,Oregon,4531.372981,No,Extended,Bachelor,1/10/11,Employed,M,23705,Suburban,Married,122,33,2,4,1,Personal Auto,Personal L3,Offer1,Agent,585.6,SUV,Medsize +DS75515,California,2813.309659,No,Basic,Bachelor,2/1/11,Employed,M,72333,Urban,Married,70,10,20,0,1,Personal Auto,Personal L2,Offer2,Agent,177.224451,Two-Door Car,Large +YW72997,Arizona,7196.721128,No,Basic,High School or Below,1/8/11,Unemployed,M,0,Suburban,Single,107,22,96,0,4,Personal Auto,Personal L2,Offer4,Web,770.4,SUV,Medsize +MR13691,Arizona,6301.102478,No,Extended,Bachelor,1/13/11,Employed,M,47622,Urban,Married,80,15,13,0,7,Personal Auto,Personal L3,Offer1,Call Center,305.544034,Four-Door Car,Medsize +PP20957,Nevada,7799.440458,No,Basic,Bachelor,1/6/11,Unemployed,F,0,Suburban,Married,105,33,7,0,3,Personal Auto,Personal L3,Offer1,Web,504,SUV,Medsize +KJ41153,Oregon,8292.626726,No,Basic,College,1/22/11,Employed,M,79632,Urban,Divorced,106,7,72,1,3,Personal Auto,Personal L3,Offer2,Branch,344.048739,SUV,Medsize +WX49215,Oregon,18534.61157,No,Basic,Master,2/17/11,Medical Leave,M,16154,Rural,Married,62,31,45,1,2,Personal Auto,Personal L3,Offer1,Branch,91.355165,Four-Door Car,Medsize +CH78309,Oregon,2906.298309,No,Basic,College,1/6/11,Employed,M,72211,Rural,Married,73,12,1,0,1,Personal Auto,Personal L3,Offer2,Web,44.912125,Four-Door Car,Medsize +UF54329,California,6089.77238,No,Extended,College,1/16/11,Employed,M,70892,Urban,Married,76,21,32,0,5,Corporate Auto,Corporate L1,Offer2,Call Center,206.709951,Two-Door Car,Medsize +CQ59706,Washington,5016.144667,No,Basic,College,1/18/11,Employed,F,49367,Rural,Divorced,63,16,40,0,9,Personal Auto,Personal L3,Offer1,Agent,69.230355,Four-Door Car,Medsize +KP77095,Arizona,15470.59658,No,Premium,Bachelor,2/8/11,Employed,F,68086,Rural,Married,194,34,6,0,3,Corporate Auto,Corporate L2,Offer2,Web,218.342169,SUV,Large +PP14656,Washington,5680.467468,No,Basic,Master,1/9/11,Employed,M,90353,Rural,Married,70,3,64,0,7,Personal Auto,Personal L1,Offer2,Branch,72.617605,Two-Door Car,Medsize +QM74025,Oregon,4582.155128,No,Basic,High School or Below,2/24/11,Employed,F,49558,Suburban,Divorced,115,1,73,0,1,Personal Auto,Personal L2,Offer3,Web,552,SUV,Large +RW67951,Washington,8663.550386,No,Basic,Bachelor,2/8/11,Employed,M,93485,Rural,Married,72,31,40,0,2,Personal Auto,Personal L2,Offer4,Agent,127.104785,Four-Door Car,Medsize +ED13353,Oregon,5274.20076,No,Basic,High School or Below,2/18/11,Medical Leave,M,10629,Suburban,Single,74,17,15,0,8,Personal Auto,Personal L3,Offer4,Web,532.8,Four-Door Car,Small +LG49010,California,2620.601718,No,Basic,Bachelor,2/9/11,Medical Leave,M,10237,Urban,Married,72,31,97,0,1,Personal Auto,Personal L2,Offer2,Call Center,253.637853,Two-Door Car,Medsize +UA74474,Oregon,4515.184003,No,Premium,College,2/27/11,Employed,F,87517,Suburban,Married,112,1,28,1,1,Corporate Auto,Corporate L3,Offer2,Branch,802.278237,Four-Door Car,Small +AC79024,Nevada,5533.229132,No,Basic,Bachelor,2/7/11,Employed,M,23241,Suburban,Married,70,11,14,0,9,Personal Auto,Personal L1,Offer2,Agent,504,Two-Door Car,Small +SD61306,Arizona,5216.914471,No,Basic,High School or Below,1/23/11,Employed,M,60861,Rural,Married,66,8,82,0,4,Personal Auto,Personal L3,Offer4,Agent,65.425125,Four-Door Car,Small +PF88939,Nevada,7860.086842,No,Basic,Doctor,2/28/11,Disabled,M,21726,Suburban,Married,104,20,79,0,8,Personal Auto,Personal L2,Offer2,Branch,697.010998,SUV,Medsize +FG64765,Arizona,5016.553079,No,Basic,Bachelor,1/18/11,Employed,M,36313,Urban,Single,67,3,38,2,9,Personal Auto,Personal L2,Offer1,Agent,300.375887,Four-Door Car,Medsize +DC79319,California,3351.567048,No,Extended,Bachelor,1/17/11,Employed,F,29160,Suburban,Single,87,25,62,0,1,Personal Auto,Personal L3,Offer2,Branch,417.6,Two-Door Car,Medsize +HS45195,California,6732.202033,No,Extended,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,99,15,79,0,5,Personal Auto,Personal L3,Offer4,Web,712.8,Two-Door Car,Small +VN73653,Oregon,6423.739052,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,188,5,67,0,1,Corporate Auto,Corporate L2,Offer3,Agent,1621.560425,Luxury SUV,Medsize +WL72919,California,4974.8733,No,Basic,College,1/8/11,Employed,F,48139,Suburban,Single,63,9,41,0,9,Personal Auto,Personal L1,Offer3,Call Center,329.494,Four-Door Car,Medsize +DO31181,Oregon,4739.297046,No,Extended,College,1/30/11,Unemployed,F,0,Rural,Married,76,28,55,5,3,Personal Auto,Personal L3,Offer1,Agent,38.792481,Two-Door Car,Medsize +WY23230,Oregon,6086.431746,No,Extended,College,2/24/11,Retired,F,13688,Suburban,Divorced,84,25,2,0,8,Personal Auto,Personal L2,Offer1,Agent,403.2,Two-Door Car,Medsize +SK89479,California,5016.641406,No,Basic,College,1/20/11,Unemployed,M,0,Suburban,Single,73,16,77,0,9,Corporate Auto,Corporate L3,Offer2,Branch,525.6,Four-Door Car,Medsize +BM30720,Nevada,7341.794924,No,Basic,High School or Below,2/3/11,Employed,F,27649,Suburban,Single,63,3,63,0,2,Personal Auto,Personal L3,Offer4,Web,302.4,Four-Door Car,Small +XG92008,Arizona,3215.196994,No,Extended,Master,2/23/11,Employed,F,24191,Rural,Married,80,11,32,0,1,Personal Auto,Personal L2,Offer4,Branch,103.750234,Four-Door Car,Medsize +CJ46674,Oregon,2533.796807,No,Basic,High School or Below,1/28/11,Unemployed,M,0,Suburban,Single,71,11,77,0,1,Corporate Auto,Corporate L1,Offer2,Web,517.056582,Four-Door Car,Medsize +UJ31096,Oregon,5340.535477,No,Basic,High School or Below,2/11/11,Employed,F,58493,Suburban,Married,67,13,53,0,4,Personal Auto,Personal L1,Offer3,Agent,321.6,Four-Door Car,Large +GS44464,California,3644.833554,Yes,Extended,High School or Below,1/15/11,Employed,F,82477,Suburban,Married,90,1,69,0,1,Personal Auto,Personal L3,Offer2,Agent,432,Two-Door Car,Large +XP35430,Oregon,6382.047596,No,Extended,College,2/19/11,Employed,F,88663,Suburban,Married,79,20,86,0,7,Special Auto,Special L3,Offer1,Agent,379.2,Four-Door Car,Medsize +QI51950,Nevada,4303.637883,No,Basic,High School or Below,2/12/11,Employed,F,74057,Suburban,Single,109,27,24,0,1,Personal Auto,Personal L2,Offer2,Branch,523.2,SUV,Medsize +PL88841,Arizona,4228.734374,No,Basic,Bachelor,1/12/11,Unemployed,M,0,Suburban,Married,63,2,82,2,8,Corporate Auto,Corporate L2,Offer2,Agent,302.4,Two-Door Car,Small +ZW51790,Arizona,10426.08551,No,Basic,College,2/9/11,Employed,F,52342,Suburban,Married,66,28,28,3,2,Personal Auto,Personal L3,Offer1,Agent,316.8,Two-Door Car,Small +MY80820,California,2484.747576,No,Basic,Bachelor,2/19/11,Employed,M,42012,Rural,Married,63,13,84,0,1,Corporate Auto,Corporate L3,Offer1,Agent,40.754246,Four-Door Car,Medsize +NE13752,Arizona,8232.760182,No,Basic,Bachelor,1/12/11,Employed,M,56021,Urban,Married,69,20,38,0,2,Personal Auto,Personal L3,Offer1,Agent,279.51121,Four-Door Car,Medsize +VL51487,California,21768.69952,No,Extended,High School or Below,1/19/11,Employed,M,35124,Suburban,Married,137,18,46,0,2,Personal Auto,Personal L2,Offer1,Call Center,986.4,SUV,Large +DD97473,Oregon,2160.920387,No,Basic,High School or Below,1/11/11,Unemployed,F,0,Suburban,Single,62,4,49,1,1,Personal Auto,Personal L3,Offer1,Agent,439.001718,Four-Door Car,Medsize +QJ89807,Nevada,4423.690041,No,Extended,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,125,8,55,0,1,Personal Auto,Personal L2,Offer3,Agent,900,SUV,Medsize +GK24074,Arizona,3691.765242,No,Extended,College,1/14/11,Employed,F,37202,Urban,Married,93,30,86,0,1,Personal Auto,Personal L3,Offer3,Branch,322.528829,Two-Door Car,Medsize +DL61016,Oregon,4940.508153,No,Basic,College,2/20/11,Employed,M,65985,Rural,Single,71,3,47,5,4,Special Auto,Special L1,Offer2,Agent,42.43131,Four-Door Car,Medsize +EV60177,California,8503.942634,No,Basic,High School or Below,2/8/11,Employed,F,87771,Suburban,Single,74,8,9,4,2,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Small +OS96036,Arizona,41143.09011,No,Basic,College,1/16/11,Employed,F,63624,Urban,Married,115,10,40,2,2,Personal Auto,Personal L3,Offer4,Agent,306.337632,SUV,Medsize +AF37776,California,10419.16743,No,Extended,Bachelor,1/16/11,Employed,F,80192,Rural,Married,129,8,69,0,9,Personal Auto,Personal L1,Offer3,Call Center,200.662297,SUV,Large +NC78961,Oregon,4139.89767,No,Basic,Bachelor,2/4/11,Employed,M,35945,Suburban,Divorced,105,14,25,0,1,Personal Auto,Personal L3,Offer1,Agent,756,SUV,Small +YA15471,Oregon,7627.660848,No,Basic,College,1/7/11,Employed,M,93004,Urban,Married,63,31,2,0,2,Corporate Auto,Corporate L3,Offer1,Branch,205.957043,Four-Door Car,Medsize +KX80728,Washington,6162.369756,No,Extended,High School or Below,1/23/11,Unemployed,M,0,Suburban,Single,89,4,24,0,4,Personal Auto,Personal L2,Offer1,Agent,941.347502,Four-Door Car,Medsize +VV47792,California,25807.063,Yes,Extended,College,2/13/11,Employed,F,71210,Suburban,Married,214,8,89,1,2,Personal Auto,Personal L3,Offer1,Branch,1027.2,Luxury Car,Small +GE80842,Oregon,15506.9278,No,Basic,College,1/4/11,Employed,F,99159,Suburban,Married,190,7,14,0,5,Personal Auto,Personal L3,Offer2,Branch,912,Luxury SUV,Large +QA93530,Nevada,5757.489397,No,Basic,College,2/10/11,Employed,F,81491,Rural,Divorced,72,21,24,0,3,Personal Auto,Personal L1,Offer3,Agent,61.715527,Four-Door Car,Medsize +GA27295,California,39365.29616,No,Basic,Master,1/14/11,Employed,F,99875,Rural,Divorced,108,12,37,0,2,Personal Auto,Personal L3,Offer3,Call Center,114.972914,SUV,Medsize +EL55611,California,5555.492159,No,Extended,High School or Below,1/27/11,Employed,F,51705,Urban,Married,139,26,79,0,1,Personal Auto,Personal L3,Offer1,Agent,545.291103,SUV,Medsize +TL39050,Arizona,23893.3041,No,Extended,Bachelor,2/6/11,Employed,F,39837,Rural,Married,201,11,63,0,2,Corporate Auto,Corporate L3,Offer1,Web,381.306996,Luxury SUV,Medsize +ZQ96022,Oregon,9594.78115,No,Extended,College,2/2/11,Employed,F,31421,Suburban,Married,81,5,95,0,2,Personal Auto,Personal L3,Offer3,Web,388.8,Two-Door Car,Medsize +OM69210,Arizona,5411.936509,No,Extended,Bachelor,1/15/11,Employed,M,81531,Urban,Married,135,23,50,0,1,Personal Auto,Personal L3,Offer2,Web,420.434259,SUV,Small +VU72280,California,5318.89664,Yes,Basic,Bachelor,1/12/11,Employed,F,25134,Suburban,Married,67,3,0,0,6,Corporate Auto,Corporate L2,Offer2,Call Center,321.6,Four-Door Car,Small +WC21189,California,7731.713059,No,Extended,College,2/11/11,Employed,F,37386,Suburban,Married,97,1,4,0,3,Corporate Auto,Corporate L1,Offer1,Branch,465.6,Four-Door Car,Large +JX50334,California,2004.350666,Yes,Basic,College,2/22/11,Unemployed,F,0,Suburban,Divorced,66,16,35,4,1,Corporate Auto,Corporate L3,Offer1,Branch,316.8,Four-Door Car,Small +GB70736,Oregon,5510.965059,No,Basic,College,1/21/11,Employed,F,99553,Rural,Married,68,14,85,0,6,Corporate Auto,Corporate L3,Offer4,Web,111.586995,Four-Door Car,Medsize +PU21485,Arizona,11158.12643,No,Premium,Bachelor,2/18/11,Unemployed,F,0,Suburban,Single,161,19,71,0,9,Corporate Auto,Corporate L3,Offer1,Call Center,1159.2,SUV,Small +MF49636,Arizona,5390.27165,No,Basic,High School or Below,2/23/11,Employed,M,70705,Urban,Married,69,31,61,2,6,Personal Auto,Personal L1,Offer1,Agent,272.024652,Two-Door Car,Medsize +TG29325,Nevada,2658.217729,No,Basic,College,1/12/11,Employed,F,22724,Rural,Single,69,21,39,0,1,Personal Auto,Personal L1,Offer3,Agent,9.424668,Four-Door Car,Medsize +MW83318,Oregon,8826.611996,No,Basic,College,2/24/11,Employed,F,26320,Suburban,Married,111,3,92,0,9,Corporate Auto,Corporate L2,Offer1,Web,603.819794,SUV,Large +LM54297,Nevada,4713.404623,No,Basic,Bachelor,1/15/11,Unemployed,M,0,Suburban,Single,69,7,90,0,8,Personal Auto,Personal L3,Offer1,Agent,806.534801,Four-Door Car,Medsize +NI78185,California,2393.915369,Yes,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,70,24,10,0,1,Personal Auto,Personal L2,Offer1,Branch,425.266308,Four-Door Car,Medsize +HL14274,California,11895.18188,No,Extended,College,2/28/11,Employed,F,88218,Rural,Divorced,99,9,25,0,2,Personal Auto,Personal L3,Offer2,Web,50.32306,Two-Door Car,Large +SF86727,Nevada,5580.960642,No,Basic,Master,2/16/11,Employed,M,25180,Urban,Married,70,21,44,0,9,Personal Auto,Personal L2,Offer2,Branch,235.895575,Four-Door Car,Medsize +EM89554,Oregon,8617.550432,No,Basic,Bachelor,1/6/11,Employed,F,48091,Rural,Married,108,30,66,0,9,Personal Auto,Personal L1,Offer1,Branch,132.041491,SUV,Medsize +XP50892,Oregon,3940.123576,No,Basic,High School or Below,2/3/11,Employed,M,92539,Rural,Single,100,1,55,0,1,Corporate Auto,Corporate L3,Offer2,Branch,25.713622,SUV,Medsize +VH77056,Arizona,2448.765205,No,Basic,Bachelor,2/14/11,Employed,F,40658,Rural,Married,61,24,79,1,1,Personal Auto,Personal L2,Offer3,Call Center,38.379869,Four-Door Car,Medsize +JF19701,Arizona,4439.677708,No,Basic,Bachelor,1/26/11,Employed,M,75453,Rural,Married,112,6,90,0,1,Special Auto,Special L3,Offer2,Web,163.9498,SUV,Medsize +JN49891,Oregon,2534.946955,No,Basic,College,1/4/11,Employed,M,94003,Suburban,Single,64,14,39,0,1,Personal Auto,Personal L2,Offer2,Call Center,307.2,Four-Door Car,Medsize +CX65318,Arizona,17420.56565,No,Extended,Master,2/14/11,Employed,M,31737,Suburban,Married,218,17,2,0,3,Personal Auto,Personal L2,Offer1,Agent,1046.4,Luxury SUV,Medsize +HL35876,Washington,2393.915369,Yes,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,70,24,10,0,1,Personal Auto,Personal L2,Offer1,Branch,425.266308,Four-Door Car,Medsize +RD87161,Washington,2681.332102,No,Basic,High School or Below,2/4/11,Unemployed,F,0,Suburban,Married,71,2,94,1,1,Personal Auto,Personal L2,Offer1,Branch,340.8,Four-Door Car,Small +CF50291,California,4272.80504,No,Premium,College,2/20/11,Unemployed,F,0,Suburban,Single,114,0,75,0,1,Personal Auto,Personal L2,Offer1,Call Center,1343.619461,Four-Door Car,Small +VF35858,California,15284.33065,No,Basic,Bachelor,2/16/11,Employed,M,48885,Suburban,Married,190,31,90,0,9,Personal Auto,Personal L3,Offer3,Web,1090.122048,Luxury Car,Medsize +XG55762,Nevada,20186.34693,No,Extended,Bachelor,2/12/11,Unemployed,F,0,Suburban,Single,79,14,22,0,2,Corporate Auto,Corporate L3,Offer1,Branch,379.2,Four-Door Car,Medsize +EC28314,California,4984.618655,Yes,Basic,Bachelor,1/11/11,Employed,M,86305,Rural,Married,62,1,99,0,5,Personal Auto,Personal L2,Offer2,Call Center,80.73124,Four-Door Car,Medsize +GR53936,Oregon,5246.278375,Yes,Basic,Bachelor,1/21/11,Employed,F,28909,Suburban,Married,66,15,66,0,8,Corporate Auto,Corporate L2,Offer1,Agent,456.702735,Two-Door Car,Medsize +DV51398,California,8827.229838,No,Extended,High School or Below,2/15/11,Unemployed,M,0,Suburban,Single,123,35,38,1,3,Personal Auto,Personal L3,Offer2,Branch,1088.38378,SUV,Medsize +YF81002,Oregon,3269.013926,No,Extended,College,2/11/11,Employed,M,26140,Suburban,Married,84,23,37,1,1,Personal Auto,Personal L3,Offer4,Branch,403.2,Two-Door Car,Small +YM20358,Oregon,16979.79757,Yes,Basic,Bachelor,1/17/11,Employed,M,35095,Suburban,Divorced,73,25,56,0,2,Personal Auto,Personal L2,Offer2,Call Center,525.6,Two-Door Car,Small +AZ75509,Arizona,2479.920134,No,Basic,Bachelor,1/14/11,Employed,F,31678,Rural,Married,63,7,3,0,1,Personal Auto,Personal L2,Offer2,Branch,76.629988,Two-Door Car,Medsize +No93155,Arizona,7200.566588,No,Basic,Master,2/12/11,Disabled,M,28245,Suburban,Married,62,0,16,0,2,Personal Auto,Personal L3,Offer1,Agent,297.6,Two-Door Car,Medsize +FG21322,Oregon,7917.119912,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Single,72,0,97,0,2,Personal Auto,Personal L1,Offer2,Web,345.6,Four-Door Car,Medsize +GO44613,Nevada,24061.11048,No,Basic,High School or Below,1/23/11,Medical Leave,F,19168,Suburban,Married,106,12,54,1,2,Personal Auto,Personal L1,Offer1,Branch,508.8,SUV,Medsize +ZW93288,California,19160.98994,Yes,Extended,Master,2/20/11,Employed,F,22705,Suburban,Divorced,239,19,59,0,7,Personal Auto,Personal L1,Offer2,Agent,1294.700423,Luxury SUV,Medsize +MS67230,Nevada,23295.06014,No,Basic,College,1/27/11,Employed,F,86481,Urban,Single,65,9,69,0,2,Corporate Auto,Corporate L1,Offer1,Agent,189.971267,Two-Door Car,Small +FQ32742,Arizona,7553.936525,No,Basic,Doctor,1/24/11,Employed,M,38008,Urban,Divorced,68,12,40,4,2,Personal Auto,Personal L2,Offer2,Agent,321.789644,Four-Door Car,Medsize +YF30946,California,2405.618791,No,Basic,College,2/19/11,Employed,M,63032,Suburban,Married,61,5,79,0,1,Personal Auto,Personal L3,Offer2,Agent,404.550554,Four-Door Car,Medsize +TH69908,Washington,4865.371797,No,Extended,College,1/25/11,Employed,F,27228,Rural,Married,129,19,61,4,1,Personal Auto,Personal L3,Offer4,Branch,238.262773,Sports Car,Medsize +QA78691,Nevada,16388.09542,No,Basic,Bachelor,1/13/11,Unemployed,F,0,Suburban,Single,68,5,4,1,2,Personal Auto,Personal L2,Offer2,Call Center,483.578159,Four-Door Car,Large +NL44360,Oregon,2611.14858,No,Basic,Bachelor,1/23/11,Retired,F,13424,Suburban,Divorced,71,30,78,0,1,Personal Auto,Personal L3,Offer3,Call Center,340.8,Four-Door Car,Medsize +HO77809,Oregon,8688.754812,No,Basic,College,1/27/11,Employed,F,59098,Suburban,Divorced,110,31,73,0,3,Personal Auto,Personal L3,Offer2,Agent,665.931223,SUV,Medsize +MC30750,Oregon,13736.1325,Yes,Premium,Master,2/13/11,Disabled,F,16181,Suburban,Divorced,181,22,79,0,8,Personal Auto,Personal L2,Offer1,Web,1261.319869,SUV,Medsize +HU41273,Oregon,8564.768226,Yes,Basic,High School or Below,2/17/11,Employed,M,95697,Rural,Married,107,29,29,0,9,Personal Auto,Personal L2,Offer2,Agent,178.006524,Sports Car,Medsize +VS73599,Arizona,7019.177186,Yes,Basic,College,1/23/11,Retired,M,26806,Suburban,Married,63,32,19,0,2,Personal Auto,Personal L2,Offer1,Agent,302.4,Four-Door Car,Medsize +TO74000,Oregon,8114.409136,No,Basic,High School or Below,2/8/11,Employed,M,30595,Suburban,Married,69,22,36,0,2,Corporate Auto,Corporate L2,Offer1,Agent,446.08476,Four-Door Car,Medsize +MS45259,Nevada,4864.382304,No,Basic,College,2/27/11,Employed,M,88079,Rural,Married,61,16,37,0,3,Personal Auto,Personal L2,Offer2,Agent,121.88814,Two-Door Car,Medsize +LI45265,Oregon,8569.422637,No,Basic,Bachelor,1/10/11,Employed,F,99803,Urban,Married,71,1,67,0,2,Personal Auto,Personal L2,Offer2,Call Center,189.143402,Four-Door Car,Small +LK70293,Nevada,17793.60797,No,Premium,High School or Below,2/18/11,Unemployed,F,0,Suburban,Married,118,26,43,0,2,Personal Auto,Personal L3,Offer1,Web,1118.990694,Four-Door Car,Large +FY24370,Oregon,12944.18562,No,Basic,Bachelor,2/14/11,Unemployed,M,0,Suburban,Single,191,27,49,0,3,Personal Auto,Personal L3,Offer1,Agent,1375.2,Luxury Car,Medsize +YE64125,Oregon,2649.207711,No,Basic,College,1/8/11,Employed,F,36283,Urban,Divorced,68,14,63,1,1,Personal Auto,Personal L2,Offer1,Call Center,291.410965,Four-Door Car,Medsize +QT39025,Arizona,4582.899414,No,Basic,Bachelor,1/18/11,Employed,F,66991,Urban,Married,115,1,71,0,1,Personal Auto,Personal L3,Offer2,Branch,399.617715,SUV,Medsize +LO15516,California,2691.70088,No,Basic,Bachelor,1/1/11,Employed,M,34322,Suburban,Married,70,20,46,2,1,Corporate Auto,Corporate L2,Offer2,Agent,336,Four-Door Car,Medsize +FM47139,Oregon,2466.376803,No,Basic,College,2/20/11,Employed,F,44855,Rural,Married,63,3,71,1,1,Personal Auto,Personal L3,Offer2,Branch,103.607499,Four-Door Car,Medsize +LW59140,Arizona,9277.472901,No,Premium,Bachelor,1/4/11,Employed,M,97729,Rural,Married,115,4,48,1,7,Personal Auto,Personal L1,Offer3,Branch,221.047584,Four-Door Car,Large +JA26024,Oregon,4142.561212,No,Premium,High School or Below,1/25/11,Employed,F,48263,Suburban,Married,104,2,32,0,1,Personal Auto,Personal L3,Offer2,Branch,674.863718,Two-Door Car,Small +YF16441,California,27990.27159,No,Extended,Bachelor,1/18/11,Employed,F,68343,Suburban,Single,79,20,78,0,2,Personal Auto,Personal L2,Offer2,Call Center,379.2,Two-Door Car,Medsize +QT43282,Oregon,9409.143498,No,Basic,Master,2/25/11,Employed,M,76847,Rural,Single,118,16,52,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,31.58501,SUV,Medsize +NL17964,Oregon,2581.022016,No,Basic,High School or Below,1/24/11,Employed,M,35795,Suburban,Married,65,25,53,0,1,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Medsize +CD27895,California,7637.111954,No,Basic,Bachelor,1/14/11,Unemployed,F,0,Suburban,Single,71,1,29,0,2,Personal Auto,Personal L2,Offer1,Call Center,340.8,Four-Door Car,Large +CF62992,Oregon,2471.077732,No,Basic,High School or Below,1/16/11,Employed,F,53074,Urban,Married,61,5,86,0,1,Personal Auto,Personal L2,Offer1,Agent,268.773368,Two-Door Car,Medsize +QK23742,California,2302.818965,No,Basic,College,2/11/11,Unemployed,F,0,Suburban,Single,63,13,48,0,1,Corporate Auto,Corporate L2,Offer3,Web,732.638975,Four-Door Car,Large +UV64489,Arizona,8716.368952,No,Basic,Bachelor,2/14/11,Employed,F,28743,Suburban,Single,112,9,13,0,3,Personal Auto,Personal L3,Offer3,Call Center,537.6,SUV,Medsize +ED65109,California,5207.985921,No,Basic,College,1/7/11,Employed,F,81839,Rural,Married,65,23,39,1,4,Personal Auto,Personal L1,Offer1,Agent,74.666163,Four-Door Car,Medsize +SC40169,Oregon,2719.506996,Yes,Basic,College,1/24/11,Retired,F,14030,Suburban,Married,72,11,3,0,1,Personal Auto,Personal L2,Offer2,Branch,345.6,Two-Door Car,Large +PW88443,Oregon,2452.726922,No,Basic,College,1/28/11,Employed,F,32764,Suburban,Married,61,30,23,0,1,Personal Auto,Personal L2,Offer4,Web,292.953446,Two-Door Car,Small +YZ38778,Oregon,3829.090645,No,Extended,Master,1/18/11,Employed,M,74775,Suburban,Divorced,95,18,35,0,1,Personal Auto,Personal L1,Offer2,Web,676.658911,Four-Door Car,Small +EO77382,Arizona,8873.525122,No,Premium,Bachelor,2/14/11,Employed,F,53503,Suburban,Single,114,3,43,0,7,Personal Auto,Personal L1,Offer1,Agent,547.2,Four-Door Car,Medsize +SM42728,California,15925.05739,No,Extended,College,2/2/11,Employed,M,34455,Suburban,Married,135,8,69,0,2,Personal Auto,Personal L2,Offer2,Call Center,648,SUV,Medsize +PX31667,Washington,2952.360309,No,Basic,High School or Below,2/3/11,Employed,M,52198,Suburban,Married,74,2,62,0,1,Personal Auto,Personal L3,Offer1,Branch,355.2,Two-Door Car,Small +NC35008,Oregon,15923.95503,No,Extended,College,1/28/11,Employed,F,64429,Rural,Married,133,1,58,2,2,Personal Auto,Personal L3,Offer3,Call Center,222.080015,SUV,Medsize +XC77244,Oregon,7285.030983,Yes,Basic,High School or Below,2/28/11,Employed,M,44788,Suburban,Married,61,6,48,0,2,Personal Auto,Personal L3,Offer2,Agent,386.031248,Four-Door Car,Small +UM52895,California,13104.30284,No,Basic,Bachelor,1/26/11,Employed,F,30130,Suburban,Married,110,22,12,0,2,Personal Auto,Personal L3,Offer1,Call Center,528,SUV,Small +WV39838,Arizona,2436.839358,No,Basic,College,2/8/11,Unemployed,F,0,Rural,Married,65,34,84,0,1,Personal Auto,Personal L3,Offer2,Branch,149.241472,Two-Door Car,Large +IT92328,Nevada,9350.872287,No,Premium,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,275,3,64,1,1,Corporate Auto,Corporate L3,Offer1,Agent,1980,Luxury SUV,Medsize +QD86074,Oregon,9035.671134,Yes,Premium,High School or Below,1/21/11,Employed,F,34337,Suburban,Married,113,20,44,0,9,Corporate Auto,Corporate L1,Offer2,Web,542.4,Four-Door Car,Large +WH80404,California,17250.74771,No,Basic,High School or Below,1/28/11,Employed,M,22276,Suburban,Married,111,19,73,1,2,Personal Auto,Personal L2,Offer3,Call Center,783.211084,SUV,Medsize +XH20787,California,2549.080421,No,Basic,College,2/18/11,Employed,M,52980,Urban,Married,64,33,93,0,1,Personal Auto,Personal L2,Offer1,Branch,191.945693,Four-Door Car,Large +ZU50513,California,8954.840118,No,Basic,Bachelor,1/31/11,Employed,F,97736,Rural,Married,74,19,22,0,2,Personal Auto,Personal L2,Offer4,Agent,60.090984,Four-Door Car,Medsize +TW42649,Washington,2467.97792,No,Basic,College,2/1/11,Unemployed,F,0,Urban,Married,67,0,14,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,222.903462,Two-Door Car,Medsize +QH46481,Washington,7700.619936,No,Basic,High School or Below,1/26/11,Unemployed,F,0,Suburban,Single,73,18,16,1,2,Corporate Auto,Corporate L1,Offer1,Branch,792.868448,Four-Door Car,Medsize +MQ73697,Nevada,3776.665506,No,Extended,College,2/21/11,Employed,F,68727,Urban,Married,94,19,76,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,386.520235,Two-Door Car,Large +UG48681,Nevada,8044.872393,Yes,Basic,Bachelor,2/19/11,Employed,M,71391,Urban,Married,67,29,39,0,2,Personal Auto,Personal L3,Offer2,Agent,284.000172,Four-Door Car,Medsize +ID58230,California,5029.671927,No,Basic,College,1/2/11,Employed,F,62271,Rural,Married,63,30,52,0,3,Personal Auto,Personal L3,Offer4,Agent,25.478179,Four-Door Car,Medsize +DY35486,California,19957.79034,No,Basic,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,187,1,7,0,2,Personal Auto,Personal L2,Offer1,Agent,1346.4,Luxury Car,Large +EP64833,California,6179.699689,No,Extended,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,86,12,96,0,8,Corporate Auto,Corporate L3,Offer3,Call Center,412.8,Four-Door Car,Medsize +MC69755,Washington,5678.050167,Yes,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,76,8,44,0,3,Personal Auto,Personal L3,Offer2,Agent,364.8,Four-Door Car,Small +ZZ41158,Washington,4089.429492,No,Basic,College,2/24/11,Employed,M,28506,Suburban,Married,104,27,37,0,1,Personal Auto,Personal L1,Offer2,Agent,499.2,SUV,Small +QM59790,Arizona,3142.87734,No,Extended,High School or Below,2/25/11,Unemployed,F,0,Suburban,Divorced,86,17,35,0,1,Personal Auto,Personal L3,Offer4,Branch,412.8,Four-Door Car,Small +LL67008,California,22895.34606,No,Extended,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,94,14,17,0,2,Corporate Auto,Corporate L2,Offer1,Agent,676.8,Four-Door Car,Medsize +ZU69163,California,5586.893159,No,Basic,Doctor,1/21/11,Employed,F,94161,Rural,Married,69,0,65,0,4,Personal Auto,Personal L3,Offer2,Agent,108.989737,Four-Door Car,Medsize +EB72052,Oregon,12105.29422,No,Basic,College,2/6/11,Employed,M,33345,Suburban,Divorced,102,34,37,0,2,Personal Auto,Personal L3,Offer2,Call Center,694.078608,SUV,Medsize +WA60547,California,11971.97765,No,Premium,College,2/13/11,Employed,F,64195,Urban,Divorced,158,0,27,4,6,Personal Auto,Personal L1,Offer1,Branch,618.288849,SUV,Medsize +RV97631,Oregon,15328.45723,No,Extended,College,2/12/11,Unemployed,F,0,Suburban,Married,138,1,34,0,2,Corporate Auto,Corporate L2,Offer1,Agent,688.828746,SUV,Small +SS20130,Oregon,5424.256733,No,Basic,Bachelor,2/27/11,Employed,F,67414,Rural,Married,68,7,37,0,8,Personal Auto,Personal L1,Offer2,Branch,148.778455,Four-Door Car,Medsize +ZI72165,Arizona,4981.825724,No,Basic,High School or Below,1/26/11,Employed,M,33176,Suburban,Married,63,22,75,0,3,Corporate Auto,Corporate L3,Offer3,Branch,302.4,Four-Door Car,Medsize +HD29166,Oregon,14635.45158,Yes,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Divorced,139,5,56,0,2,Personal Auto,Personal L3,Offer1,Call Center,667.2,SUV,Medsize +NP30139,Oregon,6862.866306,No,Extended,College,1/15/11,Employed,M,56779,Suburban,Divorced,86,21,16,0,3,Corporate Auto,Corporate L1,Offer3,Web,435.388932,Four-Door Car,Medsize +FV54537,California,13745.04802,No,Basic,College,1/10/11,Employed,M,40810,Suburban,Married,114,8,14,0,2,Personal Auto,Personal L2,Offer1,Branch,780.378964,SUV,Medsize +SG62327,Nevada,8111.651948,No,Basic,High School or Below,2/21/11,Employed,M,30622,Suburban,Married,68,22,86,0,2,Corporate Auto,Corporate L3,Offer1,Agent,326.4,Four-Door Car,Small +FX26050,Oregon,22712.02364,No,Basic,Doctor,1/16/11,Disabled,M,14119,Rural,Married,67,4,53,0,2,Special Auto,Special L1,Offer4,Agent,68.019973,Two-Door Car,Medsize +DU50092,Oregon,56675.93768,No,Premium,College,1/24/11,Employed,F,77237,Suburban,Married,283,33,93,0,2,Personal Auto,Personal L1,Offer4,Web,1358.4,Luxury SUV,Medsize +EU48798,Nevada,8160.587729,No,Basic,College,2/21/11,Disabled,F,24980,Suburban,Divorced,71,34,14,0,2,Personal Auto,Personal L3,Offer2,Web,511.2,Two-Door Car,Medsize +WE93328,Nevada,3919.366722,Yes,Extended,High School or Below,1/5/11,Employed,F,66676,Suburban,Married,97,0,40,0,1,Corporate Auto,Corporate L3,Offer3,Agent,558.099357,Four-Door Car,Small +KP83069,California,7286.155383,No,Basic,High School or Below,1/8/11,Unemployed,F,0,Suburban,Single,69,4,83,1,2,Personal Auto,Personal L3,Offer2,Branch,669.716478,Four-Door Car,Small +GO56075,Oregon,7589.634,No,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,69,30,97,0,2,Personal Auto,Personal L3,Offer1,Branch,331.2,Four-Door Car,Small +DI19952,Arizona,9032.370378,No,Extended,Bachelor,1/8/11,Unemployed,F,0,Rural,Married,82,24,21,0,2,Personal Auto,Personal L1,Offer1,Branch,157.208336,Four-Door Car,Medsize +SV58690,California,5555.556089,No,Basic,Bachelor,1/25/11,Employed,M,41853,Rural,Single,71,17,51,0,3,Personal Auto,Personal L2,Offer1,Agent,155.511553,Two-Door Car,Medsize +RF35142,Nevada,8257.666512,Yes,Basic,Bachelor,1/12/11,Disabled,F,23815,Suburban,Married,73,4,47,0,2,Personal Auto,Personal L1,Offer2,Call Center,424.330166,Four-Door Car,Medsize +CU69816,California,2721.749756,No,Basic,Bachelor,2/22/11,Medical Leave,M,22885,Suburban,Married,73,20,46,0,1,Corporate Auto,Corporate L2,Offer2,Web,386.245297,Four-Door Car,Medsize +JM67025,Nevada,5230.092742,No,Basic,High School or Below,1/2/11,Employed,M,32630,Urban,Married,66,26,40,0,3,Personal Auto,Personal L2,Offer1,Call Center,202.961374,Four-Door Car,Medsize +OB69329,California,6273.911874,Yes,Extended,College,2/16/11,Retired,F,18577,Suburban,Divorced,86,21,76,0,6,Personal Auto,Personal L2,Offer1,Branch,412.8,Four-Door Car,Medsize +GF19726,Oregon,5866.068903,No,Basic,High School or Below,2/10/11,Employed,M,75952,Suburban,Married,73,5,17,0,3,Personal Auto,Personal L2,Offer2,Branch,350.4,Two-Door Car,Medsize +FH39427,Nevada,8802.188243,No,Basic,Bachelor,1/29/11,Employed,M,96390,Urban,Married,73,17,47,0,2,Corporate Auto,Corporate L3,Offer4,Agent,316.977588,Two-Door Car,Medsize +VM69145,California,8722.895091,No,Basic,College,1/17/11,Employed,F,25680,Urban,Divorced,73,10,93,0,2,Personal Auto,Personal L3,Offer1,Agent,332.40907,Two-Door Car,Medsize +GN76399,Nevada,8178.521899,No,Premium,Bachelor,2/6/11,Unemployed,M,0,Suburban,Single,112,17,29,0,7,Personal Auto,Personal L3,Offer1,Call Center,806.4,Four-Door Car,Medsize +IV94496,Nevada,43217.21611,No,Extended,High School or Below,1/27/11,Employed,M,51504,Suburban,Single,220,30,99,0,2,Personal Auto,Personal L3,Offer1,Agent,2552.343856,Luxury SUV,Medsize +NM91640,Oregon,2442.216651,No,Basic,High School or Below,1/7/11,Unemployed,M,0,Suburban,Single,74,15,9,3,1,Personal Auto,Personal L1,Offer4,Branch,532.8,Four-Door Car,Medsize +DS46955,California,2919.710443,No,Basic,Master,1/2/11,Employed,F,41456,Urban,Married,73,11,19,0,1,Personal Auto,Personal L2,Offer4,Branch,257.380112,Four-Door Car,Medsize +LU82585,Nevada,6366.225775,Yes,Extended,High School or Below,1/7/11,Employed,M,44368,Suburban,Married,80,5,72,0,3,Personal Auto,Personal L2,Offer2,Call Center,384,Two-Door Car,Large +QX31376,Oregon,17114.32815,No,Extended,Master,1/4/11,Employed,F,70961,Suburban,Married,85,19,8,0,2,Corporate Auto,Corporate L3,Offer2,Agent,408,Four-Door Car,Small +SQ36805,Oregon,2395.57,Yes,Basic,Doctor,1/27/11,Disabled,F,21986,Suburban,Divorced,63,1,9,0,1,Personal Auto,Personal L3,Offer2,Branch,333.696228,Two-Door Car,Medsize +UY57856,Oregon,2987.949471,No,Extended,College,2/27/11,Unemployed,F,0,Suburban,Single,83,14,22,0,1,Corporate Auto,Corporate L2,Offer3,Branch,708.693556,Four-Door Car,Medsize +OG84541,Arizona,12780.276,No,Basic,Master,2/24/11,Employed,F,33514,Urban,Married,105,33,2,0,2,Personal Auto,Personal L2,Offer1,Branch,265.215014,Sports Car,Medsize +NT66759,Arizona,3906.669584,No,Extended,College,1/9/11,Employed,F,60230,Rural,Married,98,13,91,0,1,Personal Auto,Personal L2,Offer2,Web,8.129056,Four-Door Car,Small +PR74307,California,2594.591182,No,Basic,High School or Below,1/23/11,Unemployed,M,0,Suburban,Married,70,17,47,1,1,Corporate Auto,Corporate L2,Offer2,Agent,494.196873,Four-Door Car,Medsize +PW15144,Washington,5267.848664,No,Basic,College,1/3/11,Employed,M,40818,Suburban,Married,66,6,3,0,6,Personal Auto,Personal L2,Offer4,Call Center,316.8,Four-Door Car,Medsize +KS89479,Oregon,9095.049868,Yes,Basic,College,1/11/11,Employed,M,37937,Suburban,Married,116,11,42,0,5,Personal Auto,Personal L3,Offer2,Call Center,556.8,SUV,Medsize +QA22158,Arizona,7122.273163,No,Extended,College,2/23/11,Employed,F,64571,Suburban,Divorced,89,34,91,0,6,Corporate Auto,Corporate L3,Offer1,Call Center,452.115601,Four-Door Car,Small +MK32733,California,9117.441695,No,Extended,Bachelor,1/18/11,Unemployed,M,0,Urban,Married,126,29,61,0,3,Corporate Auto,Corporate L3,Offer1,Branch,421.906803,SUV,Medsize +WL85494,California,41075.42879,No,Extended,College,2/17/11,Employed,M,21988,Suburban,Married,209,12,62,0,2,Personal Auto,Personal L3,Offer2,Branch,1003.2,Luxury Car,Medsize +RZ79717,Arizona,3486.699561,No,Extended,High School or Below,1/15/11,Unemployed,M,0,Suburban,Single,95,12,5,0,1,Corporate Auto,Corporate L3,Offer1,Branch,684,Four-Door Car,Medsize +NS12730,Oregon,7297.687812,No,Extended,Bachelor,2/23/11,Employed,M,24672,Suburban,Married,93,9,44,0,9,Personal Auto,Personal L2,Offer4,Branch,669.6,Two-Door Car,Medsize +YK32760,Oregon,2502.209885,No,Basic,High School or Below,2/15/11,Unemployed,M,0,Suburban,Divorced,74,26,95,1,1,Corporate Auto,Corporate L1,Offer1,Agent,355.2,Four-Door Car,Medsize +SS77718,California,9955.490835,No,Extended,Bachelor,1/12/11,Unemployed,M,0,Suburban,Single,96,1,79,0,2,Personal Auto,Personal L3,Offer2,Call Center,460.8,Four-Door Car,Large +QP62600,Oregon,7094.158873,No,Basic,Bachelor,1/4/11,Employed,M,72878,Rural,Married,61,0,58,2,2,Corporate Auto,Corporate L3,Offer2,Agent,45.463345,Two-Door Car,Medsize +ET47892,Oregon,12280.76661,Yes,Premium,College,1/1/11,Employed,M,88340,Suburban,Married,102,16,1,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,Two-Door Car,Medsize +PS78418,Oregon,5773.90039,No,Basic,Bachelor,2/25/11,Employed,M,52278,Urban,Married,73,31,91,0,3,Personal Auto,Personal L2,Offer1,Branch,234.997994,Two-Door Car,Medsize +SK32629,California,4904.894731,Yes,Extended,College,2/14/11,Retired,F,12902,Suburban,Divorced,139,3,51,0,1,Personal Auto,Personal L3,Offer1,Agent,667.2,Sports Car,Medsize +LQ79472,Arizona,3423.822189,No,Extended,College,1/17/11,Employed,M,99816,Rural,Single,86,0,0,0,1,Corporate Auto,Corporate L2,Offer3,Branch,172.913031,Two-Door Car,Medsize +AI58500,Arizona,2689.16845,No,Basic,College,2/9/11,Employed,F,26554,Suburban,Married,68,18,86,1,1,Personal Auto,Personal L2,Offer3,Web,391.687368,Two-Door Car,Small +ME47990,California,3109.007806,No,Extended,High School or Below,1/31/11,Employed,M,77485,Urban,Married,77,0,87,0,1,Corporate Auto,Corporate L2,Offer2,Branch,355.909266,Four-Door Car,Medsize +KU25309,Oregon,22425.25604,No,Basic,College,2/22/11,Employed,M,22537,Suburban,Married,64,24,87,1,2,Corporate Auto,Corporate L3,Offer4,Branch,307.2,Four-Door Car,Medsize +RW66792,California,5705.547071,No,Basic,High School or Below,1/11/11,Employed,F,76522,Suburban,Married,71,31,71,0,6,Personal Auto,Personal L2,Offer2,Branch,340.8,Four-Door Car,Medsize +MN32305,Oregon,2063.387895,No,Basic,College,2/25/11,Unemployed,F,0,Suburban,Single,64,22,34,3,1,Personal Auto,Personal L3,Offer1,Agent,602.911057,Four-Door Car,Small +XS98744,Oregon,5096.673223,Yes,Basic,Master,1/28/11,Disabled,F,22886,Suburban,Divorced,65,9,81,0,3,Special Auto,Special L1,Offer1,Agent,312,Four-Door Car,Small +SL19130,Oregon,4101.935985,No,Premium,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,115,1,34,0,1,Personal Auto,Personal L1,Offer1,Branch,552,Two-Door Car,Medsize +JG66653,Oregon,2537.929538,No,Basic,High School or Below,1/22/11,Employed,M,25506,Suburban,Married,65,10,16,0,1,Personal Auto,Personal L3,Offer3,Branch,312,Two-Door Car,Medsize +GQ17441,Nevada,3651.69247,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,110,7,70,0,1,Personal Auto,Personal L2,Offer2,Agent,1265.387328,SUV,Large +WL67313,California,10014.05568,No,Extended,College,2/5/11,Unemployed,F,0,Suburban,Single,98,19,17,1,2,Personal Auto,Personal L3,Offer1,Branch,705.6,Two-Door Car,Small +LX33054,Oregon,6758.807188,No,Basic,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,191,22,38,0,1,Personal Auto,Personal L2,Offer3,Web,2042.569089,Luxury Car,Medsize +HN97052,Oregon,5205.90965,No,Basic,College,2/24/11,Unemployed,F,0,Suburban,Married,72,18,91,0,9,Personal Auto,Personal L3,Offer1,Branch,345.6,Two-Door Car,Medsize +EB12732,Oregon,2847.965582,No,Basic,High School or Below,1/31/11,Employed,F,96357,Urban,Married,71,4,69,1,1,Personal Auto,Personal L3,Offer2,Branch,238.245103,Four-Door Car,Medsize +KA29693,California,11513.35549,No,Basic,College,1/13/11,Medical Leave,M,16266,Suburban,Married,100,11,23,0,2,Special Auto,Special L1,Offer2,Web,1177.323534,SUV,Medsize +KE41602,Arizona,7588.35586,No,Extended,High School or Below,2/23/11,Employed,M,76516,Suburban,Married,95,13,15,0,9,Personal Auto,Personal L1,Offer2,Branch,661.008979,Two-Door Car,Medsize +QF17193,Arizona,2389.310128,No,Basic,College,2/18/11,Employed,F,20484,Urban,Married,61,3,89,0,1,Personal Auto,Personal L3,Offer2,Agent,181.218317,Four-Door Car,Medsize +IQ63581,California,5066.827444,No,Basic,Master,2/21/11,Employed,F,40215,Rural,Divorced,64,11,22,0,3,Personal Auto,Personal L2,Offer3,Branch,98.480884,Four-Door Car,Medsize +MR39613,California,36860.90798,No,Extended,Bachelor,2/1/11,Medical Leave,M,22854,Suburban,Married,122,28,53,0,2,Special Auto,Special L2,Offer1,Branch,878.4,Sports Car,Small +RQ22171,California,3961.58618,No,Basic,High School or Below,1/30/11,Unemployed,F,0,Rural,Single,118,6,34,1,1,Corporate Auto,Corporate L2,Offer2,Agent,264.642948,SUV,Medsize +QV89791,California,8476.80656,No,Premium,High School or Below,2/15/11,Employed,F,55217,Suburban,Married,107,9,9,2,9,Personal Auto,Personal L3,Offer1,Branch,696.115596,Two-Door Car,Medsize +MD15300,California,10110.76997,No,Extended,College,2/5/11,Employed,M,76276,Rural,Single,86,24,19,0,2,Corporate Auto,Corporate L3,Offer4,Web,93.309811,Two-Door Car,Large +OW33876,Washington,2476.480866,No,Basic,College,2/14/11,Employed,F,47918,Urban,Married,62,2,51,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,246.256648,Two-Door Car,Medsize +SK12752,California,4462.997006,Yes,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,73,35,52,3,5,Corporate Auto,Corporate L3,Offer1,Web,350.4,Two-Door Car,Medsize +BW65176,Arizona,3141.252909,No,Extended,College,2/22/11,Employed,M,43499,Suburban,Married,80,8,44,0,1,Personal Auto,Personal L2,Offer4,Call Center,529.490007,Four-Door Car,Medsize +XV31269,Oregon,2496.140812,No,Basic,High School or Below,2/13/11,Unemployed,M,0,Suburban,Single,72,14,58,0,1,Corporate Auto,Corporate L2,Offer4,Web,518.4,Two-Door Car,Medsize +NV94455,Arizona,6861.278936,No,Basic,College,1/10/11,Unemployed,F,0,Suburban,Single,71,11,21,3,2,Personal Auto,Personal L3,Offer4,Call Center,476.197355,Two-Door Car,Medsize +QA32784,Oregon,4983.178714,No,Extended,Bachelor,2/26/11,Disabled,M,21497,Suburban,Married,128,31,58,0,1,Personal Auto,Personal L3,Offer3,Call Center,614.4,Sports Car,Medsize +UH41125,Arizona,2227.072755,Yes,Basic,High School or Below,1/5/11,Retired,M,27972,Suburban,Married,61,7,38,0,1,Personal Auto,Personal L3,Offer3,Web,292.8,Four-Door Car,Medsize +VS28690,Nevada,9670.181104,No,Extended,Master,1/6/11,Disabled,F,20942,Suburban,Divorced,84,12,59,0,2,Personal Auto,Personal L2,Offer1,Agent,403.2,Four-Door Car,Medsize +SD63822,Oregon,5088.687654,No,Basic,Bachelor,1/5/11,Unemployed,F,0,Suburban,Single,71,31,52,0,4,Corporate Auto,Corporate L2,Offer1,Branch,511.2,Four-Door Car,Small +QE50648,Washington,7095.134789,No,Premium,High School or Below,1/25/11,Employed,F,74298,Rural,Married,177,9,81,0,1,Corporate Auto,Corporate L1,Offer2,Call Center,161.537767,Sports Car,Medsize +EL77795,California,5437.908293,No,Extended,College,1/9/11,Employed,F,23339,Suburban,Married,138,8,31,0,1,Corporate Auto,Corporate L3,Offer2,Branch,666.307195,SUV,Medsize +VK98184,Arizona,5033.693296,No,Extended,College,2/19/11,Employed,F,77031,Suburban,Married,125,17,17,0,1,Personal Auto,Personal L3,Offer2,Call Center,600,SUV,Medsize +BR69566,Oregon,14019.83314,No,Basic,College,2/18/11,Employed,M,31739,Suburban,Divorced,71,10,29,0,2,Personal Auto,Personal L3,Offer4,Call Center,469.882367,Two-Door Car,Small +AI16519,Nevada,4877.61238,No,Basic,High School or Below,1/18/11,Unemployed,M,0,Suburban,Married,66,4,30,0,5,Personal Auto,Personal L3,Offer2,Agent,420.39344,Two-Door Car,Medsize +SN67992,Washington,3449.494119,No,Extended,Bachelor,2/4/11,Medical Leave,F,25236,Suburban,Divorced,89,2,26,0,1,Personal Auto,Personal L3,Offer2,Call Center,427.2,Four-Door Car,Medsize +BE31382,Oregon,3771.617797,No,Basic,College,2/18/11,Unemployed,F,0,Suburban,Married,103,25,16,1,1,Personal Auto,Personal L3,Offer1,Branch,685.227276,SUV,Medsize +ZP49970,Oregon,5824.817366,No,Basic,Bachelor,1/26/11,Employed,M,40964,Suburban,Married,74,7,57,0,8,Special Auto,Special L2,Offer3,Agent,355.2,Two-Door Car,Large +OA23108,Oregon,4379.92784,No,Basic,Doctor,1/28/11,Employed,F,40896,Urban,Married,109,3,61,0,1,Personal Auto,Personal L3,Offer1,Branch,319.294289,Sports Car,Medsize +LY90785,Oregon,5793.157728,No,Basic,Bachelor,2/6/11,Employed,M,95733,Suburban,Married,72,19,82,0,3,Corporate Auto,Corporate L3,Offer1,Agent,475.423848,Two-Door Car,Small +ZR66788,California,2725.680297,No,Basic,High School or Below,1/8/11,Employed,F,39161,Suburban,Married,71,8,84,3,1,Personal Auto,Personal L3,Offer1,Branch,340.8,Four-Door Car,Medsize +BL12371,Arizona,5790.565333,No,Basic,Master,2/3/11,Employed,M,84551,Rural,Divorced,72,10,82,0,5,Personal Auto,Personal L3,Offer2,Agent,28.92584,Four-Door Car,Large +GB68813,Nevada,8502.237137,No,Premium,Bachelor,2/8/11,Medical Leave,F,12843,Suburban,Single,111,6,47,0,3,Corporate Auto,Corporate L2,Offer2,Branch,1143.494486,Four-Door Car,Small +IG90926,Arizona,2476.588891,No,Basic,College,2/4/11,Employed,F,71551,Suburban,Single,62,10,19,0,1,Personal Auto,Personal L3,Offer3,Branch,297.6,Four-Door Car,Medsize +CT86614,Arizona,2426.95904,No,Basic,Bachelor,1/30/11,Unemployed,M,0,Suburban,Single,71,2,5,0,1,Corporate Auto,Corporate L2,Offer4,Branch,511.2,Four-Door Car,Small +BL13393,Oregon,5897.986595,No,Basic,High School or Below,2/20/11,Employed,F,77835,Rural,Divorced,74,2,30,1,4,Personal Auto,Personal L3,Offer3,Web,43.618784,Four-Door Car,Medsize +TU33850,Washington,4617.391775,No,Basic,Bachelor,1/25/11,Medical Leave,F,16764,Suburban,Married,61,13,79,0,7,Personal Auto,Personal L3,Offer1,Branch,292.8,Four-Door Car,Medsize +IL25109,Nevada,12521.42105,No,Premium,High School or Below,1/29/11,Employed,M,39007,Suburban,Married,105,29,16,0,2,Personal Auto,Personal L2,Offer1,Branch,1023.844984,Two-Door Car,Large +OP67672,Washington,9079.823377,No,Basic,Master,2/14/11,Employed,F,20290,Suburban,Married,113,6,75,0,3,Personal Auto,Personal L2,Offer4,Agent,766.519022,SUV,Medsize +NW73460,Arizona,7777.201669,No,Basic,High School or Below,1/7/11,Employed,F,46182,Rural,Married,65,23,27,0,2,Corporate Auto,Corporate L1,Offer2,Branch,2.574682,Two-Door Car,Medsize +LW57693,Oregon,5601.68063,No,Basic,College,2/16/11,Disabled,F,11920,Suburban,Married,74,20,27,0,7,Personal Auto,Personal L3,Offer1,Call Center,355.2,Four-Door Car,Medsize +JD81426,Arizona,3459.037949,No,Extended,High School or Below,1/11/11,Employed,M,97162,Rural,Married,86,0,63,0,1,Personal Auto,Personal L1,Offer3,Web,32.715179,Four-Door Car,Medsize +AM99192,Arizona,9061.951591,No,Basic,College,2/5/11,Employed,M,42743,Rural,Married,117,5,86,1,6,Personal Auto,Personal L3,Offer1,Call Center,101.288057,SUV,Medsize +LQ31287,Oregon,6866.093807,No,Basic,College,2/19/11,Unemployed,F,0,Rural,Divorced,64,18,59,0,2,Personal Auto,Personal L3,Offer1,Agent,40.44586,Two-Door Car,Medsize +ZU25563,California,2659.70565,Yes,Extended,College,2/19/11,Unemployed,F,0,Suburban,Divorced,87,4,4,3,1,Personal Auto,Personal L1,Offer2,Agent,420.041981,Four-Door Car,Medsize +RU75949,Oregon,12332.51669,No,Basic,College,2/28/11,Employed,M,85789,Rural,Married,105,18,54,2,2,Personal Auto,Personal L1,Offer1,Agent,122.302824,Sports Car,Medsize +DV85764,California,21172.38983,No,Extended,High School or Below,1/4/11,Unemployed,M,0,Suburban,Married,82,24,86,0,2,Personal Auto,Personal L2,Offer2,Branch,588.269018,Four-Door Car,Medsize +VU33725,Oregon,3677.907634,No,Extended,High School or Below,1/10/11,Employed,M,31349,Suburban,Married,93,10,32,0,1,Corporate Auto,Corporate L2,Offer4,Branch,446.4,Four-Door Car,Medsize +SV43220,Oregon,9816.528302,Yes,Basic,College,1/28/11,Employed,M,37256,Rural,Married,62,15,7,0,2,Personal Auto,Personal L3,Offer1,Branch,128.969729,Four-Door Car,Medsize +WL61717,Arizona,4922.165949,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Suburban,Single,69,2,76,0,3,Personal Auto,Personal L1,Offer1,Agent,331.2,Four-Door Car,Medsize +IW17510,California,7583.962264,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Single,102,27,29,0,5,Personal Auto,Personal L3,Offer2,Call Center,848.161322,Sports Car,Medsize +ZS35830,Oregon,2685.901421,No,Basic,College,1/1/11,Employed,F,58166,Rural,Married,67,3,19,0,1,Personal Auto,Personal L2,Offer2,Call Center,91.914969,Four-Door Car,Medsize +TY95197,Washington,4132.58858,No,Basic,College,1/31/11,Unemployed,F,0,Suburban,Single,63,4,55,1,3,Personal Auto,Personal L3,Offer1,Agent,453.6,Four-Door Car,Medsize +PU73501,Arizona,8622.835375,Yes,Basic,Bachelor,2/18/11,Employed,M,97361,Suburban,Single,73,6,85,0,2,Personal Auto,Personal L1,Offer1,Agent,350.4,Four-Door Car,Medsize +FP65563,Washington,15253.26436,No,Basic,High School or Below,1/24/11,Employed,M,51937,Urban,Married,193,5,40,0,9,Personal Auto,Personal L3,Offer4,Web,850.389259,Luxury Car,Small +IC44995,Oregon,4277.560211,No,Basic,College,1/15/11,Employed,F,75921,Suburban,Married,106,32,4,0,1,Personal Auto,Personal L3,Offer3,Agent,609.680428,SUV,Medsize +AY55759,California,20096.89337,Yes,Basic,High School or Below,1/1/11,Employed,F,92766,Suburban,Married,71,17,15,0,2,Personal Auto,Personal L2,Offer2,Agent,379.029102,Two-Door Car,Large +GO94903,Oregon,4770.550911,Yes,Basic,College,2/1/11,Medical Leave,F,12964,Suburban,Single,65,2,37,0,4,Personal Auto,Personal L3,Offer1,Web,362.774545,Two-Door Car,Medsize +TF35512,Oregon,7025.65076,No,Extended,College,1/23/11,Employed,F,48117,Suburban,Married,88,4,51,0,3,Corporate Auto,Corporate L3,Offer3,Agent,422.4,Four-Door Car,Medsize +HY43263,California,8265.379176,No,Extended,Bachelor,2/7/11,Unemployed,F,0,Suburban,Single,77,17,41,0,2,Corporate Auto,Corporate L3,Offer2,Agent,554.4,Two-Door Car,Small +WP34496,Washington,24552.8746,No,Basic,High School or Below,1/20/11,Unemployed,M,0,Suburban,Married,118,18,66,1,2,Personal Auto,Personal L3,Offer1,Branch,966.541071,SUV,Large +QE73187,Oregon,4407.97312,No,Basic,High School or Below,2/1/11,Employed,M,66152,Suburban,Married,111,14,18,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,532.8,SUV,Medsize +WL13766,Arizona,2482.195895,No,Basic,High School or Below,1/31/11,Employed,M,31093,Urban,Single,64,1,22,0,1,Personal Auto,Personal L3,Offer3,Branch,274.956819,Four-Door Car,Medsize +VT44999,Arizona,3858.867206,No,Basic,High School or Below,1/8/11,Unemployed,F,0,Suburban,Married,107,15,58,1,1,Personal Auto,Personal L3,Offer3,Agent,513.6,SUV,Medsize +RZ14993,California,11572.10339,No,Premium,High School or Below,1/29/11,Unemployed,F,0,Suburban,Single,166,4,49,0,4,Special Auto,Special L3,Offer1,Agent,1195.2,Sports Car,Medsize +XI14610,California,3645.464325,No,Extended,College,1/4/11,Medical Leave,F,19121,Suburban,Married,95,1,18,0,1,Personal Auto,Personal L2,Offer2,Agent,915.188647,Four-Door Car,Small +VE31268,Oregon,4362.772279,No,Basic,Bachelor,1/11/11,Unemployed,M,0,Suburban,Single,65,11,46,0,3,Personal Auto,Personal L3,Offer3,Web,468,Four-Door Car,Medsize +ZD13262,Oregon,10425.98532,No,Extended,High School or Below,1/30/11,Employed,F,68563,Urban,Married,131,6,44,1,3,Personal Auto,Personal L2,Offer4,Call Center,350.097052,SUV,Small +OJ58066,Nevada,7025.04419,No,Extended,High School or Below,2/14/11,Employed,M,24726,Rural,Divorced,92,18,75,1,5,Personal Auto,Personal L3,Offer1,Call Center,150.693773,Four-Door Car,Medsize +RK81706,Arizona,7388.733207,No,Extended,College,2/24/11,Unemployed,F,0,Suburban,Married,97,31,24,0,3,Personal Auto,Personal L3,Offer4,Call Center,638.371157,Four-Door Car,Medsize +NI18835,California,2927.734329,No,Basic,Bachelor,2/15/11,Employed,M,51991,Rural,Married,73,4,95,0,1,Personal Auto,Personal L3,Offer2,Web,124.376921,Four-Door Car,Medsize +RA87395,California,8356.181097,No,Basic,Bachelor,1/13/11,Unemployed,M,0,Rural,Married,118,25,29,0,7,Personal Auto,Personal L3,Offer1,Agent,153.176419,SUV,Medsize +QN13323,Oregon,8718.056722,No,Basic,High School or Below,1/17/11,Employed,M,89096,Rural,Single,111,1,50,0,3,Personal Auto,Personal L1,Offer2,Branch,64.98293,SUV,Large +BC53363,Oregon,35227.29912,No,Premium,High School or Below,2/8/11,Employed,F,23031,Suburban,Married,148,26,76,0,2,Special Auto,Special L3,Offer4,Web,710.4,SUV,Medsize +VB26229,Arizona,8697.882675,No,Basic,Bachelor,1/31/11,Employed,M,29540,Suburban,Divorced,73,3,23,0,2,Personal Auto,Personal L3,Offer2,Branch,350.4,Four-Door Car,Medsize +AD28535,California,3554.845264,Yes,Extended,Master,1/10/11,Employed,F,58557,Rural,Married,88,4,83,0,1,Personal Auto,Personal L1,Offer1,Branch,55.510526,Four-Door Car,Large +SE50560,Oregon,2818.31302,No,Basic,College,1/17/11,Employed,M,88816,Rural,Married,70,33,9,0,1,Personal Auto,Personal L2,Offer3,Branch,164.282841,Two-Door Car,Medsize +YL65673,California,19045.50012,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,61,2,61,0,2,Personal Auto,Personal L2,Offer1,Agent,439.2,Four-Door Car,Small +WK65741,California,2893.806196,No,Basic,High School or Below,2/18/11,Employed,F,61809,Urban,Married,72,9,21,0,1,Personal Auto,Personal L2,Offer3,Agent,328.004855,Two-Door Car,Medsize +GZ77449,California,14439.80313,No,Basic,College,1/23/11,Employed,M,58452,Suburban,Single,186,7,13,0,5,Corporate Auto,Corporate L3,Offer4,Branch,892.8,Luxury Car,Medsize +OF49789,Oregon,5121.838914,No,Extended,College,2/15/11,Employed,F,57161,Suburban,Married,127,20,92,0,1,Personal Auto,Personal L1,Offer1,Agent,609.6,Sports Car,Medsize +YX54093,Arizona,2217.664193,No,Basic,College,2/12/11,Unemployed,M,0,Rural,Divorced,65,11,69,0,1,Personal Auto,Personal L2,Offer4,Branch,111.872115,Four-Door Car,Medsize +TD19026,California,2861.717418,No,Basic,High School or Below,2/22/11,Employed,F,90083,Urban,Married,71,23,47,0,1,Personal Auto,Personal L3,Offer4,Agent,181.689191,Two-Door Car,Medsize +XT67997,California,5979.724161,Yes,Extended,High School or Below,2/7/11,Employed,F,57693,Suburban,Divorced,76,16,56,0,3,Personal Auto,Personal L3,Offer2,Agent,547.2,Four-Door Car,Medsize +WP65749,Nevada,7377.231238,No,Basic,College,2/24/11,Unemployed,M,0,Suburban,Married,69,16,42,0,2,Personal Auto,Personal L3,Offer4,Branch,331.2,Four-Door Car,Medsize +YT91759,California,6366.225775,Yes,Extended,High School or Below,1/7/11,Employed,M,44368,Suburban,Married,80,5,72,0,3,Personal Auto,Personal L2,Offer2,Call Center,384,Two-Door Car,Large +YH20696,Oregon,8657.968597,No,Basic,College,1/17/11,Employed,M,68727,Rural,Married,72,15,49,0,2,Personal Auto,Personal L1,Offer1,Branch,171.475838,Four-Door Car,Medsize +NS14955,Oregon,11726.18921,No,Extended,Master,2/26/11,Employed,F,40564,Rural,Married,97,0,36,0,2,Personal Auto,Personal L2,Offer4,Call Center,85.968142,Four-Door Car,Small +UH79028,Nevada,5780.182197,Yes,Basic,High School or Below,2/26/11,Employed,M,51066,Suburban,Single,74,23,0,0,8,Personal Auto,Personal L2,Offer2,Call Center,787.993313,Four-Door Car,Medsize +JM89095,Oregon,10058.74013,No,Extended,High School or Below,2/27/11,Unemployed,M,0,Suburban,Single,92,30,81,0,2,Personal Auto,Personal L2,Offer1,Call Center,640.229108,Two-Door Car,Medsize +NK26146,Washington,7072.928971,No,Basic,College,2/11/11,Employed,F,90551,Suburban,Divorced,61,28,4,4,2,Corporate Auto,Corporate L3,Offer4,Call Center,374.527412,Four-Door Car,Small +HE99696,Washington,4787.206586,No,Basic,College,2/24/11,Unemployed,F,0,Suburban,Single,67,16,45,0,5,Personal Auto,Personal L3,Offer1,Call Center,321.6,Four-Door Car,Small +HH15953,California,3013.439451,No,Extended,Bachelor,2/20/11,Disabled,M,21353,Suburban,Divorced,80,28,21,0,1,Personal Auto,Personal L3,Offer3,Agent,576,Four-Door Car,Medsize +ZO30377,California,3472.369996,No,Premium,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,102,25,48,0,1,Personal Auto,Personal L3,Offer2,Agent,976.112456,Four-Door Car,Medsize +VZ23007,Oregon,5380.898636,Yes,Basic,College,2/24/11,Employed,F,55350,Suburban,Married,67,0,13,0,9,Personal Auto,Personal L2,Offer1,Agent,321.6,Four-Door Car,Medsize +DF74270,Nevada,38230.21008,No,Basic,Bachelor,1/16/11,Employed,M,80321,Rural,Married,105,25,1,0,2,Corporate Auto,Corporate L1,Offer4,Agent,166.972451,SUV,Medsize +SE47384,California,5526.438887,No,Extended,Bachelor,2/6/11,Employed,F,94230,Suburban,Married,137,21,82,0,1,Special Auto,Special L3,Offer3,Agent,657.6,SUV,Medsize +CS84396,Arizona,4883.117399,No,Basic,Bachelor,1/25/11,Employed,M,53305,Suburban,Single,63,32,73,0,4,Corporate Auto,Corporate L2,Offer1,Call Center,302.4,Two-Door Car,Small +OQ20827,California,14203.04178,No,Basic,College,1/24/11,Employed,M,55593,Urban,Married,182,10,48,1,9,Corporate Auto,Corporate L2,Offer4,Web,677.63589,Luxury Car,Medsize +VU47281,Oregon,5745.41663,No,Premium,Bachelor,2/19/11,Unemployed,F,0,Suburban,Single,165,27,38,0,1,Personal Auto,Personal L3,Offer1,Agent,1853.202354,Sports Car,Medsize +BN62219,Arizona,9602.07966,No,Extended,College,2/15/11,Unemployed,F,0,Suburban,Single,94,12,3,0,2,Personal Auto,Personal L3,Offer3,Branch,676.8,Two-Door Car,Medsize +TP39671,Arizona,3199.75316,No,Extended,Bachelor,1/20/11,Unemployed,M,0,Rural,Married,87,3,43,0,1,Personal Auto,Personal L3,Offer1,Agent,132.492438,Four-Door Car,Medsize +HX33134,Arizona,2758.329817,No,Basic,High School or Below,1/4/11,Disabled,M,22158,Suburban,Married,74,8,92,0,1,Personal Auto,Personal L1,Offer2,Call Center,355.2,Four-Door Car,Small +UR49989,Oregon,2725.192659,No,Basic,Bachelor,1/27/11,Employed,F,81605,Suburban,Married,67,7,74,0,1,Personal Auto,Personal L3,Offer2,Agent,424.219182,Two-Door Car,Medsize +VU48786,Washington,5550.149947,No,Basic,Master,1/25/11,Employed,M,62219,Urban,Married,69,7,73,0,4,Personal Auto,Personal L3,Offer2,Branch,243.238784,Two-Door Car,Small +QM46642,California,2619.172388,No,Basic,Bachelor,1/16/11,Disabled,M,15587,Rural,Married,71,11,48,0,1,Special Auto,Special L1,Offer2,Agent,136.033828,Two-Door Car,Medsize +TG60853,Nevada,6265.343299,Yes,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Married,84,18,25,1,4,Corporate Auto,Corporate L2,Offer1,Agent,481.025786,Four-Door Car,Medsize +CV40610,California,12313.16484,No,Premium,College,1/17/11,Unemployed,M,0,Suburban,Single,116,7,57,0,2,Personal Auto,Personal L1,Offer1,Call Center,835.2,Two-Door Car,Medsize +HI98447,Oregon,10552.42728,No,Extended,High School or Below,1/24/11,Employed,M,28505,Suburban,Married,88,0,93,0,2,Personal Auto,Personal L2,Offer4,Agent,422.4,Four-Door Car,Large +QD86271,Arizona,12022.38645,No,Basic,High School or Below,1/21/11,Medical Leave,M,25918,Suburban,Married,104,7,30,0,2,Personal Auto,Personal L3,Offer1,Agent,996.775536,SUV,Medsize +ZD75163,Nevada,9295.41115,No,Premium,High School or Below,2/14/11,Unemployed,M,0,Suburban,Single,261,33,44,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,2759.794354,Luxury Car,Medsize +LB98130,Oregon,7440.92353,No,Basic,Bachelor,2/14/11,Employed,M,34137,Suburban,Married,62,6,9,0,2,Personal Auto,Personal L3,Offer1,Agent,297.6,Two-Door Car,Medsize +VZ16820,Washington,10302.90289,No,Extended,Bachelor,1/11/11,Employed,M,21839,Suburban,Single,137,2,70,0,8,Personal Auto,Personal L3,Offer2,Agent,657.6,Sports Car,Medsize +YE24562,California,3508.569533,Yes,Extended,College,1/5/11,Medical Leave,M,20978,Suburban,Married,98,19,96,1,1,Personal Auto,Personal L3,Offer2,Branch,1176.2788,Four-Door Car,Small +IH78357,Oregon,5761.317533,No,Basic,College,1/17/11,Employed,F,83392,Rural,Married,71,30,80,0,3,Personal Auto,Personal L3,Offer2,Web,125.961938,Four-Door Car,Medsize +TH96263,Nevada,10280.80787,No,Extended,High School or Below,2/15/11,Employed,F,73661,Urban,Married,128,34,47,0,3,Personal Auto,Personal L3,Offer2,Call Center,404.329477,SUV,Medsize +DC31768,Arizona,4783.917752,No,Extended,Bachelor,1/29/11,Employed,M,49793,Suburban,Married,121,3,55,0,1,Personal Auto,Personal L3,Offer2,Agent,640.835113,SUV,Small +YO81676,Oregon,2142.892273,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,65,3,71,0,1,Corporate Auto,Corporate L1,Offer4,Web,686.774939,Two-Door Car,Medsize +MQ79612,California,8738.299629,No,Basic,Doctor,2/15/11,Employed,M,91890,Rural,Married,107,30,28,0,7,Personal Auto,Personal L2,Offer3,Agent,156.617415,SUV,Small +ZZ77357,Nevada,4468.2209,No,Basic,High School or Below,1/9/11,Unemployed,M,0,Suburban,Single,65,16,61,0,9,Corporate Auto,Corporate L2,Offer1,Agent,468,Two-Door Car,Medsize +OE88763,California,11315.20373,Yes,Premium,Bachelor,2/16/11,Disabled,F,11885,Suburban,Divorced,101,18,39,0,2,Corporate Auto,Corporate L2,Offer1,Agent,484.8,Four-Door Car,Medsize +XP39695,Arizona,21886.19626,No,Basic,Bachelor,2/1/11,Employed,F,43000,Suburban,Married,109,27,9,0,2,Personal Auto,Personal L2,Offer2,Web,676.808053,SUV,Medsize +QC28119,Oregon,7681.551777,No,Basic,High School or Below,2/15/11,Employed,M,90043,Urban,Married,63,12,21,0,2,Personal Auto,Personal L3,Offer2,Branch,203.226649,Four-Door Car,Medsize +AZ29426,California,16702.69914,No,Basic,College,1/17/11,Unemployed,M,0,Suburban,Single,72,34,46,0,2,Special Auto,Special L3,Offer1,Agent,345.6,Four-Door Car,Medsize +RI46607,California,5015.009472,Yes,Extended,Bachelor,2/3/11,Employed,F,48567,Suburban,Single,130,12,15,0,1,Corporate Auto,Corporate L2,Offer2,Agent,624,SUV,Medsize +OJ63606,Arizona,5776.338737,No,Premium,High School or Below,1/28/11,Medical Leave,F,27510,Suburban,Married,159,5,28,3,1,Corporate Auto,Corporate L3,Offer1,Call Center,871.457982,SUV,Small +TQ89058,Nevada,2777.525403,No,Basic,Master,1/12/11,Employed,F,59124,Rural,Married,70,18,31,2,1,Personal Auto,Personal L1,Offer4,Call Center,173.426207,Four-Door Car,Small +IW78492,Arizona,4127.495254,No,Basic,College,1/14/11,Unemployed,F,0,Suburban,Single,119,20,89,3,1,Personal Auto,Personal L2,Offer1,Web,856.8,Sports Car,Medsize +WE88728,Arizona,6670.850638,No,Premium,High School or Below,1/2/11,Employed,F,56531,Suburban,Married,170,34,24,3,1,Corporate Auto,Corporate L3,Offer2,Web,816,SUV,Medsize +PJ74689,Nevada,14741.76092,No,Extended,Bachelor,1/25/11,Unemployed,F,0,Suburban,Married,139,2,33,1,2,Personal Auto,Personal L3,Offer3,Call Center,667.2,SUV,Medsize +ZI86917,Nevada,38320.82017,No,Basic,Bachelor,1/10/11,Employed,M,45277,Suburban,Married,191,19,0,0,2,Special Auto,Special L2,Offer2,Agent,916.8,Luxury SUV,Medsize +IJ71609,Washington,2064.697955,No,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,65,12,57,3,1,Personal Auto,Personal L2,Offer1,Call Center,368.828511,Four-Door Car,Medsize +FP17993,Arizona,5504.139033,Yes,Basic,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,73,18,45,0,5,Personal Auto,Personal L2,Offer1,Call Center,350.4,Four-Door Car,Medsize +EC28398,Oregon,5096.673223,Yes,Basic,Master,1/28/11,Disabled,F,22886,Suburban,Divorced,65,9,81,0,3,Corporate Auto,Corporate L2,Offer1,Agent,312,Four-Door Car,Small +ZX85480,Washington,7995.441263,No,Basic,High School or Below,1/2/11,Employed,F,66685,Rural,Married,67,35,50,2,2,Personal Auto,Personal L2,Offer2,Call Center,38.763897,Two-Door Car,Large +JP27787,Oregon,5674.136445,No,Basic,College,1/23/11,Employed,F,65775,Rural,Divorced,72,16,98,0,4,Personal Auto,Personal L2,Offer2,Agent,171.426318,Four-Door Car,Medsize +NH24429,Arizona,2886.232446,No,Basic,Doctor,2/1/11,Employed,M,52972,Suburban,Single,74,3,68,0,1,Special Auto,Special L3,Offer2,Call Center,355.2,Four-Door Car,Medsize +QU58523,Arizona,5794.682724,No,Basic,Master,2/15/11,Employed,M,52979,Suburban,Divorced,72,14,53,0,4,Personal Auto,Personal L2,Offer1,Agent,345.6,Two-Door Car,Small +EZ39383,Arizona,10706.66957,No,Basic,Bachelor,1/13/11,Employed,F,55436,Suburban,Divorced,67,7,44,0,2,Personal Auto,Personal L2,Offer3,Agent,321.6,Four-Door Car,Small +IR74017,Oregon,5320.614976,No,Extended,College,1/21/11,Employed,F,32116,Rural,Married,132,10,42,0,1,Personal Auto,Personal L3,Offer4,Call Center,277.351026,SUV,Medsize +DH68234,California,20498.83124,No,Basic,Master,1/24/11,Employed,M,56070,Rural,Divorced,74,5,73,0,2,Personal Auto,Personal L3,Offer1,Branch,87.990528,Two-Door Car,Medsize +TZ37274,Arizona,4628.280887,No,Basic,High School or Below,2/27/11,Unemployed,M,0,Suburban,Single,62,32,31,0,3,Personal Auto,Personal L3,Offer3,Web,690.548602,Four-Door Car,Medsize +QG67362,California,27287.50099,No,Basic,Bachelor,2/10/11,Unemployed,F,0,Suburban,Single,116,12,76,1,2,Personal Auto,Personal L3,Offer1,Agent,835.2,SUV,Small +TN36916,California,4029.723325,No,Basic,Bachelor,2/19/11,Employed,F,93621,Rural,Married,100,16,20,0,1,Personal Auto,Personal L2,Offer3,Branch,59.860273,SUV,Large +FL74984,Oregon,2744.083863,No,Basic,Bachelor,2/1/11,Employed,M,79192,Suburban,Divorced,70,11,74,0,1,Personal Auto,Personal L3,Offer2,Call Center,336,Two-Door Car,Small +FV15346,Arizona,35444.31404,No,Extended,College,1/1/11,Employed,M,96853,Suburban,Divorced,98,34,68,0,2,Personal Auto,Personal L3,Offer1,Call Center,565.504258,Two-Door Car,Medsize +JV12632,Washington,2858.992036,No,Extended,Master,1/20/11,Unemployed,F,0,Urban,Married,83,25,91,4,1,Corporate Auto,Corporate L2,Offer4,Branch,355.385287,Four-Door Car,Medsize +TF64196,California,5862.803295,No,Basic,College,1/11/11,Employed,F,75121,Rural,Married,73,12,22,0,6,Corporate Auto,Corporate L1,Offer3,Call Center,171.226873,Two-Door Car,Small +PC27174,Oregon,4031.539471,No,Premium,College,2/23/11,Unemployed,F,0,Suburban,Single,117,2,41,0,1,Personal Auto,Personal L1,Offer2,Web,842.4,Four-Door Car,Medsize +RL28880,Nevada,7553.225007,No,Basic,Bachelor,2/12/11,Employed,F,69959,Suburban,Divorced,63,9,3,0,2,Personal Auto,Personal L3,Offer1,Branch,401.838921,Two-Door Car,Medsize +FG46631,Oregon,16699.46158,No,Premium,Bachelor,1/14/11,Employed,F,81400,Suburban,Married,104,6,19,0,2,Special Auto,Special L2,Offer2,Web,499.2,Four-Door Car,Small +PB29715,California,3233.262049,No,Extended,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,98,33,87,1,1,Corporate Auto,Corporate L3,Offer1,Agent,705.6,Two-Door Car,Medsize +ZV42323,California,5640.729767,No,Basic,Bachelor,2/25/11,Employed,M,67523,Urban,Single,72,35,21,0,7,Corporate Auto,Corporate L2,Offer2,Web,345.237659,Two-Door Car,Medsize +YS49138,California,8678.508294,No,Premium,High School or Below,1/21/11,Employed,F,62366,Rural,Married,108,22,87,0,8,Personal Auto,Personal L2,Offer1,Call Center,51.316527,Four-Door Car,Medsize +XJ34057,California,10339.59799,No,Extended,Bachelor,2/25/11,Employed,M,67134,Rural,Married,131,5,63,1,6,Personal Auto,Personal L2,Offer1,Call Center,277.448968,Sports Car,Medsize +NJ54277,California,3746.751625,Yes,Extended,College,2/26/11,Employed,F,41479,Rural,Married,94,14,38,1,1,Personal Auto,Personal L2,Offer2,Call Center,19.575683,Two-Door Car,Large +RL64888,California,2571.260863,No,Basic,College,2/15/11,Employed,F,29697,Suburban,Married,66,0,58,4,1,Personal Auto,Personal L2,Offer4,Agent,316.8,Four-Door Car,Medsize +UM28580,Oregon,4428.031583,Yes,Basic,High School or Below,1/29/11,Employed,F,58577,Urban,Married,110,6,62,0,1,Personal Auto,Personal L3,Offer1,Agent,303.872752,SUV,Medsize +TO87218,California,7413.386729,No,Basic,High School or Below,2/25/11,Unemployed,F,0,Suburban,Single,106,7,44,0,4,Personal Auto,Personal L2,Offer1,Web,508.8,Sports Car,Medsize +YQ79307,Washington,4768.955924,No,Basic,Bachelor,1/10/11,Employed,M,51144,Urban,Married,61,28,32,1,9,Personal Auto,Personal L3,Offer1,Agent,223.305224,Two-Door Car,Medsize +KZ80383,Arizona,6035.086336,No,Extended,High School or Below,2/23/11,Employed,F,29587,Suburban,Married,76,25,4,0,3,Personal Auto,Personal L2,Offer2,Branch,422.024661,Four-Door Car,Medsize +TS78649,Arizona,16280.19859,No,Premium,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,157,17,1,0,2,Personal Auto,Personal L1,Offer3,Branch,753.6,Sports Car,Medsize +QX84389,California,9024.199159,No,Basic,Master,2/25/11,Employed,M,71499,Suburban,Married,112,25,61,0,5,Corporate Auto,Corporate L3,Offer3,Agent,537.6,Sports Car,Small +WC26700,California,7495.676658,No,Premium,Bachelor,2/21/11,Unemployed,F,0,Suburban,Single,106,23,45,0,5,Corporate Auto,Corporate L2,Offer1,Branch,763.2,Four-Door Car,Medsize +JR26812,Nevada,12520.97907,No,Extended,College,2/14/11,Unemployed,M,0,Suburban,Single,126,4,59,0,2,Personal Auto,Personal L3,Offer3,Branch,907.2,SUV,Medsize +QD17769,Oregon,2552.038766,No,Basic,High School or Below,2/12/11,Employed,M,75740,Rural,Married,64,13,11,0,1,Corporate Auto,Corporate L3,Offer3,Agent,128.516525,Two-Door Car,Medsize +VA89404,California,16887.79708,No,Basic,Master,1/5/11,Employed,M,53262,Urban,Married,62,11,18,4,2,Corporate Auto,Corporate L3,Offer2,Branch,223.72051,Four-Door Car,Medsize +ZR41880,Nevada,3038.829992,No,Extended,College,2/26/11,Employed,F,75180,Rural,Single,77,15,30,3,1,Corporate Auto,Corporate L3,Offer3,Agent,154.907769,Four-Door Car,Large +XK49057,California,4455.518101,No,Basic,High School or Below,2/8/11,Employed,M,31196,Suburban,Single,62,26,57,4,9,Corporate Auto,Corporate L1,Offer1,Web,342.796508,Two-Door Car,Small +ZM52280,Arizona,11972.78231,No,Basic,Bachelor,2/2/11,Unemployed,M,0,Suburban,Single,186,0,67,2,5,Personal Auto,Personal L2,Offer1,Web,1441.843837,Luxury SUV,Large +UX93878,Oregon,8513.697414,No,Basic,Bachelor,1/16/11,Employed,F,34505,Urban,Married,106,13,44,0,9,Personal Auto,Personal L3,Offer1,Branch,359.861348,SUV,Small +WY65854,Oregon,9085.204991,No,Extended,Bachelor,1/27/11,Unemployed,F,0,Rural,Married,82,14,27,2,2,Personal Auto,Personal L3,Offer3,Agent,146.757086,Four-Door Car,Large +ES97823,Oregon,24096.23695,No,Extended,Bachelor,2/25/11,Unemployed,F,0,Suburban,Single,97,1,40,0,2,Personal Auto,Personal L1,Offer4,Web,1154.635974,Four-Door Car,Medsize +CX34236,Oregon,9095.049868,Yes,Basic,College,1/11/11,Employed,M,37937,Suburban,Married,116,11,42,0,5,Personal Auto,Personal L2,Offer2,Call Center,556.8,SUV,Medsize +CQ81839,Oregon,21418.35544,No,Extended,College,2/19/11,Employed,F,21897,Suburban,Single,139,19,67,0,2,Personal Auto,Personal L2,Offer2,Web,667.2,SUV,Medsize +ES97399,Nevada,10714.21449,No,Extended,High School or Below,2/3/11,Employed,M,55994,Suburban,Married,92,19,75,2,2,Corporate Auto,Corporate L3,Offer3,Agent,441.6,Four-Door Car,Medsize +GL44478,Oregon,9986.661111,No,Extended,High School or Below,1/22/11,Disabled,M,24067,Suburban,Single,132,12,2,0,6,Corporate Auto,Corporate L3,Offer2,Branch,633.6,Sports Car,Medsize +ML79788,Arizona,7908.669486,No,Extended,College,1/31/11,Employed,F,43630,Suburban,Divorced,99,33,30,0,3,Corporate Auto,Corporate L1,Offer3,Branch,475.2,Four-Door Car,Medsize +KZ67768,Nevada,4869.596443,No,Extended,College,1/31/11,Medical Leave,M,23811,Suburban,Divorced,130,20,8,0,1,Personal Auto,Personal L3,Offer1,Web,624,SUV,Large +XU67970,Washington,2121.647053,No,Basic,College,1/27/11,Unemployed,M,0,Suburban,Single,62,11,45,0,1,Personal Auto,Personal L3,Offer4,Call Center,446.4,Two-Door Car,Small +IQ40799,Washington,6328.180924,No,Basic,Bachelor,1/22/11,Unemployed,M,0,Suburban,Single,100,17,21,2,4,Personal Auto,Personal L2,Offer1,Branch,648.364172,SUV,Small +BV80674,Oregon,4340.858797,No,Extended,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,124,6,34,0,1,Personal Auto,Personal L2,Offer3,Call Center,595.2,SUV,Medsize +TH72397,California,6279.816729,No,Extended,Bachelor,2/21/11,Employed,M,50562,Suburban,Married,79,19,34,0,9,Personal Auto,Personal L2,Offer2,Call Center,545.013504,Four-Door Car,Medsize +EC13382,Oregon,11981.98481,Yes,Basic,Master,1/20/11,Retired,F,21514,Urban,Married,62,0,59,0,2,Corporate Auto,Corporate L2,Offer1,Agent,257.248789,Two-Door Car,Medsize +LE30774,California,22235.01011,No,Basic,College,2/5/11,Employed,M,80355,Suburban,Married,187,24,92,1,2,Corporate Auto,Corporate L2,Offer1,Web,897.6,Luxury Car,Medsize +RA14734,Arizona,8646.504109,Yes,Basic,High School or Below,1/2/11,Employed,F,64125,Urban,Married,108,3,44,0,3,Personal Auto,Personal L3,Offer2,Branch,369.818708,SUV,Large +IY31142,Oregon,2444.329535,No,Basic,College,2/9/11,Employed,M,83800,Urban,Single,62,11,44,0,1,Personal Auto,Personal L3,Offer2,Branch,196.155575,Four-Door Car,Medsize +CK29372,California,5070.352408,No,Basic,College,2/28/11,Employed,F,23840,Suburban,Married,64,32,66,0,7,Personal Auto,Personal L2,Offer4,Call Center,307.2,Four-Door Car,Small +KD70601,Washington,5647.145809,No,Basic,College,1/9/11,Employed,F,54834,Urban,Single,72,23,13,0,8,Corporate Auto,Corporate L3,Offer3,Web,186.191931,Four-Door Car,Medsize +QN76596,California,13345.13545,No,Basic,Bachelor,1/28/11,Employed,M,80277,Rural,Married,112,6,40,1,2,Corporate Auto,Corporate L2,Offer1,Agent,36.975673,SUV,Medsize +XI62151,Oregon,13297.63587,No,Basic,College,1/24/11,Employed,M,88430,Suburban,Married,66,7,17,1,2,Personal Auto,Personal L1,Offer1,Agent,316.8,Four-Door Car,Medsize +ZQ37702,California,7031.785183,No,Extended,High School or Below,1/25/11,Employed,F,26255,Rural,Married,88,21,4,0,3,Personal Auto,Personal L1,Offer1,Branch,52.752601,Four-Door Car,Medsize +GE13332,Nevada,3615.889805,No,Extended,High School or Below,1/28/11,Unemployed,M,0,Suburban,Married,95,16,1,0,1,Personal Auto,Personal L3,Offer1,Agent,684,Four-Door Car,Medsize +LZ84227,Arizona,14120.03562,No,Premium,College,1/17/11,Employed,M,95715,Rural,Married,119,0,52,2,2,Personal Auto,Personal L3,Offer1,Agent,148.98255,Four-Door Car,Medsize +EX97404,Oregon,2155.209879,No,Basic,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,70,22,67,3,1,Personal Auto,Personal L3,Offer1,Branch,336,Four-Door Car,Medsize +RQ99149,California,2748.851081,No,Basic,Master,1/14/11,Employed,M,32437,Suburban,Married,69,4,73,0,1,Corporate Auto,Corporate L2,Offer2,Branch,473.361602,Two-Door Car,Medsize +UP57305,California,5087.015287,No,Basic,Bachelor,1/11/11,Employed,M,22726,Suburban,Married,65,25,73,0,3,Personal Auto,Personal L2,Offer2,Branch,312,Four-Door Car,Medsize +IC82877,Arizona,14031.70314,No,Basic,Bachelor,1/8/11,Employed,M,58092,Urban,Married,72,7,56,1,2,Personal Auto,Personal L2,Offer2,Branch,202.24202,Two-Door Car,Medsize +JO63956,California,8656.396659,No,Basic,College,2/2/11,Employed,M,83365,Suburban,Married,109,27,7,1,4,Personal Auto,Personal L1,Offer2,Branch,523.2,SUV,Medsize +MD47500,California,4861.493017,No,Basic,College,2/11/11,Medical Leave,M,12153,Suburban,Single,69,23,9,1,8,Personal Auto,Personal L3,Offer1,Branch,438.155584,Four-Door Car,Large +OW31837,California,19174.63407,No,Basic,Bachelor,2/11/11,Employed,F,74028,Rural,Married,118,10,16,0,2,Corporate Auto,Corporate L1,Offer4,Call Center,53.076203,SUV,Medsize +OY20177,Oregon,7089.68396,No,Extended,High School or Below,2/17/11,Employed,M,52707,Suburban,Married,90,33,66,1,6,Corporate Auto,Corporate L3,Offer3,Branch,432,Four-Door Car,Medsize +LZ10377,California,6802.06713,No,Extended,High School or Below,1/22/11,Employed,M,47451,Suburban,Married,87,0,31,1,6,Personal Auto,Personal L3,Offer2,Agent,417.6,Four-Door Car,Medsize +UB17669,Nevada,2359.423599,Yes,Basic,Bachelor,1/11/11,Disabled,F,19864,Suburban,Divorced,63,22,96,0,1,Personal Auto,Personal L3,Offer1,Web,352.394515,Four-Door Car,Medsize +DP77737,Oregon,15114.40241,Yes,Basic,High School or Below,1/19/11,Medical Leave,F,28513,Suburban,Married,100,4,22,1,2,Personal Auto,Personal L1,Offer2,Call Center,480,SUV,Medsize +QT39597,Arizona,2926.829158,No,Basic,High School or Below,2/4/11,Employed,M,26242,Urban,Married,74,5,69,0,1,Personal Auto,Personal L3,Offer2,Branch,347.060173,Four-Door Car,Medsize +MQ74051,Arizona,13014.23496,No,Basic,Bachelor,2/15/11,Employed,F,55067,Urban,Single,110,3,21,1,2,Personal Auto,Personal L3,Offer1,Agent,353.098604,SUV,Medsize +MN98042,California,7901.697919,No,Basic,College,2/1/11,Employed,M,62291,Suburban,Married,100,1,53,0,3,Personal Auto,Personal L1,Offer2,Web,480,Sports Car,Medsize +XJ60303,California,13406.92021,No,Premium,Bachelor,1/18/11,Employed,F,25048,Suburban,Married,167,0,11,0,5,Personal Auto,Personal L1,Offer1,Agent,801.6,SUV,Medsize +GU42671,Arizona,6106.941981,No,Extended,Bachelor,2/21/11,Medical Leave,F,16654,Suburban,Married,79,23,31,0,7,Personal Auto,Personal L3,Offer1,Branch,379.2,Four-Door Car,Medsize +DK26322,Washington,12321.83615,No,Basic,High School or Below,1/22/11,Medical Leave,M,26887,Suburban,Single,113,32,67,0,2,Special Auto,Special L3,Offer1,Web,542.4,SUV,Small +NT75612,Oregon,19338.5293,No,Basic,College,2/2/11,Employed,F,22784,Urban,Married,70,11,68,0,2,Personal Auto,Personal L2,Offer2,Agent,224.904234,Four-Door Car,Medsize +AX28231,Washington,5431.371279,No,Basic,High School or Below,1/1/11,Employed,M,49345,Urban,Married,69,10,12,0,7,Personal Auto,Personal L3,Offer2,Agent,251.075981,Two-Door Car,Medsize +GA89827,Oregon,7329.828776,No,Basic,College,1/11/11,Unemployed,M,0,Suburban,Single,70,4,63,0,2,Personal Auto,Personal L3,Offer1,Agent,622.381217,Four-Door Car,Medsize +UX91266,California,3484.141641,No,Extended,Bachelor,1/10/11,Employed,M,34307,Rural,Divorced,92,33,62,2,1,Personal Auto,Personal L3,Offer1,Call Center,186.025014,Four-Door Car,Medsize +UC10048,Oregon,6964.051797,No,Extended,College,2/19/11,Unemployed,F,0,Suburban,Married,95,19,41,1,9,Corporate Auto,Corporate L2,Offer1,Web,629.647822,Four-Door Car,Medsize +CY90231,Nevada,25253.10198,No,Basic,Master,2/26/11,Employed,M,44096,Suburban,Divorced,72,28,65,1,2,Personal Auto,Personal L2,Offer1,Branch,345.6,Four-Door Car,Small +QD26729,California,2523.654743,No,Basic,College,1/20/11,Employed,M,43204,Urban,Married,64,31,19,3,1,Personal Auto,Personal L1,Offer4,Branch,246.065764,Four-Door Car,Medsize +RZ98310,Nevada,17349.03226,No,Extended,Bachelor,2/28/11,Unemployed,F,0,Suburban,Married,92,3,7,0,2,Personal Auto,Personal L3,Offer1,Call Center,441.6,Four-Door Car,Medsize +VJ73478,Oregon,4058.668736,No,Basic,Bachelor,2/22/11,Unemployed,M,0,Suburban,Single,117,13,69,0,1,Personal Auto,Personal L1,Offer3,Web,842.4,Sports Car,Medsize +KR29524,Oregon,4742.617289,No,Basic,Bachelor,2/26/11,Employed,F,78596,Rural,Married,118,1,70,0,1,Personal Auto,Personal L1,Offer1,Branch,133.907696,SUV,Medsize +ID58813,California,4363.599418,No,Basic,Bachelor,1/17/11,Employed,M,38925,Rural,Divorced,112,10,48,0,1,Personal Auto,Personal L1,Offer3,Agent,241.304377,Sports Car,Medsize +SL98898,Nevada,9048.983447,Yes,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,119,9,8,0,3,Personal Auto,Personal L1,Offer2,Web,571.2,Sports Car,Medsize +LH90819,California,4210.096739,No,Basic,Master,2/22/11,Employed,M,21885,Rural,Single,108,7,29,0,1,Corporate Auto,Corporate L2,Offer3,Agent,52.339396,SUV,Large +OL55220,California,5241.142484,No,Basic,Bachelor,1/28/11,Employed,F,48345,Urban,Single,67,7,1,0,7,Personal Auto,Personal L3,Offer2,Web,212.009825,Four-Door Car,Large +YU90693,California,2481.842224,No,Basic,High School or Below,1/13/11,Employed,F,77993,Suburban,Single,62,26,10,0,1,Personal Auto,Personal L1,Offer2,Agent,297.6,Four-Door Car,Medsize +NM70181,Oregon,3585.942995,No,Extended,Master,1/15/11,Employed,M,25748,Rural,Married,90,9,23,0,1,Personal Auto,Personal L1,Offer3,Call Center,117.871165,Four-Door Car,Medsize +ZU30804,California,5498.940679,Yes,Basic,College,2/5/11,Medical Leave,M,22520,Suburban,Married,73,17,64,0,3,Personal Auto,Personal L3,Offer1,Branch,350.4,Four-Door Car,Medsize +ZT31931,Oregon,10377.36842,No,Extended,High School or Below,2/7/11,Unemployed,M,0,Suburban,Married,95,1,69,0,2,Personal Auto,Personal L2,Offer2,Web,579.452318,Two-Door Car,Medsize +BS29584,Oregon,2589.695091,No,Basic,College,2/20/11,Unemployed,F,0,Suburban,Single,73,6,11,0,1,Personal Auto,Personal L3,Offer1,Web,350.4,Four-Door Car,Medsize +SX63814,Arizona,9312.585034,No,Premium,High School or Below,2/13/11,Employed,M,75986,Rural,Married,115,11,44,0,3,Personal Auto,Personal L3,Offer3,Call Center,89.119797,Four-Door Car,Medsize +YL81070,Oregon,14396.24222,No,Extended,High School or Below,2/5/11,Unemployed,M,0,Suburban,Single,205,14,63,0,4,Personal Auto,Personal L1,Offer1,Call Center,1476,Luxury Car,Medsize +RW24925,Oregon,31920.76916,No,Basic,College,1/28/11,Employed,F,58542,Rural,Married,114,29,82,0,2,Personal Auto,Personal L3,Offer2,Branch,129.985718,SUV,Medsize +FB84409,Arizona,4921.325084,No,Basic,Bachelor,2/8/11,Employed,M,43640,Rural,Married,64,10,99,2,3,Personal Auto,Personal L2,Offer2,Agent,1.208908,Four-Door Car,Medsize +YP38413,Oregon,25805.50599,No,Basic,College,2/28/11,Employed,F,86901,Urban,Single,72,24,73,0,2,Personal Auto,Personal L2,Offer1,Agent,313.366255,Two-Door Car,Medsize +ZE53116,Arizona,5963.818306,No,Basic,High School or Below,2/17/11,Employed,M,94115,Suburban,Married,74,28,41,0,8,Personal Auto,Personal L2,Offer3,Call Center,409.089884,Four-Door Car,Small +SU95720,California,8923.113112,No,Extended,High School or Below,1/14/11,Unemployed,M,0,Suburban,Married,125,22,80,0,9,Personal Auto,Personal L3,Offer4,Branch,900,SUV,Small +UM94104,Oregon,5214.971007,No,Basic,High School or Below,1/1/11,Employed,M,65375,Rural,Married,65,9,84,0,3,Personal Auto,Personal L3,Offer4,Branch,6.07744,Four-Door Car,Medsize +ET64307,California,12522.53868,No,Basic,Bachelor,2/11/11,Employed,F,44341,Urban,Married,105,15,56,0,2,Personal Auto,Personal L2,Offer1,Agent,355.114822,Sports Car,Medsize +XD32841,Oregon,13897.38856,No,Premium,Bachelor,2/23/11,Medical Leave,M,24378,Suburban,Married,188,18,34,0,5,Corporate Auto,Corporate L3,Offer1,Agent,902.4,SUV,Medsize +SI90461,Washington,3372.420457,No,Extended,High School or Below,2/8/11,Employed,F,93489,Rural,Divorced,84,16,72,0,1,Corporate Auto,Corporate L3,Offer2,Agent,104.280764,Four-Door Car,Medsize +RV75918,California,7809.515468,No,Extended,College,1/23/11,Employed,F,69161,Urban,Married,97,19,71,0,8,Personal Auto,Personal L3,Offer3,Agent,341.431343,Four-Door Car,Medsize +DZ64604,California,12269.41862,No,Premium,High School or Below,2/12/11,Employed,M,60774,Suburban,Married,154,13,7,0,5,Personal Auto,Personal L3,Offer2,Branch,739.2,SUV,Small +WF98532,California,3123.080994,Yes,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,101,1,83,4,1,Personal Auto,Personal L2,Offer1,Agent,960.115399,SUV,Large +GQ15613,Arizona,8004.214781,No,Basic,High School or Below,1/7/11,Employed,F,54008,Suburban,Married,67,18,90,0,2,Personal Auto,Personal L3,Offer2,Branch,370.503286,Four-Door Car,Medsize +XU63766,Oregon,8105.872317,No,Basic,Bachelor,2/1/11,Unemployed,F,0,Urban,Married,74,15,61,0,2,Personal Auto,Personal L3,Offer1,Branch,232.01349,Four-Door Car,Medsize +VU35401,Nevada,2758.703811,No,Basic,High School or Below,1/18/11,Employed,F,44619,Urban,Married,68,35,45,0,1,Corporate Auto,Corporate L2,Offer2,Web,283.668439,Four-Door Car,Medsize +NH95163,Oregon,3707.282365,No,Premium,College,2/24/11,Medical Leave,F,16476,Urban,Divorced,101,29,25,0,1,Personal Auto,Personal L3,Offer1,Web,313.885191,Four-Door Car,Medsize +CD55111,California,30154.68108,No,Extended,Master,1/2/11,Employed,M,73359,Rural,Married,94,17,24,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,107.187926,Two-Door Car,Medsize +TQ73797,California,8099.838433,No,Basic,Bachelor,2/11/11,Employed,M,25949,Suburban,Married,104,0,28,0,3,Personal Auto,Personal L2,Offer2,Branch,499.2,SUV,Small +CC43119,California,2921.490461,No,Basic,Bachelor,1/19/11,Employed,F,62018,Rural,Married,73,2,59,0,1,Corporate Auto,Corporate L1,Offer4,Web,90.094835,Two-Door Car,Medsize +CD38665,California,14510.44376,No,Basic,High School or Below,2/1/11,Employed,M,41433,Suburban,Married,183,24,40,0,9,Personal Auto,Personal L2,Offer2,Call Center,1317.6,Luxury Car,Medsize +JM30137,Washington,16793.9728,No,Extended,College,2/9/11,Unemployed,F,0,Suburban,Single,238,29,90,1,4,Personal Auto,Personal L3,Offer2,Call Center,1142.4,Luxury Car,Large +CJ29883,Arizona,5332.462694,Yes,Basic,Doctor,2/22/11,Employed,F,68931,Urban,Married,66,32,30,0,7,Personal Auto,Personal L1,Offer2,Branch,309.577946,Four-Door Car,Medsize +LJ35581,Washington,10025.91827,No,Premium,Bachelor,2/28/11,Unemployed,F,0,Suburban,Single,141,25,27,0,3,Personal Auto,Personal L3,Offer2,Agent,1015.2,SUV,Medsize +DL11519,Oregon,6875.606133,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Single,104,24,49,0,6,Special Auto,Special L2,Offer1,Branch,748.8,SUV,Medsize +AK11719,California,2272.30731,No,Basic,Master,1/24/11,Unemployed,M,0,Urban,Single,64,35,59,0,1,Corporate Auto,Corporate L3,Offer3,Agent,286.124652,Four-Door Car,Medsize +YL91288,California,8923.154803,No,Basic,Master,2/2/11,Employed,F,98044,Urban,Single,73,5,53,0,2,Personal Auto,Personal L2,Offer3,Branch,347.336864,Four-Door Car,Small +XV53746,California,16484.01644,No,Basic,High School or Below,2/21/11,Employed,F,91354,Suburban,Married,68,30,26,0,2,Special Auto,Special L2,Offer2,Agent,361.646987,Two-Door Car,Medsize +HU57895,Washington,6860.592636,No,Basic,College,2/4/11,Unemployed,F,0,Suburban,Divorced,109,5,20,4,7,Corporate Auto,Corporate L1,Offer1,Call Center,605.137484,Sports Car,Medsize +MI95708,Arizona,12947.68269,No,Premium,High School or Below,2/13/11,Retired,F,15083,Suburban,Married,115,25,14,0,2,Personal Auto,Personal L3,Offer1,Call Center,552,Four-Door Car,Large +AX45422,California,13786.70272,No,Basic,High School or Below,1/19/11,Unemployed,F,0,Suburban,Married,61,21,24,0,2,Personal Auto,Personal L2,Offer1,Call Center,370.755025,Four-Door Car,Medsize +KT92231,Oregon,7706.032636,No,Basic,Bachelor,1/2/11,Unemployed,M,0,Suburban,Single,107,15,63,0,8,Personal Auto,Personal L1,Offer1,Agent,1267.709661,Sports Car,Medsize +BM53580,Oregon,8520.145801,No,Extended,Bachelor,1/18/11,Unemployed,F,0,Rural,Divorced,80,30,96,0,2,Personal Auto,Personal L2,Offer1,Agent,69.142986,Four-Door Car,Medsize +ZB32409,California,2242.226055,No,Basic,Bachelor,2/11/11,Unemployed,F,0,Suburban,Single,67,15,75,3,1,Personal Auto,Personal L1,Offer1,Agent,618.355883,Four-Door Car,Medsize +XA21742,California,27069.49674,No,Extended,Bachelor,1/8/11,Employed,F,22955,Suburban,Single,92,6,23,3,2,Personal Auto,Personal L3,Offer3,Branch,441.6,Four-Door Car,Small +RD22761,Washington,20579.69157,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,69,5,26,0,2,Personal Auto,Personal L3,Offer3,Call Center,566.673518,Four-Door Car,Medsize +PZ10136,Oregon,2465.616631,No,Basic,Master,1/17/11,Employed,M,51641,Rural,Single,63,8,80,1,1,Personal Auto,Personal L3,Offer1,Agent,137.091494,Four-Door Car,Medsize +OG62048,California,9052.951051,No,Basic,Master,2/8/11,Medical Leave,F,10211,Suburban,Divorced,119,7,16,0,7,Personal Auto,Personal L2,Offer3,Branch,571.2,SUV,Medsize +IH23596,California,2546.364668,No,Basic,Bachelor,2/23/11,Unemployed,F,0,Urban,Divorced,68,13,11,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,296.692076,Four-Door Car,Medsize +HE72629,Arizona,3007.386248,No,Extended,Bachelor,2/10/11,Unemployed,F,0,Rural,Divorced,80,31,67,0,1,Personal Auto,Personal L3,Offer1,Branch,16.524885,Two-Door Car,Large +KW52549,Arizona,27789.69235,Yes,Extended,Bachelor,1/20/11,Employed,F,33806,Urban,Divorced,89,32,59,0,2,Personal Auto,Personal L3,Offer2,Web,395.729716,Four-Door Car,Medsize +OZ82391,California,6289.014959,No,Extended,Master,1/9/11,Employed,M,50269,Rural,Divorced,80,15,88,0,3,Personal Auto,Personal L1,Offer2,Call Center,32.228778,Two-Door Car,Large +HH22446,Nevada,3954.344534,Yes,Basic,Bachelor,2/25/11,Disabled,M,18375,Suburban,Married,103,8,50,0,1,Personal Auto,Personal L2,Offer1,Branch,535.080276,Sports Car,Large +HW16019,Oregon,7583.189638,No,Basic,Bachelor,2/8/11,Disabled,M,24133,Rural,Married,68,20,42,0,2,Personal Auto,Personal L1,Offer4,Call Center,76.026046,Two-Door Car,Medsize +IS30186,California,6186.497831,No,Extended,College,1/31/11,Employed,F,88375,Rural,Divorced,77,23,11,0,3,Personal Auto,Personal L2,Offer2,Agent,0.42331,Four-Door Car,Medsize +HN45134,Arizona,5757.442258,Yes,Basic,Master,1/31/11,Employed,M,88997,Rural,Divorced,72,9,71,0,3,Personal Auto,Personal L3,Offer2,Branch,174.041566,Four-Door Car,Small +XI79589,California,4473.883999,No,Extended,High School or Below,2/16/11,Unemployed,F,0,Suburban,Divorced,125,2,84,0,1,Personal Auto,Personal L1,Offer1,Branch,600,SUV,Medsize +LK57294,Oregon,4786.009693,No,Basic,High School or Below,2/25/11,Employed,M,23402,Suburban,Married,61,29,38,0,7,Personal Auto,Personal L1,Offer4,Call Center,292.8,Four-Door Car,Medsize +JM88889,California,12244.9049,No,Premium,High School or Below,2/25/11,Employed,F,46396,Urban,Married,103,11,79,1,2,Corporate Auto,Corporate L2,Offer1,Agent,384.01403,Four-Door Car,Medsize +EZ51276,Arizona,7121.080412,No,Extended,College,1/18/11,Unemployed,F,0,Suburban,Married,96,28,62,0,4,Personal Auto,Personal L1,Offer1,Agent,460.8,Four-Door Car,Medsize +JF16295,Oregon,7547.762822,No,Premium,High School or Below,2/16/11,Unemployed,F,0,Suburban,Married,102,34,37,0,3,Personal Auto,Personal L2,Offer3,Agent,489.6,Four-Door Car,Medsize +XU76821,California,20380.06652,No,Basic,College,2/3/11,Employed,F,33175,Rural,Single,66,31,76,0,2,Corporate Auto,Corporate L3,Offer3,Agent,84.520776,Two-Door Car,Medsize +KR62128,California,9011.764865,No,Basic,Master,1/26/11,Employed,F,63885,Rural,Single,114,0,17,0,8,Personal Auto,Personal L3,Offer2,Agent,86.477384,SUV,Medsize +TG70775,California,20096.89337,Yes,Basic,High School or Below,1/1/11,Employed,F,92766,Suburban,Married,71,17,15,0,2,Personal Auto,Personal L3,Offer2,Agent,379.029102,Two-Door Car,Large +XR75319,Arizona,4786.889347,No,Basic,College,1/2/11,Employed,M,45515,Urban,Married,61,14,33,0,9,Personal Auto,Personal L3,Offer2,Call Center,236.907007,Two-Door Car,Large +QB26845,Oregon,11578.12643,No,Basic,Bachelor,1/13/11,Unemployed,M,0,Suburban,Single,115,21,46,0,2,Personal Auto,Personal L3,Offer1,Agent,1163.620366,SUV,Medsize +No94161,California,2719.431536,No,Basic,High School or Below,2/15/11,Employed,M,37703,Rural,Divorced,70,11,51,0,1,Corporate Auto,Corporate L1,Offer3,Agent,83.121963,Two-Door Car,Medsize +SQ87105,Oregon,4760.941906,No,Basic,Bachelor,2/24/11,Unemployed,F,0,Suburban,Single,68,9,1,0,6,Corporate Auto,Corporate L3,Offer1,Web,489.6,Four-Door Car,Medsize +XM14899,Oregon,8701.363763,No,Extended,College,2/12/11,Unemployed,M,0,Suburban,Married,122,8,32,0,6,Personal Auto,Personal L3,Offer4,Agent,684.851797,SUV,Medsize +QQ51185,Nevada,2659.495086,No,Basic,College,1/3/11,Employed,F,64987,Urban,Married,66,17,90,0,1,Personal Auto,Personal L3,Offer2,Web,182.927837,Four-Door Car,Small +XW51700,Arizona,5139.561422,No,Basic,High School or Below,2/14/11,Employed,F,73180,Rural,Single,64,27,43,0,3,Personal Auto,Personal L3,Offer3,Call Center,132.543257,Four-Door Car,Medsize +YK60829,Oregon,20096.89337,Yes,Basic,High School or Below,1/1/11,Employed,F,92766,Suburban,Married,71,17,15,0,2,Corporate Auto,Corporate L1,Offer2,Agent,379.029102,Two-Door Car,Large +FB68802,Arizona,4025.095533,No,Basic,College,2/15/11,Unemployed,M,0,Suburban,Married,119,29,54,2,1,Personal Auto,Personal L3,Offer3,Agent,571.2,SUV,Small +ON67674,California,2771.045031,Yes,Basic,College,1/11/11,Employed,F,50071,Rural,Single,71,3,32,0,1,Personal Auto,Personal L2,Offer2,Agent,18.918935,Two-Door Car,Medsize +MS20849,California,6745.886896,No,Extended,College,2/21/11,Employed,M,53058,Rural,Married,91,16,44,4,3,Personal Auto,Personal L2,Offer1,Agent,209.465295,Four-Door Car,Medsize +VK94354,Oregon,9259.715798,No,Extended,Master,1/8/11,Unemployed,M,0,Rural,Married,127,11,86,0,3,Special Auto,Special L2,Offer1,Call Center,22.483259,SUV,Small +PZ53130,California,8467.267232,No,Basic,College,1/14/11,Medical Leave,F,16370,Urban,Married,74,4,54,0,2,Personal Auto,Personal L2,Offer3,Branch,296.049396,Two-Door Car,Large +HV75704,California,22762.21479,No,Basic,Bachelor,2/26/11,Employed,F,70521,Suburban,Married,63,13,26,0,2,Corporate Auto,Corporate L3,Offer1,Agent,302.4,Four-Door Car,Small +GU18646,Oregon,9332.494982,No,Extended,Bachelor,2/7/11,Employed,M,58007,Suburban,Single,81,23,71,0,2,Special Auto,Special L3,Offer1,Agent,518.346912,Two-Door Car,Small +LI77073,Oregon,7100.3251,No,Premium,College,2/6/11,Employed,M,31670,Suburban,Married,179,33,3,0,1,Corporate Auto,Corporate L3,Offer3,Agent,1288.8,Sports Car,Large +FW43809,Oregon,8007.399376,Yes,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,112,12,93,0,3,Personal Auto,Personal L2,Offer1,Web,537.6,Sports Car,Medsize +WC11515,Arizona,19511.99782,No,Basic,Bachelor,1/16/11,Unemployed,F,0,Suburban,Single,70,28,26,0,2,Corporate Auto,Corporate L3,Offer2,Web,491.112176,Four-Door Car,Medsize +ZT52415,Oregon,8145.985919,No,Basic,Bachelor,1/1/11,Employed,F,62534,Suburban,Married,68,10,1,0,2,Personal Auto,Personal L1,Offer2,Branch,326.4,Two-Door Car,Medsize +PH83205,Oregon,2810.464447,Yes,Basic,Bachelor,2/27/11,Employed,M,26790,Suburban,Married,71,4,41,0,1,Corporate Auto,Corporate L3,Offer2,Agent,340.8,Two-Door Car,Medsize +GI46001,California,6846.150323,Yes,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Divorced,95,13,20,0,5,Personal Auto,Personal L3,Offer1,Call Center,456,Two-Door Car,Large +DY27653,Oregon,3755.806897,No,Extended,High School or Below,1/4/11,Employed,F,56178,Suburban,Married,94,1,39,0,1,Personal Auto,Personal L3,Offer2,Branch,451.2,Four-Door Car,Medsize +GB70718,Arizona,2393.036297,No,Basic,High School or Below,1/23/11,Medical Leave,F,28646,Suburban,Married,61,11,50,0,1,Personal Auto,Personal L1,Offer2,Web,355.028632,Four-Door Car,Small +YE12395,Oregon,40636.66734,No,Extended,High School or Below,1/15/11,Employed,M,31267,Suburban,Married,129,4,45,0,2,Personal Auto,Personal L2,Offer4,Web,619.2,Sports Car,Large +MA94219,Nevada,9067.658438,No,Premium,College,1/5/11,Employed,M,78250,Suburban,Married,114,7,66,0,6,Personal Auto,Personal L3,Offer2,Branch,547.2,Four-Door Car,Medsize +FJ28407,California,5619.689084,Yes,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,153,25,5,0,1,Personal Auto,Personal L1,Offer2,Web,1027.000029,SUV,Medsize +CJ72056,California,8013.895125,No,Basic,Bachelor,1/17/11,Employed,M,65636,Suburban,Married,67,15,72,0,2,Personal Auto,Personal L2,Offer2,Call Center,321.6,Four-Door Car,Medsize +QU52713,California,4089.036013,No,Basic,Bachelor,2/6/11,Employed,M,43177,Urban,Married,103,34,74,0,1,Corporate Auto,Corporate L3,Offer2,Agent,420.966805,SUV,Medsize +FE20514,Oregon,5065.486772,No,Basic,College,1/16/11,Employed,M,26733,Urban,Single,66,7,55,0,5,Personal Auto,Personal L1,Offer2,Web,218.717113,Four-Door Car,Medsize +RY43586,Oregon,8372.851175,No,Basic,Master,1/12/11,Disabled,F,12590,Rural,Married,73,22,1,0,2,Personal Auto,Personal L3,Offer1,Agent,132.503461,Two-Door Car,Medsize +SK66747,Washington,66025.75407,No,Basic,Bachelor,2/22/11,Employed,M,33481,Suburban,Single,188,28,46,0,2,Personal Auto,Personal L3,Offer1,Agent,1194.892002,Luxury SUV,Medsize +SC31713,California,8175.315246,No,Extended,College,1/31/11,Unemployed,F,0,Suburban,Single,80,25,80,0,2,Personal Auto,Personal L3,Offer1,Agent,384,Four-Door Car,Medsize +TH72420,Oregon,8720.458745,No,Basic,Doctor,1/5/11,Employed,M,25752,Suburban,Married,73,28,85,0,2,Personal Auto,Personal L3,Offer4,Agent,378.262864,Two-Door Car,Small +FD75102,California,3237.500928,No,Extended,College,1/29/11,Disabled,F,27982,Rural,Divorced,87,15,74,0,1,Personal Auto,Personal L3,Offer4,Call Center,14.743099,Two-Door Car,Medsize +LW75453,California,5354.612433,No,Basic,Bachelor,1/12/11,Employed,M,29445,Suburban,Married,68,0,31,0,9,Personal Auto,Personal L3,Offer3,Call Center,334.015169,Four-Door Car,Medsize +BS96517,Washington,2375.001798,No,Basic,College,2/5/11,Employed,F,47455,Urban,Single,61,1,61,0,1,Personal Auto,Personal L1,Offer1,Agent,278.804991,Four-Door Car,Medsize +SO55284,Nevada,8646.504109,Yes,Basic,High School or Below,1/2/11,Employed,F,64125,Urban,Married,108,3,44,0,3,Personal Auto,Personal L1,Offer2,Branch,369.818708,SUV,Large +SD83603,Oregon,6672.127831,No,Extended,College,2/13/11,Employed,F,56830,Urban,Married,83,6,27,0,9,Personal Auto,Personal L1,Offer2,Agent,319.799712,Two-Door Car,Medsize +JQ68425,California,12919.41828,No,Basic,College,1/23/11,Employed,M,58236,Rural,Married,108,22,92,0,2,Corporate Auto,Corporate L2,Offer1,Agent,67.253453,SUV,Small +VM51572,Washington,7385.359236,No,Basic,Bachelor,2/23/11,Employed,M,54289,Suburban,Married,62,32,13,0,2,Personal Auto,Personal L2,Offer2,Call Center,430.093647,Four-Door Car,Medsize +JH58282,California,7200.664877,Yes,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,66,16,77,0,2,Personal Auto,Personal L3,Offer2,Agent,316.8,Four-Door Car,Medsize +WP23743,California,7281.715134,No,Extended,College,2/7/11,Employed,M,47482,Suburban,Married,93,19,45,0,3,Corporate Auto,Corporate L1,Offer2,Branch,594.177664,Four-Door Car,Small +DS47984,Arizona,3237.996209,Yes,Extended,Master,1/16/11,Employed,M,60244,Urban,Married,83,3,72,3,1,Personal Auto,Personal L1,Offer3,Agent,326.281835,Four-Door Car,Medsize +UV52613,Arizona,2722.986709,No,Basic,College,2/3/11,Disabled,M,20867,Suburban,Married,71,0,79,0,1,Personal Auto,Personal L3,Offer4,Agent,340.8,Four-Door Car,Medsize +XM96138,California,11277.72488,No,Extended,Master,2/1/11,Employed,M,98138,Urban,Married,93,30,10,1,2,Personal Auto,Personal L1,Offer3,Agent,427.52731,Four-Door Car,Medsize +HF95739,California,8555.887254,No,Extended,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,81,6,49,0,2,Personal Auto,Personal L3,Offer2,Call Center,583.2,Four-Door Car,Medsize +HG81101,Washington,2911.923334,No,Basic,Bachelor,1/11/11,Employed,F,20327,Suburban,Married,74,26,44,0,1,Personal Auto,Personal L1,Offer3,Web,824.254866,Four-Door Car,Medsize +VN27419,Oregon,10083.48688,Yes,Extended,High School or Below,2/19/11,Retired,F,11828,Suburban,Divorced,90,18,84,0,2,Personal Auto,Personal L2,Offer1,Agent,571.479602,Four-Door Car,Large +VZ59523,Arizona,5704.977144,No,Basic,Doctor,1/21/11,Employed,M,50695,Rural,Married,71,31,30,0,5,Personal Auto,Personal L3,Offer1,Call Center,110.567069,Two-Door Car,Large +UF91715,Nevada,7664.80924,No,Premium,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,107,14,90,0,3,Personal Auto,Personal L3,Offer1,Agent,770.4,Four-Door Car,Medsize +JV13438,Oregon,4909.027487,No,Basic,High School or Below,1/24/11,Employed,M,98693,Suburban,Married,61,7,57,0,3,Personal Auto,Personal L2,Offer2,Agent,292.8,Four-Door Car,Small +MN82687,Oregon,5470.060561,Yes,Extended,Bachelor,2/17/11,Employed,F,54507,Suburban,Married,138,20,11,0,1,Personal Auto,Personal L3,Offer2,Agent,702.990032,SUV,Medsize +MR50410,Nevada,5067.002561,No,Extended,College,2/24/11,Employed,M,89703,Urban,Married,126,6,54,0,1,Personal Auto,Personal L1,Offer4,Branch,601.983113,SUV,Medsize +DT53270,Washington,4896.271406,No,Basic,College,1/7/11,Unemployed,F,0,Suburban,Single,71,9,6,0,3,Personal Auto,Personal L3,Offer2,Agent,421.147532,Four-Door Car,Large +DA79098,California,4572.041785,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Married,67,19,82,1,3,Personal Auto,Personal L2,Offer1,Agent,357.14996,Two-Door Car,Small +FY86121,Oregon,8237.376444,No,Basic,College,1/8/11,Employed,M,70882,Rural,Married,69,20,50,0,2,Personal Auto,Personal L3,Offer1,Agent,124.380223,Four-Door Car,Medsize +AA69265,Nevada,3964.730745,No,Premium,Bachelor,1/17/11,Employed,F,60817,Suburban,Single,103,3,79,1,1,Personal Auto,Personal L2,Offer2,Web,494.4,Four-Door Car,Medsize +ZT86224,Nevada,10901.22525,No,Extended,Bachelor,2/4/11,Employed,M,72257,Urban,Divorced,90,28,61,0,2,Personal Auto,Personal L3,Offer3,Branch,408.415481,Four-Door Car,Medsize +GW89148,California,16304.29777,No,Extended,Doctor,1/16/11,Employed,M,90008,Urban,Single,137,13,3,0,2,Personal Auto,Personal L3,Offer2,Web,406.986034,SUV,Medsize +EJ97834,Nevada,2619.478929,No,Basic,High School or Below,1/15/11,Employed,F,93987,Urban,Single,65,9,1,0,1,Personal Auto,Personal L2,Offer2,Branch,251.321448,Two-Door Car,Medsize +VM66678,Oregon,14024.35839,Yes,Premium,High School or Below,2/19/11,Employed,F,81872,Rural,Married,115,10,55,0,2,Personal Auto,Personal L2,Offer2,Web,256.43803,Four-Door Car,Medsize +OY34553,Nevada,24320.64401,No,Basic,Bachelor,1/2/11,Employed,F,60221,Urban,Married,67,3,17,0,2,Personal Auto,Personal L1,Offer3,Agent,238.561687,Four-Door Car,Medsize +JL49772,Arizona,24249.33685,No,Basic,Bachelor,2/6/11,Employed,F,33651,Urban,Married,69,21,37,1,2,Personal Auto,Personal L2,Offer1,Call Center,328.65413,Four-Door Car,Medsize +ZO44848,California,20864.30762,No,Basic,College,1/7/11,Unemployed,F,0,Urban,Married,61,22,94,0,2,Special Auto,Special L3,Offer1,Branch,216.08671,Four-Door Car,Medsize +TW66679,Oregon,8823.852473,No,Basic,High School or Below,2/8/11,Employed,M,75741,Rural,Married,109,31,59,0,7,Corporate Auto,Corporate L3,Offer3,Agent,217.188864,SUV,Small +RP98585,Arizona,7610.203455,No,Extended,Master,1/27/11,Employed,M,38086,Urban,Married,96,17,10,0,7,Personal Auto,Personal L3,Offer4,Agent,243.237741,Two-Door Car,Medsize +XK83294,California,7486.171898,No,Basic,High School or Below,1/27/11,Employed,F,38725,Suburban,Single,64,12,58,0,2,Corporate Auto,Corporate L1,Offer1,Agent,307.2,Two-Door Car,Medsize +VZ43707,Nevada,8763.449964,No,Extended,High School or Below,1/2/11,Disabled,M,20132,Suburban,Divorced,86,5,61,3,2,Corporate Auto,Corporate L3,Offer1,Branch,412.8,Four-Door Car,Small +RO89767,Arizona,27386.15024,No,Basic,Master,2/12/11,Unemployed,M,0,Urban,Married,105,0,47,0,2,Personal Auto,Personal L1,Offer3,Agent,451.13986,Sports Car,Medsize +UN49741,Oregon,11121.62179,No,Basic,High School or Below,2/17/11,Employed,M,44299,Suburban,Divorced,106,25,76,5,2,Personal Auto,Personal L1,Offer1,Call Center,754.260616,SUV,Medsize +SY46862,Arizona,5657.685223,No,Extended,High School or Below,2/20/11,Employed,M,98917,Rural,Married,139,18,21,0,1,Corporate Auto,Corporate L1,Offer1,Agent,336.612234,Sports Car,Medsize +ZY60545,California,18938.53677,No,Basic,College,1/10/11,Employed,F,91535,Rural,Married,67,35,13,1,2,Personal Auto,Personal L3,Offer1,Agent,126.634634,Four-Door Car,Large +WP62115,Washington,13865.83107,No,Basic,College,2/20/11,Employed,F,53484,Urban,Divorced,70,12,12,0,2,Corporate Auto,Corporate L3,Offer1,Branch,333.051529,Two-Door Car,Medsize +NK16909,Oregon,8188.91743,No,Basic,Doctor,1/8/11,Employed,M,45318,Suburban,Married,103,17,27,0,8,Personal Auto,Personal L2,Offer2,Call Center,494.4,SUV,Large +BQ41371,Oregon,5626.530435,No,Basic,Bachelor,1/18/11,Employed,F,46897,Suburban,Married,70,16,47,0,3,Personal Auto,Personal L2,Offer4,Branch,344.377218,Four-Door Car,Small +QF29828,Arizona,3208.919835,No,Extended,Master,2/8/11,Employed,F,40135,Rural,Married,80,29,70,0,1,Personal Auto,Personal L2,Offer1,Agent,78.008093,Four-Door Car,Medsize +LP59331,Arizona,5282.543094,No,Basic,College,2/26/11,Employed,M,38606,Suburban,Single,68,16,99,0,3,Personal Auto,Personal L3,Offer1,Branch,413.288851,Four-Door Car,Medsize +NJ46471,Oregon,8696.7107,No,Basic,Bachelor,1/4/11,Employed,F,56550,Rural,Married,73,22,41,3,2,Corporate Auto,Corporate L1,Offer3,Agent,162.775889,Four-Door Car,Medsize +KX53892,Oregon,5259.444853,No,Basic,College,1/6/11,Employed,F,61146,Urban,Married,65,7,68,0,6,Personal Auto,Personal L3,Offer2,Branch,273.018929,Four-Door Car,Medsize +YP37291,Nevada,7854.771821,No,Basic,High School or Below,2/5/11,Employed,M,36409,Suburban,Married,66,26,33,0,2,Personal Auto,Personal L3,Offer1,Branch,316.8,Four-Door Car,Small +RX93631,Arizona,6438.97103,No,Extended,Bachelor,2/20/11,Employed,F,90035,Rural,Married,80,28,38,0,3,Personal Auto,Personal L3,Offer2,Call Center,141.628547,Four-Door Car,Medsize +GS26763,California,11633.57855,No,Extended,Bachelor,2/21/11,Employed,F,39669,Suburban,Married,98,13,63,0,2,Personal Auto,Personal L3,Offer2,Agent,492.935479,Two-Door Car,Small +SK74843,Arizona,2442.422113,No,Basic,Master,2/10/11,Employed,F,57963,Rural,Divorced,61,11,63,0,1,Personal Auto,Personal L3,Offer2,Web,42.160829,Four-Door Car,Medsize +AG47947,Washington,14024.35839,Yes,Premium,High School or Below,2/19/11,Employed,F,81872,Rural,Married,115,10,55,0,2,Personal Auto,Personal L3,Offer2,Web,256.43803,Four-Door Car,Medsize +LQ23049,California,2491.257604,Yes,Basic,High School or Below,2/12/11,Medical Leave,F,25965,Suburban,Divorced,65,23,27,0,1,Personal Auto,Personal L3,Offer1,Agent,329.206567,Four-Door Car,Medsize +VF10088,Arizona,3410.199334,No,Extended,High School or Below,1/11/11,Employed,F,59662,Rural,Married,85,6,76,0,1,Personal Auto,Personal L1,Offer2,Web,10.168824,Four-Door Car,Medsize +OJ65428,Nevada,3842.028065,No,Premium,College,1/19/11,Disabled,M,27906,Suburban,Divorced,102,5,57,0,1,Personal Auto,Personal L3,Offer2,Call Center,489.6,Four-Door Car,Medsize +ZF48094,Oregon,3339.853704,No,Extended,High School or Below,1/31/11,Employed,F,51032,Urban,Married,83,5,56,0,1,Personal Auto,Personal L1,Offer4,Web,349.954886,Four-Door Car,Medsize +TN56613,Arizona,5358.269985,No,Extended,Bachelor,1/23/11,Employed,F,83771,Urban,Married,133,26,18,0,1,Personal Auto,Personal L3,Offer4,Web,482.328161,Sports Car,Medsize +IA33339,Oregon,9268.672154,No,Basic,Bachelor,2/13/11,Employed,F,57052,Urban,Married,115,7,56,1,4,Corporate Auto,Corporate L3,Offer3,Agent,483.62724,SUV,Medsize +UB28078,California,4200.373728,No,Premium,Master,2/11/11,Employed,M,51510,Suburban,Divorced,106,11,17,0,1,Personal Auto,Personal L2,Offer2,Branch,688.547375,Four-Door Car,Medsize +ZK60855,Oregon,4829.571981,No,Basic,College,1/25/11,Employed,F,34819,Urban,Married,61,0,31,0,6,Corporate Auto,Corporate L2,Offer1,Agent,185.898327,Four-Door Car,Medsize +CM73149,California,14244.73069,No,Extended,Bachelor,2/24/11,Employed,F,31189,Suburban,Single,122,18,10,0,2,Personal Auto,Personal L3,Offer2,Agent,585.6,Sports Car,Large +SC81807,California,4095.201692,No,Basic,College,1/6/11,Employed,F,32180,Suburban,Married,103,3,28,0,1,Special Auto,Special L2,Offer3,Call Center,558.835255,Sports Car,Small +DS57918,California,33718.8424,No,Basic,Bachelor,1/27/11,Medical Leave,M,27500,Urban,Divorced,114,25,47,0,2,Corporate Auto,Corporate L1,Offer1,Branch,472.280461,SUV,Large +TN29644,California,7540.054749,No,Extended,College,2/18/11,Employed,F,67018,Rural,Married,94,11,17,0,4,Personal Auto,Personal L1,Offer2,Agent,104.427573,Four-Door Car,Medsize +UL17918,Arizona,2821.002026,No,Extended,Bachelor,1/11/11,Unemployed,M,0,Suburban,Married,77,32,0,0,1,Corporate Auto,Corporate L2,Offer4,Agent,436.369797,Two-Door Car,Medsize +MJ25422,Oregon,36695.90627,No,Basic,College,1/7/11,Unemployed,F,0,Suburban,Married,199,7,93,0,2,Personal Auto,Personal L3,Offer1,Call Center,1062.090461,Luxury SUV,Medsize +FG21377,California,19731.34147,No,Basic,Bachelor,1/7/11,Employed,F,33588,Suburban,Married,62,2,64,0,2,Corporate Auto,Corporate L3,Offer1,Agent,419.921897,Four-Door Car,Medsize +BQ15946,Oregon,6685.069081,No,Extended,Doctor,2/20/11,Employed,M,56270,Suburban,Married,83,23,2,0,4,Personal Auto,Personal L2,Offer2,Branch,398.4,Four-Door Car,Medsize +CO53249,Arizona,8408.317401,No,Basic,College,2/15/11,Employed,M,82800,Suburban,Married,70,12,94,0,2,Corporate Auto,Corporate L3,Offer1,Agent,442.194796,Four-Door Car,Medsize +XS83731,Arizona,7371.58568,No,Basic,College,2/3/11,Unemployed,F,0,Suburban,Divorced,68,2,70,0,2,Personal Auto,Personal L1,Offer3,Agent,425.137341,Four-Door Car,Medsize +VH41477,Oregon,4742.106389,No,Premium,High School or Below,1/10/11,Employed,M,63891,Rural,Married,119,13,13,0,1,Corporate Auto,Corporate L3,Offer4,Agent,7.651121,Two-Door Car,Medsize +AT13963,Washington,15865.166,No,Extended,Master,1/8/11,Employed,F,43946,Urban,Divorced,133,13,83,0,2,Corporate Auto,Corporate L2,Offer2,Call Center,415.98615,Sports Car,Medsize +XU49878,Washington,5396.311664,No,Basic,Bachelor,2/14/11,Employed,M,62039,Urban,Married,68,8,30,1,8,Personal Auto,Personal L2,Offer3,Call Center,265.877583,Four-Door Car,Medsize +RY10920,Oregon,4330.38602,Yes,Premium,College,2/16/11,Employed,M,60475,Suburban,Married,107,9,18,0,1,Personal Auto,Personal L3,Offer2,Branch,513.6,Four-Door Car,Medsize +OC32181,Nevada,5708.024308,No,Basic,High School or Below,2/10/11,Employed,F,70279,Urban,Single,71,17,25,0,7,Special Auto,Special L3,Offer4,Call Center,331.231484,Four-Door Car,Medsize +OE19653,Oregon,3500.855508,No,Extended,High School or Below,2/26/11,Unemployed,F,0,Suburban,Married,93,4,63,0,1,Personal Auto,Personal L2,Offer4,Branch,446.4,Two-Door Car,Small +WG39961,Oregon,3919.366722,Yes,Extended,High School or Below,1/5/11,Employed,F,66676,Suburban,Married,97,0,40,0,1,Personal Auto,Personal L1,Offer3,Agent,558.099357,Four-Door Car,Small +QY78671,Arizona,2910.317298,No,Extended,High School or Below,1/14/11,Medical Leave,M,12048,Suburban,Married,77,6,46,0,1,Corporate Auto,Corporate L1,Offer2,Agent,369.6,Four-Door Car,Large +SY48591,Arizona,4827.77681,No,Basic,College,1/17/11,Unemployed,F,0,Suburban,Single,68,29,91,0,6,Personal Auto,Personal L3,Offer1,Branch,326.4,Four-Door Car,Medsize +SM16060,Arizona,4811.740943,No,Basic,College,2/15/11,Unemployed,F,0,Suburban,Single,68,34,37,0,6,Personal Auto,Personal L2,Offer1,Web,619.07199,Two-Door Car,Small +FW53453,California,7834.151482,No,Extended,Master,1/17/11,Employed,F,36094,Urban,Married,99,28,50,1,5,Personal Auto,Personal L1,Offer2,Branch,456.50357,Two-Door Car,Medsize +KU42210,Arizona,14666.23121,No,Basic,Bachelor,1/27/11,Unemployed,M,0,Suburban,Single,61,0,31,0,2,Corporate Auto,Corporate L2,Offer1,Branch,439.2,Four-Door Car,Small +XR74789,Washington,7199.645715,No,Extended,College,1/14/11,Employed,F,63328,Suburban,Married,89,19,19,0,9,Personal Auto,Personal L2,Offer2,Web,427.2,Two-Door Car,Medsize +GB39602,Nevada,3914.719645,No,Basic,High School or Below,1/14/11,Unemployed,M,0,Suburban,Single,112,6,0,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,587.861936,Sports Car,Medsize +SK93727,Washington,9470.273932,No,Premium,High School or Below,2/5/11,Employed,F,36121,Suburban,Married,118,7,91,0,4,Personal Auto,Personal L3,Offer3,Call Center,1107.145019,Four-Door Car,Small +OM37845,California,5479.555081,Yes,Basic,Master,1/13/11,Employed,M,56005,Suburban,Married,68,31,30,1,3,Personal Auto,Personal L3,Offer1,Branch,326.4,Four-Door Car,Small +VR45143,Arizona,2488.241391,No,Basic,High School or Below,1/20/11,Employed,F,48597,Urban,Single,71,12,63,5,1,Corporate Auto,Corporate L3,Offer4,Agent,305.697525,Four-Door Car,Medsize +GF35623,California,5886.615741,No,Extended,High School or Below,1/23/11,Unemployed,F,0,Suburban,Single,81,21,37,0,4,Personal Auto,Personal L2,Offer1,Branch,583.2,Four-Door Car,Small +AF47139,Oregon,8406.385414,No,Basic,College,2/3/11,Employed,F,42540,Rural,Married,70,15,52,0,2,Personal Auto,Personal L1,Offer1,Agent,43.548973,Four-Door Car,Medsize +IS48950,California,8685.91529,No,Basic,College,1/8/11,Employed,M,87544,Suburban,Married,109,28,92,1,3,Corporate Auto,Corporate L1,Offer2,Branch,523.2,SUV,Small +NC98544,Nevada,25030.37545,No,Extended,High School or Below,2/19/11,Employed,M,26292,Suburban,Married,80,1,81,2,2,Personal Auto,Personal L3,Offer3,Agent,384,Two-Door Car,Medsize +AD12500,California,17822.56375,No,Extended,High School or Below,2/23/11,Employed,F,42696,Suburban,Single,228,17,50,0,9,Personal Auto,Personal L2,Offer3,Call Center,1273.741085,Luxury Car,Small +ZE59681,Nevada,2798.679988,No,Basic,College,2/27/11,Employed,M,88009,Urban,Single,71,29,21,0,1,Corporate Auto,Corporate L2,Offer1,Branch,266.52482,Two-Door Car,Medsize +JQ91314,Washington,3288.6575,No,Extended,College,2/10/11,Unemployed,M,0,Suburban,Single,97,27,17,0,1,Personal Auto,Personal L2,Offer2,Call Center,1026.315988,Four-Door Car,Medsize +WX92260,Washington,2004.350666,Yes,Basic,College,2/22/11,Unemployed,F,0,Suburban,Divorced,66,16,35,4,1,Corporate Auto,Corporate L3,Offer1,Branch,316.8,Four-Door Car,Small +MO21402,Oregon,13736.1325,Yes,Premium,Master,2/13/11,Disabled,F,16181,Suburban,Divorced,181,22,79,0,8,Personal Auto,Personal L3,Offer1,Web,1261.319869,SUV,Medsize +QY41319,Oregon,4411.65582,No,Basic,College,1/17/11,Unemployed,M,0,Suburban,Single,62,20,88,0,6,Personal Auto,Personal L3,Offer1,Call Center,446.4,Two-Door Car,Medsize +WE90911,Arizona,5392.440611,No,Extended,Bachelor,1/14/11,Employed,F,75438,Urban,Single,136,11,97,0,1,Personal Auto,Personal L3,Offer1,Call Center,438.480672,SUV,Medsize +KB90888,Oregon,2561.576924,No,Basic,High School or Below,1/3/11,Unemployed,F,0,Suburban,Single,73,25,5,0,1,Corporate Auto,Corporate L1,Offer2,Branch,842.87608,Two-Door Car,Medsize +NN87570,Oregon,6057.07208,Yes,Extended,Bachelor,2/14/11,Retired,M,27681,Suburban,Married,83,13,62,0,9,Corporate Auto,Corporate L3,Offer2,Agent,398.4,Two-Door Car,Medsize +PD94315,Arizona,22256.69368,No,Premium,Bachelor,2/17/11,Disabled,F,23444,Suburban,Married,196,7,62,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,940.8,SUV,Medsize +IN65727,Washington,2693.530229,No,Basic,Master,1/15/11,Employed,F,63684,Suburban,Single,68,6,87,0,1,Personal Auto,Personal L3,Offer2,Agent,343.889585,Two-Door Car,Medsize +FB76635,Oregon,4296.604128,No,Basic,College,1/27/11,Employed,F,61737,Urban,Married,107,21,65,0,1,Personal Auto,Personal L3,Offer1,Branch,495.670802,Sports Car,Medsize +RF58958,California,11624.82149,No,Premium,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,113,32,66,0,2,Personal Auto,Personal L3,Offer1,Agent,813.6,Four-Door Car,Medsize +AZ15952,Oregon,8749.496793,No,Premium,Bachelor,2/28/11,Employed,M,52373,Rural,Divorced,111,2,37,0,9,Personal Auto,Personal L3,Offer1,Web,186.160527,Four-Door Car,Medsize +KP22549,Oregon,3155.911309,No,Extended,Bachelor,2/6/11,Employed,M,58213,Rural,Married,79,22,50,0,1,Personal Auto,Personal L3,Offer1,Agent,39.714767,Four-Door Car,Medsize +QC34927,California,3317.904817,No,Extended,High School or Below,1/13/11,Employed,M,74142,Suburban,Married,83,24,60,0,1,Personal Auto,Personal L3,Offer4,Branch,398.4,Two-Door Car,Medsize +WD87578,Nevada,7821.188278,No,Premium,High School or Below,2/8/11,Unemployed,F,0,Suburban,Single,109,31,74,0,3,Personal Auto,Personal L2,Offer2,Call Center,784.8,Four-Door Car,Medsize +ER51965,Washington,4240.925575,No,Premium,College,2/28/11,Employed,M,49746,Suburban,Married,111,4,85,3,1,Corporate Auto,Corporate L2,Offer1,Agent,589.298521,Four-Door Car,Medsize +LA53648,California,8992.779137,No,Extended,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,129,13,4,0,7,Personal Auto,Personal L1,Offer1,Call Center,1059.572464,SUV,Medsize +FX73249,Oregon,7304.15545,No,Premium,Bachelor,2/25/11,Unemployed,M,0,Suburban,Divorced,104,35,79,0,3,Personal Auto,Personal L2,Offer1,Agent,499.2,Four-Door Car,Medsize +WF53890,Arizona,5217.513287,Yes,Basic,Bachelor,2/17/11,Employed,F,39854,Urban,Divorced,66,6,4,0,7,Personal Auto,Personal L2,Offer2,Web,261.930545,Two-Door Car,Medsize +QL35310,Nevada,2725.356404,Yes,Basic,Master,1/3/11,Employed,F,36650,Rural,Married,69,2,70,1,1,Corporate Auto,Corporate L3,Offer2,Web,56.60333,Four-Door Car,Large +FY30870,California,18569.50063,No,Extended,High School or Below,2/6/11,Employed,F,32756,Urban,Married,93,18,67,0,2,Personal Auto,Personal L3,Offer1,Agent,381.118731,Two-Door Car,Medsize +JF73533,Nevada,9985.366015,No,Extended,College,2/2/11,Employed,M,36268,Suburban,Single,86,2,22,1,2,Personal Auto,Personal L3,Offer2,Agent,531.164627,Four-Door Car,Small +IW70308,Oregon,8257.666512,Yes,Basic,Bachelor,1/12/11,Disabled,F,23815,Suburban,Married,73,4,47,0,2,Personal Auto,Personal L3,Offer2,Call Center,424.330166,Four-Door Car,Medsize +ZS50183,Arizona,8002.308333,Yes,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,107,3,65,0,3,Corporate Auto,Corporate L3,Offer1,Agent,513.6,SUV,Medsize +EU38033,Nevada,5897.745369,No,Basic,High School or Below,2/3/11,Employed,M,39188,Suburban,Divorced,74,9,2,0,3,Personal Auto,Personal L3,Offer3,Web,355.2,Four-Door Car,Medsize +ZJ86769,Nevada,4686.469674,Yes,Basic,College,2/12/11,Employed,M,58089,Suburban,Married,118,31,83,0,1,Personal Auto,Personal L3,Offer1,Agent,566.4,SUV,Medsize +JZ90556,Oregon,5943.07303,No,Basic,High School or Below,1/7/11,Employed,F,62120,Rural,Married,74,5,39,0,8,Corporate Auto,Corporate L3,Offer4,Agent,28.31732,Four-Door Car,Medsize +OQ43721,Oregon,2648.471057,No,Basic,High School or Below,1/22/11,Disabled,F,26540,Suburban,Married,69,15,4,0,1,Personal Auto,Personal L2,Offer2,Branch,378.432035,Four-Door Car,Medsize +NI71089,California,4650.063763,Yes,Basic,College,1/10/11,Retired,M,28215,Suburban,Single,65,15,26,0,3,Personal Auto,Personal L3,Offer1,Agent,468,Two-Door Car,Medsize +ZF84966,Nevada,44856.11397,No,Extended,Doctor,2/22/11,Employed,F,61675,Urban,Married,123,35,54,0,2,Corporate Auto,Corporate L1,Offer1,Call Center,482.550044,SUV,Medsize +LN11802,California,26570.34335,No,Basic,Master,2/20/11,Unemployed,M,0,Suburban,Married,100,16,36,0,2,Personal Auto,Personal L3,Offer1,Agent,480,Sports Car,Large +CG92708,Nevada,2951.294057,No,Basic,College,1/29/11,Employed,F,69600,Urban,Married,74,35,28,0,1,Personal Auto,Personal L1,Offer2,Web,341.396161,Four-Door Car,Small +TH59993,California,2464.510412,No,Basic,College,1/28/11,Employed,F,40982,Rural,Married,62,6,88,0,1,Corporate Auto,Corporate L1,Offer1,Web,106.665934,Four-Door Car,Medsize +WH76688,Oregon,5555.830205,Yes,Basic,Bachelor,2/6/11,Employed,M,74015,Suburban,Single,72,12,61,0,6,Personal Auto,Personal L3,Offer2,Call Center,471.443077,Four-Door Car,Small +NK82261,California,3199.703983,No,Extended,High School or Below,1/28/11,Unemployed,M,0,Suburban,Single,94,6,61,0,1,Personal Auto,Personal L3,Offer1,Agent,1121.876091,Two-Door Car,Large +FI93397,Oregon,2776.317884,No,Extended,Bachelor,2/5/11,Unemployed,F,0,Suburban,Single,79,28,94,0,1,Personal Auto,Personal L2,Offer1,Branch,509.028102,Four-Door Car,Medsize +FO33051,Arizona,16355.31386,No,Premium,College,2/16/11,Medical Leave,M,29439,Suburban,Divorced,146,4,10,0,2,Personal Auto,Personal L3,Offer1,Call Center,700.8,SUV,Large +ZE40223,Oregon,7329.889139,No,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,108,26,94,0,4,Personal Auto,Personal L1,Offer1,Branch,518.4,Sports Car,Small +II49996,Arizona,5555.830205,Yes,Basic,Bachelor,2/6/11,Employed,M,74015,Suburban,Single,72,12,61,0,6,Personal Auto,Personal L1,Offer2,Call Center,471.443077,Four-Door Car,Small +AX71707,Arizona,6383.482152,No,Extended,College,1/13/11,Employed,F,67881,Suburban,Married,79,6,70,0,4,Personal Auto,Personal L2,Offer3,Branch,391.039166,Two-Door Car,Medsize +GF38306,Nevada,7758.588506,No,Extended,High School or Below,2/8/11,Employed,F,96162,Urban,Single,97,9,91,0,4,Corporate Auto,Corporate L3,Offer2,Agent,376.569009,Four-Door Car,Small +TN54884,California,14932.09982,No,Basic,College,1/8/11,Employed,F,39049,Urban,Married,63,30,34,0,2,Personal Auto,Personal L2,Offer2,Agent,294.75626,Two-Door Car,Medsize +DD27635,Oregon,8047.410936,No,Basic,Doctor,2/20/11,Disabled,M,29808,Rural,Married,105,18,38,1,3,Personal Auto,Personal L1,Offer1,Call Center,52.456587,SUV,Medsize +NX84287,California,10861.515,No,Extended,Master,1/22/11,Employed,F,65727,Urban,Married,134,14,15,0,6,Corporate Auto,Corporate L2,Offer1,Agent,363.995013,SUV,Medsize +EO38569,Washington,2195.295372,No,Basic,High School or Below,2/13/11,Unemployed,F,0,Suburban,Single,62,30,29,1,1,Personal Auto,Personal L2,Offer1,Web,446.4,Four-Door Car,Large +FF77476,California,2397.036098,Yes,Basic,High School or Below,1/29/11,Retired,F,22283,Suburban,Divorced,65,16,93,0,1,Corporate Auto,Corporate L3,Offer1,Branch,572.072106,Four-Door Car,Medsize +CW92156,Washington,4070.045873,No,Basic,College,1/31/11,Employed,F,37435,Urban,Single,105,3,22,0,1,Personal Auto,Personal L3,Offer3,Branch,314.441585,SUV,Medsize +XA53408,Oregon,5578.522348,No,Basic,College,2/13/11,Employed,M,27756,Suburban,Married,71,6,52,0,8,Corporate Auto,Corporate L3,Offer1,Agent,735.733206,Two-Door Car,Small +CV86445,Arizona,8139.525579,No,Basic,High School or Below,1/12/11,Employed,M,86876,Rural,Married,68,9,3,0,2,Personal Auto,Personal L3,Offer4,Call Center,118.810361,Four-Door Car,Medsize +TK32843,California,7444.939419,No,Premium,Bachelor,2/13/11,Unemployed,M,0,Suburban,Single,114,21,41,0,4,Personal Auto,Personal L2,Offer1,Branch,863.861736,Four-Door Car,Medsize +EV14053,California,7295.332712,No,Extended,High School or Below,2/15/11,Employed,F,34062,Suburban,Married,91,23,51,0,3,Corporate Auto,Corporate L3,Offer3,Agent,603.350571,Four-Door Car,Medsize +IY38767,Oregon,5325.724541,Yes,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Married,73,17,44,0,7,Personal Auto,Personal L3,Offer2,Call Center,496.474767,Two-Door Car,Medsize +VJ34494,Washington,2442.212317,No,Basic,College,2/12/11,Unemployed,F,0,Suburban,Single,69,7,10,0,1,Corporate Auto,Corporate L1,Offer1,Branch,331.2,Four-Door Car,Large +SN36487,Arizona,10307.65258,No,Extended,College,1/27/11,Employed,F,78358,Suburban,Married,128,6,75,0,3,Corporate Auto,Corporate L1,Offer3,Agent,614.4,SUV,Medsize +SW88021,California,2461.797738,No,Basic,Bachelor,1/21/11,Medical Leave,F,12222,Suburban,Married,67,8,70,1,1,Corporate Auto,Corporate L3,Offer3,Agent,321.6,Two-Door Car,Medsize +US43945,California,2521.684392,No,Basic,Bachelor,2/20/11,Employed,F,41247,Suburban,Divorced,64,17,6,0,1,Personal Auto,Personal L3,Offer4,Web,307.2,Two-Door Car,Large +QC93181,California,25464.82059,Yes,Extended,College,2/1/11,Retired,F,13663,Suburban,Single,97,1,66,0,2,Corporate Auto,Corporate L1,Offer1,Branch,465.6,Four-Door Car,Small +XS89049,Nevada,2822.591481,No,Basic,College,2/9/11,Disabled,F,25531,Suburban,Married,74,27,52,0,1,Personal Auto,Personal L3,Offer1,Agent,355.2,Two-Door Car,Small +QR79788,Nevada,5811.996703,No,Basic,College,2/8/11,Employed,M,58643,Urban,Divorced,74,33,58,0,3,Personal Auto,Personal L1,Offer3,Agent,329.46648,Four-Door Car,Medsize +WG51244,Oregon,21850.34627,No,Basic,Bachelor,2/26/11,Employed,M,48107,Suburban,Divorced,190,6,34,2,2,Corporate Auto,Corporate L2,Offer1,Call Center,912,Luxury SUV,Small +BF56053,Washington,9320.240511,No,Premium,Bachelor,2/24/11,Medical Leave,F,18643,Suburban,Married,119,34,41,0,5,Corporate Auto,Corporate L2,Offer1,Agent,571.2,Four-Door Car,Medsize +AN97123,Nevada,22305.32351,No,Premium,College,2/21/11,Unemployed,F,0,Urban,Married,102,13,89,0,2,Personal Auto,Personal L2,Offer4,Agent,401.528957,Two-Door Car,Medsize +VS30147,Oregon,22118.81261,No,Basic,Master,2/17/11,Employed,M,58645,Urban,Married,110,15,44,0,2,Personal Auto,Personal L2,Offer2,Agent,427.723646,SUV,Medsize +FY70464,Oregon,7218.16275,No,Premium,Bachelor,1/18/11,Employed,F,95058,Rural,Married,177,11,90,0,1,Personal Auto,Personal L3,Offer2,Agent,89.712324,SUV,Small +BG19572,Washington,6117.034997,No,Extended,Bachelor,2/22/11,Unemployed,F,0,Suburban,Single,87,16,83,0,8,Corporate Auto,Corporate L3,Offer3,Agent,1032.609293,Four-Door Car,Medsize +LR43989,Oregon,4882.289803,No,Basic,High School or Below,1/17/11,Medical Leave,F,19715,Suburban,Married,66,25,11,4,5,Personal Auto,Personal L3,Offer1,Web,475.2,Four-Door Car,Small +ER10834,Nevada,2674.07551,No,Basic,Master,1/6/11,Employed,F,68787,Rural,Married,66,7,64,0,1,Personal Auto,Personal L3,Offer4,Call Center,105.379402,Four-Door Car,Medsize +WL46620,Nevada,7724.678387,No,Basic,Bachelor,2/22/11,Employed,M,29056,Suburban,Married,66,19,2,0,2,Personal Auto,Personal L3,Offer2,Branch,355.531267,Two-Door Car,Medsize +MO27230,Oregon,4708.203284,No,Basic,College,1/25/11,Employed,F,47829,Suburban,Married,117,23,37,1,1,Personal Auto,Personal L3,Offer3,Call Center,561.6,SUV,Medsize +HD32695,Arizona,4447.423455,No,Premium,Bachelor,2/14/11,Disabled,F,13128,Suburban,Married,118,11,21,0,1,Personal Auto,Personal L1,Offer4,Call Center,771.878514,Four-Door Car,Medsize +ED89934,California,4823.558028,No,Extended,College,1/31/11,Employed,F,58946,Urban,Married,121,5,87,0,1,Personal Auto,Personal L3,Offer1,Agent,486.720776,SUV,Medsize +WU63862,Oregon,5420.361822,No,Basic,College,1/10/11,Employed,M,31614,Urban,Single,71,26,69,0,4,Personal Auto,Personal L3,Offer2,Branch,234.683628,Four-Door Car,Medsize +EW27959,California,7583.141211,No,Basic,Bachelor,1/2/11,Employed,F,44667,Urban,Single,65,25,53,0,2,Personal Auto,Personal L2,Offer1,Web,245.661376,Four-Door Car,Medsize +IG15771,Oregon,3852.425156,No,Premium,College,1/15/11,Unemployed,M,0,Suburban,Single,111,33,76,0,1,Personal Auto,Personal L3,Offer3,Agent,937.824847,Four-Door Car,Small +PJ84431,California,7647.451823,No,Basic,High School or Below,2/12/11,Employed,M,91512,Suburban,Married,189,6,86,0,1,Personal Auto,Personal L3,Offer3,Branch,907.2,Luxury Car,Medsize +RW46214,Oregon,5229.68034,No,Basic,High School or Below,2/23/11,Medical Leave,F,26540,Suburban,Divorced,69,13,65,1,5,Personal Auto,Personal L1,Offer2,Call Center,331.2,Four-Door Car,Medsize +VP91482,Oregon,3614.078436,No,Basic,Bachelor,2/16/11,Unemployed,M,0,Suburban,Single,103,35,76,0,1,Personal Auto,Personal L2,Offer1,Agent,741.6,SUV,Medsize +DZ48278,Nevada,2853.512645,No,Basic,High School or Below,2/2/11,Employed,M,38798,Urban,Married,72,24,48,0,1,Personal Auto,Personal L3,Offer2,Web,332.945455,Four-Door Car,Medsize +HC37968,Oregon,8543.325539,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Suburban,Married,117,0,6,0,4,Personal Auto,Personal L3,Offer1,Call Center,561.6,Sports Car,Medsize +CQ15251,Oregon,5150.416511,No,Basic,Bachelor,1/5/11,Employed,F,65629,Rural,Married,64,21,28,0,3,Personal Auto,Personal L3,Offer4,Call Center,89.411365,Four-Door Car,Large +QD36906,Nevada,8723.667123,No,Basic,Master,1/3/11,Employed,F,33291,Rural,Married,73,30,2,1,2,Personal Auto,Personal L3,Offer1,Agent,172.226165,Four-Door Car,Medsize +BG95711,California,16477.47799,No,Extended,College,2/22/11,Employed,F,57264,Rural,Divorced,84,0,30,1,2,Personal Auto,Personal L3,Offer1,Branch,129.249842,Four-Door Car,Medsize +HR44460,California,26338.58626,No,Basic,Bachelor,1/14/11,Employed,F,60970,Rural,Divorced,110,20,10,0,2,Personal Auto,Personal L3,Offer1,Agent,94.496547,SUV,Medsize +NE57101,Oregon,4244.470352,No,Basic,College,2/21/11,Employed,M,34220,Suburban,Married,109,23,71,1,1,Corporate Auto,Corporate L3,Offer2,Branch,523.2,SUV,Medsize +UQ34669,Arizona,5757.442258,Yes,Basic,Master,1/31/11,Employed,M,88997,Rural,Divorced,72,9,71,0,3,Personal Auto,Personal L3,Offer2,Branch,174.041566,Four-Door Car,Small +BL42392,Arizona,4826.831451,No,Basic,Doctor,2/20/11,Medical Leave,M,18779,Urban,Married,63,10,65,0,4,Personal Auto,Personal L3,Offer3,Agent,215.255721,Four-Door Car,Large +WC52068,Oregon,8092.87696,Yes,Basic,College,2/5/11,Employed,M,50825,Urban,Married,102,3,46,0,3,Corporate Auto,Corporate L3,Offer1,Agent,369.614729,SUV,Medsize +GB20532,Arizona,3011.270628,No,Extended,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,86,18,41,0,1,Personal Auto,Personal L3,Offer1,Web,569.130423,Four-Door Car,Medsize +XS74432,California,8663.919296,No,Basic,High School or Below,2/22/11,Employed,F,29218,Suburban,Married,72,33,40,0,2,Personal Auto,Personal L1,Offer3,Agent,502.369442,Four-Door Car,Medsize +YA10507,California,2471.528431,Yes,Basic,High School or Below,1/15/11,Employed,M,95697,Rural,Married,61,16,55,0,1,Special Auto,Special L3,Offer2,Agent,114.273025,Two-Door Car,Medsize +NL59273,Oregon,5627.297887,No,Basic,Doctor,1/21/11,Employed,F,61486,Urban,Married,70,2,65,0,3,Personal Auto,Personal L3,Offer2,Call Center,334.13351,Two-Door Car,Medsize +BZ81849,Arizona,7494.087341,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Married,68,6,25,0,2,Personal Auto,Personal L3,Offer3,Call Center,326.4,Four-Door Car,Medsize +MF83904,Oregon,5452.625449,No,Basic,Bachelor,1/12/11,Disabled,F,17723,Suburban,Married,72,3,40,0,3,Personal Auto,Personal L3,Offer1,Agent,345.6,Two-Door Car,Medsize +MH14039,California,2592.437797,Yes,Basic,High School or Below,1/2/11,Employed,M,72421,Suburban,Married,65,8,23,0,1,Personal Auto,Personal L2,Offer2,Call Center,312,Four-Door Car,Small +XJ26467,California,6721.893743,No,Extended,College,1/29/11,Employed,F,36510,Urban,Married,84,10,36,0,6,Personal Auto,Personal L3,Offer1,Call Center,286.781601,Four-Door Car,Medsize +BC53546,Oregon,5500.576161,No,Basic,Bachelor,2/19/11,Employed,M,35396,Suburban,Divorced,70,32,12,0,3,Personal Auto,Personal L3,Offer4,Call Center,336,Two-Door Car,Medsize +KB58189,Oregon,2550.659053,No,Basic,College,2/10/11,Employed,F,69230,Urban,Married,63,31,13,0,1,Special Auto,Special L2,Offer3,Agent,283.241868,Four-Door Car,Medsize +FF31523,Washington,7771.582097,No,Premium,Master,2/1/11,Employed,F,28054,Urban,Married,195,1,63,1,1,Corporate Auto,Corporate L1,Offer3,Agent,571.663256,SUV,Medsize +EE98024,California,4236.301454,No,Premium,College,2/2/11,Medical Leave,F,25866,Suburban,Married,109,20,56,0,1,Personal Auto,Personal L2,Offer1,Agent,523.2,Four-Door Car,Small +QA50777,Oregon,9025.067525,No,Premium,Bachelor,1/17/11,Medical Leave,F,23675,Suburban,Married,117,4,31,0,7,Personal Auto,Personal L2,Offer1,Branch,707.925645,Four-Door Car,Medsize +HW36182,California,2615.911934,No,Basic,Master,2/3/11,Unemployed,M,0,Suburban,Married,71,22,45,0,1,Personal Auto,Personal L1,Offer2,Agent,340.8,Two-Door Car,Medsize +SB64064,Nevada,2396.219292,Yes,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,66,6,71,2,1,Personal Auto,Personal L3,Offer2,Call Center,433.160284,Four-Door Car,Large +MY60905,California,4784.416267,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,68,16,81,0,6,Personal Auto,Personal L3,Offer1,Branch,326.4,Two-Door Car,Medsize +FB77856,Nevada,3873.647046,Yes,Basic,College,1/20/11,Retired,M,28142,Suburban,Married,105,18,50,0,1,Personal Auto,Personal L3,Offer2,Agent,701.708239,Sports Car,Medsize +XQ93931,Oregon,7806.137458,No,Basic,College,2/27/11,Employed,M,23706,Suburban,Married,68,1,56,1,2,Corporate Auto,Corporate L3,Offer3,Web,326.4,Four-Door Car,Medsize +WA74455,Arizona,4717.625727,No,Extended,College,1/26/11,Unemployed,M,0,Suburban,Married,131,0,80,0,1,Personal Auto,Personal L1,Offer2,Agent,628.8,SUV,Large +GK98989,Washington,5625.908671,No,Extended,Bachelor,1/17/11,Unemployed,M,0,Suburban,Single,85,34,31,0,3,Corporate Auto,Corporate L3,Offer2,Call Center,872.203927,Four-Door Car,Small +VA35421,Nevada,5182.941518,No,Basic,Master,2/2/11,Employed,F,83527,Rural,Married,64,19,27,1,3,Personal Auto,Personal L1,Offer2,Branch,39.127298,Two-Door Car,Large +BB41401,Arizona,6005.214792,Yes,Extended,High School or Below,1/12/11,Employed,M,26876,Suburban,Single,76,17,72,0,8,Personal Auto,Personal L3,Offer1,Agent,364.8,Four-Door Car,Medsize +RQ16234,Arizona,9837.507586,No,Extended,High School or Below,2/16/11,Employed,F,55099,Rural,Divorced,122,33,86,0,3,Corporate Auto,Corporate L3,Offer2,Branch,260.265417,Sports Car,Medsize +DO83789,Arizona,5206.028448,No,Basic,College,2/2/11,Employed,F,71661,Suburban,Married,65,7,92,0,4,Personal Auto,Personal L3,Offer4,Branch,312,Four-Door Car,Small +AK46006,Oregon,36293.14678,No,Extended,Bachelor,1/17/11,Medical Leave,M,18047,Suburban,Married,242,5,50,0,2,Personal Auto,Personal L1,Offer1,Call Center,1350.379181,Luxury SUV,Medsize +CJ59481,Washington,2837.109178,No,Basic,College,2/28/11,Employed,M,90893,Rural,Married,70,8,82,0,1,Personal Auto,Personal L3,Offer1,Agent,70.712507,Two-Door Car,Medsize +JL86651,Nevada,11785.04181,No,Premium,College,1/27/11,Employed,M,90016,Rural,Married,102,28,34,4,2,Personal Auto,Personal L2,Offer1,Web,20.405935,Four-Door Car,Medsize +AN32867,California,3124.933827,No,Extended,Bachelor,2/19/11,Employed,M,81285,Suburban,Single,81,18,2,2,1,Personal Auto,Personal L3,Offer1,Branch,441.765368,Four-Door Car,Medsize +AC67315,Nevada,13862.10016,No,Basic,Bachelor,2/21/11,Employed,F,96950,Suburban,Married,115,20,74,0,2,Personal Auto,Personal L2,Offer4,Agent,633.132017,Sports Car,Large +XN90444,California,8200.269735,No,Basic,Doctor,1/22/11,Employed,M,24814,Suburban,Single,69,31,48,0,2,Special Auto,Special L1,Offer2,Call Center,331.2,Two-Door Car,Medsize +CZ72326,Oregon,8456.268179,No,Extended,High School or Below,1/14/11,Unemployed,F,0,Suburban,Single,90,14,16,3,2,Corporate Auto,Corporate L3,Offer1,Agent,648,Two-Door Car,Medsize +FG18525,Nevada,2124.173841,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Rural,Married,61,17,14,1,1,Personal Auto,Personal L3,Offer4,Web,60.5975,Two-Door Car,Medsize +HC25359,Oregon,9045.111945,No,Premium,Master,1/6/11,Employed,F,52572,Urban,Divorced,113,30,22,0,3,Personal Auto,Personal L2,Offer1,Agent,441.623031,Four-Door Car,Medsize +SM39580,Arizona,3187.351993,No,Extended,Doctor,2/9/11,Unemployed,M,0,Suburban,Married,85,27,29,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,595.160486,Two-Door Car,Large +UU81720,California,8113.962284,No,Basic,High School or Below,1/4/11,Employed,F,41701,Rural,Married,68,16,74,0,2,Corporate Auto,Corporate L3,Offer1,Agent,64.646458,Four-Door Car,Medsize +WO53546,Oregon,34039.05613,No,Basic,College,1/28/11,Unemployed,M,0,Suburban,Divorced,104,26,66,0,2,Personal Auto,Personal L3,Offer2,Agent,499.2,Sports Car,Medsize +UH76249,Arizona,9087.586819,No,Extended,High School or Below,1/5/11,Unemployed,M,0,Suburban,Married,80,7,77,0,2,Corporate Auto,Corporate L2,Offer1,Agent,384,Four-Door Car,Medsize +YP79029,California,12519.79639,No,Basic,Bachelor,2/7/11,Employed,M,34179,Suburban,Married,107,15,26,0,2,Corporate Auto,Corporate L3,Offer2,Web,770.4,Sports Car,Medsize +HS79851,Oregon,6057.07208,Yes,Extended,Bachelor,2/14/11,Retired,M,27681,Suburban,Married,83,13,62,0,9,Personal Auto,Personal L2,Offer2,Agent,398.4,Two-Door Car,Medsize +YR49519,Arizona,4967.044248,No,Basic,Bachelor,1/29/11,Unemployed,M,0,Suburban,Divorced,73,34,2,0,4,Corporate Auto,Corporate L3,Offer2,Branch,359.35328,Four-Door Car,Small +AN21193,Washington,6933.335325,No,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Single,70,19,66,1,2,Personal Auto,Personal L3,Offer2,Agent,504,Four-Door Car,Medsize +TS98462,Washington,22399.12944,No,Basic,High School or Below,1/15/11,Employed,F,78494,Rural,Married,69,21,53,0,2,Personal Auto,Personal L3,Offer3,Branch,78.189401,Two-Door Car,Medsize +OB11898,Nevada,2162.417356,No,Basic,College,1/12/11,Unemployed,F,0,Suburban,Single,66,18,95,2,1,Personal Auto,Personal L3,Offer1,Branch,316.8,Two-Door Car,Medsize +RS85283,Oregon,21776.5819,No,Premium,Bachelor,1/16/11,Employed,M,56044,Suburban,Married,182,27,32,0,2,Personal Auto,Personal L3,Offer1,Agent,952.849701,SUV,Small +NW19960,Oregon,9095.049868,Yes,Basic,College,1/11/11,Employed,M,37937,Suburban,Married,116,11,42,0,5,Personal Auto,Personal L3,Offer2,Call Center,556.8,SUV,Medsize +AI11191,Arizona,4228.248035,No,Basic,High School or Below,2/24/11,Employed,F,77853,Rural,Single,106,12,76,0,1,Personal Auto,Personal L2,Offer1,Branch,165.237444,SUV,Medsize +PF24757,Arizona,6521.368813,Yes,Extended,College,1/9/11,Employed,F,72608,Suburban,Married,82,26,19,3,8,Personal Auto,Personal L1,Offer2,Agent,393.6,Four-Door Car,Medsize +NY20756,California,10209.02324,No,Extended,High School or Below,1/28/11,Employed,M,36568,Suburban,Married,128,28,34,0,6,Personal Auto,Personal L3,Offer1,Agent,978.621302,SUV,Medsize +EU98982,Arizona,7600.443798,No,Basic,High School or Below,1/13/11,Unemployed,M,0,Suburban,Single,110,17,58,2,3,Personal Auto,Personal L3,Offer2,Branch,796.987409,SUV,Medsize +GL54755,Washington,3894.623983,No,Extended,Bachelor,1/4/11,Employed,F,59578,Urban,Married,98,1,50,1,1,Corporate Auto,Corporate L3,Offer1,Branch,403.67601,Four-Door Car,Medsize +UF13251,Oregon,8510.758196,No,Basic,High School or Below,2/26/11,Employed,M,26032,Suburban,Married,109,18,25,0,3,Personal Auto,Personal L2,Offer2,Web,638.098653,SUV,Medsize +HK16676,Oregon,2712.832687,No,Basic,High School or Below,1/22/11,Employed,M,39618,Suburban,Married,68,0,55,0,1,Corporate Auto,Corporate L3,Offer1,Agent,326.4,Four-Door Car,Small +KF80571,Arizona,2258.793954,No,Basic,High School or Below,1/2/11,Unemployed,M,0,Suburban,Single,65,8,47,0,1,Personal Auto,Personal L3,Offer3,Agent,625.483498,Four-Door Car,Medsize +XB43418,California,4815.851943,No,Extended,College,2/9/11,Employed,M,59438,Urban,Single,124,33,55,0,1,Special Auto,Special L2,Offer3,Branch,562.667789,SUV,Small +IA78643,Washington,8007.399376,Yes,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,112,12,93,0,3,Personal Auto,Personal L3,Offer1,Web,537.6,Sports Car,Medsize +RI97135,Washington,3008.969524,No,Extended,Bachelor,1/7/11,Unemployed,M,0,Urban,Single,87,2,55,0,1,Personal Auto,Personal L3,Offer1,Branch,401.484738,Four-Door Car,Medsize +HZ52656,Washington,2530.705137,Yes,Basic,Bachelor,1/21/11,Employed,F,89451,Rural,Single,63,11,2,0,1,Personal Auto,Personal L3,Offer2,Web,61.769564,Four-Door Car,Medsize +BM71358,Arizona,10787.11572,No,Extended,High School or Below,1/3/11,Employed,M,44695,Rural,Divorced,91,26,88,0,2,Personal Auto,Personal L3,Offer1,Call Center,147.954285,Four-Door Car,Medsize +DJ42087,California,11923.75365,No,Premium,High School or Below,1/16/11,Employed,F,24581,Suburban,Married,101,2,86,0,2,Personal Auto,Personal L3,Offer1,Branch,484.8,Four-Door Car,Medsize +NV98267,Arizona,5186.359717,No,Basic,Bachelor,1/4/11,Unemployed,M,0,Urban,Married,73,27,95,1,6,Personal Auto,Personal L2,Offer2,Call Center,194.944319,Four-Door Car,Medsize +YD27780,Arizona,10103.64886,No,Extended,Bachelor,1/19/11,Employed,F,72334,Urban,Married,129,26,66,3,6,Corporate Auto,Corporate L2,Offer3,Call Center,412.829624,SUV,Medsize +DZ38951,Oregon,6438.995346,No,Extended,High School or Below,2/17/11,Medical Leave,M,19831,Suburban,Married,83,8,88,0,7,Personal Auto,Personal L2,Offer1,Agent,398.4,Four-Door Car,Medsize +VO84133,California,3909.636524,No,Extended,High School or Below,2/8/11,Employed,M,40361,Rural,Married,98,3,98,0,1,Personal Auto,Personal L3,Offer2,Branch,71.169255,Four-Door Car,Medsize +FP86246,California,13211.01092,No,Premium,Bachelor,1/31/11,Employed,M,74656,Urban,Divorced,111,0,6,0,2,Personal Auto,Personal L2,Offer3,Call Center,504.365927,Four-Door Car,Medsize +YA37626,Oregon,14616.36817,No,Extended,Master,1/5/11,Employed,M,25358,Suburban,Single,126,1,13,0,2,Personal Auto,Personal L1,Offer4,Branch,750.58561,SUV,Medsize +XW54288,California,3732.345012,No,Extended,Bachelor,2/10/11,Employed,M,35461,Rural,Married,95,26,57,1,1,Corporate Auto,Corporate L3,Offer1,Agent,9.214343,Four-Door Car,Medsize +ET81343,California,8750.643581,No,Extended,Doctor,1/21/11,Employed,M,59047,Suburban,Divorced,76,2,73,3,2,Personal Auto,Personal L3,Offer1,Web,364.8,Four-Door Car,Medsize +CW57351,Nevada,10662.63422,No,Extended,College,1/24/11,Employed,F,62409,Urban,Divorced,89,16,50,0,2,Personal Auto,Personal L2,Offer2,Agent,392.686432,Four-Door Car,Small +EV39201,California,3861.486269,Yes,Extended,College,1/6/11,Employed,F,93272,Urban,Married,95,3,54,0,1,Personal Auto,Personal L3,Offer2,Branch,281.110788,Four-Door Car,Medsize +YV40022,California,9807.829589,No,Extended,College,1/18/11,Unemployed,F,0,Suburban,Married,135,18,48,0,4,Personal Auto,Personal L3,Offer1,Branch,970.456654,Sports Car,Medsize +IX44049,Oregon,3252.828464,No,Extended,Bachelor,1/29/11,Employed,M,20166,Suburban,Married,83,19,28,0,1,Personal Auto,Personal L3,Offer4,Call Center,398.4,Two-Door Car,Medsize +DI51103,Washington,2711.899826,No,Basic,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,74,13,68,0,1,Personal Auto,Personal L1,Offer2,Call Center,355.2,Four-Door Car,Small +AS78838,California,2453.570794,Yes,Basic,Bachelor,2/9/11,Medical Leave,M,29735,Suburban,Single,69,3,92,0,1,Personal Auto,Personal L2,Offer1,Agent,331.2,Four-Door Car,Medsize +YJ16399,California,11228.28966,No,Basic,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,64,1,63,0,2,Corporate Auto,Corporate L3,Offer3,Branch,772.83851,Four-Door Car,Medsize +LH52773,California,23020.89147,No,Basic,High School or Below,1/17/11,Employed,F,97460,Suburban,Married,114,20,62,0,2,Personal Auto,Personal L3,Offer4,Branch,660.135987,SUV,Medsize +XF99212,Arizona,2458.447909,No,Basic,College,1/21/11,Employed,M,57564,Suburban,Married,63,5,48,1,1,Personal Auto,Personal L1,Offer3,Agent,302.4,Two-Door Car,Medsize +CL52383,Arizona,11160.07706,No,Extended,Bachelor,1/15/11,Employed,F,33232,Urban,Married,94,21,81,0,2,Special Auto,Special L2,Offer3,Branch,435.527845,Four-Door Car,Medsize +DD28380,Arizona,13118.74322,No,Premium,College,2/9/11,Medical Leave,F,11854,Suburban,Married,113,19,64,0,2,Personal Auto,Personal L1,Offer1,Call Center,807.721213,Four-Door Car,Medsize +CP87192,California,6120.185345,No,Extended,College,1/8/11,Medical Leave,F,23843,Urban,Married,79,1,42,0,5,Personal Auto,Personal L3,Offer3,Branch,344.693511,Four-Door Car,Medsize +MH43755,Arizona,13881.03947,No,Premium,College,2/14/11,Disabled,F,17961,Urban,Married,181,28,51,0,3,Personal Auto,Personal L2,Offer2,Agent,476.707749,Sports Car,Medsize +KT38145,California,4787.472973,No,Basic,College,1/30/11,Unemployed,F,0,Suburban,Married,64,17,84,0,3,Personal Auto,Personal L2,Offer2,Agent,360.110955,Four-Door Car,Medsize +FU65756,Arizona,8177.048957,No,Basic,College,2/12/11,Employed,F,54695,Suburban,Married,103,6,94,0,5,Personal Auto,Personal L3,Offer1,Branch,494.4,SUV,Medsize +YG92601,California,3309.248219,No,Extended,College,1/10/11,Employed,M,85632,Rural,Married,82,23,4,0,1,Personal Auto,Personal L3,Offer2,Call Center,7.2574,Two-Door Car,Medsize +MZ63755,California,14635.45158,Yes,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Divorced,139,5,56,0,2,Personal Auto,Personal L1,Offer1,Call Center,667.2,SUV,Medsize +BI33231,California,5120.615661,No,Extended,High School or Below,2/12/11,Unemployed,F,0,Urban,Married,76,11,14,4,3,Personal Auto,Personal L3,Offer2,Agent,277.220384,Four-Door Car,Medsize +ZD71862,Oregon,19253.03441,No,Premium,High School or Below,2/7/11,Employed,F,39895,Urban,Married,160,32,45,0,2,Personal Auto,Personal L3,Offer3,Agent,765.591167,SUV,Small +VT87641,Washington,6646.749298,No,Extended,Bachelor,2/16/11,Employed,F,95815,Suburban,Married,82,6,95,0,3,Personal Auto,Personal L2,Offer3,Call Center,393.6,Four-Door Car,Small +TN61016,California,8742.472473,No,Basic,High School or Below,1/2/11,Employed,F,37224,Suburban,Divorced,74,8,23,0,2,Personal Auto,Personal L2,Offer3,Agent,355.2,Four-Door Car,Small +PX27645,California,8467.369513,No,Extended,Bachelor,1/3/11,Unemployed,M,0,Suburban,Single,122,2,73,0,5,Personal Auto,Personal L1,Offer1,Call Center,1100.088685,SUV,Medsize +IS53899,Nevada,6992.531494,No,Extended,College,2/22/11,Employed,F,94652,Suburban,Married,86,18,88,0,3,Personal Auto,Personal L3,Offer1,Branch,412.8,Four-Door Car,Medsize +KC69320,Arizona,13037.03339,No,Basic,Bachelor,2/22/11,Employed,F,28582,Suburban,Single,112,27,24,0,2,Personal Auto,Personal L2,Offer2,Agent,537.6,Sports Car,Small +WR86431,Nevada,10883.78785,No,Extended,High School or Below,1/25/11,Employed,F,91123,Rural,Divorced,138,32,70,3,8,Corporate Auto,Corporate L1,Offer1,Agent,103.462381,SUV,Medsize +TY27229,Arizona,9114.276632,No,Premium,Bachelor,2/24/11,Employed,M,85942,Rural,Married,116,16,36,2,5,Personal Auto,Personal L2,Offer3,Agent,79.340118,Four-Door Car,Medsize +LC42182,Nevada,30442.53824,No,Premium,High School or Below,1/23/11,Employed,F,64321,Rural,Divorced,253,4,75,0,2,Personal Auto,Personal L3,Offer1,Agent,422.438297,Luxury SUV,Medsize +SZ64974,Arizona,5104.354719,No,Basic,Doctor,1/31/11,Employed,M,77025,Suburban,Single,64,18,44,2,3,Personal Auto,Personal L1,Offer1,Agent,380.917107,Two-Door Car,Medsize +AH89786,Oregon,2174.111987,No,Basic,High School or Below,2/13/11,Retired,M,16997,Suburban,Married,65,35,62,3,1,Personal Auto,Personal L1,Offer2,Branch,468,Two-Door Car,Medsize +QO70290,California,9890.210998,No,Extended,Bachelor,2/19/11,Employed,M,52408,Rural,Married,125,13,12,0,9,Personal Auto,Personal L1,Offer1,Agent,179.125777,Sports Car,Medsize +IR78670,California,8719.125849,No,Premium,Bachelor,2/15/11,Unemployed,M,0,Suburban,Married,116,7,73,1,7,Personal Auto,Personal L3,Offer2,Branch,556.8,Four-Door Car,Large +OU24549,Nevada,8516.751366,No,Basic,Bachelor,2/19/11,Employed,M,37573,Suburban,Married,112,3,21,3,3,Corporate Auto,Corporate L2,Offer1,Call Center,537.6,SUV,Medsize +OO96263,Nevada,11606.84868,No,Extended,High School or Below,2/11/11,Employed,F,45893,Suburban,Married,97,3,75,0,2,Personal Auto,Personal L1,Offer2,Call Center,465.6,Two-Door Car,Medsize +SY86059,California,3731.504584,Yes,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,96,31,34,0,1,Corporate Auto,Corporate L3,Offer1,Agent,460.8,Four-Door Car,Large +JZ76788,Nevada,3303.090814,No,Extended,College,2/28/11,Employed,M,29385,Suburban,Single,88,18,8,2,1,Personal Auto,Personal L2,Offer1,Agent,422.4,Two-Door Car,Small +AB23825,California,8888.875454,No,Extended,College,1/28/11,Employed,M,21509,Suburban,Single,81,24,24,1,2,Personal Auto,Personal L1,Offer4,Agent,413.492922,Two-Door Car,Medsize +BH61137,Arizona,8173.50314,No,Basic,Bachelor,1/28/11,Employed,F,68144,Suburban,Married,70,29,98,4,2,Personal Auto,Personal L1,Offer1,Web,336,Four-Door Car,Large +QW21716,Nevada,4923.950434,No,Basic,Bachelor,1/30/11,Employed,M,31093,Suburban,Married,63,3,78,0,3,Personal Auto,Personal L2,Offer2,Branch,302.4,Four-Door Car,Medsize +IU95336,Arizona,2823.501795,No,Basic,High School or Below,2/28/11,Employed,M,24350,Suburban,Married,73,6,89,3,1,Corporate Auto,Corporate L2,Offer2,Branch,350.4,Four-Door Car,Medsize +TY22591,Washington,7824.372789,No,Basic,College,1/18/11,Employed,M,32823,Suburban,Married,100,1,36,0,8,Personal Auto,Personal L3,Offer2,Agent,480,SUV,Medsize +VR18539,Washington,8311.854644,No,Basic,College,2/27/11,Employed,M,44843,Urban,Single,105,14,34,0,3,Personal Auto,Personal L2,Offer1,Branch,391.419263,SUV,Medsize +GD89605,Oregon,5384.532684,No,Basic,Master,2/12/11,Employed,F,59364,Suburban,Married,67,25,56,0,5,Corporate Auto,Corporate L1,Offer4,Agent,321.6,Four-Door Car,Small +RD47708,Oregon,3978.665051,No,Extended,College,2/4/11,Employed,M,39101,Rural,Married,99,34,24,0,1,Personal Auto,Personal L3,Offer3,Branch,167.174678,Four-Door Car,Medsize +XH47201,California,6237.507291,No,Extended,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,90,2,46,1,3,Personal Auto,Personal L3,Offer4,Agent,432,Two-Door Car,Medsize +TW62773,Washington,6969.880958,No,Extended,High School or Below,2/14/11,Disabled,F,27604,Suburban,Married,92,20,45,1,9,Corporate Auto,Corporate L3,Offer2,Agent,441.6,Two-Door Car,Medsize +QP77560,California,5024.029643,No,Basic,High School or Below,1/18/11,Employed,F,91603,Suburban,Married,64,18,37,5,8,Personal Auto,Personal L2,Offer2,Web,307.2,Four-Door Car,Large +QV66305,Washington,8414.080425,No,Basic,Master,2/7/11,Employed,F,59828,Suburban,Married,104,25,49,0,8,Personal Auto,Personal L1,Offer1,Call Center,499.2,SUV,Large +WC83676,Nevada,2801.562831,No,Basic,College,2/18/11,Employed,M,33247,Urban,Married,72,26,47,0,1,Special Auto,Special L3,Offer2,Web,284.956298,Four-Door Car,Medsize +QD98396,California,5010.917847,No,Extended,College,2/21/11,Employed,M,45867,Suburban,Married,126,31,12,0,1,Personal Auto,Personal L2,Offer1,Agent,604.8,Sports Car,Medsize +AM36670,California,4997.780688,No,Basic,College,2/16/11,Employed,F,54827,Rural,Single,64,17,88,0,3,Personal Auto,Personal L3,Offer1,Branch,132.947215,Four-Door Car,Large +CJ78727,California,2236.085718,No,Basic,Bachelor,2/21/11,Unemployed,F,0,Suburban,Married,64,12,56,3,1,Corporate Auto,Corporate L1,Offer4,Call Center,307.2,Two-Door Car,Medsize +GN61665,Arizona,10934.73726,No,Extended,Bachelor,2/13/11,Employed,M,47170,Suburban,Married,139,4,57,0,3,Corporate Auto,Corporate L3,Offer3,Agent,667.2,Sports Car,Medsize +HY49431,California,3289.132998,No,Extended,Bachelor,2/26/11,Employed,F,21947,Urban,Married,83,17,66,0,1,Personal Auto,Personal L1,Offer3,Branch,366.90936,Four-Door Car,Medsize +IK82336,Oregon,14014.10119,No,Basic,College,2/13/11,Employed,F,39018,Suburban,Married,117,11,94,0,2,Personal Auto,Personal L2,Offer3,Branch,561.6,SUV,Small +WA16954,Arizona,5604.330774,No,Basic,Master,2/19/11,Employed,M,20252,Urban,Married,71,0,64,0,3,Personal Auto,Personal L3,Offer2,Call Center,198.227061,Four-Door Car,Medsize +QD69852,Oregon,2912.235077,No,Extended,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,88,29,81,0,1,Personal Auto,Personal L1,Offer3,Agent,633.6,Four-Door Car,Medsize +XG47945,Oregon,5616.845326,No,Basic,Master,1/26/11,Employed,M,48602,Suburban,Married,70,30,46,0,5,Corporate Auto,Corporate L3,Offer3,Agent,487.884823,Two-Door Car,Small +UV57184,California,7504.685954,No,Basic,Bachelor,2/1/11,Employed,F,97849,Urban,Married,62,32,45,0,2,Special Auto,Special L3,Offer4,Agent,183.117146,Four-Door Car,Small +JU55710,Oregon,3746.751625,Yes,Extended,College,2/26/11,Employed,F,41479,Rural,Married,94,14,38,1,1,Personal Auto,Personal L1,Offer2,Call Center,19.575683,Two-Door Car,Large +PT50287,Oregon,2959.819985,No,Basic,Bachelor,2/27/11,Employed,F,69746,Urban,Divorced,74,17,91,0,1,Personal Auto,Personal L1,Offer1,Call Center,225.032781,Four-Door Car,Medsize +AB73565,California,7725.535708,No,Extended,Bachelor,2/7/11,Employed,M,96748,Suburban,Married,96,13,68,0,9,Personal Auto,Personal L3,Offer2,Branch,460.8,Two-Door Car,Medsize +PK20739,Oregon,13248.63735,No,Premium,Bachelor,1/5/11,Employed,M,25074,Suburban,Married,112,17,8,0,2,Personal Auto,Personal L1,Offer1,Branch,537.6,Two-Door Car,Medsize +XI85062,Nevada,2717.781848,No,Basic,Master,1/21/11,Employed,M,66463,Suburban,Married,68,28,80,0,1,Personal Auto,Personal L3,Offer2,Agent,326.4,Two-Door Car,Small +KA77514,Washington,2734.149158,No,Basic,High School or Below,2/2/11,Employed,M,34865,Urban,Married,69,15,16,0,1,Corporate Auto,Corporate L1,Offer3,Call Center,255.946801,Four-Door Car,Medsize +ND80148,California,9199.388961,No,Premium,College,1/3/11,Employed,M,37399,Urban,Married,116,30,22,0,3,Personal Auto,Personal L3,Offer1,Call Center,392.826082,Four-Door Car,Medsize +AK72422,California,29049.71315,No,Premium,College,2/20/11,Disabled,M,21070,Suburban,Divorced,195,6,47,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,1404,Sports Car,Small +LN49978,Oregon,4956.620638,No,Basic,Bachelor,2/9/11,Employed,F,31562,Suburban,Married,66,9,5,4,7,Personal Auto,Personal L2,Offer4,Branch,316.8,Four-Door Car,Medsize +RZ80299,California,5574.959174,No,Basic,Master,2/23/11,Employed,F,54684,Suburban,Divorced,71,28,49,2,3,Personal Auto,Personal L3,Offer3,Agent,487.070965,Four-Door Car,Small +QU53781,Oregon,9192.592887,No,Basic,High School or Below,2/8/11,Employed,M,37388,Suburban,Married,117,30,21,0,5,Corporate Auto,Corporate L1,Offer4,Branch,561.6,SUV,Medsize +MD70013,Nevada,3878.770231,No,Extended,Bachelor,2/5/11,Employed,F,84981,Rural,Married,96,6,96,0,1,Personal Auto,Personal L3,Offer1,Agent,4.719043,Four-Door Car,Small +QD97878,Nevada,4419.116971,No,Premium,Master,2/21/11,Medical Leave,M,24046,Suburban,Married,116,27,47,0,1,Personal Auto,Personal L2,Offer4,Agent,556.8,Two-Door Car,Small +WK24299,California,4772.943848,Yes,Extended,High School or Below,2/18/11,Retired,M,20993,Suburban,Divorced,133,35,90,0,1,Personal Auto,Personal L3,Offer2,Agent,638.4,SUV,Medsize +RJ45123,Oregon,9101.523916,No,Basic,College,2/8/11,Employed,M,48029,Suburban,Divorced,116,9,79,0,7,Personal Auto,Personal L2,Offer2,Agent,556.8,SUV,Medsize +HM33037,Arizona,7609.089616,No,Basic,Bachelor,1/10/11,Disabled,M,16233,Suburban,Married,197,17,68,0,1,Personal Auto,Personal L1,Offer4,Web,1418.4,Luxury Car,Medsize +QY70905,Arizona,2668.662697,No,Basic,College,1/12/11,Employed,M,30718,Suburban,Married,67,26,49,1,1,Personal Auto,Personal L3,Offer1,Call Center,321.6,Two-Door Car,Medsize +YL86561,Oregon,5141.976413,No,Basic,High School or Below,2/22/11,Employed,M,60277,Rural,Married,65,32,19,0,7,Personal Auto,Personal L1,Offer3,Web,146.390518,Four-Door Car,Medsize +LK40971,California,7451.49202,No,Basic,Bachelor,1/24/11,Unemployed,M,0,Suburban,Single,107,6,63,0,8,Personal Auto,Personal L3,Offer1,Agent,770.4,SUV,Medsize +UI44314,Arizona,2620.167098,No,Basic,Bachelor,1/25/11,Employed,M,31911,Urban,Single,68,13,65,0,1,Personal Auto,Personal L3,Offer1,Branch,245.893663,Four-Door Car,Medsize +NN44612,Nevada,4909.844198,No,Basic,Bachelor,2/28/11,Employed,F,61402,Urban,Divorced,62,1,69,0,3,Personal Auto,Personal L3,Offer1,Agent,252.157829,Two-Door Car,Medsize +MA37431,California,8023.075248,No,Premium,College,1/29/11,Employed,F,34335,Suburban,Married,101,18,55,0,3,Corporate Auto,Corporate L2,Offer1,Call Center,484.8,Two-Door Car,Small +DP57381,Nevada,20446.6023,No,Extended,College,2/11/11,Employed,M,71467,Urban,Divorced,86,5,34,0,2,Personal Auto,Personal L2,Offer3,Branch,324.879569,Two-Door Car,Medsize +PX45824,Washington,4966.848441,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,74,25,60,0,9,Personal Auto,Personal L2,Offer1,Agent,532.8,Four-Door Car,Medsize +OG17838,Washington,3549.016697,No,Extended,High School or Below,1/17/11,Employed,M,36168,Suburban,Divorced,90,16,14,0,1,Personal Auto,Personal L3,Offer3,Agent,432,Four-Door Car,Medsize +WG37485,Oregon,5350.367001,No,Extended,College,1/11/11,Employed,F,58357,Suburban,Single,137,27,76,2,1,Personal Auto,Personal L2,Offer2,Call Center,708.220713,Sports Car,Medsize +RV95842,California,8065.234637,No,Extended,College,2/7/11,Retired,M,29692,Suburban,Divorced,77,3,53,0,2,Personal Auto,Personal L2,Offer2,Branch,449.352139,Four-Door Car,Medsize +NG13451,Oregon,7892.824093,No,Basic,High School or Below,2/13/11,Employed,M,29215,Suburban,Single,67,7,15,0,2,Personal Auto,Personal L2,Offer2,Call Center,327.656191,Four-Door Car,Small +UQ82778,Oregon,4540.9925,No,Basic,High School or Below,2/14/11,Unemployed,F,0,Suburban,Divorced,61,14,4,0,3,Personal Auto,Personal L1,Offer2,Agent,486.121464,Two-Door Car,Medsize +ZG16710,Washington,2852.527169,No,Basic,High School or Below,2/9/11,Employed,M,26841,Suburban,Married,74,33,17,1,1,Personal Auto,Personal L3,Offer3,Agent,418.534381,Four-Door Car,Medsize +OT53330,Arizona,10720.41744,No,Extended,Bachelor,2/21/11,Employed,F,34837,Suburban,Single,139,4,2,1,4,Personal Auto,Personal L3,Offer1,Branch,667.2,SUV,Medsize +LZ12396,Arizona,4795.387295,No,Basic,Bachelor,2/5/11,Employed,F,33068,Urban,Married,61,6,77,1,6,Personal Auto,Personal L1,Offer1,Branch,213.038013,Four-Door Car,Medsize +UU77151,Washington,5182.393447,No,Extended,College,1/25/11,Employed,F,44820,Urban,Married,133,12,62,3,1,Personal Auto,Personal L3,Offer1,Branch,336.13217,Sports Car,Medsize +CD71877,Nevada,22620.74841,No,Premium,Bachelor,1/28/11,Employed,F,49564,Rural,Single,193,22,82,0,2,Corporate Auto,Corporate L3,Offer1,Agent,286.370988,Sports Car,Medsize +PA95799,Arizona,2320.750557,No,Basic,College,2/5/11,Medical Leave,M,19581,Suburban,Married,61,32,27,0,1,Personal Auto,Personal L1,Offer2,Call Center,377.24342,Four-Door Car,Medsize +FK28721,Oregon,7714.650119,No,Basic,High School or Below,1/8/11,Unemployed,M,0,Suburban,Single,74,33,24,0,2,Corporate Auto,Corporate L2,Offer3,Agent,532.8,Two-Door Car,Medsize +CM42637,Oregon,7880.337212,No,Basic,Bachelor,2/10/11,Disabled,M,23129,Suburban,Married,70,10,74,0,2,Personal Auto,Personal L2,Offer1,Agent,491.65337,Four-Door Car,Medsize +CI47242,Washington,9029.940704,No,Extended,Bachelor,2/10/11,Unemployed,M,0,Suburban,Single,138,23,93,0,3,Personal Auto,Personal L1,Offer1,Agent,1376.958592,SUV,Small +FE46445,Arizona,6965.423975,No,Extended,High School or Below,1/22/11,Employed,F,25411,Urban,Married,86,8,73,0,8,Personal Auto,Personal L1,Offer2,Branch,242.807725,Four-Door Car,Medsize +PD32854,Arizona,15114.40241,Yes,Basic,High School or Below,1/19/11,Medical Leave,F,28513,Suburban,Married,100,4,22,1,2,Personal Auto,Personal L1,Offer2,Call Center,480,SUV,Medsize +GV35061,Oregon,22523.7063,No,Basic,High School or Below,1/8/11,Employed,M,69346,Urban,Married,63,27,42,1,2,Special Auto,Special L3,Offer2,Branch,246.284609,Two-Door Car,Medsize +BG44829,Oregon,10760.17612,No,Extended,High School or Below,1/16/11,Employed,F,74835,Rural,Married,133,14,89,0,7,Corporate Auto,Corporate L2,Offer1,Branch,107.645982,SUV,Medsize +RH83684,Oregon,5808.932598,No,Basic,Master,1/7/11,Employed,F,43282,Rural,Divorced,72,3,3,0,3,Personal Auto,Personal L1,Offer2,Web,166.799814,Two-Door Car,Medsize +SB82356,Nevada,30591.61257,No,Extended,Bachelor,1/29/11,Retired,F,11276,Suburban,Married,91,22,10,1,2,Corporate Auto,Corporate L2,Offer1,Agent,436.8,Four-Door Car,Medsize +TW49116,Nevada,2220.187426,No,Basic,College,1/3/11,Unemployed,M,0,Suburban,Married,62,11,52,2,1,Personal Auto,Personal L2,Offer1,Branch,311.506082,Four-Door Car,Medsize +RJ39700,Oregon,4914.035833,No,Basic,Bachelor,2/7/11,Medical Leave,M,10037,Urban,Single,71,14,29,0,3,Personal Auto,Personal L3,Offer1,Call Center,292.181494,Four-Door Car,Medsize +LO40410,Oregon,2395.57,Yes,Basic,Doctor,1/27/11,Disabled,F,21986,Suburban,Divorced,63,1,9,0,1,Personal Auto,Personal L3,Offer2,Branch,333.696228,Two-Door Car,Medsize +SX85653,Arizona,5522.524223,No,Extended,Doctor,1/25/11,Employed,F,85609,Suburban,Married,136,22,17,0,1,Personal Auto,Personal L3,Offer2,Agent,652.8,SUV,Medsize +PH91033,Oregon,15808.75757,No,Extended,College,1/25/11,Employed,M,86347,Urban,Married,130,17,93,0,2,Personal Auto,Personal L2,Offer1,Web,593.779554,Sports Car,Medsize +LC69427,Oregon,2827.328603,No,Basic,College,1/21/11,Employed,F,20368,Suburban,Single,72,30,36,0,1,Corporate Auto,Corporate L3,Offer4,Branch,345.6,Four-Door Car,Small +MZ85889,California,5421.524497,No,Basic,Master,2/26/11,Employed,F,25778,Rural,Divorced,68,29,34,0,3,Corporate Auto,Corporate L2,Offer2,Call Center,20.141289,Two-Door Car,Large +GL82358,Nevada,2514.59196,Yes,Basic,High School or Below,2/14/11,Employed,F,43860,Rural,Single,65,15,58,0,1,Corporate Auto,Corporate L3,Offer2,Agent,156.124914,Four-Door Car,Medsize +AM94127,Oregon,5157.642282,No,Basic,College,2/16/11,Employed,M,93303,Rural,Single,65,11,96,0,5,Corporate Auto,Corporate L3,Offer1,Branch,40.757983,Four-Door Car,Medsize +TO19482,Oregon,4874.665223,No,Basic,High School or Below,2/12/11,Employed,M,67467,Suburban,Married,61,4,22,0,9,Personal Auto,Personal L2,Offer4,Branch,365.879938,Two-Door Car,Medsize +WA68850,Arizona,4198.02525,No,Basic,High School or Below,2/9/11,Employed,M,30598,Suburban,Married,106,13,21,0,1,Personal Auto,Personal L2,Offer3,Agent,508.8,SUV,Medsize +ER97256,Arizona,5380.898636,Yes,Basic,College,2/24/11,Employed,F,55350,Suburban,Married,67,0,13,0,9,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +CK85904,California,13466.92071,Yes,Basic,High School or Below,2/23/11,Disabled,F,11432,Suburban,Married,119,11,9,0,2,Corporate Auto,Corporate L3,Offer2,Agent,571.2,SUV,Small +GH30325,Oregon,2424.424678,No,Basic,College,1/13/11,Employed,M,27093,Suburban,Married,61,10,19,0,1,Personal Auto,Personal L2,Offer3,Branch,292.8,Four-Door Car,Medsize +LG98245,Nevada,3823.853815,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,108,32,95,0,1,Personal Auto,Personal L3,Offer1,Agent,777.6,SUV,Medsize +KW31376,Oregon,13883.32934,No,Basic,High School or Below,2/18/11,Unemployed,F,0,Suburban,Single,197,3,85,0,9,Corporate Auto,Corporate L3,Offer2,Agent,1418.4,Luxury Car,Large +XZ45224,Oregon,2438.533897,No,Basic,College,2/12/11,Employed,F,38961,Suburban,Divorced,62,5,19,0,1,Corporate Auto,Corporate L3,Offer1,Agent,297.6,Two-Door Car,Medsize +HD56196,Oregon,34090.03598,No,Extended,Doctor,1/24/11,Employed,F,51840,Rural,Married,94,10,75,0,2,Corporate Auto,Corporate L1,Offer2,Agent,33.747903,Two-Door Car,Small +EM39400,Nevada,2840.302575,No,Basic,Bachelor,2/27/11,Employed,M,79181,Urban,Divorced,72,1,24,0,1,Personal Auto,Personal L3,Offer2,Branch,241.277426,Four-Door Car,Medsize +FP39090,Oregon,24127.50402,Yes,Basic,Bachelor,1/26/11,Medical Leave,M,14072,Suburban,Divorced,71,13,3,0,2,Special Auto,Special L2,Offer1,Agent,511.2,Four-Door Car,Medsize +CE17166,California,7596.143777,No,Extended,College,1/6/11,Employed,M,56225,Suburban,Divorced,97,10,95,0,3,Personal Auto,Personal L2,Offer1,Agent,465.6,Four-Door Car,Small +HF67477,Washington,15096.27023,No,Basic,High School or Below,1/26/11,Disabled,M,14909,Suburban,Married,199,31,95,0,6,Personal Auto,Personal L2,Offer1,Branch,1238.077611,Luxury Car,Medsize +GJ79432,Nevada,6005.214792,Yes,Extended,High School or Below,1/12/11,Employed,M,26876,Suburban,Single,76,17,72,0,8,Personal Auto,Personal L3,Offer1,Agent,364.8,Four-Door Car,Medsize +ZE17448,Oregon,3455.23067,No,Extended,College,2/4/11,Employed,M,68401,Urban,Divorced,88,14,14,0,1,Personal Auto,Personal L1,Offer2,Agent,242.254164,Four-Door Car,Medsize +SK65854,Nevada,5728.581037,No,Basic,College,1/30/11,Employed,F,29730,Suburban,Married,72,1,76,0,3,Personal Auto,Personal L1,Offer3,Branch,463.21435,Four-Door Car,Medsize +RT23641,Oregon,5163.228365,No,Extended,High School or Below,1/17/11,Employed,F,35577,Urban,Married,130,1,6,0,1,Personal Auto,Personal L3,Offer1,Branch,574.51239,SUV,Medsize +PY79113,California,2602.650842,No,Basic,Master,1/24/11,Employed,M,41958,Urban,Married,66,15,49,1,1,Corporate Auto,Corporate L3,Offer4,Call Center,206.818326,Four-Door Car,Small +EP61197,Oregon,32643.07651,No,Premium,Master,1/5/11,Employed,F,77915,Suburban,Married,115,4,61,0,2,Personal Auto,Personal L3,Offer3,Call Center,552,Four-Door Car,Small +IL12516,Oregon,2789.74739,No,Basic,Bachelor,1/8/11,Medical Leave,F,15514,Suburban,Married,74,20,24,0,1,Corporate Auto,Corporate L2,Offer4,Web,355.2,Four-Door Car,Medsize +BF55854,Nevada,11250.09857,No,Premium,College,1/16/11,Employed,F,29505,Suburban,Married,284,2,70,0,1,Personal Auto,Personal L3,Offer2,Call Center,1979.444237,Luxury Car,Small +GP19791,California,16510.96722,No,Basic,College,2/12/11,Employed,F,31356,Suburban,Married,68,25,13,0,2,Personal Auto,Personal L3,Offer2,Agent,326.4,Two-Door Car,Small +II16403,California,7607.983712,No,Basic,College,2/13/11,Employed,F,31456,Rural,Single,199,5,61,0,1,Personal Auto,Personal L3,Offer1,Branch,436.695385,Luxury SUV,Medsize +SS28002,Arizona,5603.73932,No,Basic,High School or Below,1/30/11,Employed,F,95284,Urban,Married,69,6,35,0,4,Personal Auto,Personal L3,Offer2,Call Center,327.647322,Four-Door Car,Medsize +VT97066,Nevada,6674.44805,No,Extended,High School or Below,1/7/11,Unemployed,M,0,Suburban,Single,98,7,24,0,9,Personal Auto,Personal L3,Offer2,Call Center,931.648937,Two-Door Car,Medsize +FH97700,Washington,4049.415027,No,Premium,Bachelor,1/18/11,Employed,F,62864,Rural,Single,104,20,14,0,1,Personal Auto,Personal L2,Offer3,Agent,171.213743,Two-Door Car,Small +NB96938,Oregon,4958.016206,No,Basic,College,2/11/11,Medical Leave,M,22842,Suburban,Married,65,20,53,0,9,Personal Auto,Personal L2,Offer1,Agent,468,Four-Door Car,Medsize +HY32811,California,7850.128057,No,Basic,Bachelor,1/10/11,Employed,F,67186,Urban,Single,66,22,20,0,2,Personal Auto,Personal L2,Offer3,Branch,184.936711,Four-Door Car,Small +MB69465,Arizona,6382.583452,No,Extended,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,87,14,67,0,3,Personal Auto,Personal L3,Offer2,Web,417.6,Four-Door Car,Medsize +LE12086,Oregon,5737.499595,No,Basic,College,1/20/11,Employed,F,68946,Urban,Married,71,15,31,0,8,Personal Auto,Personal L1,Offer1,Call Center,309.627788,Four-Door Car,Medsize +IO89174,Oregon,7688.023506,No,Basic,Bachelor,2/9/11,Employed,F,56680,Suburban,Single,100,9,78,2,3,Personal Auto,Personal L3,Offer1,Branch,480,SUV,Medsize +DB26077,Arizona,4873.436612,No,Extended,High School or Below,1/5/11,Retired,F,18866,Suburban,Married,126,4,62,0,1,Personal Auto,Personal L2,Offer3,Call Center,604.8,SUV,Medsize +NB98740,California,2824.681217,No,Basic,High School or Below,1/18/11,Employed,F,82875,Suburban,Married,70,5,20,0,1,Personal Auto,Personal L3,Offer2,Call Center,455.337179,Four-Door Car,Small +EL82767,Arizona,3722.368016,No,Basic,College,1/8/11,Unemployed,F,0,Suburban,Married,109,25,61,2,1,Personal Auto,Personal L3,Offer3,Agent,523.2,SUV,Medsize +AK54675,California,5535.963648,No,Extended,Bachelor,2/4/11,Employed,F,84863,Suburban,Divorced,138,28,40,0,1,Corporate Auto,Corporate L2,Offer4,Call Center,691.697458,SUV,Large +EW67766,California,4727.8341,No,Extended,College,1/11/11,Unemployed,F,0,Suburban,Married,127,24,58,0,1,Personal Auto,Personal L2,Offer1,Agent,609.6,SUV,Small +JS36743,California,2378.667328,No,Basic,Bachelor,1/29/11,Employed,M,54753,Suburban,Single,61,5,99,0,1,Personal Auto,Personal L2,Offer1,Agent,292.8,Four-Door Car,Medsize +TV20901,California,9337.895228,No,Premium,College,2/5/11,Employed,F,76381,Suburban,Married,116,23,33,0,4,Special Auto,Special L2,Offer3,Branch,556.8,Two-Door Car,Small +LQ20969,California,6189.994337,No,Extended,Bachelor,1/23/11,Employed,M,59523,Urban,Married,78,0,62,1,8,Personal Auto,Personal L1,Offer1,Branch,343.789779,Four-Door Car,Large +BZ33435,Arizona,5638.262608,No,Basic,Bachelor,2/26/11,Employed,F,56017,Rural,Married,71,1,98,0,6,Corporate Auto,Corporate L3,Offer1,Branch,51.995897,Four-Door Car,Small +OA55110,Arizona,5264.361755,No,Basic,Master,2/27/11,Medical Leave,M,14306,Urban,Divorced,74,31,22,3,7,Corporate Auto,Corporate L2,Offer2,Agent,355.061143,Four-Door Car,Medsize +YJ42538,Arizona,4035.68383,No,Basic,Bachelor,1/13/11,Employed,F,21359,Suburban,Married,101,25,5,0,1,Personal Auto,Personal L3,Offer4,Agent,484.8,Sports Car,Medsize +XB64207,Arizona,4117.4697,No,Basic,Bachelor,1/8/11,Employed,F,86101,Urban,Married,102,4,73,0,1,Personal Auto,Personal L1,Offer1,Agent,344.736945,SUV,Medsize +KZ80424,Washington,8382.478392,Yes,Basic,Bachelor,1/27/11,Employed,M,25998,Suburban,Married,71,16,38,0,2,Personal Auto,Personal L2,Offer2,Call Center,791.878042,Four-Door Car,Medsize +BC34309,California,2435.147986,No,Basic,Master,2/2/11,Employed,F,64341,Rural,Single,61,4,81,0,1,Personal Auto,Personal L2,Offer1,Agent,79.934072,Four-Door Car,Small +JC34468,California,6599.081932,No,Premium,High School or Below,1/30/11,Employed,F,36060,Urban,Married,165,27,55,0,1,Special Auto,Special L3,Offer2,Call Center,774.558233,Sports Car,Medsize +ON34922,Oregon,5353.932122,No,Basic,High School or Below,2/2/11,Employed,M,61894,Urban,Married,67,22,38,0,4,Personal Auto,Personal L3,Offer3,Branch,266.996814,Four-Door Car,Small +MQ93707,Oregon,6747.524275,No,Basic,High School or Below,2/9/11,Disabled,M,26721,Suburban,Divorced,65,18,64,3,2,Personal Auto,Personal L2,Offer2,Agent,312,Four-Door Car,Medsize +SY28542,Nevada,7412.135256,No,Extended,Bachelor,2/6/11,Employed,F,59940,Urban,Single,94,17,9,0,3,Personal Auto,Personal L3,Offer3,Web,303.098944,Four-Door Car,Medsize +RA29518,Washington,5512.342258,No,Extended,Master,2/24/11,Employed,M,45971,Rural,Married,138,15,91,0,1,Special Auto,Special L3,Offer1,Branch,139.826393,SUV,Medsize +No34698,Oregon,4015.34005,No,Basic,Bachelor,1/17/11,Employed,M,80055,Rural,Married,100,30,83,0,1,Corporate Auto,Corporate L2,Offer1,Branch,121.945071,SUV,Medsize +VK37392,Arizona,7772.473464,No,Extended,College,2/3/11,Employed,M,58345,Urban,Married,98,1,6,0,6,Personal Auto,Personal L1,Offer1,Branch,346.971517,Four-Door Car,Small +LJ43082,Oregon,4638.945365,No,Basic,College,2/4/11,Unemployed,F,0,Rural,Divorced,71,33,48,3,7,Personal Auto,Personal L3,Offer3,Call Center,143.276484,Two-Door Car,Large +FI90697,Oregon,10507.50144,No,Extended,Bachelor,2/19/11,Employed,M,76549,Urban,Married,132,3,5,0,3,Personal Auto,Personal L3,Offer2,Agent,616.349424,SUV,Medsize +DR93103,Arizona,17556.99121,No,Basic,Master,2/26/11,Employed,F,36212,Rural,Married,73,25,57,0,2,Personal Auto,Personal L2,Offer1,Agent,119.033795,Two-Door Car,Medsize +XR37151,California,9103.700091,No,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Single,131,18,41,0,3,Personal Auto,Personal L2,Offer2,Branch,628.8,Sports Car,Medsize +ZZ43513,California,13110.54899,No,Basic,High School or Below,1/19/11,Employed,M,73597,Urban,Married,114,5,8,5,2,Personal Auto,Personal L2,Offer4,Agent,485.183645,SUV,Medsize +QW81912,California,8006.219948,No,Extended,High School or Below,1/1/11,Employed,F,63762,Rural,Married,99,13,55,0,4,Personal Auto,Personal L1,Offer2,Branch,108.161276,Four-Door Car,Medsize +AZ50087,California,6807.271588,No,Extended,Bachelor,2/21/11,Employed,M,32787,Suburban,Married,86,3,86,0,7,Personal Auto,Personal L2,Offer2,Branch,568.58486,Two-Door Car,Large +HQ87008,California,2627.610202,No,Basic,Bachelor,1/2/11,Employed,F,94962,Suburban,Married,67,10,48,4,1,Personal Auto,Personal L2,Offer2,Agent,321.6,Two-Door Car,Large +FM30352,Oregon,9095.744565,No,Premium,High School or Below,1/14/11,Unemployed,F,0,Suburban,Single,256,30,32,0,1,Personal Auto,Personal L3,Offer3,Agent,1943.772393,Luxury Car,Medsize +PD30266,California,5015.643575,No,Extended,College,2/10/11,Employed,F,73809,Urban,Married,125,5,57,0,1,Special Auto,Special L1,Offer1,Branch,537.315879,SUV,Medsize +GA50461,Oregon,4726.869327,Yes,Extended,Bachelor,1/10/11,Medical Leave,F,13037,Suburban,Married,124,28,49,0,1,Personal Auto,Personal L1,Offer2,Agent,839.348464,SUV,Small +FY84962,California,3059.182181,No,Extended,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,88,5,85,0,1,Personal Auto,Personal L2,Offer1,Branch,989.200247,Four-Door Car,Medsize +GT14584,Oregon,4122.569957,No,Basic,College,2/18/11,Employed,F,75272,Rural,Married,103,22,10,0,1,Personal Auto,Personal L2,Offer4,Call Center,71.647924,SUV,Medsize +IA87250,Arizona,2620.903729,No,Basic,Master,2/7/11,Employed,F,39278,Rural,Divorced,66,29,45,0,1,Personal Auto,Personal L2,Offer4,Branch,65.590217,Four-Door Car,Medsize +MM67983,Oregon,4938.893241,No,Basic,Bachelor,1/17/11,Employed,M,36913,Rural,Married,62,22,37,0,9,Personal Auto,Personal L1,Offer2,Branch,90.569696,Four-Door Car,Medsize +MW40110,California,4691.043597,No,Basic,Bachelor,1/15/11,Unemployed,M,0,Suburban,Single,74,19,11,1,3,Personal Auto,Personal L3,Offer2,Agent,407.218947,Four-Door Car,Medsize +SH93005,California,6005.847375,Yes,Extended,College,2/23/11,Retired,M,13528,Suburban,Single,86,21,35,0,3,Personal Auto,Personal L3,Offer1,Agent,412.8,Four-Door Car,Medsize +KD69941,California,4941.650159,No,Extended,Bachelor,1/11/11,Unemployed,M,0,Suburban,Single,137,17,5,0,1,Personal Auto,Personal L3,Offer3,Branch,986.4,SUV,Medsize +JV38934,Washington,2254.402024,No,Basic,Bachelor,1/2/11,Unemployed,F,0,Suburban,Single,65,3,95,1,1,Personal Auto,Personal L3,Offer1,Branch,768.797656,Four-Door Car,Medsize +XI16714,Arizona,2554.032052,No,Basic,High School or Below,2/19/11,Unemployed,F,0,Suburban,Single,72,32,14,0,1,Corporate Auto,Corporate L1,Offer4,Web,405.804184,Four-Door Car,Medsize +DG68667,Arizona,8123.955566,No,Basic,Doctor,2/1/11,Medical Leave,M,12617,Suburban,Divorced,108,5,43,0,8,Personal Auto,Personal L3,Offer1,Branch,648.925597,SUV,Medsize +AR40217,Oregon,19079.09518,No,Basic,High School or Below,2/19/11,Employed,F,42754,Urban,Divorced,65,5,56,4,2,Personal Auto,Personal L3,Offer3,Agent,279.715067,Two-Door Car,Medsize +IM73868,Oregon,10461.58298,No,Premium,College,1/27/11,Unemployed,M,0,Suburban,Single,155,23,62,0,5,Corporate Auto,Corporate L2,Offer1,Branch,1116,Sports Car,Medsize +BR44176,California,4669.22664,Yes,Premium,High School or Below,2/14/11,Employed,F,76157,Suburban,Married,116,15,80,0,1,Personal Auto,Personal L3,Offer2,Call Center,556.8,Two-Door Car,Small +MY51849,Oregon,4903.810606,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Suburban,Married,66,19,29,0,8,Personal Auto,Personal L3,Offer1,Branch,469.6093,Four-Door Car,Large +FQ61281,Oregon,83325.38119,No,Extended,High School or Below,1/31/11,Employed,M,58958,Suburban,Married,231,31,74,0,2,Personal Auto,Personal L3,Offer1,Call Center,1108.8,Luxury Car,Small +NJ72300,Oregon,8009.028202,No,Basic,Bachelor,1/25/11,Unemployed,F,0,Suburban,Married,107,5,8,0,3,Personal Auto,Personal L3,Offer2,Web,740.963933,SUV,Small +YO81740,Oregon,23895.6779,No,Extended,Bachelor,2/16/11,Unemployed,F,0,Suburban,Single,98,0,57,0,2,Personal Auto,Personal L3,Offer1,Call Center,705.6,Four-Door Car,Small +WM25415,Oregon,7732.385103,No,Basic,High School or Below,1/11/11,Employed,F,34430,Urban,Divorced,65,6,15,0,2,Personal Auto,Personal L2,Offer1,Agent,184.958966,Two-Door Car,Medsize +GU41036,Oregon,9416.28441,No,Extended,High School or Below,2/26/11,Disabled,M,13411,Suburban,Married,127,27,81,0,7,Personal Auto,Personal L1,Offer1,Branch,609.6,SUV,Medsize +NN66592,California,5923.518828,No,Basic,Bachelor,2/18/11,Employed,M,73758,Urban,Married,74,24,87,0,7,Personal Auto,Personal L2,Offer3,Branch,301.562622,Four-Door Car,Medsize +TO29918,California,3833.066768,No,Basic,High School or Below,1/19/11,Unemployed,F,0,Suburban,Divorced,116,34,82,2,1,Personal Auto,Personal L2,Offer1,Agent,1397.954723,Sports Car,Medsize +PF53601,Oregon,28432.00202,No,Basic,Bachelor,1/9/11,Medical Leave,M,17130,Suburban,Divorced,198,1,58,0,2,Special Auto,Special L3,Offer1,Agent,950.4,Luxury SUV,Medsize +TF61492,Washington,5553.756551,No,Extended,College,1/9/11,Unemployed,F,0,Suburban,Single,92,30,64,3,9,Personal Auto,Personal L3,Offer1,Branch,662.4,Four-Door Car,Medsize +PD52748,Oregon,10036.53634,No,Extended,High School or Below,2/12/11,Unemployed,F,0,Suburban,Single,134,15,92,1,8,Personal Auto,Personal L3,Offer1,Call Center,1353.28906,SUV,Medsize +TF68928,Arizona,6575.53817,No,Extended,Bachelor,2/5/11,Disabled,M,10517,Urban,Single,92,14,65,0,3,Personal Auto,Personal L1,Offer1,Agent,441.540848,Four-Door Car,Medsize +VZ79366,California,4362.931238,Yes,Premium,College,1/3/11,Employed,M,58842,Suburban,Married,110,6,74,0,1,Personal Auto,Personal L2,Offer2,Branch,528,Four-Door Car,Medsize +SQ53118,California,7873.708219,No,Basic,College,2/6/11,Employed,M,22355,Suburban,Married,71,27,9,3,2,Personal Auto,Personal L2,Offer2,Branch,340.8,Four-Door Car,Medsize +QZ56257,Washington,13021.0853,No,Extended,High School or Below,1/17/11,Unemployed,F,0,Suburban,Single,223,26,40,5,7,Personal Auto,Personal L2,Offer1,Call Center,1605.6,Luxury Car,Medsize +ZI34278,Arizona,4492.23348,No,Basic,Bachelor,1/28/11,Medical Leave,F,21137,Suburban,Single,61,29,62,1,6,Personal Auto,Personal L1,Offer2,Web,292.8,Four-Door Car,Medsize +ZB82406,Oregon,6650.456653,No,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Single,99,16,65,2,3,Personal Auto,Personal L1,Offer2,Branch,712.8,Four-Door Car,Small +OP93305,California,11093.71591,No,Extended,High School or Below,2/27/11,Employed,M,78255,Suburban,Single,95,14,88,0,2,Personal Auto,Personal L3,Offer4,Branch,456,Four-Door Car,Small +CK31454,Arizona,5107.163002,Yes,Basic,Bachelor,1/26/11,Employed,F,35625,Urban,Married,65,10,56,1,3,Special Auto,Special L1,Offer2,Agent,288.572108,Four-Door Car,Medsize +FX81675,California,7334.328083,No,Basic,College,1/29/11,Employed,F,87957,Suburban,Divorced,61,31,63,0,2,Personal Auto,Personal L3,Offer3,Agent,308.321335,Four-Door Car,Small +BK85520,Oregon,4996.564694,No,Basic,College,2/8/11,Employed,F,25915,Suburban,Single,64,13,62,0,7,Corporate Auto,Corporate L3,Offer1,Agent,317.979988,Two-Door Car,Medsize +KB18303,California,8658.863813,Yes,Basic,College,2/7/11,Employed,M,62464,Urban,Married,109,23,45,0,4,Corporate Auto,Corporate L1,Offer2,Agent,400.181882,Sports Car,Medsize +GX47381,California,9657.579498,Yes,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,131,34,61,0,9,Corporate Auto,Corporate L3,Offer1,Agent,628.8,SUV,Medsize +RX31862,California,6176.700392,No,Extended,High School or Below,1/24/11,Employed,M,49529,Urban,Married,78,4,78,0,3,Personal Auto,Personal L2,Offer4,Agent,234.723464,Two-Door Car,Medsize +YQ58965,California,2867.312197,Yes,Extended,Bachelor,1/3/11,Retired,F,23376,Suburban,Divorced,78,19,18,0,1,Personal Auto,Personal L3,Offer2,Call Center,374.4,Four-Door Car,Medsize +HG60406,California,2821.448707,No,Extended,College,1/2/11,Unemployed,M,0,Suburban,Single,81,21,78,0,1,Personal Auto,Personal L1,Offer3,Call Center,583.2,Four-Door Car,Medsize +BC52397,Arizona,2843.557702,No,Basic,College,1/30/11,Employed,M,67952,Rural,Married,71,16,0,0,1,Personal Auto,Personal L3,Offer4,Branch,167.405624,Two-Door Car,Medsize +AR69517,California,11790.49617,Yes,Basic,College,1/3/11,Retired,M,25251,Suburban,Divorced,66,13,43,0,2,Corporate Auto,Corporate L3,Offer2,Web,316.8,Four-Door Car,Medsize +JJ23168,Arizona,7785.666532,No,Basic,High School or Below,1/25/11,Employed,F,20497,Suburban,Married,65,17,94,0,2,Personal Auto,Personal L2,Offer4,Branch,425.358596,Four-Door Car,Small +NB39218,California,12315.09489,No,Premium,High School or Below,1/27/11,Employed,M,68420,Suburban,Married,104,5,27,1,2,Personal Auto,Personal L2,Offer2,Branch,499.2,Four-Door Car,Medsize +FP95606,Arizona,4810.97858,No,Extended,College,1/29/11,Employed,F,24711,Rural,Married,122,31,93,0,1,Personal Auto,Personal L3,Offer3,Agent,259.998169,Sports Car,Small +YP27180,California,27279.33647,No,Basic,College,2/7/11,Employed,F,76530,Rural,Divorced,119,35,9,4,2,Personal Auto,Personal L2,Offer3,Call Center,254.149197,SUV,Medsize +JK74110,California,3980.421464,No,Extended,High School or Below,1/8/11,Employed,M,98333,Urban,Married,99,16,69,1,1,Personal Auto,Personal L3,Offer1,Branch,459.048775,Four-Door Car,Medsize +MC85738,California,14635.45158,Yes,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Divorced,139,5,56,0,2,Personal Auto,Personal L3,Offer1,Call Center,667.2,SUV,Medsize +CE78778,Oregon,3761.792015,No,Premium,College,1/12/11,Unemployed,F,0,Suburban,Single,106,25,47,1,1,Personal Auto,Personal L3,Offer1,Web,1116.943654,Four-Door Car,Small +LT72149,Nevada,5619.689084,Yes,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,153,25,5,0,1,Personal Auto,Personal L2,Offer2,Web,1027.000029,SUV,Medsize +ZC89812,Arizona,5304.541694,No,Basic,Bachelor,1/25/11,Unemployed,M,0,Suburban,Divorced,74,18,29,0,8,Personal Auto,Personal L2,Offer1,Branch,532.8,Four-Door Car,Medsize +GF68713,Oregon,3207.468733,No,Extended,Bachelor,2/15/11,Employed,M,24695,Suburban,Married,82,0,88,0,1,Personal Auto,Personal L3,Offer3,Web,393.6,Four-Door Car,Large +HB23001,California,8697.787865,No,Premium,Bachelor,1/4/11,Employed,M,26287,Rural,Married,111,6,11,0,8,Personal Auto,Personal L2,Offer2,Branch,279.378884,Two-Door Car,Medsize +DH99299,California,8717.049833,Yes,Basic,College,2/14/11,Employed,M,83846,Suburban,Married,74,22,94,3,2,Personal Auto,Personal L2,Offer2,Agent,355.2,Four-Door Car,Large +RA61917,Washington,8029.715047,No,Basic,High School or Below,1/24/11,Employed,F,76081,Suburban,Single,68,14,3,0,2,Personal Auto,Personal L2,Offer2,Branch,384.210821,Four-Door Car,Medsize +KM65135,Oregon,4763.327142,No,Basic,College,2/28/11,Disabled,M,14957,Suburban,Single,66,24,68,0,8,Corporate Auto,Corporate L3,Offer1,Branch,316.8,Four-Door Car,Small +RR37482,Washington,23055.57229,No,Premium,High School or Below,1/26/11,Employed,M,41727,Rural,Married,117,18,84,1,2,Personal Auto,Personal L2,Offer1,Agent,82.25632,Four-Door Car,Medsize +WM24870,Nevada,5383.670919,No,Basic,College,2/23/11,Employed,F,89092,Rural,Divorced,68,31,30,2,3,Personal Auto,Personal L3,Offer1,Branch,91.8198,Two-Door Car,Medsize +EC78254,Washington,8409.668976,No,Basic,College,2/10/11,Employed,F,53986,Rural,Married,70,22,37,1,2,Corporate Auto,Corporate L3,Offer1,Branch,127.886591,Four-Door Car,Medsize +CQ19667,Oregon,4257.477861,No,Premium,Bachelor,1/6/11,Employed,F,49853,Suburban,Single,109,17,47,0,1,Personal Auto,Personal L3,Offer1,Branch,679.534284,Four-Door Car,Medsize +AY43037,Oregon,14708.99565,No,Basic,High School or Below,2/18/11,Employed,M,36670,Suburban,Single,189,30,44,0,3,Corporate Auto,Corporate L3,Offer1,Branch,907.2,Luxury Car,Medsize +GN36177,Nevada,2593.818427,No,Basic,Bachelor,2/26/11,Employed,M,43626,Suburban,Divorced,67,9,80,0,1,Personal Auto,Personal L3,Offer4,Call Center,321.6,Two-Door Car,Small +VL36269,Washington,2466.581354,No,Basic,High School or Below,1/25/11,Unemployed,F,0,Suburban,Single,70,6,18,0,1,Special Auto,Special L1,Offer1,Branch,504,Four-Door Car,Small +UA58104,California,7933.820656,No,Basic,College,1/13/11,Employed,F,76505,Rural,Married,65,32,89,0,2,Personal Auto,Personal L3,Offer1,Branch,144.051716,Four-Door Car,Medsize +GR12431,California,36860.72688,No,Basic,College,1/15/11,Employed,F,66216,Rural,Single,103,34,58,0,2,Personal Auto,Personal L2,Offer2,Web,96.723812,Sports Car,Medsize +IV37346,Oregon,7412.029748,No,Basic,College,1/1/11,Employed,F,52497,Suburban,Divorced,63,22,46,0,2,Corporate Auto,Corporate L3,Offer1,Agent,302.4,Two-Door Car,Small +VU99589,Arizona,34611.37896,Yes,Basic,High School or Below,1/14/11,Employed,F,20090,Suburban,Married,109,10,59,0,2,Personal Auto,Personal L3,Offer2,Agent,523.2,Sports Car,Medsize +VV61641,Oregon,18726.15325,No,Premium,High School or Below,2/27/11,Unemployed,F,0,Suburban,Single,185,7,47,2,2,Personal Auto,Personal L1,Offer1,Agent,1543.932434,SUV,Medsize +ZY26831,California,7249.065093,No,Extended,Bachelor,1/21/11,Employed,F,37751,Rural,Single,93,15,42,0,3,Corporate Auto,Corporate L3,Offer1,Agent,56.692777,Four-Door Car,Medsize +IP84574,Oregon,8193.091589,No,Basic,College,1/23/11,Employed,F,54840,Suburban,Single,72,18,59,3,2,Corporate Auto,Corporate L3,Offer1,Branch,468.728516,Four-Door Car,Small +XF33416,Oregon,8692.282356,No,Premium,College,1/22/11,Employed,F,31986,Suburban,Divorced,111,13,83,0,6,Personal Auto,Personal L2,Offer1,Branch,532.8,Four-Door Car,Small +PV62583,Nevada,9799.175061,No,Extended,College,1/3/11,Medical Leave,M,22166,Suburban,Married,126,10,22,0,6,Personal Auto,Personal L3,Offer1,Web,604.8,SUV,Medsize +QK29271,California,14084.48944,No,Extended,Bachelor,2/22/11,Unemployed,M,0,Suburban,Single,208,22,92,0,3,Corporate Auto,Corporate L1,Offer2,Agent,2270.508697,Luxury Car,Medsize +ZF58696,California,13104.14911,No,Extended,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,130,7,31,0,2,Personal Auto,Personal L3,Offer1,Agent,1430.548077,Sports Car,Medsize +PK37320,Oregon,2628.657528,No,Basic,Master,1/6/11,Employed,F,83838,Urban,Married,65,1,74,0,1,Personal Auto,Personal L1,Offer3,Call Center,281.405931,Two-Door Car,Medsize +EP35930,Oregon,5245.683756,No,Basic,Master,1/9/11,Employed,F,46061,Rural,Married,65,23,95,0,3,Personal Auto,Personal L3,Offer3,Branch,21.612658,Two-Door Car,Large +TS34391,Oregon,8092.87696,Yes,Basic,College,2/5/11,Employed,M,50825,Urban,Married,102,3,46,0,3,Personal Auto,Personal L2,Offer1,Agent,369.614729,SUV,Medsize +ST65635,Arizona,2719.506996,Yes,Basic,College,1/24/11,Retired,F,14030,Suburban,Married,72,11,3,0,1,Corporate Auto,Corporate L3,Offer2,Branch,345.6,Two-Door Car,Large +AQ25590,Washington,5445.373289,No,Extended,High School or Below,2/5/11,Medical Leave,F,20282,Suburban,Divorced,79,19,8,3,6,Personal Auto,Personal L2,Offer1,Agent,507.549315,Two-Door Car,Medsize +QK37708,California,4514.247473,No,Basic,Bachelor,1/24/11,Employed,M,50146,Suburban,Married,116,6,44,1,1,Personal Auto,Personal L3,Offer2,Branch,759.291202,SUV,Medsize +EY83434,Washington,22029.1505,No,Extended,High School or Below,1/22/11,Unemployed,M,0,Suburban,Married,121,27,58,0,2,Personal Auto,Personal L3,Offer2,Branch,580.8,SUV,Large +DQ55516,California,5408.892351,No,Extended,Bachelor,2/4/11,Employed,F,20472,Suburban,Single,139,34,61,0,1,Corporate Auto,Corporate L3,Offer1,Agent,667.2,SUV,Medsize +KS72802,Oregon,3768.371028,No,Extended,Master,1/17/11,Employed,F,85751,Urban,Married,93,6,3,0,1,Corporate Auto,Corporate L3,Offer2,Agent,391.210704,Four-Door Car,Medsize +PE32165,California,27934.62373,No,Basic,High School or Below,2/17/11,Employed,F,76912,Rural,Married,116,0,55,2,2,Corporate Auto,Corporate L3,Offer4,Agent,169.226996,Sports Car,Medsize +XO78284,Arizona,3887.324208,No,Extended,Master,1/20/11,Employed,M,96335,Rural,Single,97,7,43,0,1,Personal Auto,Personal L3,Offer1,Branch,161.388136,Four-Door Car,Small +HS39343,Washington,7475.784971,No,Basic,Bachelor,1/26/11,Disabled,F,29633,Urban,Married,196,26,57,0,1,Corporate Auto,Corporate L3,Offer1,Agent,534.653787,Luxury Car,Medsize +ZF77631,California,22758.91192,No,Basic,Master,1/1/11,Employed,M,80540,Rural,Married,63,27,74,0,2,Personal Auto,Personal L2,Offer4,Agent,65.845112,Four-Door Car,Medsize +ZE60021,Nevada,5124.79641,No,Extended,High School or Below,2/9/11,Medical Leave,F,14465,Suburban,Married,135,30,50,1,1,Corporate Auto,Corporate L2,Offer1,Web,944.506601,Sports Car,Small +IU15885,Washington,4900.336708,No,Basic,Bachelor,2/27/11,Unemployed,F,0,Suburban,Married,66,35,75,0,4,Personal Auto,Personal L3,Offer2,Agent,316.8,Four-Door Car,Small +HI16116,Oregon,5278.6471,No,Basic,Master,1/31/11,Employed,F,29899,Suburban,Married,66,21,31,0,3,Personal Auto,Personal L3,Offer2,Agent,419.302975,Four-Door Car,Small +WH41496,Washington,4821.986443,No,Extended,College,2/1/11,Unemployed,M,0,Suburban,Married,136,28,87,0,1,Personal Auto,Personal L3,Offer2,Web,652.8,SUV,Large +IQ24777,Nevada,8044.872393,Yes,Basic,Bachelor,2/19/11,Employed,M,71391,Urban,Married,67,29,39,0,2,Personal Auto,Personal L2,Offer2,Agent,284.000172,Four-Door Car,Medsize +CA55066,Arizona,12157.32992,Yes,Premium,High School or Below,2/27/11,Employed,M,57449,Suburban,Single,103,6,28,0,2,Personal Auto,Personal L2,Offer1,Agent,494.4,Four-Door Car,Medsize +LG87047,California,18591.54967,No,Basic,High School or Below,1/17/11,Disabled,M,14209,Suburban,Married,62,34,36,0,2,Personal Auto,Personal L3,Offer3,Web,297.6,Four-Door Car,Medsize +TK38732,Oregon,4873.350518,No,Extended,High School or Below,2/18/11,Employed,M,47824,Urban,Married,129,8,56,3,1,Personal Auto,Personal L2,Offer4,Agent,546.046853,SUV,Medsize +KH94432,Arizona,5338.525632,No,Basic,Doctor,2/26/11,Employed,F,48696,Rural,Married,66,21,31,0,6,Corporate Auto,Corporate L2,Offer3,Agent,48.762193,Four-Door Car,Medsize +ID21652,Washington,2878.766728,No,Basic,Bachelor,1/24/11,Employed,F,79189,Rural,Married,71,11,79,0,1,Personal Auto,Personal L2,Offer2,Branch,56.092247,Two-Door Car,Medsize +RV90030,California,8473.46358,No,Basic,High School or Below,1/11/11,Unemployed,F,0,Suburban,Single,116,0,8,2,8,Special Auto,Special L2,Offer1,Agent,1148.461246,Sports Car,Medsize +CK36026,Arizona,3440.361969,No,Extended,Bachelor,2/5/11,Medical Leave,F,23870,Suburban,Married,91,4,92,0,1,Personal Auto,Personal L3,Offer2,Web,500.577875,Two-Door Car,Medsize +UR27848,California,17497.52201,Yes,Basic,College,2/28/11,Unemployed,M,0,Suburban,Divorced,73,9,94,0,2,Personal Auto,Personal L1,Offer1,Agent,350.4,Two-Door Car,Medsize +KP68957,California,2544.337548,No,Basic,Bachelor,2/4/11,Employed,F,41059,Rural,Married,64,6,12,0,1,Corporate Auto,Corporate L3,Offer2,Branch,151.670029,Four-Door Car,Medsize +LC86277,Oregon,3336.219942,No,Extended,High School or Below,1/6/11,Disabled,M,19447,Suburban,Married,89,6,6,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,640.8,Four-Door Car,Medsize +UW55977,Washington,5206.108215,No,Basic,Bachelor,2/11/11,Employed,M,94392,Rural,Married,65,3,89,1,8,Personal Auto,Personal L3,Offer1,Call Center,156.18031,Four-Door Car,Small +RE46032,Nevada,43290.49543,No,Extended,College,1/29/11,Medical Leave,M,23203,Suburban,Single,132,21,71,0,2,Personal Auto,Personal L3,Offer1,Agent,1158.79311,SUV,Medsize +CG69038,Washington,4817.992644,No,Basic,College,2/26/11,Employed,M,38157,Rural,Married,61,2,39,0,4,Personal Auto,Personal L3,Offer3,Branch,81.53233,Two-Door Car,Medsize +IR73545,Oregon,13727.79972,Yes,Extended,College,1/8/11,Unemployed,M,0,Suburban,Single,126,12,4,0,2,Personal Auto,Personal L2,Offer1,Agent,604.8,SUV,Medsize +CR85257,Oregon,4996.545123,No,Basic,High School or Below,2/5/11,Employed,M,99761,Suburban,Single,63,0,73,0,3,Corporate Auto,Corporate L3,Offer2,Branch,452.246664,Two-Door Car,Medsize +JX88012,Oregon,7960.007541,No,Basic,College,1/27/11,Employed,F,98350,Urban,Married,101,14,35,3,3,Corporate Auto,Corporate L3,Offer1,Agent,289.181979,SUV,Medsize +ED44765,Oregon,7367.653764,No,Basic,High School or Below,1/2/11,Employed,F,25318,Suburban,Married,63,4,8,2,2,Personal Auto,Personal L2,Offer2,Call Center,302.4,Four-Door Car,Small +TW81986,Arizona,5632.613078,No,Extended,Bachelor,1/20/11,Employed,F,51721,Urban,Married,139,18,98,0,1,Personal Auto,Personal L2,Offer2,Agent,625.282599,SUV,Medsize +HA56889,Nevada,3884.8552,No,Basic,Bachelor,1/2/11,Unemployed,F,0,Suburban,Single,114,35,9,0,1,Personal Auto,Personal L3,Offer1,Agent,851.031598,Sports Car,Small +EB72669,California,4518.024385,No,Extended,Bachelor,1/4/11,Unemployed,M,0,Suburban,Single,78,7,65,3,6,Personal Auto,Personal L3,Offer4,Web,374.4,Four-Door Car,Medsize +CH95772,California,2565.124294,No,Basic,College,2/7/11,Employed,M,68321,Urban,Single,66,31,44,0,1,Personal Auto,Personal L2,Offer4,Branch,198.263056,Four-Door Car,Medsize +OZ62735,Arizona,15487.44072,No,Extended,Bachelor,2/5/11,Employed,M,69161,Urban,Married,129,24,50,0,2,Personal Auto,Personal L3,Offer1,Agent,441.138769,Sports Car,Medsize +UN50538,Oregon,6395.351807,No,Extended,Bachelor,1/2/11,Employed,F,72667,Urban,Married,80,2,58,0,9,Personal Auto,Personal L1,Offer1,Agent,383.228397,Four-Door Car,Large +JS76871,Oregon,8639.088723,No,Basic,High School or Below,2/11/11,Employed,M,62082,Rural,Married,72,15,57,0,2,Corporate Auto,Corporate L3,Offer1,Agent,91.036967,Four-Door Car,Medsize +UG42487,Arizona,9806.215757,No,Extended,High School or Below,1/4/11,Unemployed,F,0,Suburban,Single,87,15,26,0,2,Personal Auto,Personal L3,Offer1,Agent,626.4,Four-Door Car,Medsize +TB56369,California,12472.1199,No,Premium,Bachelor,2/26/11,Employed,F,36551,Rural,Single,107,12,25,0,2,Personal Auto,Personal L3,Offer1,Branch,53.837271,Four-Door Car,Medsize +ZN27753,Oregon,5794.565797,No,Basic,Bachelor,1/10/11,Employed,M,70524,Suburban,Married,73,18,5,0,4,Personal Auto,Personal L2,Offer2,Web,350.4,Four-Door Car,Medsize +FH22442,California,2619.027206,No,Basic,High School or Below,1/14/11,Employed,F,60477,Rural,Married,65,12,38,0,1,Corporate Auto,Corporate L3,Offer2,Agent,139.841411,Four-Door Car,Medsize +LV81383,Washington,3731.504584,Yes,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,96,31,34,0,1,Personal Auto,Personal L2,Offer1,Agent,460.8,Four-Door Car,Large +HI34993,Oregon,5421.018201,No,Basic,High School or Below,2/4/11,Employed,M,40376,Suburban,Married,69,16,46,0,8,Personal Auto,Personal L3,Offer2,Agent,427.874055,Four-Door Car,Large +KW59167,Oregon,6521.368813,Yes,Extended,College,1/9/11,Employed,F,72608,Suburban,Married,82,26,19,3,8,Personal Auto,Personal L2,Offer2,Agent,393.6,Four-Door Car,Medsize +BL44722,Nevada,41787.90343,Yes,Premium,High School or Below,1/31/11,Employed,F,46587,Suburban,Divorced,119,34,74,2,2,Personal Auto,Personal L2,Offer1,Call Center,571.2,Four-Door Car,Medsize +QV11152,Arizona,9613.613215,No,Basic,High School or Below,1/30/11,Employed,M,34398,Suburban,Married,61,10,18,1,2,Personal Auto,Personal L3,Offer3,Agent,292.8,Two-Door Car,Small +SG53084,California,4766.645359,No,Basic,Bachelor,2/28/11,Employed,F,70432,Rural,Married,61,16,49,3,4,Personal Auto,Personal L2,Offer4,Web,6.422285,Four-Door Car,Medsize +EZ30537,Oregon,23984.62144,No,Premium,Doctor,1/1/11,Employed,F,79655,Rural,Married,296,12,17,0,9,Personal Auto,Personal L3,Offer2,Branch,498.159874,Luxury Car,Medsize +AY35050,Arizona,7292.913911,No,Extended,College,2/23/11,Unemployed,F,0,Suburban,Married,98,3,70,0,8,Personal Auto,Personal L3,Offer1,Branch,470.4,Two-Door Car,Medsize +UQ59692,California,21255.49606,No,Extended,Bachelor,2/25/11,Employed,F,73457,Rural,Married,133,0,29,1,2,Personal Auto,Personal L3,Offer4,Branch,198.115298,SUV,Small +JF11031,California,5357.75893,No,Extended,College,2/3/11,Unemployed,M,0,Suburban,Single,82,7,77,0,7,Personal Auto,Personal L3,Offer2,Web,393.6,Four-Door Car,Medsize +DE53644,California,5192.355227,No,Basic,Bachelor,1/19/11,Employed,F,23059,Suburban,Married,66,22,55,0,3,Personal Auto,Personal L3,Offer2,Web,372.430947,Two-Door Car,Medsize +KR53335,Washington,7116.549068,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,66,5,46,0,2,Personal Auto,Personal L2,Offer3,Branch,316.8,Four-Door Car,Small +AJ89108,California,11009.13049,Yes,Premium,Bachelor,1/24/11,Employed,F,51643,Suburban,Single,283,16,43,0,1,Personal Auto,Personal L3,Offer2,Agent,1358.4,Luxury Car,Medsize +MZ10085,Nevada,4328.373176,No,Basic,High School or Below,2/14/11,Employed,M,72531,Suburban,Married,109,35,20,1,1,Personal Auto,Personal L2,Offer2,Call Center,523.2,Sports Car,Medsize +EV68966,California,9419.883665,No,Basic,College,2/23/11,Employed,M,87840,Rural,Married,118,22,42,1,3,Personal Auto,Personal L3,Offer1,Call Center,161.590594,SUV,Medsize +PS28082,Arizona,2592.928283,No,Basic,High School or Below,1/28/11,Employed,M,57563,Suburban,Divorced,66,7,61,0,1,Personal Auto,Personal L2,Offer1,Branch,316.8,Four-Door Car,Medsize +MX89333,Arizona,2554.189234,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Married,72,16,48,2,1,Personal Auto,Personal L1,Offer1,Branch,345.6,Two-Door Car,Large +OE14751,Oregon,3528.044252,Yes,Extended,Doctor,2/1/11,Employed,M,31278,Suburban,Married,92,24,95,4,1,Personal Auto,Personal L3,Offer1,Branch,441.6,Two-Door Car,Medsize +YI73667,Nevada,5340.810309,No,Basic,College,1/17/11,Unemployed,F,0,Suburban,Married,72,1,73,0,6,Personal Auto,Personal L3,Offer2,Web,345.6,Four-Door Car,Medsize +AX70794,California,2449.31771,No,Basic,High School or Below,2/4/11,Employed,M,47122,Suburban,Single,62,6,77,0,1,Personal Auto,Personal L2,Offer2,Branch,297.6,Two-Door Car,Medsize +BF69918,Oregon,5666.465804,No,Extended,High School or Below,2/7/11,Unemployed,M,0,Suburban,Married,77,17,54,0,9,Personal Auto,Personal L2,Offer1,Web,534.228036,Four-Door Car,Medsize +KE61355,Oregon,5272.703428,No,Basic,High School or Below,2/16/11,Employed,F,60260,Suburban,Married,66,14,84,0,3,Corporate Auto,Corporate L1,Offer2,Web,328.366827,Four-Door Car,Medsize +HG65194,Oregon,8672.814261,No,Extended,College,2/10/11,Unemployed,F,0,Suburban,Single,125,8,61,0,3,Personal Auto,Personal L2,Offer1,Branch,600,SUV,Medsize +GV68933,Arizona,7679.677721,No,Basic,High School or Below,2/23/11,Disabled,M,12677,Suburban,Married,101,21,18,0,9,Personal Auto,Personal L3,Offer1,Call Center,500.633484,SUV,Medsize +LM76366,Nevada,2999.338779,No,Extended,High School or Below,1/4/11,Employed,M,28564,Suburban,Married,76,17,44,0,1,Corporate Auto,Corporate L3,Offer2,Branch,364.8,Two-Door Car,Small +PS57128,California,3834.735196,No,Extended,Bachelor,1/31/11,Employed,F,41341,Rural,Single,99,4,64,0,1,Personal Auto,Personal L2,Offer3,Agent,240.24432,Four-Door Car,Medsize +AH55475,Arizona,33053.26869,No,Extended,College,1/17/11,Employed,M,44246,Suburban,Married,122,1,18,3,2,Personal Auto,Personal L2,Offer1,Web,585.6,SUV,Small +LE91297,Oregon,5175.28934,No,Basic,Master,1/28/11,Unemployed,M,0,Suburban,Married,71,0,26,0,9,Personal Auto,Personal L3,Offer1,Agent,340.8,Four-Door Car,Small +IF18508,California,7950.570995,No,Extended,High School or Below,1/25/11,Employed,F,70610,Rural,Single,99,2,11,0,3,Personal Auto,Personal L1,Offer4,Agent,240.977382,Four-Door Car,Large +YE87442,Arizona,9935.165983,No,Extended,High School or Below,2/12/11,Employed,F,34831,Suburban,Married,124,4,34,0,3,Personal Auto,Personal L1,Offer1,Branch,595.2,SUV,Medsize +QD85803,California,7861.798596,No,Extended,Bachelor,2/10/11,Employed,F,30374,Urban,Married,99,1,50,0,9,Personal Auto,Personal L2,Offer2,Call Center,304.537298,Four-Door Car,Medsize +SF25048,California,8092.87696,Yes,Basic,College,2/5/11,Employed,M,50825,Urban,Married,102,3,46,0,3,Personal Auto,Personal L3,Offer1,Agent,369.614729,SUV,Medsize +FH39423,Oregon,5539.349243,No,Basic,Master,1/31/11,Employed,F,80727,Rural,Married,68,15,43,0,4,Personal Auto,Personal L2,Offer2,Call Center,98.71658,Four-Door Car,Medsize +LW43630,California,9628.702696,No,Extended,Bachelor,1/6/11,Employed,F,71269,Urban,Married,80,28,85,0,2,Personal Auto,Personal L2,Offer1,Branch,350.689559,Four-Door Car,Medsize +XO17798,Washington,5827.483965,No,Basic,High School or Below,2/6/11,Employed,M,45794,Suburban,Married,74,3,38,0,5,Personal Auto,Personal L1,Offer2,Agent,449.63005,Four-Door Car,Small +IN15077,California,4807.846463,No,Basic,High School or Below,1/4/11,Employed,M,99874,Urban,Married,119,7,42,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,307.639408,Sports Car,Medsize +NE16405,California,2582.408525,Yes,Basic,Bachelor,2/14/11,Employed,F,76731,Urban,Married,64,2,68,0,1,Personal Auto,Personal L2,Offer2,Agent,201.455005,Four-Door Car,Medsize +TU82820,California,4475.161898,No,Basic,Master,1/6/11,Employed,M,73019,Suburban,Divorced,112,21,40,0,1,Corporate Auto,Corporate L3,Offer1,Agent,537.6,SUV,Large +FR26341,Oregon,2399.045522,No,Basic,Master,2/24/11,Disabled,M,19112,Urban,Married,62,30,32,0,1,Personal Auto,Personal L1,Offer2,Web,259.006614,Four-Door Car,Medsize +MT27589,Oregon,7840.165778,Yes,Extended,College,1/14/11,Employed,M,58414,Suburban,Single,210,7,24,2,1,Corporate Auto,Corporate L1,Offer2,Agent,1008,Luxury SUV,Small +UG72692,Oregon,2378.090679,No,Basic,Bachelor,1/8/11,Unemployed,M,0,Suburban,Single,70,35,74,0,1,Personal Auto,Personal L3,Offer1,Branch,734.072654,Four-Door Car,Small +MP95255,California,3919.366722,Yes,Extended,High School or Below,1/5/11,Employed,F,66676,Suburban,Married,97,0,40,0,1,Personal Auto,Personal L1,Offer3,Agent,558.099357,Four-Door Car,Small +EM16179,Arizona,8274.145703,No,Basic,College,1/6/11,Employed,F,69011,Suburban,Single,70,3,52,0,2,Personal Auto,Personal L3,Offer1,Call Center,336,Four-Door Car,Medsize +DR77208,California,9538.770856,No,Extended,Bachelor,2/26/11,Unemployed,M,0,Rural,Married,85,7,6,0,2,Personal Auto,Personal L2,Offer4,Call Center,58.714775,Two-Door Car,Medsize +PR31509,Nevada,5331.823882,No,Basic,Bachelor,2/21/11,Unemployed,M,0,Suburban,Married,71,31,70,0,3,Personal Auto,Personal L3,Offer1,Branch,340.8,Four-Door Car,Medsize +SE33381,Arizona,4531.675269,No,Extended,Bachelor,2/4/11,Unemployed,F,0,Suburban,Single,126,19,39,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,907.2,SUV,Medsize +BW43011,California,3834.210713,No,Basic,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,112,13,13,0,1,Personal Auto,Personal L2,Offer1,Agent,806.4,SUV,Medsize +YP96182,Oregon,2726.797356,No,Basic,Master,2/23/11,Employed,M,31385,Rural,Divorced,69,31,5,0,1,Personal Auto,Personal L2,Offer3,Agent,68.193193,Four-Door Car,Medsize +WI58274,Oregon,8238.45802,No,Basic,College,1/23/11,Employed,F,68261,Rural,Married,102,11,81,0,4,Personal Auto,Personal L1,Offer2,Agent,84.097896,Sports Car,Medsize +YF26585,Nevada,4758.470236,No,Basic,High School or Below,2/20/11,Employed,M,92324,Suburban,Married,119,5,46,2,1,Corporate Auto,Corporate L3,Offer1,Agent,603.110961,Sports Car,Large +UH76090,California,8818.051498,No,Extended,Bachelor,2/2/11,Unemployed,F,0,Suburban,Single,136,31,75,4,3,Personal Auto,Personal L1,Offer1,Call Center,1237.257917,SUV,Medsize +VF36700,Oregon,24278.10167,No,Extended,Master,2/26/11,Retired,F,20983,Urban,Single,97,10,52,1,2,Personal Auto,Personal L2,Offer1,Branch,451.751555,Four-Door Car,Medsize +CS32416,Oregon,5595.761077,No,Basic,Bachelor,1/11/11,Employed,M,68004,Suburban,Single,72,6,14,0,3,Corporate Auto,Corporate L2,Offer1,Agent,416.344082,Two-Door Car,Medsize +AT18041,California,2682.704812,No,Basic,High School or Below,2/28/11,Employed,F,63471,Suburban,Married,67,0,71,0,1,Personal Auto,Personal L1,Offer2,Agent,387.71779,Two-Door Car,Large +TB54645,Oregon,3033.407812,No,Extended,Bachelor,1/5/11,Disabled,F,27369,Urban,Married,77,13,40,0,1,Personal Auto,Personal L3,Offer1,Call Center,331.94306,Four-Door Car,Medsize +LX11170,Oregon,4862.908979,No,Basic,High School or Below,1/30/11,Employed,F,36839,Rural,Married,61,22,93,0,3,Personal Auto,Personal L3,Offer2,Agent,152.496995,Four-Door Car,Medsize +RO43614,Washington,2128.621329,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,65,19,54,2,1,Personal Auto,Personal L1,Offer1,Agent,312,Four-Door Car,Medsize +QS36363,Arizona,12655.52878,No,Premium,High School or Below,2/1/11,Employed,F,26149,Suburban,Married,157,2,17,0,7,Personal Auto,Personal L3,Offer4,Web,753.6,SUV,Medsize +FX72157,Oregon,8556.58016,No,Premium,High School or Below,2/20/11,Employed,F,52440,Urban,Single,109,27,58,0,3,Corporate Auto,Corporate L3,Offer2,Agent,371.206205,Four-Door Car,Medsize +XC43591,Oregon,12880.74907,No,Premium,College,2/21/11,Employed,M,24571,Suburban,Married,109,21,22,0,2,Personal Auto,Personal L3,Offer1,Agent,523.2,Four-Door Car,Medsize +PJ71030,Oregon,3049.837544,No,Extended,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,90,14,36,0,1,Special Auto,Special L3,Offer2,Branch,432,Four-Door Car,Medsize +JH14651,Washington,3237.996209,Yes,Extended,Master,1/16/11,Employed,M,60244,Urban,Married,83,3,72,3,1,Personal Auto,Personal L3,Offer3,Agent,326.281835,Four-Door Car,Medsize +YG42297,Arizona,5248.978048,No,Basic,College,2/8/11,Unemployed,M,0,Urban,Married,72,0,45,0,4,Personal Auto,Personal L3,Offer4,Web,216.700125,Four-Door Car,Medsize +TY31217,Washington,11009.13049,Yes,Premium,Bachelor,1/24/11,Employed,F,51643,Suburban,Single,283,16,43,0,1,Personal Auto,Personal L3,Offer2,Agent,1358.4,Luxury Car,Medsize +KU69274,Arizona,14267.93156,No,Extended,High School or Below,2/6/11,Disabled,F,17157,Suburban,Married,123,33,15,0,2,Personal Auto,Personal L3,Offer1,Agent,770.746666,SUV,Small +MU53420,Oregon,5325.724541,Yes,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Married,73,17,44,0,7,Personal Auto,Personal L3,Offer2,Call Center,496.474767,Two-Door Car,Medsize +RE36747,Nevada,3034.771777,No,Extended,High School or Below,1/20/11,Medical Leave,M,17308,Suburban,Married,82,10,86,0,1,Personal Auto,Personal L2,Offer2,Branch,874.324338,Four-Door Car,Small +IN78205,Arizona,8329.039004,No,Basic,College,1/23/11,Unemployed,F,0,Suburban,Single,118,18,9,0,3,Personal Auto,Personal L1,Offer1,Agent,849.6,SUV,Medsize +AH39293,California,2616.613903,Yes,Basic,College,2/25/11,Employed,M,72302,Suburban,Divorced,66,6,27,0,1,Personal Auto,Personal L1,Offer1,Agent,316.8,Two-Door Car,Medsize +IF30418,California,2574.020376,Yes,Basic,Master,1/14/11,Employed,F,34990,Rural,Single,65,23,73,0,1,Personal Auto,Personal L3,Offer2,Web,42.689135,Four-Door Car,Medsize +QH51455,Arizona,4004.5513,No,Premium,College,1/20/11,Unemployed,M,0,Suburban,Married,107,21,65,0,1,Personal Auto,Personal L3,Offer2,Agent,513.6,Four-Door Car,Medsize +UZ60774,Nevada,6051.799036,No,Extended,Bachelor,1/20/11,Unemployed,F,0,Suburban,Single,87,23,73,1,5,Personal Auto,Personal L3,Offer2,Branch,626.4,Four-Door Car,Medsize +AD63766,Oregon,2839.013244,No,Extended,Bachelor,1/21/11,Unemployed,M,0,Suburban,Married,81,22,26,0,1,Personal Auto,Personal L2,Offer3,Branch,388.8,Two-Door Car,Large +MN19541,Arizona,1994.774936,No,Basic,College,1/23/11,Unemployed,M,0,Suburban,Single,61,18,96,0,1,Personal Auto,Personal L1,Offer2,Web,393.215919,Four-Door Car,Medsize +SF38922,Oregon,11944.40399,No,Basic,College,1/18/11,Employed,M,33760,Rural,Married,102,24,11,0,2,Personal Auto,Personal L1,Offer1,Branch,123.491865,SUV,Medsize +ST91578,California,6466.304259,No,Extended,Master,1/19/11,Unemployed,M,0,Rural,Divorced,90,3,76,0,7,Personal Auto,Personal L3,Offer3,Call Center,144.776935,Four-Door Car,Medsize +AP52565,Arizona,6746.434272,No,Extended,High School or Below,2/26/11,Employed,F,70328,Urban,Married,84,11,32,0,6,Corporate Auto,Corporate L1,Offer4,Branch,293.227028,Four-Door Car,Medsize +BT68954,Oregon,3561.035706,No,Extended,Bachelor,2/28/11,Unemployed,M,0,Suburban,Single,99,35,15,0,1,Special Auto,Special L2,Offer1,Agent,712.8,Four-Door Car,Medsize +NU93648,Arizona,20774.02463,No,Basic,Bachelor,2/5/11,Unemployed,M,0,Urban,Married,63,21,40,0,2,Corporate Auto,Corporate L1,Offer1,Call Center,243.208647,Two-Door Car,Medsize +OU60143,Oregon,3939.00637,Yes,Extended,Bachelor,1/28/11,Employed,F,60021,Suburban,Married,99,12,28,0,1,Corporate Auto,Corporate L2,Offer2,Agent,882.871945,Four-Door Car,Small +EC51047,California,8915.172898,No,Extended,Bachelor,1/23/11,Employed,F,31991,Suburban,Single,81,15,22,3,2,Personal Auto,Personal L2,Offer2,Agent,548.321886,Four-Door Car,Small +EV46476,California,8084.325058,No,Basic,Bachelor,2/16/11,Disabled,M,20169,Suburban,Married,112,35,81,1,3,Personal Auto,Personal L3,Offer1,Web,537.6,SUV,Small +HB59616,Washington,4502.980016,No,Basic,College,2/9/11,Unemployed,F,0,Suburban,Single,64,29,72,0,6,Personal Auto,Personal L2,Offer1,Agent,307.2,Two-Door Car,Large +RA34556,California,4877.954567,No,Basic,High School or Below,1/23/11,Disabled,M,20178,Suburban,Divorced,69,26,52,2,6,Corporate Auto,Corporate L3,Offer1,Branch,331.2,Four-Door Car,Medsize +NB87421,Arizona,8294.968932,No,Premium,High School or Below,1/23/11,Employed,M,78189,Rural,Married,103,10,10,0,5,Corporate Auto,Corporate L3,Offer3,Agent,99.143241,Four-Door Car,Medsize +HR64765,Washington,8485.385641,No,Extended,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,244,10,99,0,1,Personal Auto,Personal L3,Offer1,Branch,1756.8,Luxury Car,Small +FM70419,Oregon,4740.202507,No,Basic,College,1/16/11,Unemployed,M,0,Suburban,Single,72,4,61,1,4,Personal Auto,Personal L3,Offer3,Web,518.4,Four-Door Car,Medsize +GX51965,California,8564.768226,Yes,Basic,High School or Below,2/17/11,Employed,M,95697,Rural,Married,107,29,29,0,9,Personal Auto,Personal L1,Offer2,Agent,178.006524,Sports Car,Medsize +OS75351,Oregon,2393.915369,Yes,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,70,24,10,0,1,Personal Auto,Personal L1,Offer1,Branch,425.266308,Four-Door Car,Medsize +TU25694,Oregon,2458.746211,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,70,20,44,0,1,Personal Auto,Personal L3,Offer1,Call Center,504,Four-Door Car,Medsize +JS90115,Nevada,19597.05706,No,Basic,High School or Below,1/9/11,Employed,F,64559,Rural,Divorced,62,31,90,0,2,Personal Auto,Personal L3,Offer3,Agent,107.538749,Four-Door Car,Medsize +KW93227,Washington,21892.93859,No,Basic,College,2/11/11,Employed,M,58149,Suburban,Married,61,5,90,0,2,Special Auto,Special L1,Offer1,Branch,292.8,Four-Door Car,Small +SU41739,California,8728.456239,No,Extended,College,1/18/11,Unemployed,M,0,Urban,Married,124,23,30,0,7,Personal Auto,Personal L3,Offer1,Branch,473.469932,SUV,Small +TV75816,Oregon,2386.201293,No,Basic,High School or Below,2/19/11,Employed,M,70911,Suburban,Single,63,20,13,3,1,Corporate Auto,Corporate L2,Offer2,Agent,302.4,Two-Door Car,Medsize +RS54064,Washington,21892.3539,No,Basic,High School or Below,2/27/11,Employed,M,78337,Rural,Divorced,62,2,88,2,2,Corporate Auto,Corporate L3,Offer1,Branch,36.285512,Two-Door Car,Medsize +OB63331,Arizona,2813.50617,No,Basic,Doctor,1/27/11,Employed,F,50397,Suburban,Married,70,34,77,0,1,Corporate Auto,Corporate L1,Offer2,Web,350.65008,Four-Door Car,Small +TI58610,Arizona,2996.889929,No,Basic,Master,2/15/11,Employed,F,51199,Suburban,Divorced,74,19,52,0,1,Corporate Auto,Corporate L2,Offer1,Branch,355.2,Four-Door Car,Small +TJ82551,Nevada,4063.331688,No,Premium,Bachelor,1/25/11,Employed,F,46928,Suburban,Married,102,31,15,1,1,Personal Auto,Personal L1,Offer4,Web,631.402071,Four-Door Car,Medsize +ZO43755,Oregon,8368.875358,No,Basic,Master,2/11/11,Disabled,F,23879,Suburban,Married,107,13,57,0,3,Corporate Auto,Corporate L3,Offer1,Branch,635.64283,SUV,Medsize +VG16827,California,4626.801093,Yes,Basic,Master,1/16/11,Employed,F,79487,Suburban,Divorced,114,20,87,0,1,Personal Auto,Personal L2,Offer2,Branch,547.2,SUV,Medsize +KJ48497,Oregon,7516.786075,No,Basic,High School or Below,2/2/11,Unemployed,F,0,Suburban,Single,106,7,39,0,6,Personal Auto,Personal L2,Offer1,Agent,850.593038,SUV,Medsize +NA27429,Nevada,3644.833554,Yes,Extended,High School or Below,1/15/11,Employed,F,82477,Suburban,Married,90,1,69,0,1,Personal Auto,Personal L3,Offer2,Agent,432,Two-Door Car,Large +AZ38648,Washington,11981.98481,Yes,Basic,Master,1/20/11,Retired,F,21514,Urban,Married,62,0,59,0,2,Personal Auto,Personal L3,Offer1,Agent,257.248789,Two-Door Car,Medsize +SR53077,Nevada,2601.810999,No,Basic,High School or Below,2/13/11,Employed,F,57231,Urban,Married,65,35,37,0,1,Personal Auto,Personal L3,Offer2,Branch,305.117221,Four-Door Car,Medsize +UO12263,Oregon,4654.954187,No,Basic,High School or Below,2/28/11,Unemployed,F,0,Suburban,Married,69,31,76,4,3,Corporate Auto,Corporate L1,Offer1,Agent,331.2,Four-Door Car,Medsize +BC86800,California,3579.773094,No,Extended,Bachelor,1/24/11,Employed,F,84598,Suburban,Married,89,8,7,2,1,Personal Auto,Personal L3,Offer4,Call Center,639.267653,Two-Door Car,Small +ZQ28996,Nevada,5388.023812,No,Basic,College,1/1/11,Employed,M,48895,Urban,Married,68,16,27,0,7,Corporate Auto,Corporate L1,Offer1,Web,325.009146,Four-Door Car,Large +JI42730,Arizona,3705.291862,No,Extended,High School or Below,2/3/11,Employed,M,84493,Suburban,Married,92,29,19,0,1,Personal Auto,Personal L3,Offer4,Agent,441.6,Four-Door Car,Small +VF21170,California,8613.464001,No,Basic,Bachelor,1/19/11,Employed,F,37277,Urban,Married,109,24,27,1,9,Personal Auto,Personal L2,Offer1,Agent,417.72438,SUV,Medsize +MP25903,Oregon,2703.266928,No,Basic,High School or Below,1/9/11,Unemployed,M,0,Suburban,Married,71,6,46,0,1,Personal Auto,Personal L3,Offer2,Agent,497.392925,Two-Door Car,Small +YH24323,California,2511.697993,No,Basic,College,2/3/11,Medical Leave,F,14906,Suburban,Married,66,31,0,0,1,Corporate Auto,Corporate L3,Offer2,Branch,421.632668,Four-Door Car,Small +XB86235,Arizona,24186.24342,No,Basic,Doctor,2/8/11,Disabled,M,14710,Suburban,Single,112,25,86,0,2,Personal Auto,Personal L2,Offer3,Agent,537.6,Sports Car,Medsize +WR53191,California,15120.21281,No,Extended,Bachelor,2/16/11,Employed,F,20656,Suburban,Single,130,15,5,0,2,Corporate Auto,Corporate L2,Offer1,Web,706.114237,SUV,Medsize +UM83813,Oregon,13379.81103,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,194,13,83,0,3,Personal Auto,Personal L1,Offer3,Web,1396.8,Luxury SUV,Small +JW45704,California,2308.692609,No,Basic,Bachelor,2/7/11,Unemployed,M,0,Suburban,Married,64,33,98,0,1,Personal Auto,Personal L3,Offer3,Agent,431.768752,Four-Door Car,Medsize +PV26437,California,7319.575712,No,Basic,Bachelor,1/12/11,Employed,F,57777,Urban,Married,61,21,11,1,2,Corporate Auto,Corporate L3,Offer1,Agent,273.879927,Four-Door Car,Medsize +AX39008,Oregon,26113.36,No,Basic,Bachelor,1/2/11,Employed,M,80409,Urban,Divorced,74,28,72,0,2,Personal Auto,Personal L3,Offer3,Call Center,262.984836,Two-Door Car,Medsize +DJ52170,California,5639.941974,Yes,Basic,High School or Below,1/10/11,Employed,M,73168,Suburban,Married,70,21,50,0,3,Special Auto,Special L3,Offer2,Agent,425.800112,Four-Door Car,Medsize +RM34371,Nevada,4715.285559,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Suburban,Married,64,28,43,0,7,Personal Auto,Personal L2,Offer3,Branch,345.345026,Two-Door Car,Medsize +TZ65661,California,2742.797845,No,Basic,College,1/15/11,Employed,F,32437,Suburban,Married,69,25,96,0,1,Corporate Auto,Corporate L1,Offer4,Branch,331.2,Two-Door Car,Small +YD74214,California,3808.122147,Yes,Extended,College,1/28/11,Employed,F,94903,Suburban,Married,94,3,38,0,1,Personal Auto,Personal L2,Offer2,Agent,451.2,Two-Door Car,Small +AR99766,Nevada,4692.048347,No,Basic,Bachelor,1/20/11,Employed,F,82534,Rural,Single,118,15,56,0,1,Personal Auto,Personal L3,Offer1,Agent,4.23752,SUV,Medsize +ZA30025,Arizona,4055.399126,No,Extended,Bachelor,2/24/11,Unemployed,M,0,Suburban,Single,121,2,18,0,1,Personal Auto,Personal L1,Offer1,Call Center,1215.970113,SUV,Medsize +IE85867,Arizona,41787.90343,Yes,Premium,High School or Below,1/31/11,Employed,F,46587,Suburban,Divorced,119,34,74,2,2,Personal Auto,Personal L3,Offer1,Call Center,571.2,Four-Door Car,Medsize +XK52242,California,9800.33636,No,Extended,Bachelor,1/31/11,Employed,M,32245,Rural,Married,124,4,58,0,8,Personal Auto,Personal L2,Offer2,Agent,257.502471,SUV,Medsize +RP12388,Arizona,12379.56803,No,Basic,Bachelor,1/15/11,Employed,M,39886,Urban,Married,64,34,59,1,2,Personal Auto,Personal L3,Offer3,Web,290.359207,Two-Door Car,Medsize +TP30316,California,9705.30895,No,Basic,College,2/8/11,Employed,M,79157,Rural,Married,61,25,45,0,2,Corporate Auto,Corporate L1,Offer2,Agent,117.781906,Two-Door Car,Small +RS60249,Oregon,4253.283113,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,62,13,8,0,5,Personal Auto,Personal L2,Offer1,Branch,446.4,Two-Door Car,Medsize +AL50693,Oregon,3567.503755,Yes,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,102,28,11,0,1,Corporate Auto,Corporate L2,Offer2,Agent,660.430456,SUV,Medsize +SH36838,Arizona,5153.91989,No,Basic,High School or Below,1/23/11,Unemployed,M,0,Suburban,Single,74,22,50,0,3,Personal Auto,Personal L3,Offer1,Branch,532.8,Four-Door Car,Medsize +CV44550,Arizona,7559.206998,No,Premium,College,1/18/11,Unemployed,M,0,Suburban,Single,119,33,58,1,3,Corporate Auto,Corporate L3,Offer1,Call Center,964.51598,Four-Door Car,Small +YO23637,Washington,4194.906755,No,Basic,College,2/24/11,Unemployed,M,0,Suburban,Single,64,0,60,3,4,Special Auto,Special L3,Offer1,Branch,759.285255,Two-Door Car,Medsize +AJ32539,Oregon,2829.312319,No,Basic,Bachelor,2/27/11,Employed,M,25860,Suburban,Married,72,12,46,0,1,Personal Auto,Personal L3,Offer2,Web,345.6,Four-Door Car,Medsize +VQ48245,Washington,3221.788294,No,Extended,Master,2/28/11,Employed,F,77882,Suburban,Married,79,17,36,0,1,Personal Auto,Personal L3,Offer3,Web,379.2,Four-Door Car,Small +ID15010,Oregon,10972.06778,Yes,Extended,Doctor,1/18/11,Employed,M,24164,Suburban,Divorced,137,2,40,0,5,Personal Auto,Personal L3,Offer2,Agent,657.6,Sports Car,Medsize +RH28799,Arizona,2430.959055,No,Basic,College,2/23/11,Unemployed,M,0,Suburban,Single,70,29,30,0,1,Personal Auto,Personal L3,Offer2,Call Center,341.329847,Four-Door Car,Medsize +WC72942,Oregon,3790.190029,No,Extended,High School or Below,2/8/11,Employed,M,66169,Rural,Married,96,35,30,1,1,Personal Auto,Personal L2,Offer4,Web,156.429591,Two-Door Car,Small +HT92952,California,8838.085637,Yes,Basic,Bachelor,1/21/11,Employed,M,82664,Rural,Married,114,24,10,3,9,Corporate Auto,Corporate L3,Offer2,Agent,133.425609,SUV,Medsize +LR82110,Nevada,20101.65141,No,Basic,Doctor,1/27/11,Medical Leave,F,23638,Suburban,Married,102,32,62,0,2,Personal Auto,Personal L2,Offer3,Web,489.6,SUV,Medsize +JE19783,Arizona,6388.21126,No,Extended,Bachelor,1/6/11,Employed,M,26436,Suburban,Divorced,83,0,10,0,5,Personal Auto,Personal L3,Offer2,Branch,398.4,Two-Door Car,Small +MX97096,Nevada,2656.522604,No,Extended,College,2/18/11,Unemployed,F,0,Suburban,Single,78,23,93,1,1,Personal Auto,Personal L2,Offer1,Branch,374.4,Four-Door Car,Medsize +TD51026,Arizona,7714.60093,No,Basic,Bachelor,2/25/11,Medical Leave,M,13154,Suburban,Married,102,0,42,0,4,Personal Auto,Personal L2,Offer1,Branch,489.6,SUV,Medsize +SD75391,California,2704.537211,No,Basic,Master,1/24/11,Retired,F,24173,Urban,Married,70,16,96,0,1,Personal Auto,Personal L2,Offer3,Web,181.468292,Four-Door Car,Medsize +CN29830,California,2495.464753,No,Basic,High School or Below,1/27/11,Employed,M,26689,Suburban,Married,64,34,23,0,1,Corporate Auto,Corporate L3,Offer3,Agent,424.711758,Four-Door Car,Medsize +RV52244,Arizona,2498.35063,No,Basic,Bachelor,2/20/11,Employed,F,31357,Rural,Married,63,2,88,0,1,Personal Auto,Personal L3,Offer2,Branch,2.016239,Four-Door Car,Medsize +WA59097,Oregon,5614.587986,No,Basic,College,2/4/11,Employed,F,40417,Rural,Married,71,34,4,1,8,Personal Auto,Personal L3,Offer3,Agent,130.303439,Four-Door Car,Large +TV23956,Washington,2089.337182,No,Basic,High School or Below,2/23/11,Unemployed,M,0,Suburban,Single,63,30,6,1,1,Personal Auto,Personal L2,Offer1,Agent,453.6,Four-Door Car,Small +XQ81794,Arizona,5137.349322,No,Basic,High School or Below,2/25/11,Employed,M,93872,Urban,Married,64,23,6,0,6,Personal Auto,Personal L3,Offer4,Web,206.495442,Four-Door Car,Medsize +BB21794,Oregon,5394.913017,No,Basic,Bachelor,2/7/11,Employed,F,29853,Rural,Single,69,8,36,0,6,Personal Auto,Personal L2,Offer1,Agent,76.586018,Four-Door Car,Medsize +HC63693,Arizona,7341.741414,No,Extended,College,2/27/11,Employed,F,88049,Suburban,Single,92,5,38,0,8,Corporate Auto,Corporate L1,Offer1,Branch,567.065802,Two-Door Car,Medsize +KJ55021,Washington,4791.081559,No,Basic,College,1/21/11,Disabled,F,29111,Suburban,Married,63,3,65,0,5,Personal Auto,Personal L2,Offer1,Branch,302.4,Four-Door Car,Medsize +HX45529,Oregon,25169.18817,No,Extended,Master,2/4/11,Employed,M,37282,Urban,Married,79,1,49,0,2,Personal Auto,Personal L3,Offer2,Branch,222.508607,Four-Door Car,Small +XY78443,Arizona,2147.656911,No,Basic,College,2/12/11,Unemployed,F,0,Suburban,Single,62,32,45,0,1,Personal Auto,Personal L3,Offer4,Agent,297.6,Two-Door Car,Medsize +KQ38375,California,9902.392683,No,Extended,Bachelor,2/10/11,Unemployed,F,0,Suburban,Married,133,4,58,0,8,Personal Auto,Personal L2,Offer1,Call Center,945.169882,SUV,Medsize +HC66205,Washington,3157.742637,No,Extended,High School or Below,1/25/11,Employed,M,58248,Rural,Married,80,17,1,0,1,Corporate Auto,Corporate L2,Offer3,Branch,134.371323,Four-Door Car,Large +KF62288,Oregon,6269.136365,No,Extended,High School or Below,1/22/11,Unemployed,F,0,Suburban,Single,89,25,39,1,7,Special Auto,Special L2,Offer1,Call Center,942.277602,Two-Door Car,Large +YE46109,Arizona,10839.50749,No,Extended,College,1/9/11,Medical Leave,F,26367,Rural,Married,139,7,26,0,3,Personal Auto,Personal L2,Offer1,Branch,105.991559,SUV,Small +TT30338,Arizona,7675.871354,No,Basic,Master,2/10/11,Employed,F,89586,Suburban,Married,63,28,40,1,2,Personal Auto,Personal L3,Offer4,Call Center,302.4,Four-Door Car,Medsize +MC22692,Washington,7035.974353,No,Extended,High School or Below,1/19/11,Employed,F,86642,Urban,Married,87,14,12,0,9,Personal Auto,Personal L2,Offer1,Branch,234.057985,Two-Door Car,Small +FW17421,Washington,3576.705025,No,Extended,High School or Below,1/19/11,Employed,F,24959,Suburban,Married,89,19,13,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,640.8,Four-Door Car,Large +KE83023,Oregon,10845.74473,No,Extended,Bachelor,2/11/11,Employed,M,27279,Suburban,Married,137,30,77,0,5,Personal Auto,Personal L1,Offer1,Branch,770.227699,SUV,Medsize +HT96569,Oregon,2656.99458,No,Basic,Bachelor,2/23/11,Employed,M,57117,Suburban,Married,67,6,29,0,1,Personal Auto,Personal L3,Offer4,Branch,321.6,Four-Door Car,Small +GO27855,Oregon,6883.665071,No,Extended,College,1/23/11,Employed,F,64600,Rural,Married,86,22,30,0,3,Personal Auto,Personal L3,Offer2,Web,168.28738,Four-Door Car,Small +UX71974,California,20314.44095,No,Basic,College,1/4/11,Employed,M,42218,Rural,Divorced,180,15,38,3,2,Personal Auto,Personal L3,Offer1,Call Center,212.130344,Luxury Car,Small +QT97406,Arizona,20120.56053,No,Extended,Bachelor,1/11/11,Employed,M,32869,Rural,Married,85,4,49,0,2,Corporate Auto,Corporate L2,Offer1,Web,117.467331,Two-Door Car,Large +QQ37605,Washington,2547.370551,No,Basic,Master,2/1/11,Employed,F,26047,Urban,Married,64,19,39,1,1,Personal Auto,Personal L2,Offer2,Branch,187.903224,Four-Door Car,Medsize +BL79888,Oregon,34611.37896,Yes,Basic,High School or Below,1/14/11,Employed,F,20090,Suburban,Married,109,10,59,0,2,Personal Auto,Personal L2,Offer2,Agent,523.2,Sports Car,Medsize +WF91295,Oregon,4254.620669,Yes,Basic,High School or Below,2/3/11,Disabled,F,11904,Suburban,Single,61,34,11,2,3,Personal Auto,Personal L2,Offer1,Web,292.8,Two-Door Car,Small +NQ92014,California,3659.18314,No,Basic,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,106,34,39,0,1,Personal Auto,Personal L2,Offer2,Web,763.2,SUV,Medsize +RP33869,Washington,2577.514741,No,Basic,Bachelor,2/19/11,Employed,F,49467,Suburban,Divorced,65,1,96,0,1,Personal Auto,Personal L3,Offer1,Call Center,413.695258,Two-Door Car,Small +TS31001,Oregon,26243.85811,No,Basic,Bachelor,2/2/11,Employed,M,55705,Rural,Divorced,113,8,58,0,2,Personal Auto,Personal L3,Offer2,Branch,149.90747,SUV,Medsize +NE58217,Oregon,27064.46339,No,Premium,Bachelor,2/19/11,Employed,F,83560,Rural,Married,113,5,76,1,2,Corporate Auto,Corporate L2,Offer1,Agent,276.048405,Four-Door Car,Large +BV57364,Arizona,8092.87696,Yes,Basic,College,2/5/11,Employed,M,50825,Urban,Married,102,3,46,0,3,Personal Auto,Personal L2,Offer1,Agent,369.614729,SUV,Medsize +FS84707,Nevada,2691.217074,No,Basic,Doctor,1/3/11,Employed,F,82108,Rural,Divorced,67,17,63,0,1,Personal Auto,Personal L2,Offer4,Web,52.804096,Four-Door Car,Small +AN80983,Oregon,5218.343293,No,Basic,College,1/23/11,Employed,M,85721,Suburban,Married,65,12,45,0,5,Corporate Auto,Corporate L2,Offer4,Web,312,Four-Door Car,Medsize +UU84036,California,8267.848845,No,Basic,High School or Below,1/1/11,Employed,M,59597,Urban,Married,69,6,59,0,2,Special Auto,Special L2,Offer1,Agent,222.791933,Two-Door Car,Medsize +XQ51968,California,5568.947534,Yes,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,79,21,53,1,7,Corporate Auto,Corporate L3,Offer1,Agent,407.440238,Two-Door Car,Medsize +CY59740,California,2594.809242,No,Basic,High School or Below,1/18/11,Unemployed,M,0,Suburban,Married,73,8,34,0,1,Corporate Auto,Corporate L2,Offer2,Branch,350.4,Four-Door Car,Small +XT58648,Arizona,8646.504109,Yes,Basic,High School or Below,1/2/11,Employed,F,64125,Urban,Married,108,3,44,0,3,Personal Auto,Personal L2,Offer2,Branch,369.818708,SUV,Large +WZ63975,California,2423.755534,No,Basic,High School or Below,2/4/11,Medical Leave,F,22319,Suburban,Married,63,3,41,1,1,Personal Auto,Personal L3,Offer1,Agent,302.4,Two-Door Car,Small +RQ72272,Arizona,2814.2088,No,Basic,College,2/11/11,Employed,M,94304,Urban,Divorced,71,31,41,0,1,Personal Auto,Personal L2,Offer2,Call Center,182.815897,Two-Door Car,Medsize +FR34560,Oregon,2506.263939,No,Basic,Master,2/23/11,Medical Leave,F,17193,Suburban,Divorced,66,4,3,0,1,Corporate Auto,Corporate L3,Offer1,Web,316.8,Four-Door Car,Medsize +EF99768,California,4424.579094,No,Basic,High School or Below,2/20/11,Employed,F,37800,Suburban,Divorced,112,0,77,0,1,Corporate Auto,Corporate L1,Offer2,Call Center,662.715218,SUV,Large +LW50691,Nevada,9555.169159,No,Premium,College,1/2/11,Employed,F,96269,Rural,Divorced,118,2,52,0,8,Personal Auto,Personal L2,Offer2,Web,58.776508,Four-Door Car,Medsize +EP34249,Oregon,13869.92705,Yes,Basic,College,1/21/11,Employed,M,28432,Suburban,Married,118,1,59,0,2,Corporate Auto,Corporate L1,Offer2,Branch,612.300581,SUV,Small +DQ54144,Arizona,8841.77038,No,Basic,High School or Below,1/12/11,Unemployed,F,0,Suburban,Married,118,12,45,0,3,Personal Auto,Personal L2,Offer1,Agent,566.4,SUV,Small +SE62920,California,8836.030712,No,Basic,Bachelor,1/30/11,Employed,M,63909,Rural,Married,112,24,50,0,8,Personal Auto,Personal L3,Offer2,Branch,206.911942,SUV,Medsize +PL54420,Arizona,33473.34946,Yes,Basic,Bachelor,1/11/11,Employed,F,33190,Suburban,Divorced,106,18,95,0,2,Personal Auto,Personal L3,Offer1,Web,508.8,SUV,Medsize +QG22665,Arizona,5000.61936,No,Basic,College,2/14/11,Employed,M,43723,Suburban,Married,66,31,61,3,7,Personal Auto,Personal L3,Offer2,Agent,316.8,Four-Door Car,Small +LJ59940,Nevada,16468.22079,Yes,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Divorced,63,4,52,0,2,Corporate Auto,Corporate L3,Offer2,Agent,685.12694,Four-Door Car,Medsize +AV17528,Nevada,9233.19066,No,Basic,High School or Below,2/3/11,Employed,F,42600,Suburban,Married,115,10,78,0,3,Personal Auto,Personal L2,Offer2,Branch,660.136987,Sports Car,Medsize +ZU88796,Arizona,2448.811216,No,Basic,Bachelor,1/21/11,Employed,F,87802,Urban,Married,63,2,43,5,1,Personal Auto,Personal L2,Offer2,Agent,173.899238,Four-Door Car,Small +SD96596,Washington,18544.30271,No,Extended,High School or Below,1/5/11,Employed,F,34087,Urban,Single,235,12,49,0,6,Personal Auto,Personal L2,Offer1,Branch,889.518521,Luxury SUV,Medsize +LT98784,Oregon,5229.986897,No,Basic,Master,2/14/11,Medical Leave,M,18129,Suburban,Single,69,21,56,0,5,Personal Auto,Personal L3,Offer1,Agent,364.695093,Four-Door Car,Medsize +OQ45659,Arizona,41745.00646,No,Premium,College,1/1/11,Employed,F,45431,Suburban,Married,116,23,81,0,2,Personal Auto,Personal L3,Offer2,Branch,556.8,Four-Door Car,Medsize +ZS66375,California,7531.033623,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,71,10,44,0,2,Personal Auto,Personal L3,Offer1,Agent,511.2,Four-Door Car,Medsize +EJ67407,Arizona,8024.508444,No,Premium,High School or Below,2/7/11,Employed,M,95191,Urban,Divorced,101,6,15,0,3,Corporate Auto,Corporate L2,Offer2,Agent,316.111035,Four-Door Car,Medsize +JD19036,Arizona,16261.16768,No,Extended,Master,2/18/11,Employed,F,41671,Urban,Single,136,15,30,0,2,Personal Auto,Personal L1,Offer1,Agent,570.388228,SUV,Medsize +YO11701,Oregon,8022.686194,No,Basic,High School or Below,2/7/11,Employed,M,53231,Suburban,Married,101,23,26,0,3,Personal Auto,Personal L3,Offer4,Call Center,484.8,SUV,Small +KO73340,Oregon,2640.316068,No,Basic,College,1/2/11,Employed,M,77299,Rural,Married,66,11,71,0,1,Personal Auto,Personal L1,Offer2,Branch,151.872106,Four-Door Car,Medsize +BV53716,Oregon,5266.420543,No,Basic,High School or Below,2/12/11,Employed,F,93348,Rural,Married,65,23,50,0,8,Personal Auto,Personal L3,Offer2,Call Center,108.567965,Four-Door Car,Medsize +CV95479,California,3362.670123,No,Premium,Bachelor,2/15/11,Unemployed,M,0,Suburban,Single,107,9,96,2,1,Personal Auto,Personal L2,Offer1,Agent,770.4,Four-Door Car,Small +OZ97304,Arizona,2630.009217,No,Extended,High School or Below,2/23/11,Unemployed,F,0,Suburban,Single,78,14,23,1,1,Corporate Auto,Corporate L3,Offer3,Call Center,374.4,Four-Door Car,Medsize +RE63028,Nevada,6486.111674,No,Extended,High School or Below,2/15/11,Employed,F,87210,Urban,Single,81,3,26,0,9,Personal Auto,Personal L2,Offer3,Call Center,353.592003,Four-Door Car,Medsize +LN37854,Arizona,18399.82784,No,Basic,College,2/22/11,Unemployed,F,0,Suburban,Single,73,33,8,0,2,Personal Auto,Personal L1,Offer2,Call Center,525.6,Four-Door Car,Small +MU76701,Washington,3921.018919,No,Extended,College,1/20/11,Employed,F,62445,Suburban,Married,98,19,12,1,1,Personal Auto,Personal L2,Offer2,Call Center,681.167228,Four-Door Car,Small +VI66513,California,9688.334578,No,Extended,High School or Below,1/3/11,Employed,M,20009,Suburban,Single,87,31,86,1,2,Corporate Auto,Corporate L3,Offer2,Branch,987.122788,Four-Door Car,Small +EB30823,California,19668.86758,No,Basic,College,2/16/11,Unemployed,M,0,Suburban,Single,67,20,55,1,2,Personal Auto,Personal L2,Offer1,Call Center,482.4,Four-Door Car,Medsize +DQ19343,California,5583.068307,No,Basic,High School or Below,2/22/11,Employed,F,57925,Urban,Single,72,33,13,1,3,Corporate Auto,Corporate L2,Offer1,Agent,204.620759,Two-Door Car,Medsize +SB61617,California,8935.03414,No,Basic,Master,1/30/11,Employed,M,39910,Suburban,Single,112,16,4,0,5,Personal Auto,Personal L2,Offer1,Call Center,561.499579,SUV,Medsize +DY92795,Oregon,3226.850118,No,Extended,Bachelor,1/1/11,Employed,F,83252,Suburban,Married,80,4,98,0,1,Personal Auto,Personal L1,Offer2,Call Center,384,Four-Door Car,Medsize +WZ92405,Nevada,7492.162376,No,Basic,College,1/9/11,Employed,F,31723,Urban,Married,62,23,53,0,2,Personal Auto,Personal L1,Offer2,Branch,242.628654,Two-Door Car,Medsize +WL21375,Arizona,7890.597705,No,Premium,High School or Below,1/15/11,Unemployed,F,0,Suburban,Married,112,15,29,3,7,Personal Auto,Personal L3,Offer1,Call Center,747.658769,Four-Door Car,Medsize +KL83882,Nevada,6639.328932,No,Extended,Bachelor,2/15/11,Employed,F,72661,Suburban,Married,83,17,21,1,4,Personal Auto,Personal L3,Offer1,Branch,398.4,Four-Door Car,Small +ET87938,Oregon,4328.864771,No,Basic,College,1/17/11,Retired,M,24711,Suburban,Divorced,62,15,11,0,6,Personal Auto,Personal L3,Offer1,Call Center,362.989533,Two-Door Car,Small +EQ87425,California,6919.016085,No,Basic,High School or Below,1/16/11,Unemployed,F,0,Rural,Single,69,5,85,1,2,Corporate Auto,Corporate L3,Offer1,Branch,40.401396,Four-Door Car,Medsize +UM17151,California,1898.007675,No,Basic,Bachelor,2/26/11,Unemployed,M,0,Suburban,Single,67,15,91,3,1,Personal Auto,Personal L2,Offer1,Agent,413.606733,Two-Door Car,Medsize +MS11057,Oregon,9587.586583,No,Premium,Bachelor,1/31/11,Employed,M,84539,Rural,Married,119,10,71,0,4,Personal Auto,Personal L3,Offer1,Call Center,65.428481,Four-Door Car,Medsize +UU99893,Arizona,7689.700105,No,Extended,Master,2/4/11,Employed,F,42677,Suburban,Divorced,96,5,20,0,3,Personal Auto,Personal L3,Offer1,Branch,1084.95655,Four-Door Car,Small +FE93665,Oregon,7897.015071,No,Basic,High School or Below,1/30/11,Unemployed,F,0,Suburban,Single,72,8,54,0,2,Personal Auto,Personal L2,Offer1,Agent,518.4,Two-Door Car,Medsize +AN53225,Washington,24672.65531,No,Extended,High School or Below,1/15/11,Unemployed,M,0,Suburban,Single,76,8,77,0,2,Personal Auto,Personal L1,Offer1,Agent,364.8,Two-Door Car,Medsize +RL12319,Oregon,7484.383041,No,Basic,High School or Below,1/15/11,Employed,F,51692,Suburban,Married,186,12,28,0,1,Special Auto,Special L3,Offer1,Agent,892.8,Luxury Car,Medsize +AR25213,Arizona,7282.967586,No,Basic,High School or Below,1/31/11,Employed,M,40858,Suburban,Married,184,10,62,0,1,Personal Auto,Personal L3,Offer3,Agent,883.2,Luxury SUV,Large +JL15127,Nevada,9816.528302,Yes,Basic,College,1/28/11,Employed,M,37256,Rural,Married,62,15,7,0,2,Personal Auto,Personal L3,Offer1,Branch,128.969729,Four-Door Car,Medsize +SD42668,Washington,5295.625697,No,Basic,Bachelor,1/6/11,Unemployed,M,0,Suburban,Single,74,19,71,0,3,Personal Auto,Personal L1,Offer3,Agent,532.8,Four-Door Car,Medsize +ZG82127,California,12741.84754,Yes,Basic,Bachelor,1/7/11,Employed,F,73054,Urban,Married,106,34,36,1,2,Corporate Auto,Corporate L3,Offer1,Branch,419.365958,SUV,Medsize +DW37404,California,7858.047444,No,Basic,Bachelor,2/10/11,Employed,F,20532,Urban,Divorced,67,20,68,0,2,Personal Auto,Personal L2,Offer1,Branch,282.657499,Four-Door Car,Large +XM87301,Oregon,2397.536652,No,Basic,Bachelor,2/6/11,Unemployed,M,0,Suburban,Single,66,23,1,0,1,Personal Auto,Personal L3,Offer2,Web,596.494439,Four-Door Car,Medsize +TJ46491,Oregon,5980.846151,No,Extended,College,2/17/11,Employed,F,22946,Suburban,Married,76,18,72,0,8,Personal Auto,Personal L3,Offer2,Agent,377.350433,Four-Door Car,Large +KA98111,Washington,2513.117202,No,Basic,Bachelor,2/14/11,Employed,M,22475,Suburban,Married,64,25,40,1,1,Personal Auto,Personal L3,Offer2,Agent,307.2,Four-Door Car,Large +IM15816,Oregon,9403.962744,No,Basic,High School or Below,2/5/11,Employed,F,79440,Urban,Divorced,117,11,19,0,8,Personal Auto,Personal L3,Offer4,Web,500.638118,SUV,Medsize +ZT63368,Arizona,2618.80573,No,Basic,College,2/20/11,Unemployed,M,0,Suburban,Single,74,2,51,0,1,Personal Auto,Personal L3,Offer1,Agent,470.956628,Four-Door Car,Medsize +VU79621,Oregon,8139.996817,No,Basic,Master,1/1/11,Unemployed,M,0,Suburban,Divorced,108,10,42,0,6,Personal Auto,Personal L2,Offer2,Branch,518.4,Sports Car,Large +HP20623,California,5227.570224,No,Basic,High School or Below,1/13/11,Employed,F,70988,Suburban,Married,65,3,82,0,7,Personal Auto,Personal L1,Offer3,Web,312,Four-Door Car,Medsize +RY44996,Oregon,2677.223462,No,Basic,High School or Below,1/13/11,Employed,F,56536,Urban,Divorced,67,10,63,0,1,Special Auto,Special L1,Offer4,Web,301.891189,Four-Door Car,Medsize +YS71471,Arizona,2685.738737,No,Basic,High School or Below,1/3/11,Employed,M,45754,Suburban,Divorced,69,34,88,0,1,Personal Auto,Personal L3,Offer2,Web,333.189774,Two-Door Car,Medsize +VW74085,Oregon,5932.560456,No,Basic,High School or Below,1/27/11,Employed,F,48278,Rural,Married,74,22,7,0,4,Personal Auto,Personal L3,Offer1,Web,98.198664,Two-Door Car,Medsize +YD76280,Oregon,2335.878238,No,Basic,High School or Below,1/9/11,Employed,M,22087,Suburban,Married,61,29,3,2,1,Personal Auto,Personal L2,Offer3,Agent,292.8,Two-Door Car,Small +TL67005,California,4811.184482,No,Extended,High School or Below,1/7/11,Unemployed,F,0,Urban,Divorced,136,11,30,1,1,Corporate Auto,Corporate L2,Offer1,Agent,569.908338,SUV,Medsize +MO65595,Nevada,3386.532195,No,Extended,Bachelor,2/10/11,Unemployed,F,0,Suburban,Married,92,18,79,0,1,Personal Auto,Personal L3,Offer1,Branch,571.593637,Two-Door Car,Medsize +RX96438,Washington,2311.211287,No,Basic,High School or Below,1/6/11,Disabled,F,24400,Suburban,Single,62,13,25,0,1,Corporate Auto,Corporate L3,Offer3,Agent,297.6,Two-Door Car,Medsize +VA65117,Oregon,7635.422232,No,Basic,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,110,0,66,0,7,Personal Auto,Personal L1,Offer1,Branch,1138.687583,SUV,Medsize +KG16176,Washington,2434.849287,No,Basic,College,1/19/11,Unemployed,F,0,Urban,Married,66,30,34,0,1,Personal Auto,Personal L2,Offer1,Agent,167.073308,Four-Door Car,Medsize +NT79981,Nevada,3605.974564,No,Extended,High School or Below,1/6/11,Disabled,F,13199,Suburban,Divorced,93,23,22,0,1,Personal Auto,Personal L3,Offer2,Agent,582.462008,Four-Door Car,Medsize +ES88339,California,3337.980868,No,Extended,Master,1/15/11,Employed,M,60607,Urban,Married,83,2,82,0,1,Corporate Auto,Corporate L1,Offer2,Web,379.583119,Four-Door Car,Medsize +AD33971,California,12564.06775,No,Basic,Doctor,1/14/11,Unemployed,M,0,Suburban,Married,68,15,52,0,2,Personal Auto,Personal L3,Offer2,Web,326.4,Four-Door Car,Medsize +JR84006,Washington,2454.355436,No,Basic,High School or Below,1/2/11,Employed,M,74624,Suburban,Married,62,16,71,1,1,Personal Auto,Personal L2,Offer2,Branch,297.6,Four-Door Car,Medsize +FN66436,California,10722.0645,No,Extended,College,2/3/11,Employed,F,54311,Urban,Married,90,20,41,0,2,Personal Auto,Personal L3,Offer2,Agent,385.572011,Two-Door Car,Medsize +YX84828,Oregon,5079.830406,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Married,68,6,95,0,5,Personal Auto,Personal L3,Offer2,Agent,326.4,Two-Door Car,Small +JH94846,California,3829.278604,No,Extended,Bachelor,1/9/11,Disabled,F,19240,Suburban,Married,99,25,69,0,1,Personal Auto,Personal L2,Offer3,Call Center,475.2,Four-Door Car,Small +TX73398,Nevada,3697.04094,No,Premium,Bachelor,2/10/11,Unemployed,M,0,Suburban,Single,113,3,91,0,1,Personal Auto,Personal L3,Offer1,Agent,813.6,Two-Door Car,Medsize +RX45809,California,14854.19552,No,Basic,College,2/6/11,Employed,M,37899,Rural,Married,187,9,11,0,5,Personal Auto,Personal L1,Offer4,Branch,246.993145,Luxury SUV,Medsize +US36532,Arizona,4938.21454,No,Basic,High School or Below,2/27/11,Employed,F,76283,Suburban,Married,61,9,99,0,6,Corporate Auto,Corporate L3,Offer2,Agent,292.8,Four-Door Car,Medsize +RN86953,California,7536.070851,No,Basic,High School or Below,1/13/11,Employed,F,69674,Suburban,Married,62,14,18,1,2,Personal Auto,Personal L1,Offer3,Branch,297.6,Two-Door Car,Medsize +RZ50353,California,6243.141785,No,Extended,High School or Below,1/2/11,Employed,M,57734,Suburban,Divorced,78,2,64,0,3,Personal Auto,Personal L2,Offer4,Web,374.4,Four-Door Car,Medsize +QP32003,Arizona,9983.128441,No,Extended,College,1/6/11,Unemployed,F,0,Suburban,Single,93,19,79,0,2,Personal Auto,Personal L1,Offer3,Call Center,669.6,Four-Door Car,Medsize +WN91943,California,12948.39854,No,Premium,College,1/21/11,Employed,M,30763,Suburban,Single,111,28,19,0,2,Personal Auto,Personal L1,Offer1,Agent,1072.532443,Four-Door Car,Medsize +BR24590,Arizona,2510.593651,No,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Single,70,25,30,0,1,Personal Auto,Personal L3,Offer1,Agent,522.41314,Four-Door Car,Small +UI57491,California,5165.571852,No,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,72,6,66,0,5,Personal Auto,Personal L3,Offer1,Agent,518.4,Two-Door Car,Small +UJ70796,Oregon,7413.422501,No,Basic,College,1/28/11,Employed,F,52130,Rural,Married,62,17,54,0,2,Personal Auto,Personal L3,Offer2,Branch,124.463095,Four-Door Car,Medsize +NX32730,California,3000.437822,No,Basic,High School or Below,2/8/11,Employed,F,77041,Suburban,Married,74,11,61,0,1,Personal Auto,Personal L3,Offer3,Agent,475.01424,Two-Door Car,Large +OH98172,California,3188.53073,No,Extended,High School or Below,1/3/11,Employed,F,81081,Urban,Married,79,20,25,0,1,Personal Auto,Personal L3,Offer2,Agent,224.888004,Two-Door Car,Medsize +AQ30231,California,5800.772699,No,Extended,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,78,16,93,0,6,Personal Auto,Personal L2,Offer2,Agent,374.4,Four-Door Car,Small +MU97512,Oregon,7398.873941,No,Basic,Bachelor,2/2/11,Employed,M,27383,Suburban,Married,188,33,25,0,1,Corporate Auto,Corporate L2,Offer4,Branch,902.4,Luxury Car,Medsize +CO75086,Arizona,7269.338677,No,Extended,College,1/30/11,Employed,M,20407,Rural,Married,95,33,6,2,8,Corporate Auto,Corporate L2,Offer1,Call Center,36.97749,Four-Door Car,Medsize +WW52683,California,5067.635525,No,Basic,Bachelor,1/26/11,Employed,F,61067,Rural,Married,64,20,0,1,3,Personal Auto,Personal L3,Offer2,Agent,86.309744,Four-Door Car,Medsize +XO38850,Arizona,6227.365252,No,Extended,College,2/4/11,Unemployed,M,0,Suburban,Single,94,11,21,0,9,Personal Auto,Personal L2,Offer3,Agent,676.8,Four-Door Car,Small +DB50188,California,4448.642277,No,Basic,College,2/20/11,Employed,M,23006,Suburban,Married,113,17,60,0,1,Personal Auto,Personal L3,Offer1,Branch,792.104571,SUV,Medsize +DG23204,California,2595.558788,No,Basic,Doctor,1/27/11,Employed,F,27734,Urban,Married,65,12,86,0,1,Personal Auto,Personal L3,Offer2,Call Center,193.33986,Four-Door Car,Medsize +JS64688,Oregon,2595.853636,No,Basic,High School or Below,2/2/11,Employed,M,48608,Suburban,Divorced,67,18,12,0,1,Personal Auto,Personal L1,Offer2,Agent,321.6,Four-Door Car,Medsize +PU81096,Arizona,6817.430723,No,Basic,Bachelor,1/26/11,Employed,M,43947,Urban,Married,61,33,43,4,2,Personal Auto,Personal L3,Offer3,Agent,291.388894,Four-Door Car,Large +IW56740,Oregon,15519.67161,No,Extended,High School or Below,1/20/11,Medical Leave,M,23402,Suburban,Divorced,82,3,28,0,2,Personal Auto,Personal L3,Offer3,Agent,393.6,Two-Door Car,Medsize +AK44985,California,3853.473448,No,Basic,College,2/23/11,Unemployed,F,0,Suburban,Single,110,13,3,0,1,Personal Auto,Personal L2,Offer1,Agent,792,SUV,Large +FX55409,Oregon,8229.240991,No,Basic,Master,1/14/11,Unemployed,F,0,Urban,Married,109,5,63,0,3,Personal Auto,Personal L2,Offer3,Web,298.636534,SUV,Medsize +BK76107,Oregon,14024.35839,Yes,Premium,High School or Below,2/19/11,Employed,F,81872,Rural,Married,115,10,55,0,2,Personal Auto,Personal L1,Offer2,Web,256.43803,Four-Door Car,Medsize +AY26056,Arizona,7948.567913,No,Basic,College,1/16/11,Employed,F,63892,Rural,Married,66,2,80,0,2,Personal Auto,Personal L3,Offer1,Agent,90.712257,Four-Door Car,Medsize +QR36329,Washington,2624.099741,No,Basic,Bachelor,1/27/11,Medical Leave,F,11822,Urban,Single,70,10,89,0,1,Corporate Auto,Corporate L1,Offer1,Agent,285.894115,Two-Door Car,Large +GF70857,Nevada,2933.960426,No,Extended,College,1/28/11,Unemployed,M,0,Rural,Married,83,2,62,0,1,Personal Auto,Personal L3,Offer2,Call Center,199.851201,Four-Door Car,Medsize +QE46704,Nevada,2871.145075,No,Basic,College,1/28/11,Employed,M,94178,Urban,Married,72,26,25,1,1,Personal Auto,Personal L2,Offer2,Web,226.10336,Four-Door Car,Medsize +PD22502,California,4799.621411,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Married,65,11,25,0,4,Personal Auto,Personal L3,Offer1,Agent,312,Two-Door Car,Small +XF94560,Washington,2305.238251,No,Basic,High School or Below,2/12/11,Unemployed,F,0,Suburban,Married,62,14,81,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,297.6,Four-Door Car,Medsize +HZ64168,California,40440.76481,No,Extended,Bachelor,2/15/11,Unemployed,M,0,Suburban,Single,129,23,59,0,2,Personal Auto,Personal L3,Offer1,Call Center,1191.319334,SUV,Medsize +FT79229,Washington,8900.420359,No,Basic,Bachelor,2/12/11,Employed,F,83761,Suburban,Divorced,111,1,34,0,5,Personal Auto,Personal L2,Offer1,Agent,532.8,SUV,Medsize +EI17753,Oregon,4428.031583,Yes,Basic,High School or Below,1/29/11,Employed,F,58577,Urban,Married,110,6,62,0,1,Personal Auto,Personal L1,Offer1,Agent,303.872752,SUV,Medsize +EV15646,California,3781.690691,No,Extended,College,2/11/11,Employed,M,46573,Rural,Married,94,26,62,0,1,Personal Auto,Personal L3,Offer3,Branch,77.778826,Four-Door Car,Medsize +FF38892,California,32861.25616,No,Premium,High School or Below,2/11/11,Employed,F,49889,Rural,Married,118,8,11,0,2,Personal Auto,Personal L3,Offer4,Agent,201.545818,Two-Door Car,Medsize +PP35705,California,35862.99324,No,Extended,High School or Below,2/26/11,Medical Leave,M,26376,Suburban,Divorced,121,7,19,0,2,Personal Auto,Personal L3,Offer1,Agent,580.8,SUV,Small +FQ24781,Oregon,2574.020376,Yes,Basic,Master,1/14/11,Employed,F,34990,Rural,Single,65,23,73,0,1,Personal Auto,Personal L1,Offer2,Web,42.689135,Four-Door Car,Medsize +CR20811,California,10660.89661,No,Extended,Bachelor,2/24/11,Employed,F,60642,Urban,Married,133,34,68,0,5,Personal Auto,Personal L3,Offer1,Agent,428.27511,SUV,Medsize +XT55646,Arizona,4428.625763,No,Basic,Bachelor,2/2/11,Medical Leave,M,18263,Suburban,Married,117,1,18,0,1,Personal Auto,Personal L2,Offer1,Branch,758.333096,SUV,Medsize +JH30819,California,25674.14895,No,Basic,Bachelor,2/15/11,Employed,F,66550,Suburban,Married,107,5,0,1,2,Corporate Auto,Corporate L3,Offer1,Agent,513.6,SUV,Medsize +YV88022,Washington,6689.022728,Yes,Extended,High School or Below,2/13/11,Employed,M,56980,Suburban,Married,84,33,70,0,7,Personal Auto,Personal L2,Offer2,Agent,599.000883,Two-Door Car,Medsize +VF57165,California,16256.80661,No,Extended,High School or Below,1/17/11,Employed,F,21206,Rural,Married,136,12,9,0,2,Corporate Auto,Corporate L1,Offer3,Branch,98.086192,Sports Car,Medsize +AZ36763,Arizona,11834.73469,No,Extended,Bachelor,2/17/11,Unemployed,F,0,Suburban,Single,85,12,37,0,2,Personal Auto,Personal L2,Offer2,Agent,612,Four-Door Car,Medsize +FL50532,Arizona,8237.251407,No,Basic,Master,2/28/11,Employed,M,48866,Suburban,Married,103,5,76,0,3,Personal Auto,Personal L1,Offer3,Web,494.4,Sports Car,Medsize +JP88955,Oregon,8876.667487,No,Basic,High School or Below,2/6/11,Employed,M,30525,Urban,Single,115,24,35,0,3,Personal Auto,Personal L2,Offer2,Call Center,368.022992,Sports Car,Small +QF69163,Washington,4373.35826,No,Premium,College,1/6/11,Disabled,F,25676,Suburban,Married,113,6,84,0,1,Personal Auto,Personal L3,Offer3,Web,542.4,Two-Door Car,Medsize +OA26316,Arizona,2221.364314,No,Basic,College,2/13/11,Unemployed,F,0,Suburban,Single,62,25,30,0,1,Personal Auto,Personal L2,Offer2,Call Center,699.521401,Four-Door Car,Medsize +FL55134,Nevada,10408.96865,Yes,Basic,High School or Below,2/18/11,Retired,M,20228,Suburban,Divorced,101,3,43,1,2,Personal Auto,Personal L3,Offer1,Branch,523.815839,SUV,Medsize +OL48469,Nevada,4162.179638,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,67,26,88,3,3,Personal Auto,Personal L3,Offer1,Branch,321.6,Four-Door Car,Medsize +CR86548,Nevada,12349.70232,No,Basic,Master,1/14/11,Employed,F,67248,Suburban,Divorced,102,19,4,0,2,Personal Auto,Personal L2,Offer3,Call Center,489.6,SUV,Medsize +XO11574,California,3399.125502,No,Extended,High School or Below,2/11/11,Employed,M,28928,Rural,Married,87,23,7,1,1,Personal Auto,Personal L3,Offer3,Agent,192.644347,Four-Door Car,Medsize +DM34321,California,3420.661111,No,Extended,Master,2/8/11,Retired,F,11652,Suburban,Married,89,23,13,0,1,Personal Auto,Personal L2,Offer4,Call Center,526.476537,Two-Door Car,Small +WH56217,Washington,8927.565817,No,Basic,College,2/14/11,Medical Leave,M,29136,Suburban,Divorced,118,16,72,0,9,Corporate Auto,Corporate L1,Offer1,Agent,566.4,SUV,Large +BV55733,Nevada,10852.95712,No,Extended,College,1/26/11,Employed,M,67696,Rural,Married,97,11,51,5,2,Corporate Auto,Corporate L3,Offer4,Branch,17.479575,Two-Door Car,Medsize +PK37121,Washington,4369.595738,No,Basic,High School or Below,2/16/11,Employed,F,91775,Rural,Married,108,9,35,0,1,Personal Auto,Personal L3,Offer2,Branch,256.893746,SUV,Large +EO87464,Oregon,7915.980712,No,Extended,High School or Below,2/5/11,Employed,M,31383,Suburban,Married,99,24,72,0,6,Corporate Auto,Corporate L2,Offer2,Agent,475.2,Four-Door Car,Medsize +UF49068,California,7754.666388,No,Basic,College,2/22/11,Unemployed,M,0,Suburban,Single,117,2,36,0,3,Corporate Auto,Corporate L3,Offer3,Agent,918.655051,SUV,Medsize +CH20044,California,2241.463188,No,Basic,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,65,22,93,0,1,Corporate Auto,Corporate L1,Offer1,Agent,312,Four-Door Car,Medsize +NU57274,California,9354.128045,No,Extended,Bachelor,1/1/11,Unemployed,M,0,Suburban,Single,135,24,67,0,8,Personal Auto,Personal L1,Offer1,Branch,972,SUV,Large +CV63337,Oregon,3499.139864,No,Extended,Bachelor,1/8/11,Employed,F,37273,Suburban,Divorced,88,10,87,0,1,Personal Auto,Personal L3,Offer1,Branch,422.4,Two-Door Car,Large +GY87675,Oregon,5140.391812,No,Extended,College,1/16/11,Retired,M,26952,Suburban,Divorced,76,1,0,1,8,Corporate Auto,Corporate L1,Offer1,Branch,364.8,Four-Door Car,Medsize +OH93496,Arizona,3703.404606,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,109,22,5,0,1,Personal Auto,Personal L3,Offer1,Agent,784.8,SUV,Small +AY99324,Oregon,6555.360031,No,Extended,College,1/18/11,Disabled,M,21853,Suburban,Married,86,10,2,0,5,Personal Auto,Personal L2,Offer3,Agent,412.8,Four-Door Car,Medsize +MR27647,Washington,3312.176781,No,Extended,High School or Below,1/29/11,Disabled,F,27431,Suburban,Married,85,2,39,0,1,Personal Auto,Personal L2,Offer3,Agent,457.783791,Four-Door Car,Medsize +VQ82774,California,16301.9676,Yes,Extended,Master,2/17/11,Retired,F,19614,Suburban,Married,85,21,32,0,2,Personal Auto,Personal L2,Offer2,Agent,574.024018,Two-Door Car,Medsize +WT38706,Oregon,14635.45158,Yes,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Divorced,139,5,56,0,2,Personal Auto,Personal L3,Offer1,Call Center,667.2,SUV,Medsize +UI89243,California,5723.535705,No,Basic,Bachelor,2/9/11,Employed,F,77646,Suburban,Married,71,3,29,0,6,Personal Auto,Personal L2,Offer4,Branch,340.8,Four-Door Car,Large +XP69351,California,2443.925701,No,Basic,College,2/12/11,Unemployed,M,0,Rural,Married,69,2,55,0,1,Personal Auto,Personal L2,Offer2,Branch,124.180159,Four-Door Car,Medsize +PY64219,California,13024.13012,Yes,Extended,Master,1/31/11,Unemployed,M,0,Suburban,Single,125,6,61,0,2,Personal Auto,Personal L2,Offer1,Agent,900,SUV,Small +QJ64737,California,6165.864761,No,Extended,High School or Below,2/23/11,Employed,F,60884,Suburban,Married,77,10,56,0,4,Personal Auto,Personal L3,Offer2,Branch,491.848498,Four-Door Car,Small +IU14618,Oregon,5838.89915,Yes,Basic,High School or Below,1/6/11,Employed,M,81082,Urban,Married,73,5,85,0,4,Personal Auto,Personal L3,Offer2,Agent,281.295903,Four-Door Car,Large +HH61461,Nevada,9971.017125,No,Extended,Bachelor,2/17/11,Employed,F,57483,Suburban,Married,82,4,59,0,2,Personal Auto,Personal L3,Offer1,Branch,540.072619,Four-Door Car,Small +JX10102,Arizona,3223.217276,No,Extended,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,91,35,12,1,1,Personal Auto,Personal L2,Offer3,Agent,655.2,Four-Door Car,Small +SG86615,Oregon,14558.42424,No,Basic,High School or Below,1/28/11,Employed,M,40260,Urban,Married,73,20,20,0,2,Personal Auto,Personal L1,Offer4,Web,299.505575,Four-Door Car,Medsize +VE47660,Oregon,9033.246265,No,Basic,High School or Below,2/5/11,Employed,F,30004,Suburban,Married,112,12,42,0,5,Personal Auto,Personal L3,Offer3,Web,806.4,SUV,Medsize +BZ36030,Oregon,12590.93519,No,Premium,College,1/11/11,Employed,M,62575,Suburban,Married,106,5,21,0,2,Personal Auto,Personal L1,Offer2,Call Center,508.8,Two-Door Car,Medsize +KJ52520,Arizona,8161.781091,No,Basic,High School or Below,1/22/11,Employed,F,45270,Rural,Single,70,11,63,0,2,Personal Auto,Personal L3,Offer4,Call Center,46.053458,Two-Door Car,Medsize +IK60267,Nevada,2730.96734,No,Basic,Bachelor,1/10/11,Employed,F,24967,Suburban,Married,69,6,38,0,1,Personal Auto,Personal L2,Offer3,Branch,331.2,Two-Door Car,Medsize +NX15614,Oregon,20294.39491,No,Basic,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,73,3,74,0,2,Personal Auto,Personal L3,Offer3,Branch,525.6,Two-Door Car,Medsize +JO64353,Oregon,5301.835462,No,Basic,High School or Below,1/1/11,Employed,F,20269,Suburban,Married,66,14,79,0,3,Personal Auto,Personal L3,Offer1,Agent,475.2,Two-Door Car,Small +BL89983,California,9035.671134,Yes,Premium,High School or Below,1/21/11,Employed,F,34337,Suburban,Married,113,20,44,0,9,Special Auto,Special L3,Offer2,Web,542.4,Four-Door Car,Large +SE64365,California,4674.705262,No,Premium,High School or Below,2/9/11,Employed,M,35830,Suburban,Married,118,4,50,1,1,Corporate Auto,Corporate L2,Offer1,Agent,597.259924,Four-Door Car,Small +JW16295,California,10676.58892,No,Extended,High School or Below,1/23/11,Employed,F,55510,Suburban,Divorced,89,1,2,0,2,Personal Auto,Personal L2,Offer1,Web,427.2,Two-Door Car,Medsize +IC61020,Oregon,7437.514997,No,Basic,High School or Below,2/23/11,Employed,F,88360,Suburban,Divorced,185,2,73,0,1,Personal Auto,Personal L2,Offer1,Call Center,929.958895,Luxury Car,Large +WB73140,Arizona,5447.809042,No,Basic,High School or Below,1/3/11,Unemployed,F,0,Suburban,Married,73,17,15,0,3,Personal Auto,Personal L2,Offer3,Agent,350.4,Four-Door Car,Medsize +JP52554,California,15550.19077,No,Basic,Bachelor,1/25/11,Medical Leave,F,17449,Urban,Divorced,71,16,55,0,2,Corporate Auto,Corporate L1,Offer3,Agent,268.676912,Four-Door Car,Medsize +QZ24527,California,33473.34946,Yes,Basic,Bachelor,1/11/11,Employed,F,33190,Suburban,Divorced,106,18,95,0,2,Personal Auto,Personal L2,Offer1,Web,508.8,SUV,Medsize +VB53090,California,8013.608606,No,Basic,Master,1/3/11,Employed,M,43196,Rural,Married,66,34,71,0,2,Personal Auto,Personal L3,Offer4,Agent,1.48947,Four-Door Car,Medsize +LR49580,Oregon,5061.180855,No,Basic,Bachelor,2/14/11,Employed,F,59216,Urban,Married,64,0,66,2,7,Personal Auto,Personal L3,Offer2,Branch,200.493214,Four-Door Car,Large +LH66741,Arizona,7034.345804,No,Basic,Bachelor,2/26/11,Employed,M,23158,Suburban,Married,63,31,46,3,2,Personal Auto,Personal L2,Offer2,Branch,302.4,Four-Door Car,Large +IS79761,Oregon,3815.851163,No,Extended,High School or Below,1/5/11,Employed,M,38651,Suburban,Single,98,12,83,0,1,Personal Auto,Personal L3,Offer3,Branch,470.4,Two-Door Car,Medsize +PM11577,Oregon,8476.766278,No,Premium,Bachelor,1/28/11,Employed,F,74001,Rural,Married,108,3,62,3,7,Corporate Auto,Corporate L3,Offer1,Web,254.311154,Two-Door Car,Medsize +ZB84321,Washington,19690.44179,No,Basic,College,1/30/11,Employed,F,36032,Suburban,Divorced,70,11,39,0,2,Personal Auto,Personal L3,Offer3,Web,336,Four-Door Car,Small +QO26846,Oregon,3359.290918,No,Extended,Master,2/7/11,Medical Leave,F,16891,Suburban,Single,88,15,54,0,1,Personal Auto,Personal L3,Offer4,Call Center,633.6,Four-Door Car,Medsize +YU55375,Oregon,4502.408771,No,Basic,College,1/30/11,Unemployed,M,0,Suburban,Single,67,15,4,0,4,Personal Auto,Personal L3,Offer2,Branch,499.590386,Two-Door Car,Medsize +YU83697,Nevada,3871.073807,No,Basic,Bachelor,2/27/11,Unemployed,F,0,Suburban,Single,110,8,76,0,1,Corporate Auto,Corporate L2,Offer1,Agent,528,SUV,Small +LQ24783,Oregon,6162.19867,No,Extended,Doctor,1/10/11,Employed,F,80590,Rural,Married,76,26,4,0,3,Corporate Auto,Corporate L3,Offer4,Agent,104.06843,Four-Door Car,Medsize +KL27226,California,6412.368115,No,Extended,Bachelor,1/2/11,Employed,M,58776,Suburban,Divorced,83,20,50,2,4,Personal Auto,Personal L3,Offer3,Branch,478.750667,Four-Door Car,Medsize +MR84659,Oregon,10208.92761,Yes,Extended,College,2/14/11,Employed,F,35482,Suburban,Married,129,21,59,0,3,Personal Auto,Personal L3,Offer1,Branch,619.2,SUV,Medsize +GU92938,Nevada,6943.555989,No,Basic,Bachelor,2/19/11,Disabled,F,25612,Suburban,Married,61,12,52,0,2,Personal Auto,Personal L1,Offer4,Call Center,292.8,Two-Door Car,Small +OE56979,Oregon,9551.167226,No,Basic,High School or Below,1/18/11,Employed,F,57016,Urban,Married,119,31,86,0,3,Personal Auto,Personal L2,Offer2,Agent,341.868399,SUV,Medsize +QT13680,California,2555.51822,No,Basic,High School or Below,2/1/11,Employed,M,25385,Suburban,Married,65,1,96,0,1,Corporate Auto,Corporate L3,Offer4,Branch,458.804028,Four-Door Car,Medsize +FG35165,Washington,2480.487171,No,Basic,College,2/27/11,Employed,F,50516,Urban,Married,62,34,95,0,1,Personal Auto,Personal L3,Offer1,Branch,179.633818,Four-Door Car,Medsize +MS41043,Arizona,7469.145695,No,Basic,College,1/14/11,Unemployed,F,0,Suburban,Married,199,10,17,0,1,Personal Auto,Personal L3,Offer2,Call Center,1956.368115,Luxury SUV,Medsize +BB19609,California,15769.10776,No,Extended,College,2/27/11,Employed,M,29977,Rural,Married,133,16,19,0,2,Personal Auto,Personal L3,Offer1,Agent,255.659711,SUV,Small +QW44027,Oregon,22837.1392,No,Premium,College,2/15/11,Employed,M,89384,Suburban,Married,285,27,70,0,4,Corporate Auto,Corporate L2,Offer2,Web,2052,Luxury Car,Large +AS60178,Nevada,2796.870102,No,Basic,Bachelor,1/30/11,Employed,F,54655,Urban,Married,70,34,9,1,1,Corporate Auto,Corporate L3,Offer1,Agent,186.608147,Four-Door Car,Small +AP89323,Nevada,2728.842912,No,Basic,College,1/8/11,Employed,F,40516,Suburban,Divorced,70,9,75,0,1,Personal Auto,Personal L2,Offer3,Agent,336,Four-Door Car,Small +TY30683,Oregon,3527.398513,No,Extended,College,2/6/11,Disabled,F,26156,Suburban,Single,96,27,50,0,1,Corporate Auto,Corporate L2,Offer2,Agent,460.8,Four-Door Car,Medsize +MP16820,Arizona,2821.100535,No,Basic,College,2/15/11,Employed,M,70047,Rural,Married,71,6,37,0,1,Personal Auto,Personal L1,Offer2,Web,107.713617,Two-Door Car,Medsize +ZT60102,Arizona,17790.40826,No,Premium,College,1/3/11,Retired,M,26000,Suburban,Divorced,256,34,84,0,8,Personal Auto,Personal L1,Offer1,Web,1228.8,Luxury SUV,Small +QX24179,Oregon,5619.649515,No,Basic,Bachelor,2/1/11,Employed,M,41878,Rural,Married,71,5,15,0,8,Personal Auto,Personal L2,Offer1,Agent,161.695519,Four-Door Car,Medsize +RL21492,Arizona,4984.618655,Yes,Basic,Bachelor,1/11/11,Employed,M,86305,Rural,Married,62,1,99,0,5,Corporate Auto,Corporate L3,Offer2,Call Center,80.73124,Four-Door Car,Medsize +JW44963,Arizona,5447.835272,No,Basic,College,2/2/11,Employed,F,55483,Urban,Single,70,26,46,0,3,Personal Auto,Personal L1,Offer4,Web,230.912999,Four-Door Car,Medsize +IT37924,Oregon,9752.698201,No,Extended,College,1/17/11,Employed,F,37345,Rural,Married,82,27,12,0,2,Personal Auto,Personal L3,Offer4,Agent,31.652079,Four-Door Car,Medsize +XC49176,California,3193.817363,No,Extended,Bachelor,2/10/11,Employed,F,93405,Urban,Married,79,0,78,0,1,Corporate Auto,Corporate L3,Offer2,Agent,202.514015,Four-Door Car,Medsize +JK30153,Oregon,8566.423522,No,Basic,Master,1/13/11,Employed,F,99652,Urban,Married,106,21,80,2,4,Personal Auto,Personal L3,Offer1,Branch,406.634615,SUV,Large +MH50997,California,20003.14091,No,Extended,Bachelor,1/29/11,Employed,F,33901,Rural,Married,84,11,19,1,2,Personal Auto,Personal L3,Offer3,Branch,145.990089,Four-Door Car,Medsize +YJ53102,Oregon,3687.169374,No,Extended,Master,1/10/11,Unemployed,F,0,Urban,Married,99,5,68,1,1,Corporate Auto,Corporate L2,Offer1,Agent,378.261483,Four-Door Car,Medsize +EX80215,California,2822.731903,No,Extended,College,2/19/11,Unemployed,F,0,Rural,Married,77,33,86,0,1,Personal Auto,Personal L1,Offer1,Web,138.947984,Four-Door Car,Large +NI46290,Oregon,4860.910322,No,Basic,College,1/31/11,Employed,F,39429,Rural,Divorced,62,12,6,0,9,Corporate Auto,Corporate L3,Offer1,Call Center,102.466444,Four-Door Car,Medsize +CJ78860,Oregon,3649.194138,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,104,1,50,0,1,Personal Auto,Personal L2,Offer1,Agent,748.8,SUV,Medsize +WR88041,Washington,5043.801276,No,Basic,High School or Below,1/1/11,Employed,M,35832,Urban,Divorced,65,1,44,0,7,Personal Auto,Personal L3,Offer1,Agent,177.211626,Four-Door Car,Medsize +YI70563,California,2780.845565,No,Basic,Bachelor,2/25/11,Employed,M,88704,Urban,Married,69,16,78,0,1,Personal Auto,Personal L3,Offer2,Call Center,259.714887,Two-Door Car,Small +XB91559,Washington,5274.429281,No,Basic,College,2/3/11,Employed,M,44051,Suburban,Married,67,21,81,0,3,Personal Auto,Personal L2,Offer2,Agent,321.6,Four-Door Car,Large +LT80200,Oregon,2693.606981,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,74,22,3,0,1,Personal Auto,Personal L2,Offer1,Branch,355.2,Four-Door Car,Small +DJ71217,Washington,21561.71277,No,Basic,College,1/28/11,Unemployed,M,0,Suburban,Single,110,11,59,0,2,Personal Auto,Personal L2,Offer3,Branch,792,SUV,Medsize +PI79725,Oregon,2569.692441,No,Basic,Bachelor,1/7/11,Employed,F,79297,Urban,Married,64,14,44,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,164.328953,Four-Door Car,Small +YV23210,Oregon,7422.186246,No,Basic,High School or Below,1/18/11,Employed,M,23617,Suburban,Married,189,0,47,0,1,Personal Auto,Personal L1,Offer3,Agent,907.2,Luxury Car,Small +BP49831,Washington,2926.5223,No,Extended,Bachelor,1/16/11,Employed,F,23656,Suburban,Single,80,11,1,3,1,Corporate Auto,Corporate L3,Offer2,Branch,384,Four-Door Car,Medsize +OF20965,Nevada,7284.363465,No,Extended,Bachelor,1/6/11,Employed,F,67780,Suburban,Divorced,92,0,72,0,3,Personal Auto,Personal L2,Offer3,Call Center,601.455036,Four-Door Car,Small +RX25695,Arizona,22721.24078,No,Extended,Bachelor,2/18/11,Employed,M,26900,Suburban,Married,97,7,21,1,2,Personal Auto,Personal L3,Offer4,Call Center,465.6,Four-Door Car,Medsize +IO14680,Oregon,8838.085637,Yes,Basic,Bachelor,1/21/11,Employed,M,82664,Rural,Married,114,24,10,3,9,Corporate Auto,Corporate L3,Offer2,Agent,133.425609,SUV,Medsize +WI52672,California,13576.143,No,Basic,High School or Below,2/23/11,Employed,F,94153,Rural,Married,111,2,5,0,2,Corporate Auto,Corporate L3,Offer1,Web,4.845348,SUV,Medsize +YC45944,Arizona,3885.456401,Yes,Premium,College,2/28/11,Unemployed,M,0,Suburban,Married,105,3,92,0,1,Personal Auto,Personal L2,Offer1,Branch,504,Four-Door Car,Large +FV22585,Oregon,6960.920371,No,Extended,College,2/4/11,Employed,M,74487,Rural,Divorced,88,8,86,0,3,Personal Auto,Personal L1,Offer1,Call Center,16.711329,Four-Door Car,Medsize +HP27902,Arizona,23536.74767,No,Basic,Bachelor,1/9/11,Employed,F,33747,Urban,Married,199,29,95,0,2,Corporate Auto,Corporate L2,Offer3,Branch,832.701335,Luxury Car,Medsize +TP52309,California,13752.46705,No,Extended,High School or Below,1/27/11,Unemployed,M,0,Suburban,Married,131,31,49,1,2,Personal Auto,Personal L1,Offer3,Agent,628.8,Sports Car,Medsize +KU54022,Nevada,3323.856125,No,Extended,High School or Below,1/25/11,Disabled,F,12762,Suburban,Married,86,10,14,0,1,Corporate Auto,Corporate L3,Offer4,Agent,412.8,Two-Door Car,Medsize +FP67637,Nevada,5380.312218,No,Basic,Bachelor,1/25/11,Employed,M,93818,Urban,Married,66,7,25,0,6,Personal Auto,Personal L3,Offer1,Agent,248.405684,Four-Door Car,Small +SO43919,California,14228.23432,No,Extended,Bachelor,1/16/11,Employed,M,31650,Suburban,Married,121,25,17,0,2,Personal Auto,Personal L3,Offer1,Branch,580.8,SUV,Medsize +LH85364,Oregon,26016.525,No,Extended,High School or Below,1/17/11,Employed,F,43922,Rural,Single,83,2,43,0,2,Personal Auto,Personal L3,Offer1,Branch,40.740297,Four-Door Car,Large +AP95078,Oregon,7855.324623,No,Basic,Bachelor,1/10/11,Employed,M,37229,Suburban,Married,67,9,36,0,2,Personal Auto,Personal L2,Offer4,Branch,321.6,Four-Door Car,Medsize +JC16991,Arizona,7423.899674,No,Basic,Master,2/12/11,Employed,F,36639,Suburban,Divorced,62,16,34,0,2,Personal Auto,Personal L2,Offer1,Call Center,297.6,Four-Door Car,Small +GG24674,California,2497.543631,No,Basic,High School or Below,2/21/11,Retired,F,15520,Suburban,Married,66,21,16,0,1,Personal Auto,Personal L1,Offer3,Web,316.8,Two-Door Car,Medsize +IA11038,Oregon,8845.710917,No,Basic,College,1/20/11,Employed,F,77077,Urban,Single,112,11,51,0,7,Personal Auto,Personal L2,Offer2,Call Center,528.047506,SUV,Medsize +SA88518,Oregon,7737.265103,No,Basic,College,1/19/11,Employed,F,50296,Rural,Married,65,26,62,1,2,Personal Auto,Personal L2,Offer1,Call Center,46.804,Two-Door Car,Medsize +GO80206,Arizona,2433.214447,No,Basic,Bachelor,2/8/11,Employed,F,23737,Suburban,Married,62,10,65,1,1,Personal Auto,Personal L3,Offer2,Agent,437.934279,Four-Door Car,Small +GB71156,California,9156.322563,No,Premium,College,1/22/11,Employed,M,59624,Suburban,Divorced,117,23,44,0,3,Corporate Auto,Corporate L3,Offer3,Branch,582.781896,Four-Door Car,Small +RU39880,California,11747.65373,No,Basic,Bachelor,1/10/11,Employed,F,58658,Suburban,Married,74,16,23,0,2,Personal Auto,Personal L3,Offer4,Call Center,355.2,Two-Door Car,Medsize +ND77597,Oregon,11084.60844,No,Basic,Bachelor,1/17/11,Employed,M,25542,Suburban,Married,70,21,47,0,2,Personal Auto,Personal L3,Offer2,Branch,448.374285,Four-Door Car,Medsize +RB70060,California,7434.247572,No,Basic,High School or Below,2/23/11,Employed,M,51408,Suburban,Married,62,11,92,0,2,Personal Auto,Personal L2,Offer1,Agent,297.6,Four-Door Car,Large +BH68769,Oregon,6347.497519,No,Extended,Bachelor,2/6/11,Employed,M,42259,Suburban,Married,81,1,15,0,3,Personal Auto,Personal L2,Offer2,Call Center,529.502964,Two-Door Car,Small +IO64256,Oregon,2736.944466,No,Basic,High School or Below,1/22/11,Employed,F,78889,Rural,Married,68,0,84,0,1,Corporate Auto,Corporate L3,Offer4,Branch,51.822348,Two-Door Car,Medsize +XU98055,Arizona,9546.81655,No,Extended,College,2/4/11,Medical Leave,M,15406,Suburban,Married,124,7,40,0,3,Personal Auto,Personal L3,Offer3,Call Center,892.8,SUV,Medsize +HP68848,Arizona,9165.721087,No,Premium,High School or Below,1/23/11,Employed,F,53792,Suburban,Married,115,1,8,1,8,Corporate Auto,Corporate L3,Offer1,Call Center,552,Four-Door Car,Small +AW84946,Arizona,4479.59882,No,Basic,Bachelor,2/4/11,Employed,M,36349,Urban,Married,117,13,49,3,1,Personal Auto,Personal L2,Offer1,Agent,326.787526,SUV,Medsize +HE29300,California,38545.70689,No,Basic,College,1/14/11,Employed,M,41104,Urban,Married,109,4,10,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,440.030847,SUV,Large +XK99408,California,9177.953095,No,Basic,High School or Below,2/21/11,Employed,F,29098,Suburban,Married,115,21,19,0,4,Personal Auto,Personal L1,Offer3,Web,683.554301,SUV,Medsize +RA38184,Arizona,3444.171166,No,Extended,Bachelor,2/3/11,Unemployed,F,0,Rural,Married,93,10,63,0,1,Corporate Auto,Corporate L3,Offer1,Agent,7.991571,Four-Door Car,Medsize +TN79733,Oregon,16468.22079,Yes,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Divorced,63,4,52,0,2,Personal Auto,Personal L2,Offer2,Agent,685.12694,Four-Door Car,Medsize +RU58277,California,15485.80378,No,Basic,Master,1/22/11,Employed,F,72026,Urban,Married,191,22,72,0,6,Corporate Auto,Corporate L2,Offer4,Web,554.926724,Luxury SUV,Small +LI10567,Oregon,11700.6441,No,Premium,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,169,7,64,0,3,Personal Auto,Personal L2,Offer4,Branch,1312.201307,Sports Car,Medsize +JB29250,Oregon,7573.336505,No,Extended,High School or Below,1/31/11,Employed,F,87615,Suburban,Married,94,35,63,0,3,Personal Auto,Personal L2,Offer3,Branch,451.2,Four-Door Car,Medsize +VN57368,California,7091.740512,No,Basic,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,68,13,52,0,2,Corporate Auto,Corporate L1,Offer1,Agent,489.6,Four-Door Car,Medsize +VT51874,Oregon,14862.76011,No,Extended,High School or Below,1/19/11,Unemployed,M,0,Suburban,Divorced,82,5,16,0,2,Personal Auto,Personal L3,Offer4,Agent,393.6,Four-Door Car,Medsize +BC48076,Washington,7783.78421,No,Basic,Master,1/11/11,Employed,F,48689,Suburban,Married,191,15,18,0,1,Personal Auto,Personal L3,Offer1,Call Center,985.193759,Luxury Car,Medsize +DX91931,Washington,10242.4096,No,Premium,College,2/12/11,Unemployed,M,0,Suburban,Single,150,32,20,0,8,Personal Auto,Personal L1,Offer1,Branch,1080,SUV,Small +BP74289,Oregon,7281.247847,No,Basic,College,1/18/11,Unemployed,M,0,Suburban,Divorced,103,12,43,0,3,Personal Auto,Personal L3,Offer2,Call Center,494.4,SUV,Medsize +PS77478,Arizona,6863.706694,No,Basic,College,1/3/11,Unemployed,M,0,Suburban,Single,110,14,30,1,5,Personal Auto,Personal L3,Offer3,Branch,792,SUV,Medsize +DA10870,Arizona,6289.799089,No,Extended,Bachelor,1/8/11,Employed,M,40675,Suburban,Married,81,30,15,2,5,Personal Auto,Personal L2,Offer1,Call Center,563.727058,Four-Door Car,Small +TE60343,Oregon,4716.264294,No,Basic,High School or Below,2/25/11,Employed,M,25746,Suburban,Married,61,0,84,1,3,Corporate Auto,Corporate L3,Offer2,Agent,292.8,Four-Door Car,Medsize +XJ40322,California,5294.28379,No,Basic,High School or Below,1/6/11,Employed,F,61687,Rural,Single,67,13,17,0,3,Personal Auto,Personal L2,Offer4,Web,120.128737,Two-Door Car,Medsize +HJ57617,Oregon,7685.402943,No,Basic,Bachelor,2/24/11,Employed,M,31686,Suburban,Married,101,14,45,2,8,Corporate Auto,Corporate L1,Offer1,Web,710.661746,SUV,Medsize +CD95333,California,5638.930838,No,Basic,Bachelor,1/10/11,Employed,M,20920,Rural,Single,74,19,14,0,4,Personal Auto,Personal L1,Offer2,Branch,14.784843,Two-Door Car,Medsize +CW98743,California,2554.033928,No,Basic,College,2/5/11,Employed,F,22538,Suburban,Married,64,6,67,0,1,Personal Auto,Personal L3,Offer4,Agent,423.787608,Four-Door Car,Medsize +PA80607,Oregon,8096.312478,No,Basic,High School or Below,2/25/11,Employed,M,85483,Urban,Married,67,8,15,0,2,Personal Auto,Personal L3,Offer2,Agent,314.143133,Two-Door Car,Medsize +YC87263,Oregon,21312.37811,No,Premium,Master,2/22/11,Employed,F,70734,Suburban,Married,175,4,35,0,2,Corporate Auto,Corporate L2,Offer1,Branch,1200.292827,SUV,Medsize +EB52195,Oregon,7981.444703,No,Basic,College,1/21/11,Employed,F,40639,Urban,Married,67,21,77,0,2,Personal Auto,Personal L3,Offer4,Branch,301.60252,Four-Door Car,Medsize +VF33776,Nevada,31269.27308,No,Extended,High School or Below,2/6/11,Employed,F,90289,Rural,Married,99,4,88,3,2,Corporate Auto,Corporate L1,Offer2,Web,164.496171,Four-Door Car,Medsize +BP23267,California,73225.95652,No,Extended,Bachelor,2/9/11,Employed,F,39547,Suburban,Married,202,11,21,0,2,Personal Auto,Personal L3,Offer1,Branch,969.6,Luxury SUV,Medsize +OH80943,California,2659.70565,Yes,Extended,College,2/19/11,Unemployed,F,0,Suburban,Divorced,87,4,4,3,1,Special Auto,Special L3,Offer2,Agent,420.041981,Four-Door Car,Medsize +OA46321,Oregon,15512.24997,No,Basic,College,1/17/11,Employed,M,54833,Suburban,Married,198,22,92,3,3,Corporate Auto,Corporate L3,Offer3,Agent,1396.702365,Luxury Car,Large +CA22248,Oregon,2505.42043,No,Basic,Master,2/14/11,Employed,F,60546,Rural,Single,63,21,71,0,1,Personal Auto,Personal L3,Offer2,Branch,46.278027,Four-Door Car,Medsize +LK40273,Oregon,4898.674401,No,Basic,College,2/11/11,Employed,M,33938,Rural,Single,64,21,76,0,7,Personal Auto,Personal L2,Offer1,Branch,63.709865,Four-Door Car,Medsize +LI13735,Oregon,3113.338974,No,Extended,Bachelor,2/3/11,Employed,F,85586,Rural,Married,77,11,55,0,1,Personal Auto,Personal L3,Offer4,Call Center,13.444132,Two-Door Car,Medsize +LK35963,California,17019.0061,No,Basic,Bachelor,2/1/11,Employed,F,89601,Rural,Married,70,1,8,0,2,Personal Auto,Personal L3,Offer2,Branch,117.015463,Two-Door Car,Medsize +YK36937,Washington,5791.012841,No,Basic,College,1/8/11,Employed,M,33799,Suburban,Married,74,8,47,1,3,Personal Auto,Personal L3,Offer3,Agent,355.2,Four-Door Car,Medsize +IY91183,Arizona,3683.794027,No,Basic,Master,1/16/11,Unemployed,F,0,Suburban,Married,100,13,25,1,1,Personal Auto,Personal L3,Offer4,Call Center,480,SUV,Medsize +RA91280,Arizona,3436.134281,Yes,Extended,Doctor,2/18/11,Employed,M,30817,Rural,Divorced,88,25,43,0,1,Personal Auto,Personal L1,Offer2,Branch,91.834668,Four-Door Car,Medsize +LA78882,California,6297.002886,No,Basic,Bachelor,1/13/11,Unemployed,M,0,Suburban,Single,189,15,51,1,1,Personal Auto,Personal L3,Offer1,Agent,1823.730828,Luxury Car,Medsize +RO26233,California,2464.707849,No,Basic,College,2/25/11,Employed,F,31056,Suburban,Divorced,63,5,46,0,1,Personal Auto,Personal L2,Offer3,Agent,302.4,Four-Door Car,Medsize +ZE79055,California,3075.594979,No,Extended,Bachelor,1/20/11,Employed,M,65017,Urban,Married,81,8,16,4,1,Personal Auto,Personal L2,Offer2,Web,301.841073,Four-Door Car,Small +OI92280,Oregon,8428.471635,No,Basic,College,2/15/11,Disabled,F,12180,Suburban,Single,113,17,62,0,3,Corporate Auto,Corporate L3,Offer1,Agent,675.569113,SUV,Medsize +UK62940,Oregon,2354.495752,No,Basic,College,1/3/11,Unemployed,M,0,Suburban,Married,64,19,72,0,1,Personal Auto,Personal L3,Offer1,Branch,333.830572,Four-Door Car,Medsize +PU41916,Oregon,22103.5072,Yes,Basic,College,1/30/11,Unemployed,M,0,Suburban,Married,102,35,48,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,SUV,Medsize +QU75179,California,7147.621865,No,Extended,Bachelor,1/2/11,Employed,M,87454,Rural,Married,89,30,88,0,6,Personal Auto,Personal L3,Offer1,Call Center,60.921658,Four-Door Car,Medsize +PB16956,Oregon,7842.377593,No,Extended,College,2/28/11,Employed,F,51001,Urban,Married,99,13,49,1,3,Personal Auto,Personal L1,Offer1,Agent,291.890464,Four-Door Car,Medsize +JX60415,Arizona,3554.845264,Yes,Extended,Master,1/10/11,Employed,F,58557,Rural,Married,88,4,83,0,1,Personal Auto,Personal L2,Offer1,Branch,55.510526,Four-Door Car,Large +CG39505,Oregon,7251.331956,No,Basic,Bachelor,1/28/11,Disabled,M,18665,Suburban,Divorced,66,9,13,0,2,Personal Auto,Personal L3,Offer1,Web,583.278307,Four-Door Car,Medsize +GD59850,Oregon,5316.606293,No,Basic,College,2/4/11,Disabled,F,21299,Suburban,Married,69,0,1,0,9,Corporate Auto,Corporate L2,Offer3,Branch,331.2,Four-Door Car,Medsize +ME37450,Arizona,5210.348372,No,Basic,Bachelor,1/4/11,Employed,M,89781,Rural,Single,66,7,89,0,5,Special Auto,Special L2,Offer1,Agent,37.960537,Four-Door Car,Medsize +EE24901,Arizona,2989.912494,No,Extended,Bachelor,1/10/11,Unemployed,M,0,Suburban,Married,83,23,11,0,1,Personal Auto,Personal L3,Offer2,Web,398.4,Two-Door Car,Large +VY40793,Oregon,4270.034394,Yes,Extended,College,1/19/11,Unemployed,M,0,Suburban,Married,122,27,2,0,1,Personal Auto,Personal L3,Offer2,Agent,725.870693,SUV,Medsize +ZB54635,California,2524.646973,No,Basic,Bachelor,1/8/11,Unemployed,F,0,Suburban,Married,68,11,81,3,1,Personal Auto,Personal L1,Offer1,Agent,386.977271,Two-Door Car,Small +IF58637,California,2555.851671,No,Basic,High School or Below,1/31/11,Employed,F,22881,Suburban,Single,65,20,10,0,1,Personal Auto,Personal L2,Offer2,Call Center,312,Four-Door Car,Medsize +RE95629,California,2320.516874,No,Basic,College,2/15/11,Unemployed,F,0,Suburban,Married,63,18,76,0,1,Personal Auto,Personal L3,Offer2,Agent,453.6,Two-Door Car,Medsize +XO67536,California,2563.394054,No,Basic,College,2/13/11,Disabled,F,10860,Suburban,Married,66,30,91,0,1,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +QY56887,Arizona,14208.50598,No,Extended,High School or Below,2/8/11,Unemployed,F,0,Suburban,Single,131,12,26,0,2,Corporate Auto,Corporate L3,Offer3,Agent,943.2,SUV,Medsize +TB77524,Arizona,8048.371634,No,Basic,College,1/20/11,Unemployed,F,0,Suburban,Single,116,24,90,0,9,Personal Auto,Personal L3,Offer2,Branch,1339.303486,SUV,Medsize +WM14507,Nevada,7671.847478,No,Extended,High School or Below,2/5/11,Employed,F,62582,Suburban,Married,95,11,46,0,3,Personal Auto,Personal L3,Offer2,Branch,456,Four-Door Car,Small +XL90594,California,7584.361069,No,Extended,College,1/6/11,Employed,F,87473,Urban,Divorced,95,28,7,0,8,Personal Auto,Personal L3,Offer2,Web,448.061777,Four-Door Car,Medsize +CQ78705,Oregon,7145.29959,No,Extended,College,2/9/11,Employed,F,92681,Suburban,Divorced,91,8,23,3,8,Personal Auto,Personal L1,Offer3,Web,436.8,Four-Door Car,Medsize +NY55083,Oregon,14083.97061,No,Basic,College,1/16/11,Employed,F,74916,Rural,Single,62,8,34,4,2,Personal Auto,Personal L1,Offer1,Branch,123.490337,Two-Door Car,Medsize +NJ28041,Oregon,13055.57087,No,Premium,High School or Below,1/26/11,Employed,M,58684,Suburban,Married,162,4,77,0,9,Personal Auto,Personal L2,Offer1,Web,1166.4,SUV,Medsize +CF62430,Nevada,9129.872774,No,Basic,Bachelor,2/27/11,Employed,F,70973,Suburban,Divorced,114,6,24,1,3,Personal Auto,Personal L2,Offer1,Agent,547.2,SUV,Small +SM54927,Washington,6739.664992,No,Extended,Bachelor,1/26/11,Unemployed,F,0,Rural,Married,93,34,32,0,9,Personal Auto,Personal L2,Offer1,Call Center,13.073952,Four-Door Car,Medsize +RV58659,Washington,4422.883059,No,Basic,College,1/20/11,Employed,F,21124,Suburban,Married,112,3,37,0,1,Corporate Auto,Corporate L3,Offer4,Web,733.319294,SUV,Medsize +UZ42802,Oregon,4526.606038,No,Extended,Bachelor,2/6/11,Unemployed,M,0,Suburban,Single,135,28,66,0,1,Personal Auto,Personal L3,Offer1,Agent,1516.383753,Sports Car,Large +KD63933,California,7048.384055,No,Basic,College,2/19/11,Medical Leave,M,24030,Suburban,Single,194,14,0,0,1,Personal Auto,Personal L1,Offer1,Agent,970.688934,Luxury SUV,Medsize +EG54606,California,5218.97082,No,Basic,Bachelor,2/27/11,Employed,M,21371,Suburban,Married,66,13,48,0,8,Personal Auto,Personal L2,Offer2,Branch,590.017366,Four-Door Car,Small +OP73328,Arizona,5399.57618,No,Basic,High School or Below,2/22/11,Employed,F,71186,Rural,Married,67,11,14,0,6,Personal Auto,Personal L3,Offer2,Call Center,29.984815,Two-Door Car,Medsize +QG61936,California,4516.811394,No,Extended,Master,1/2/11,Unemployed,M,0,Suburban,Married,124,29,9,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,595.2,SUV,Medsize +UU22643,Oregon,3600.934326,Yes,Basic,High School or Below,2/25/11,Retired,F,25147,Suburban,Single,101,7,54,0,1,Personal Auto,Personal L3,Offer1,Agent,694.598288,SUV,Medsize +MF65419,Oregon,3979.586552,No,Basic,Bachelor,2/2/11,Unemployed,M,0,Suburban,Single,116,32,57,0,1,Personal Auto,Personal L3,Offer1,Branch,835.2,Sports Car,Medsize +NT97069,Washington,2533.740057,No,Basic,Bachelor,2/21/11,Employed,M,53988,Urban,Married,64,10,17,0,1,Personal Auto,Personal L1,Offer4,Agent,206.82346,Two-Door Car,Medsize +OC50447,Nevada,4966.767294,No,Basic,Bachelor,2/8/11,Employed,M,38055,Rural,Married,64,7,24,1,8,Personal Auto,Personal L3,Offer4,Call Center,39.069987,Two-Door Car,Medsize +FA39525,Oregon,4901.892602,No,Basic,High School or Below,1/25/11,Employed,M,72859,Rural,Divorced,61,6,5,0,9,Personal Auto,Personal L3,Offer3,Agent,49.961074,Two-Door Car,Medsize +XW18691,Washington,7751.927614,No,Premium,Doctor,1/18/11,Employed,M,67787,Rural,Married,194,9,73,0,1,Personal Auto,Personal L3,Offer4,Web,469.257835,SUV,Medsize +UN98304,Oregon,6880.63389,No,Basic,High School or Below,1/13/11,Unemployed,M,0,Suburban,Single,66,24,48,0,2,Corporate Auto,Corporate L3,Offer1,Web,475.2,Four-Door Car,Small +ZW33889,California,2477.708203,No,Basic,Bachelor,2/14/11,Employed,F,44280,Rural,Married,62,25,3,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,130.298883,Two-Door Car,Medsize +MQ80538,Oregon,2727.735302,No,Extended,College,1/4/11,Unemployed,M,0,Suburban,Single,78,10,5,0,1,Personal Auto,Personal L3,Offer1,Call Center,374.4,Four-Door Car,Medsize +HZ28612,Washington,5626.572446,No,Basic,College,1/5/11,Employed,F,59782,Suburban,Married,70,29,51,0,9,Personal Auto,Personal L2,Offer3,Branch,336,Four-Door Car,Small +ZQ35017,California,4650.063763,Yes,Basic,College,1/10/11,Retired,M,28215,Suburban,Single,65,15,26,0,3,Personal Auto,Personal L1,Offer1,Agent,468,Two-Door Car,Medsize +AE30506,California,2396.219292,Yes,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,66,6,71,2,1,Personal Auto,Personal L3,Offer2,Call Center,433.160284,Four-Door Car,Large +LA16827,Arizona,5432.862643,No,Extended,Master,2/16/11,Employed,M,49919,Suburban,Married,134,27,5,0,1,Personal Auto,Personal L2,Offer3,Branch,643.2,SUV,Medsize +TB46243,Arizona,8693.649178,No,Basic,High School or Below,2/16/11,Employed,M,88294,Urban,Married,108,0,50,0,6,Personal Auto,Personal L2,Offer1,Call Center,367.150034,SUV,Small +GI14815,Washington,15759.62394,No,Basic,College,2/2/11,Employed,M,55800,Suburban,Married,66,12,91,0,2,Personal Auto,Personal L3,Offer4,Agent,473.324671,Two-Door Car,Medsize +LQ28707,Oregon,22658.53652,Yes,Basic,Bachelor,1/25/11,Retired,M,23665,Suburban,Married,67,19,50,0,2,Personal Auto,Personal L3,Offer1,Branch,404.817249,Four-Door Car,Medsize +LC27380,Oregon,5720.897922,No,Basic,High School or Below,1/6/11,Employed,F,32224,Rural,Married,72,27,21,0,3,Personal Auto,Personal L2,Offer1,Branch,19.281882,Four-Door Car,Medsize +TJ32609,California,8925.632207,No,Basic,High School or Below,2/4/11,Employed,M,23860,Suburban,Married,114,25,57,1,3,Personal Auto,Personal L3,Offer2,Call Center,547.2,SUV,Small +AU71562,Washington,2936.726182,No,Basic,High School or Below,2/11/11,Employed,F,27179,Suburban,Married,74,32,69,0,1,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Medsize +JQ66292,Oregon,2592.890469,No,Basic,Master,2/21/11,Employed,F,35705,Suburban,Single,65,19,45,0,1,Personal Auto,Personal L2,Offer2,Agent,312,Two-Door Car,Small +BD66455,California,4920.77107,No,Premium,High School or Below,2/9/11,Unemployed,M,0,Suburban,Single,143,13,28,0,1,Personal Auto,Personal L3,Offer1,Agent,1029.6,SUV,Medsize +HS97484,California,32437.0535,No,Extended,College,2/3/11,Unemployed,F,0,Suburban,Divorced,99,15,85,0,2,Personal Auto,Personal L3,Offer1,Call Center,475.2,Four-Door Car,Medsize +AB45325,Arizona,2577.319607,No,Basic,High School or Below,1/26/11,Employed,M,74215,Suburban,Married,64,27,41,0,1,Personal Auto,Personal L3,Offer4,Branch,345.180055,Two-Door Car,Small +ML93514,California,4737.841289,No,Premium,Bachelor,1/14/11,Employed,M,63977,Rural,Married,118,10,78,0,1,Personal Auto,Personal L3,Offer1,Agent,32.83059,Four-Door Car,Medsize +EO56466,Oregon,24660.48825,No,Basic,College,2/24/11,Medical Leave,M,22070,Suburban,Married,72,25,33,0,2,Special Auto,Special L2,Offer1,Agent,345.6,Four-Door Car,Medsize +ZK52226,California,2499.411829,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Single,72,15,47,0,1,Corporate Auto,Corporate L3,Offer2,Branch,345.6,Two-Door Car,Large +EK87467,Arizona,2722.210707,Yes,Basic,College,2/2/11,Medical Leave,F,17576,Suburban,Married,71,29,70,0,1,Personal Auto,Personal L3,Offer2,Call Center,398.502948,Four-Door Car,Medsize +QT24496,California,4083.560673,No,Basic,College,2/11/11,Disabled,F,13483,Suburban,Married,107,9,60,0,1,Personal Auto,Personal L3,Offer1,Branch,556.054702,SUV,Medsize +NM44679,California,9783.628981,No,Extended,College,2/25/11,Unemployed,M,0,Suburban,Married,136,33,21,0,5,Personal Auto,Personal L2,Offer1,Call Center,979.2,SUV,Medsize +SK47066,Washington,10492.97256,No,Extended,College,1/9/11,Employed,M,72297,Rural,Married,87,17,37,2,2,Personal Auto,Personal L3,Offer1,Agent,109.543927,Four-Door Car,Medsize +YB39959,Oregon,3237.996209,Yes,Extended,Master,1/16/11,Employed,M,60244,Urban,Married,83,3,72,3,1,Personal Auto,Personal L1,Offer3,Agent,326.281835,Four-Door Car,Medsize +OB97365,California,4045.341004,No,Premium,High School or Below,2/4/11,Employed,F,77237,Rural,Single,102,6,84,0,1,Personal Auto,Personal L2,Offer4,Call Center,197.040115,Four-Door Car,Medsize +HX53470,California,4711.845199,No,Extended,College,2/5/11,Unemployed,F,0,Suburban,Single,129,15,73,0,1,Corporate Auto,Corporate L2,Offer1,Branch,1178.950186,SUV,Medsize +JA17689,Arizona,2416.479564,No,Basic,Bachelor,2/11/11,Unemployed,M,0,Suburban,Married,68,13,93,0,1,Personal Auto,Personal L3,Offer1,Branch,436.411688,Two-Door Car,Medsize +CJ63667,Oregon,31803.30779,No,Basic,Master,1/2/11,Disabled,F,25663,Suburban,Married,114,20,89,0,2,Corporate Auto,Corporate L3,Offer2,Branch,663.131089,Sports Car,Medsize +GI70759,California,4818.635094,No,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Single,71,26,80,0,9,Personal Auto,Personal L3,Offer1,Agent,511.2,Four-Door Car,Medsize +LT24477,California,8605.495006,No,Basic,High School or Below,2/17/11,Employed,M,47589,Rural,Married,109,35,44,1,7,Personal Auto,Personal L2,Offer1,Agent,110.529874,SUV,Medsize +LQ45358,Nevada,4035.769432,No,Premium,Bachelor,1/14/11,Unemployed,M,0,Suburban,Married,112,6,73,0,1,Personal Auto,Personal L1,Offer3,Call Center,537.6,Four-Door Car,Medsize +WY58284,California,8622.835375,Yes,Basic,Bachelor,2/18/11,Employed,M,97361,Suburban,Single,73,6,85,0,2,Personal Auto,Personal L2,Offer1,Agent,350.4,Four-Door Car,Medsize +YD53564,California,5553.801956,No,Basic,College,1/25/11,Medical Leave,F,26441,Rural,Married,71,16,28,0,5,Personal Auto,Personal L2,Offer1,Branch,152.216871,Two-Door Car,Medsize +NI66988,Oregon,24868.24096,No,Extended,High School or Below,2/10/11,Unemployed,F,0,Suburban,Married,128,12,9,0,2,Personal Auto,Personal L3,Offer1,Agent,715.951352,SUV,Medsize +LW25030,Arizona,5046.892442,No,Basic,Bachelor,1/17/11,Medical Leave,F,29957,Suburban,Married,65,19,72,0,7,Corporate Auto,Corporate L3,Offer1,Agent,312,Four-Door Car,Small +KX47545,Oregon,8031.706693,No,Basic,High School or Below,1/22/11,Employed,M,40082,Suburban,Divorced,69,6,18,0,2,Personal Auto,Personal L2,Offer4,Agent,331.2,Four-Door Car,Small +XB27698,Oregon,8622.835375,Yes,Basic,Bachelor,2/18/11,Employed,M,97361,Suburban,Single,73,6,85,0,2,Personal Auto,Personal L1,Offer1,Agent,350.4,Four-Door Car,Medsize +BX45636,California,9161.655119,No,Basic,High School or Below,1/15/11,Employed,F,91763,Urban,Married,113,22,64,0,3,Special Auto,Special L3,Offer1,Call Center,441.992043,SUV,Small +IS85460,California,5956.545724,No,Basic,High School or Below,1/10/11,Employed,F,48993,Suburban,Married,74,6,29,0,4,Personal Auto,Personal L1,Offer2,Call Center,810.461707,Two-Door Car,Medsize +EG36536,Arizona,8496.063681,No,Basic,Bachelor,2/18/11,Employed,M,24031,Suburban,Divorced,109,0,72,0,7,Personal Auto,Personal L2,Offer1,Web,523.2,Sports Car,Small +UZ95992,California,4376.363592,Yes,Premium,Bachelor,2/28/11,Employed,F,63774,Rural,Divorced,111,18,63,0,1,Personal Auto,Personal L3,Offer2,Agent,60.036683,Four-Door Car,Medsize +QL20148,Oregon,22332.43946,Yes,Extended,College,1/11/11,Employed,M,49078,Suburban,Single,97,10,3,0,2,Personal Auto,Personal L3,Offer2,Branch,484.013411,Four-Door Car,Medsize +SV51174,Oregon,20631.15177,No,Extended,Master,1/3/11,Employed,M,28935,Rural,Married,87,24,93,0,2,Personal Auto,Personal L3,Offer2,Agent,119.630789,Two-Door Car,Medsize +WP10197,Nevada,3933.813993,Yes,Basic,High School or Below,1/23/11,Employed,M,25927,Suburban,Single,103,6,20,0,1,Personal Auto,Personal L3,Offer2,Web,674.973614,SUV,Medsize +VV81837,Oregon,4928.648668,No,Extended,High School or Below,2/15/11,Employed,M,52507,Suburban,Married,123,23,55,0,1,Personal Auto,Personal L3,Offer1,Agent,590.4,SUV,Medsize +GT41712,California,5414.320958,No,Basic,Bachelor,1/19/11,Unemployed,F,0,Rural,Married,74,17,51,0,4,Personal Auto,Personal L3,Offer1,Agent,78.581528,Four-Door Car,Medsize +VL59942,Arizona,10571.5377,No,Basic,Bachelor,2/12/11,Employed,F,94137,Rural,Married,65,16,27,0,2,Personal Auto,Personal L2,Offer2,Web,43.579327,Four-Door Car,Medsize +LH53046,Nevada,5439.3601,No,Basic,High School or Below,2/8/11,Employed,F,69186,Urban,Single,69,24,16,0,3,Personal Auto,Personal L3,Offer2,Agent,192.591072,Four-Door Car,Small +OG36837,Arizona,7648.25947,No,Extended,Doctor,1/22/11,Employed,F,91071,Urban,Married,94,21,25,2,3,Personal Auto,Personal L1,Offer2,Call Center,402.74168,Four-Door Car,Medsize +VO30155,Nevada,5421.537952,No,Basic,High School or Below,1/13/11,Employed,M,85447,Suburban,Single,71,23,2,2,3,Corporate Auto,Corporate L2,Offer4,Branch,509.997312,Four-Door Car,Medsize +WW19050,Oregon,5714.246379,No,Extended,High School or Below,2/26/11,Unemployed,M,0,Rural,Married,79,3,66,0,9,Personal Auto,Personal L2,Offer4,Agent,50.447629,Two-Door Car,Large +UY85263,Nevada,11255.46343,No,Extended,Bachelor,2/3/11,Employed,F,88858,Urban,Married,93,2,60,0,2,Personal Auto,Personal L2,Offer2,Agent,310.36774,Four-Door Car,Small +CS30372,Oregon,5420.339434,No,Basic,Bachelor,2/23/11,Employed,M,21881,Rural,Married,69,9,27,0,5,Corporate Auto,Corporate L3,Offer3,Agent,133.099001,Four-Door Car,Medsize +TQ85537,Washington,2980.464566,No,Basic,College,1/8/11,Employed,M,72669,Urban,Married,74,29,39,0,1,Personal Auto,Personal L3,Offer4,Agent,332.76894,Four-Door Car,Medsize +PE72696,California,10892.90825,No,Extended,College,1/7/11,Employed,M,68025,Suburban,Divorced,91,15,17,0,2,Personal Auto,Personal L2,Offer1,Branch,436.8,Four-Door Car,Medsize +UV89077,Oregon,11638.89947,Yes,Basic,College,1/26/11,Medical Leave,F,25370,Suburban,Married,102,10,77,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,Sports Car,Large +EI29901,Arizona,7295.42703,No,Basic,Bachelor,2/12/11,Employed,M,26849,Rural,Married,62,5,0,0,2,Personal Auto,Personal L3,Offer4,Agent,38.309313,Four-Door Car,Medsize +FD16853,Arizona,5373.724065,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Married,72,2,83,0,3,Personal Auto,Personal L3,Offer1,Call Center,427.265172,Four-Door Car,Medsize +FH81409,California,8152.244431,No,Extended,High School or Below,1/21/11,Unemployed,M,0,Suburban,Single,79,19,70,0,2,Personal Auto,Personal L1,Offer1,Agent,568.8,Four-Door Car,Small +ZF64287,California,13081.3077,No,Basic,High School or Below,2/16/11,Employed,M,89948,Rural,Divorced,110,17,53,1,2,Special Auto,Special L2,Offer2,Agent,125.017501,Sports Car,Medsize +NT82538,Oregon,4496.977642,No,Basic,Bachelor,2/19/11,Unemployed,F,0,Suburban,Single,63,14,45,0,3,Personal Auto,Personal L3,Offer2,Branch,419.610914,Two-Door Car,Medsize +HA56608,California,13727.79972,Yes,Extended,College,1/8/11,Unemployed,M,0,Suburban,Single,126,12,4,0,2,Special Auto,Special L3,Offer1,Agent,604.8,SUV,Medsize +JZ61712,Nevada,3359.239423,No,Extended,Bachelor,2/10/11,Employed,M,97576,Suburban,Married,83,1,49,1,1,Personal Auto,Personal L3,Offer4,Call Center,544.712653,Two-Door Car,Large +SH55598,Arizona,3703.437656,No,Extended,High School or Below,2/9/11,Employed,F,23120,Suburban,Married,93,5,87,0,1,Personal Auto,Personal L3,Offer3,Agent,446.4,Four-Door Car,Medsize +TM43177,Oregon,3105.35094,No,Extended,High School or Below,1/15/11,Employed,F,97234,Urban,Single,78,13,39,0,1,Personal Auto,Personal L3,Offer2,Branch,317.982567,Four-Door Car,Large +WR90490,Nevada,4893.979609,No,Basic,High School or Below,1/21/11,Disabled,M,25572,Suburban,Married,65,0,30,0,3,Personal Auto,Personal L3,Offer3,Agent,312,Four-Door Car,Medsize +WV57524,Oregon,10208.92761,Yes,Extended,College,2/14/11,Employed,F,35482,Suburban,Married,129,21,59,0,3,Personal Auto,Personal L1,Offer1,Branch,619.2,SUV,Medsize +LK73001,California,8954.434101,No,Premium,College,2/18/11,Employed,M,34614,Suburban,Married,114,6,9,0,3,Personal Auto,Personal L3,Offer3,Branch,547.2,Four-Door Car,Small +JQ29969,Oregon,4236.468669,No,Premium,Bachelor,1/30/11,Employed,F,59038,Suburban,Married,105,0,31,0,1,Personal Auto,Personal L2,Offer1,Agent,588.265049,Two-Door Car,Medsize +GS50147,Oregon,5234.780561,No,Basic,High School or Below,2/19/11,Unemployed,M,0,Suburban,Single,73,7,60,0,3,Personal Auto,Personal L3,Offer1,Agent,794.874636,Two-Door Car,Small +NB10500,California,3939.00637,Yes,Extended,Bachelor,1/28/11,Employed,F,60021,Suburban,Married,99,12,28,0,1,Personal Auto,Personal L3,Offer2,Agent,882.871945,Four-Door Car,Small +NM77735,Oregon,8396.605358,No,Basic,Bachelor,2/4/11,Employed,F,47593,Urban,Single,72,33,52,0,2,Personal Auto,Personal L1,Offer1,Call Center,344.137073,Four-Door Car,Medsize +CG36206,California,2141.979314,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,67,3,79,1,1,Personal Auto,Personal L3,Offer4,Web,321.6,Four-Door Car,Medsize +UZ80048,Oregon,6185.9699,No,Extended,College,2/21/11,Retired,M,28001,Suburban,Married,83,15,42,0,5,Personal Auto,Personal L3,Offer3,Agent,438.778537,Two-Door Car,Large +UM15297,California,9640.532979,No,Extended,Bachelor,1/27/11,Employed,F,30431,Rural,Married,122,6,16,0,3,Corporate Auto,Corporate L1,Offer3,Call Center,133.4674,SUV,Small +DW11738,California,4241.636538,No,Basic,Master,2/13/11,Medical Leave,M,19834,Suburban,Divorced,64,26,8,4,8,Personal Auto,Personal L3,Offer1,Agent,460.8,Four-Door Car,Small +YK92080,California,3436.448003,No,Extended,College,2/1/11,Employed,F,30509,Suburban,Single,88,15,76,0,1,Personal Auto,Personal L2,Offer1,Branch,442.964578,Four-Door Car,Medsize +TO39943,Washington,4897.979559,No,Basic,High School or Below,2/12/11,Employed,F,30503,Urban,Married,63,32,57,3,5,Corporate Auto,Corporate L3,Offer1,Call Center,257.923563,Two-Door Car,Medsize +JV29414,Oregon,17788.05705,No,Extended,Doctor,2/11/11,Employed,M,73339,Rural,Divorced,89,34,13,0,2,Personal Auto,Personal L3,Offer2,Agent,17.558721,Four-Door Car,Medsize +JQ22359,Oregon,3268.323585,No,Extended,College,1/14/11,Unemployed,F,0,Suburban,Single,93,9,35,0,1,Personal Auto,Personal L2,Offer4,Branch,549.101027,Two-Door Car,Medsize +VW84170,Washington,2819.114769,No,Basic,High School or Below,2/7/11,Employed,F,88067,Suburban,Married,70,19,59,0,1,Personal Auto,Personal L3,Offer2,Branch,336,Four-Door Car,Small +DA84476,Oregon,7019.177186,Yes,Basic,College,1/23/11,Retired,M,26806,Suburban,Married,63,32,19,0,2,Corporate Auto,Corporate L3,Offer1,Agent,302.4,Four-Door Car,Medsize +TV34024,Oregon,4108.257228,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,114,7,90,0,1,Personal Auto,Personal L3,Offer1,Web,820.8,SUV,Large +UO32521,California,2195.911185,No,Basic,High School or Below,1/16/11,Unemployed,F,0,Suburban,Single,63,27,47,0,1,Corporate Auto,Corporate L3,Offer2,Branch,617.201984,Two-Door Car,Small +GR90142,Oregon,3808.122147,Yes,Extended,College,1/28/11,Employed,F,94903,Suburban,Married,94,3,38,0,1,Personal Auto,Personal L1,Offer2,Agent,451.2,Two-Door Car,Small +ZS73935,Washington,23435.72605,No,Basic,High School or Below,1/16/11,Employed,F,42862,Urban,Married,65,34,29,0,2,Personal Auto,Personal L3,Offer3,Agent,254.223496,Four-Door Car,Medsize +XH71839,Oregon,6739.316292,No,Extended,High School or Below,1/18/11,Unemployed,M,0,Suburban,Single,96,16,43,0,7,Personal Auto,Personal L3,Offer1,Agent,1012.030163,Four-Door Car,Small +CM48429,California,23554.392,No,Basic,High School or Below,2/7/11,Employed,M,31157,Urban,Married,100,23,49,0,2,Personal Auto,Personal L3,Offer2,Branch,444.530425,SUV,Medsize +FS56709,California,2874.074736,No,Basic,Doctor,2/14/11,Employed,M,44084,Urban,Married,72,26,87,0,1,Personal Auto,Personal L2,Offer3,Agent,243.598068,Four-Door Car,Large +IJ52285,Arizona,6135.083838,No,Extended,Master,1/9/11,Employed,F,43579,Suburban,Single,77,12,17,0,8,Personal Auto,Personal L2,Offer1,Agent,452.095421,Two-Door Car,Small +UF36172,Oregon,6900.951275,No,Extended,High School or Below,2/22/11,Unemployed,F,0,Urban,Married,92,27,50,0,7,Personal Auto,Personal L3,Offer2,Branch,428.064465,Two-Door Car,Medsize +LQ71247,Arizona,4524.642758,No,Basic,High School or Below,1/4/11,Unemployed,F,0,Suburban,Single,65,30,59,2,3,Personal Auto,Personal L3,Offer1,Agent,490.113784,Four-Door Car,Small +KB25170,Washington,2560.082499,No,Basic,Doctor,1/3/11,Employed,F,88059,Rural,Married,63,15,98,0,1,Personal Auto,Personal L1,Offer4,Call Center,144.551024,Four-Door Car,Small +EY19523,Washington,2333.609334,No,Basic,Bachelor,2/2/11,Disabled,M,25772,Suburban,Divorced,64,13,52,0,1,Personal Auto,Personal L2,Offer1,Call Center,307.2,Four-Door Car,Large +CY30418,Washington,5783.175676,No,Basic,College,1/1/11,Employed,M,72354,Rural,Divorced,73,9,10,0,8,Personal Auto,Personal L3,Offer1,Agent,13.949992,Four-Door Car,Medsize +XP92021,Oregon,13295.60284,No,Basic,High School or Below,2/27/11,Employed,F,68009,Suburban,Divorced,110,1,2,0,2,Personal Auto,Personal L1,Offer1,Call Center,528,SUV,Medsize +MQ64736,Washington,3700.420255,No,Extended,Bachelor,2/20/11,Medical Leave,F,12287,Suburban,Single,99,11,49,0,1,Personal Auto,Personal L3,Offer2,Call Center,712.8,Four-Door Car,Small +MT67399,Nevada,6488.89559,No,Extended,Bachelor,2/17/11,Employed,F,95025,Urban,Divorced,81,15,12,0,8,Personal Auto,Personal L3,Offer2,Call Center,271.968707,Four-Door Car,Medsize +HG81172,Arizona,7693.119768,No,Extended,College,1/5/11,Employed,F,54665,Rural,Married,97,0,60,1,3,Personal Auto,Personal L3,Offer3,Agent,99.810799,Four-Door Car,Medsize +DB34757,Arizona,2630.213326,No,Basic,College,1/14/11,Employed,M,80129,Rural,Married,66,6,70,0,1,Personal Auto,Personal L1,Offer4,Branch,165.243007,Four-Door Car,Medsize +AM79057,Oregon,2287.91729,No,Basic,Bachelor,2/18/11,Employed,F,69024,Urban,Married,61,27,32,5,1,Personal Auto,Personal L2,Offer2,Web,238.530745,Four-Door Car,Medsize +HJ21793,Oregon,4648.539191,No,Extended,Bachelor,1/1/11,Unemployed,F,0,Suburban,Married,121,11,10,0,1,Personal Auto,Personal L1,Offer3,Call Center,1080.559002,SUV,Medsize +QH61060,Arizona,9209.41167,No,Basic,High School or Below,2/27/11,Employed,F,31365,Suburban,Married,115,1,12,0,7,Special Auto,Special L2,Offer1,Call Center,828,SUV,Medsize +UR40795,Oregon,9269.677845,No,Basic,High School or Below,1/5/11,Medical Leave,M,27849,Suburban,Married,119,24,94,0,3,Personal Auto,Personal L2,Offer1,Web,571.2,Sports Car,Small +KR88393,California,15002.60308,No,Extended,High School or Below,1/19/11,Disabled,F,19245,Suburban,Single,84,5,61,1,2,Personal Auto,Personal L3,Offer2,Agent,604.8,Four-Door Car,Small +YK65946,Oregon,8427.172486,Yes,Extended,Bachelor,2/10/11,Employed,F,46503,Suburban,Divorced,215,4,21,1,1,Personal Auto,Personal L3,Offer1,Agent,1032,Luxury SUV,Medsize +FD21881,Oregon,3011.766294,No,Extended,College,2/14/11,Employed,M,77912,Suburban,Divorced,76,5,40,0,1,Personal Auto,Personal L3,Offer4,Agent,444.027215,Two-Door Car,Small +CG60089,Washington,12898.59142,No,Premium,Bachelor,2/4/11,Employed,M,37449,Rural,Married,111,18,69,1,2,Personal Auto,Personal L3,Offer3,Branch,170.559281,Four-Door Car,Medsize +AS48176,Oregon,12168.74492,Yes,Basic,Bachelor,2/5/11,Retired,M,14973,Suburban,Divorced,115,2,75,0,2,Personal Auto,Personal L3,Offer1,Branch,828,SUV,Medsize +MY55142,Washington,5551.589436,No,Basic,College,2/25/11,Employed,M,46043,Suburban,Married,70,22,59,0,7,Personal Auto,Personal L2,Offer1,Agent,336,Four-Door Car,Medsize +SN94425,Oregon,4541.26342,No,Basic,High School or Below,1/5/11,Unemployed,F,0,Suburban,Divorced,65,15,85,2,4,Special Auto,Special L3,Offer1,Agent,312,Four-Door Car,Medsize +DY69629,Oregon,3096.511217,Yes,Extended,College,2/12/11,Employed,F,21604,Suburban,Divorced,79,14,28,0,1,Corporate Auto,Corporate L2,Offer1,Branch,379.2,Four-Door Car,Medsize +UI73553,Nevada,2359.423599,Yes,Basic,Bachelor,1/11/11,Disabled,F,19864,Suburban,Divorced,63,22,96,0,1,Personal Auto,Personal L3,Offer1,Web,352.394515,Four-Door Car,Medsize +CW63533,California,2468.443101,No,Basic,Bachelor,1/8/11,Employed,M,65876,Rural,Married,63,1,52,1,1,Personal Auto,Personal L2,Offer2,Agent,44.359382,Two-Door Car,Medsize +EY71418,Oregon,25640.24004,No,Premium,Bachelor,1/11/11,Disabled,F,24695,Suburban,Married,168,5,83,0,2,Corporate Auto,Corporate L2,Offer1,Agent,806.4,SUV,Medsize +SK47162,Oregon,3567.503755,Yes,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,102,28,11,0,1,Personal Auto,Personal L2,Offer2,Agent,660.430456,SUV,Medsize +VK43303,Oregon,6019.92547,No,Extended,Bachelor,1/30/11,Employed,M,68658,Urban,Single,77,7,60,0,8,Personal Auto,Personal L1,Offer2,Branch,296.261405,Two-Door Car,Medsize +SB60942,Arizona,7258.634662,No,Basic,College,1/18/11,Employed,M,88082,Urban,Married,61,10,45,1,2,Personal Auto,Personal L1,Offer4,Branch,218.779614,Two-Door Car,Medsize +SX29898,California,9111.75642,No,Basic,Bachelor,2/9/11,Employed,F,54751,Suburban,Married,114,6,50,0,3,Personal Auto,Personal L3,Offer3,Agent,721.241935,SUV,Medsize +ER29107,Oregon,6369.262355,Yes,Extended,High School or Below,1/20/11,Employed,M,34498,Suburban,Single,83,30,72,0,7,Personal Auto,Personal L3,Offer2,Branch,398.4,Two-Door Car,Small +QV13947,Oregon,4425.749642,No,Basic,College,2/25/11,Employed,M,63597,Rural,Married,114,10,31,2,1,Personal Auto,Personal L3,Offer2,Branch,183.978738,SUV,Medsize +UO54511,California,4950.250892,No,Basic,High School or Below,1/20/11,Employed,F,27400,Suburban,Married,63,14,78,1,9,Personal Auto,Personal L1,Offer3,Agent,302.4,Four-Door Car,Medsize +AD18174,California,4837.926404,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,65,6,89,0,3,Personal Auto,Personal L3,Offer1,Web,468,Four-Door Car,Medsize +HB48518,Nevada,3891.537785,No,Basic,College,1/17/11,Employed,M,31409,Rural,Married,100,14,39,0,1,Corporate Auto,Corporate L2,Offer4,Agent,116.163,SUV,Medsize +LC12930,California,4872.01638,No,Basic,Master,1/11/11,Unemployed,M,0,Suburban,Married,64,1,7,0,7,Personal Auto,Personal L2,Offer1,Agent,307.2,Four-Door Car,Medsize +ZQ22116,Arizona,5310.905647,No,Basic,High School or Below,1/16/11,Employed,F,73102,Rural,Married,66,35,46,0,4,Corporate Auto,Corporate L3,Offer2,Branch,117.928547,Four-Door Car,Small +XB35510,California,8704.278179,No,Basic,Bachelor,1/5/11,Employed,M,38072,Rural,Married,113,10,36,1,3,Personal Auto,Personal L3,Offer1,Branch,151.055863,SUV,Medsize +CV78865,Arizona,2698.010741,No,Basic,High School or Below,2/22/11,Employed,M,95399,Rural,Married,68,1,36,1,1,Personal Auto,Personal L2,Offer4,Branch,78.003781,Two-Door Car,Medsize +WF75492,Oregon,8360.14874,No,Basic,High School or Below,2/19/11,Employed,M,48521,Rural,Married,105,9,89,0,7,Personal Auto,Personal L3,Offer2,Branch,263.82569,Sports Car,Medsize +WH41844,Oregon,5316.644499,No,Basic,Bachelor,1/27/11,Employed,F,45856,Rural,Divorced,67,15,57,0,3,Personal Auto,Personal L2,Offer1,Call Center,91.735354,Two-Door Car,Small +TU47984,Arizona,3733.034622,No,Extended,College,1/18/11,Employed,F,21542,Suburban,Single,97,13,21,0,1,Personal Auto,Personal L2,Offer2,Agent,465.6,Four-Door Car,Medsize +IO73222,Washington,5407.745153,No,Basic,Bachelor,1/12/11,Disabled,F,22555,Suburban,Married,70,1,62,0,3,Personal Auto,Personal L1,Offer1,Agent,336,Two-Door Car,Medsize +NJ21108,Oregon,5297.673655,No,Basic,Bachelor,1/4/11,Employed,F,33832,Suburban,Married,67,22,47,1,9,Corporate Auto,Corporate L3,Offer3,Branch,321.6,Four-Door Car,Small +OH91173,California,3873.647046,Yes,Basic,College,1/20/11,Retired,M,28142,Suburban,Married,105,18,50,0,1,Personal Auto,Personal L3,Offer2,Agent,701.708239,Sports Car,Medsize +FT24768,California,6508.759916,No,Extended,Bachelor,2/3/11,Employed,M,60188,Urban,Married,84,15,49,3,4,Personal Auto,Personal L3,Offer1,Agent,333.423827,Four-Door Car,Medsize +OM92482,Arizona,4834.397455,No,Basic,Bachelor,2/9/11,Disabled,M,11698,Suburban,Married,65,4,38,0,3,Personal Auto,Personal L2,Offer2,Branch,468,Four-Door Car,Large +IZ47097,Arizona,2927.216278,No,Basic,Master,2/3/11,Employed,F,76850,Suburban,Married,72,8,84,0,1,Personal Auto,Personal L3,Offer1,Agent,345.6,Four-Door Car,Medsize +KQ49890,Oregon,5924.667902,No,Basic,High School or Below,1/18/11,Employed,M,78387,Urban,Married,74,5,1,0,6,Corporate Auto,Corporate L3,Offer2,Agent,204.090644,Four-Door Car,Medsize +XB15703,California,15262.95878,No,Extended,Bachelor,1/4/11,Employed,M,80757,Urban,Married,128,9,14,0,2,Personal Auto,Personal L1,Offer2,Agent,339.73717,SUV,Medsize +GR31499,Oregon,2541.627614,No,Basic,Master,1/19/11,Employed,F,23692,Suburban,Married,65,26,27,2,1,Personal Auto,Personal L3,Offer3,Agent,312,Two-Door Car,Medsize +No59551,California,4904.894731,Yes,Extended,College,2/14/11,Retired,F,12902,Suburban,Divorced,139,3,51,0,1,Personal Auto,Personal L3,Offer1,Agent,667.2,Sports Car,Medsize +KV17233,Arizona,2434.004911,No,Basic,Bachelor,2/27/11,Employed,F,23033,Suburban,Married,62,5,9,0,1,Personal Auto,Personal L3,Offer3,Web,500.908028,Two-Door Car,Small +OD75777,Oregon,5586.965345,No,Basic,College,1/9/11,Disabled,F,19280,Suburban,Married,72,4,39,0,6,Personal Auto,Personal L3,Offer1,Branch,345.6,Four-Door Car,Medsize +LD68165,Arizona,26197.41498,Yes,Basic,High School or Below,1/15/11,Disabled,F,18495,Suburban,Married,113,10,15,0,2,Corporate Auto,Corporate L2,Offer1,Branch,542.4,SUV,Large +YO14199,Oregon,2609.877842,No,Basic,High School or Below,2/19/11,Employed,M,30825,Suburban,Single,68,15,21,0,1,Personal Auto,Personal L1,Offer3,Web,326.4,Four-Door Car,Small +RR49534,Oregon,3265.156348,Yes,Extended,Bachelor,1/26/11,Employed,F,25820,Suburban,Divorced,82,10,69,0,1,Personal Auto,Personal L3,Offer1,Agent,393.6,Four-Door Car,Medsize +WL69218,Oregon,17435.68167,No,Basic,Bachelor,1/24/11,Employed,F,54105,Suburban,Married,73,22,15,2,2,Personal Auto,Personal L3,Offer2,Web,350.4,Two-Door Car,Medsize +JF38079,California,9080.604474,No,Basic,High School or Below,2/21/11,Employed,M,69853,Rural,Married,114,15,42,2,3,Personal Auto,Personal L1,Offer1,Call Center,244.278662,SUV,Medsize +GY64553,California,4637.034667,No,Premium,Bachelor,1/22/11,Employed,M,97017,Urban,Married,115,33,60,1,1,Personal Auto,Personal L2,Offer3,Agent,534.079032,Two-Door Car,Medsize +CT11176,California,2615.304467,No,Basic,Bachelor,2/15/11,Employed,F,24914,Rural,Married,66,6,90,0,1,Personal Auto,Personal L3,Offer2,Web,138.729702,Four-Door Car,Medsize +WU95334,California,7019.177186,Yes,Basic,College,1/23/11,Retired,M,26806,Suburban,Married,63,32,19,0,2,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Medsize +BK43823,Oregon,12052.98409,No,Premium,High School or Below,1/3/11,Employed,F,25419,Suburban,Married,101,13,18,0,2,Personal Auto,Personal L2,Offer2,Call Center,584.567645,Four-Door Car,Medsize +LK90215,Oregon,2647.519741,Yes,Basic,College,2/20/11,Employed,M,37876,Urban,Single,69,13,15,0,1,Personal Auto,Personal L3,Offer2,Agent,300.056383,Four-Door Car,Medsize +XH72888,Arizona,15956.02945,No,Extended,High School or Below,1/21/11,Employed,M,36354,Suburban,Married,202,34,28,0,9,Corporate Auto,Corporate L2,Offer3,Agent,1454.4,Luxury SUV,Small +MY89889,Nevada,5039.389325,No,Basic,Bachelor,1/28/11,Unemployed,F,0,Suburban,Single,74,3,10,0,4,Personal Auto,Personal L3,Offer3,Call Center,355.2,Four-Door Car,Large +CY33307,California,5583.830065,No,Basic,College,1/13/11,Employed,F,32403,Rural,Married,71,31,47,0,9,Corporate Auto,Corporate L2,Offer1,Agent,97.410282,Four-Door Car,Medsize +BC51708,California,5074.841142,No,Basic,High School or Below,2/27/11,Employed,M,51659,Suburban,Married,64,19,37,0,3,Personal Auto,Personal L2,Offer2,Agent,307.2,Four-Door Car,Medsize +JX78176,California,12045.67286,No,Extended,Bachelor,2/22/11,Employed,F,55805,Urban,Married,99,16,30,0,2,Personal Auto,Personal L3,Offer1,Branch,425.527151,Four-Door Car,Medsize +GP20237,Nevada,2727.082424,No,Basic,Bachelor,2/27/11,Employed,F,29286,Suburban,Married,69,5,20,1,1,Personal Auto,Personal L3,Offer2,Call Center,496.8,Four-Door Car,Small +OY68395,Oregon,55277.44589,No,Basic,High School or Below,1/30/11,Employed,F,40740,Suburban,Single,198,19,60,0,2,Personal Auto,Personal L2,Offer1,Web,950.4,Luxury SUV,Large +GN18675,California,5080.23973,No,Basic,Bachelor,2/1/11,Employed,M,70784,Rural,Married,64,0,93,0,7,Special Auto,Special L3,Offer2,Branch,107.928851,Four-Door Car,Medsize +EQ75249,Arizona,5838.133617,No,Basic,College,2/3/11,Employed,F,55419,Rural,Married,72,31,45,0,9,Personal Auto,Personal L2,Offer1,Web,171.166733,Four-Door Car,Medsize +JV40853,California,27666.30052,No,Extended,High School or Below,2/9/11,Employed,F,61886,Suburban,Divorced,87,3,49,0,2,Personal Auto,Personal L3,Offer2,Branch,417.6,Two-Door Car,Small +OZ47099,Arizona,2676.948677,No,Basic,Master,1/24/11,Unemployed,M,0,Suburban,Married,71,17,6,0,1,Corporate Auto,Corporate L3,Offer4,Branch,340.8,Four-Door Car,Medsize +RB16360,Oregon,5330.593183,No,Extended,High School or Below,2/9/11,Employed,M,84240,Suburban,Divorced,132,10,51,0,1,Personal Auto,Personal L3,Offer3,Branch,633.6,SUV,Large +JK26373,California,6305.925101,No,Basic,High School or Below,1/10/11,Unemployed,M,0,Suburban,Single,65,3,91,2,2,Personal Auto,Personal L1,Offer1,Web,468,Two-Door Car,Small +GM88979,Oregon,4746.759537,No,Premium,College,1/2/11,Employed,F,54050,Suburban,Married,119,5,15,0,1,Personal Auto,Personal L2,Offer3,Call Center,571.2,Two-Door Car,Large +XM57550,Washington,3423.973171,No,Extended,College,2/10/11,Disabled,F,29958,Suburban,Married,90,8,77,0,1,Personal Auto,Personal L3,Offer4,Branch,432,Four-Door Car,Medsize +SD94067,California,6610.048274,No,Extended,Master,1/20/11,Employed,F,23616,Urban,Married,83,8,68,0,7,Special Auto,Special L2,Offer3,Web,229.620398,Two-Door Car,Medsize +OY96856,Oregon,8044.872393,Yes,Basic,Bachelor,2/19/11,Employed,M,71391,Urban,Married,67,29,39,0,2,Personal Auto,Personal L3,Offer2,Agent,284.000172,Four-Door Car,Medsize +FL76894,Washington,4314.174392,No,Basic,High School or Below,2/8/11,Employed,M,33488,Urban,Married,110,7,61,0,1,Personal Auto,Personal L1,Offer2,Branch,316.876671,SUV,Medsize +XH72278,Arizona,6715.294284,No,Extended,High School or Below,2/19/11,Unemployed,M,0,Suburban,Married,92,4,64,0,9,Personal Auto,Personal L3,Offer2,Web,441.6,Two-Door Car,Medsize +YV49293,Arizona,17646.72772,No,Basic,College,2/9/11,Employed,F,36900,Rural,Single,61,21,28,3,2,Corporate Auto,Corporate L3,Offer1,Branch,109.291516,Two-Door Car,Large +QV83172,Nevada,41855.17315,No,Extended,High School or Below,2/15/11,Employed,M,28311,Suburban,Married,134,7,70,0,2,Personal Auto,Personal L3,Offer4,Branch,643.2,SUV,Medsize +LU18867,Oregon,6620.444259,No,Extended,High School or Below,2/12/11,Employed,M,25075,Suburban,Single,86,0,25,0,3,Personal Auto,Personal L3,Offer4,Agent,412.8,Four-Door Car,Medsize +CZ25193,Arizona,4078.290374,No,Premium,Bachelor,2/21/11,Employed,M,57031,Rural,Married,104,16,10,1,1,Personal Auto,Personal L1,Offer1,Agent,13.810251,Four-Door Car,Medsize +VE87035,Oregon,8382.478392,Yes,Basic,Bachelor,1/27/11,Employed,M,25998,Suburban,Married,71,16,38,0,2,Personal Auto,Personal L3,Offer2,Call Center,791.878042,Four-Door Car,Medsize +VY27019,Oregon,4807.002259,No,Basic,College,1/29/11,Unemployed,F,0,Suburban,Single,69,4,69,0,9,Personal Auto,Personal L2,Offer1,Agent,496.8,Four-Door Car,Medsize +GP22382,Oregon,4858.116042,No,Extended,College,1/22/11,Employed,F,21685,Suburban,Single,127,0,70,0,1,Corporate Auto,Corporate L3,Offer2,Web,609.6,Sports Car,Large +FG15154,California,7240.662339,No,Extended,Bachelor,1/23/11,Employed,M,32818,Suburban,Married,93,17,39,0,8,Personal Auto,Personal L1,Offer2,Call Center,446.4,Four-Door Car,Medsize +NK34682,Oregon,2736.53263,No,Basic,Bachelor,2/20/11,Employed,M,39492,Suburban,Married,68,12,9,0,1,Corporate Auto,Corporate L3,Offer1,Agent,326.4,Four-Door Car,Medsize +YQ98465,California,26197.41498,Yes,Basic,High School or Below,1/15/11,Disabled,F,18495,Suburban,Married,113,10,15,0,2,Personal Auto,Personal L3,Offer1,Branch,542.4,SUV,Large +TY86306,California,2336.286633,No,Basic,College,2/16/11,Disabled,F,21564,Rural,Married,61,11,61,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,49.014822,Two-Door Car,Large +CN19138,Arizona,2254.931708,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,65,0,51,0,1,Corporate Auto,Corporate L3,Offer3,Agent,312,Four-Door Car,Large +LO14518,California,6376.754915,No,Extended,Bachelor,2/15/11,Employed,M,27835,Suburban,Divorced,81,18,46,0,3,Personal Auto,Personal L1,Offer1,Branch,529.45565,Two-Door Car,Medsize +No73257,Nevada,2941.828805,No,Basic,Bachelor,1/22/11,Employed,F,64431,Rural,Divorced,74,19,49,0,1,Personal Auto,Personal L2,Offer2,Branch,48.181699,Four-Door Car,Medsize +RE80124,Arizona,6199.962422,No,Extended,College,1/5/11,Unemployed,F,0,Suburban,Single,84,31,61,0,3,Personal Auto,Personal L3,Offer1,Agent,604.8,Two-Door Car,Small +WU50951,Washington,6846.150323,Yes,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Divorced,95,13,20,0,5,Personal Auto,Personal L2,Offer1,Call Center,456,Two-Door Car,Large +EV66951,Nevada,14032.59376,No,Basic,Master,2/18/11,Unemployed,M,0,Suburban,Married,191,14,94,1,8,Corporate Auto,Corporate L3,Offer2,Web,916.8,Luxury Car,Medsize +TO37423,Oregon,17569.15979,No,Basic,College,2/18/11,Employed,M,41463,Suburban,Married,74,2,78,0,2,Special Auto,Special L3,Offer2,Web,355.2,Four-Door Car,Medsize +XF92956,Oregon,2448.859093,No,Basic,High School or Below,1/15/11,Unemployed,M,0,Suburban,Single,68,35,52,0,1,Personal Auto,Personal L2,Offer3,Branch,489.6,Four-Door Car,Medsize +ZP64637,Arizona,3857.770745,No,Basic,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,110,20,62,0,1,Corporate Auto,Corporate L3,Offer1,Web,792,Sports Car,Medsize +JG74360,Arizona,4558.972934,No,Basic,College,2/2/11,Employed,M,37709,Suburban,Married,116,19,39,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,556.8,SUV,Medsize +NZ81536,Washington,16710.83929,No,Extended,Doctor,2/7/11,Employed,F,73049,Rural,Single,139,3,42,0,2,Personal Auto,Personal L3,Offer1,Branch,284.43696,SUV,Medsize +KT26739,Nevada,3554.845264,Yes,Extended,Master,1/10/11,Employed,F,58557,Rural,Married,88,4,83,0,1,Personal Auto,Personal L2,Offer1,Branch,55.510526,Four-Door Car,Large +YU15037,Arizona,4671.416683,No,Basic,High School or Below,1/21/11,Unemployed,F,0,Suburban,Single,66,7,66,0,9,Personal Auto,Personal L3,Offer2,Call Center,475.2,Four-Door Car,Medsize +YX91403,Arizona,2909.547713,No,Basic,High School or Below,2/7/11,Employed,F,88944,Rural,Single,72,24,36,0,1,Personal Auto,Personal L3,Offer2,Branch,113.805875,Four-Door Car,Medsize +KS46420,Washington,13411.31102,No,Basic,Master,2/6/11,Employed,F,26140,Rural,Married,112,11,50,0,2,Personal Auto,Personal L3,Offer2,Agent,229.70752,SUV,Medsize +TW11712,Arizona,4574.924641,No,Basic,Master,1/15/11,Employed,M,32906,Suburban,Single,115,18,17,0,1,Personal Auto,Personal L3,Offer1,Branch,552,SUV,Medsize +XY36764,California,2771.045031,Yes,Basic,College,1/11/11,Employed,F,50071,Rural,Single,71,3,32,0,1,Personal Auto,Personal L2,Offer2,Agent,18.918935,Two-Door Car,Medsize +LQ16286,Oregon,8038.949652,No,Premium,College,2/22/11,Employed,M,71982,Suburban,Single,103,29,37,0,4,Corporate Auto,Corporate L2,Offer3,Call Center,494.4,Four-Door Car,Small +XE86547,Oregon,5143.647642,No,Basic,College,1/10/11,Employed,M,58443,Suburban,Married,65,24,71,0,6,Personal Auto,Personal L3,Offer3,Agent,312,Four-Door Car,Small +QS83113,Oregon,5032.386371,No,Basic,Bachelor,1/10/11,Employed,M,30735,Suburban,Married,63,4,43,0,7,Personal Auto,Personal L3,Offer1,Agent,307.080113,Two-Door Car,Small +PH97342,Arizona,26197.41498,Yes,Basic,High School or Below,1/15/11,Disabled,F,18495,Suburban,Married,113,10,15,0,2,Personal Auto,Personal L2,Offer1,Branch,542.4,SUV,Large +VQ47100,Washington,4894.986713,No,Basic,High School or Below,1/28/11,Employed,F,67436,Suburban,Married,61,6,28,0,4,Personal Auto,Personal L2,Offer2,Web,292.8,Four-Door Car,Medsize +BE17305,Nevada,3193.459822,No,Extended,Master,2/4/11,Employed,M,52653,Urban,Single,81,19,42,0,1,Personal Auto,Personal L2,Offer2,Branch,230.300308,Two-Door Car,Medsize +KZ11847,California,5096.673223,Yes,Basic,Master,1/28/11,Disabled,F,22886,Suburban,Divorced,65,9,81,0,3,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Small +EX73249,Arizona,7706.956035,No,Basic,College,2/12/11,Unemployed,F,0,Suburban,Single,73,3,33,0,2,Personal Auto,Personal L1,Offer1,Branch,350.4,Four-Door Car,Medsize +JS19054,Oregon,3339.299496,No,Extended,Bachelor,1/9/11,Employed,F,38821,Suburban,Single,87,14,64,0,1,Personal Auto,Personal L3,Offer1,Agent,488.84232,Two-Door Car,Small +YH94097,Washington,9575.357152,No,Extended,College,2/5/11,Unemployed,M,0,Suburban,Married,134,13,11,0,6,Personal Auto,Personal L2,Offer3,Agent,643.2,SUV,Medsize +UQ19505,Oregon,3557.196138,No,Extended,College,1/4/11,Employed,F,39075,Rural,Married,89,22,50,0,1,Personal Auto,Personal L2,Offer1,Call Center,142.415244,Two-Door Car,Medsize +YI95574,Arizona,3587.359906,No,Extended,High School or Below,2/18/11,Disabled,M,16049,Suburban,Married,93,3,8,0,1,Personal Auto,Personal L2,Offer2,Call Center,446.4,Four-Door Car,Large +JQ84105,Oregon,2360.601748,No,Basic,High School or Below,1/21/11,Unemployed,F,0,Suburban,Single,65,14,5,0,1,Corporate Auto,Corporate L3,Offer1,Web,468,Four-Door Car,Small +NU61528,Washington,3023.887488,No,Extended,Doctor,1/17/11,Disabled,M,28383,Urban,Single,81,11,20,0,1,Personal Auto,Personal L2,Offer1,Branch,258.109435,Four-Door Car,Medsize +FQ20031,Oregon,10926.69497,No,Premium,High School or Below,1/9/11,Employed,M,29418,Suburban,Married,274,23,31,0,1,Personal Auto,Personal L2,Offer4,Agent,1972.8,Luxury SUV,Medsize +XX32359,California,5325.724541,Yes,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Married,73,17,44,0,7,Personal Auto,Personal L1,Offer2,Call Center,496.474767,Two-Door Car,Medsize +BP69529,Arizona,9915.90229,No,Extended,Bachelor,1/23/11,Employed,M,30604,Suburban,Divorced,131,35,76,2,3,Corporate Auto,Corporate L3,Offer2,Agent,984.170299,SUV,Medsize +LI60972,Arizona,5017.610845,No,Basic,College,2/23/11,Employed,F,91804,Suburban,Married,62,18,32,0,9,Special Auto,Special L3,Offer2,Agent,388.80286,Four-Door Car,Large +HQ60388,Oregon,8625.836992,No,Basic,High School or Below,1/21/11,Employed,F,50446,Suburban,Married,74,28,50,4,2,Personal Auto,Personal L1,Offer4,Web,355.2,Four-Door Car,Medsize +KE66309,California,8432.519368,No,Basic,College,2/22/11,Employed,M,87728,Urban,Divorced,70,24,65,0,2,Personal Auto,Personal L3,Offer2,Web,201.589875,Four-Door Car,Medsize +YT56442,California,2642.932059,No,Basic,College,1/20/11,Employed,M,58729,Rural,Married,68,2,67,2,1,Corporate Auto,Corporate L3,Offer1,Web,94.845076,Four-Door Car,Medsize +VH51235,Arizona,3097.915845,No,Extended,Bachelor,2/14/11,Unemployed,F,0,Suburban,Single,89,16,59,0,1,Personal Auto,Personal L2,Offer3,Web,427.2,Four-Door Car,Medsize +SF18484,Oregon,19837.30548,No,Basic,Master,2/24/11,Unemployed,F,0,Suburban,Married,67,22,0,1,2,Personal Auto,Personal L1,Offer1,Branch,321.6,Four-Door Car,Medsize +HW99293,Arizona,2869.743883,No,Basic,Bachelor,1/21/11,Employed,M,21234,Suburban,Married,73,8,23,0,1,Personal Auto,Personal L3,Offer2,Agent,378.333708,Four-Door Car,Medsize +QR57598,Oregon,4927.068115,No,Basic,Bachelor,2/17/11,Unemployed,M,0,Suburban,Single,73,30,29,0,3,Personal Auto,Personal L1,Offer1,Agent,751.927019,Four-Door Car,Small +FY27460,California,4285.575678,No,Basic,College,1/8/11,Employed,M,47823,Suburban,Married,108,26,71,0,1,Personal Auto,Personal L3,Offer2,Agent,518.4,Sports Car,Medsize +YQ75801,Arizona,8874.551335,No,Basic,High School or Below,1/26/11,Employed,F,84731,Rural,Married,110,11,32,1,7,Personal Auto,Personal L1,Offer1,Agent,226.738219,SUV,Medsize +LP48634,California,2578.835541,No,Basic,High School or Below,2/26/11,Employed,F,59974,Rural,Divorced,65,23,5,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,127.233139,Four-Door Car,Medsize +EI32190,Arizona,6920.999642,No,Extended,Doctor,1/6/11,Employed,M,67534,Rural,Married,87,2,55,2,5,Personal Auto,Personal L1,Offer1,Agent,104.905661,Four-Door Car,Small +WS68402,Oregon,2349.957291,No,Basic,Bachelor,2/11/11,Unemployed,M,0,Suburban,Single,70,21,5,0,1,Special Auto,Special L3,Offer4,Call Center,716.67276,Four-Door Car,Large +ND43316,Oregon,4027.703503,No,Basic,High School or Below,2/10/11,Employed,M,27782,Suburban,Married,103,20,54,0,1,Personal Auto,Personal L3,Offer2,Agent,517.100887,SUV,Small +HW94513,Nevada,8481.310791,No,Basic,High School or Below,1/2/11,Employed,M,67197,Urban,Divorced,74,29,18,3,2,Personal Auto,Personal L3,Offer1,Branch,275.608537,Two-Door Car,Medsize +ZS72533,Oregon,5191.446028,No,Basic,High School or Below,2/9/11,Employed,M,86451,Rural,Single,65,0,99,0,3,Personal Auto,Personal L3,Offer1,Branch,7.793078,Two-Door Car,Medsize +RZ97154,Arizona,3572.49065,No,Extended,Bachelor,1/26/11,Employed,M,56768,Suburban,Divorced,92,11,57,0,1,Personal Auto,Personal L3,Offer1,Agent,441.6,Two-Door Car,Small +LK73198,Washington,4869.240839,No,Basic,High School or Below,1/29/11,Employed,F,55593,Rural,Married,61,13,52,0,3,Personal Auto,Personal L1,Offer2,Call Center,9.050204,Four-Door Car,Medsize +RS29507,Arizona,10395.70939,No,Extended,Bachelor,2/10/11,Unemployed,F,0,Urban,Married,95,22,59,0,2,Personal Auto,Personal L3,Offer2,Agent,337.79769,Four-Door Car,Medsize +XJ39660,Oregon,5297.918924,No,Basic,Bachelor,2/9/11,Employed,F,66203,Rural,Married,66,15,38,0,8,Personal Auto,Personal L3,Offer2,Call Center,130.697268,Four-Door Car,Medsize +PK47936,Washington,8750.710415,No,Premium,High School or Below,1/5/11,Employed,F,25806,Suburban,Married,110,20,43,0,5,Personal Auto,Personal L3,Offer4,Call Center,528,Four-Door Car,Medsize +EU95973,California,14941.90379,No,Basic,Bachelor,2/5/11,Disabled,F,22978,Suburban,Married,190,8,53,0,4,Personal Auto,Personal L3,Offer1,Branch,912,Luxury Car,Medsize +OU40102,Oregon,6503.397049,Yes,Extended,High School or Below,2/19/11,Disabled,F,22081,Suburban,Married,84,1,9,0,6,Special Auto,Special L1,Offer1,Agent,451.670309,Two-Door Car,Small +RC67125,Arizona,10110.96161,No,Extended,College,1/8/11,Employed,F,96506,Urban,Married,124,4,22,0,3,Corporate Auto,Corporate L3,Offer3,Agent,504.513989,SUV,Medsize +NK53902,Oregon,6459.640843,No,Extended,High School or Below,1/27/11,Employed,M,23235,Suburban,Married,82,32,46,0,3,Personal Auto,Personal L3,Offer2,Call Center,483.482031,Four-Door Car,Large +RH70599,Arizona,2769.252177,No,Basic,Bachelor,2/8/11,Employed,M,40506,Rural,Married,70,14,98,0,1,Personal Auto,Personal L1,Offer2,Call Center,113.724707,Four-Door Car,Medsize +RR64429,California,6778.84457,No,Extended,High School or Below,2/25/11,Unemployed,M,0,Suburban,Single,96,2,84,0,9,Personal Auto,Personal L3,Offer2,Agent,460.8,Four-Door Car,Small +IW99237,Oregon,4492.518464,No,Basic,Bachelor,2/12/11,Unemployed,M,0,Suburban,Single,65,8,81,0,3,Personal Auto,Personal L2,Offer1,Branch,312,Two-Door Car,Medsize +PZ94965,California,5733.213979,No,Basic,High School or Below,2/4/11,Employed,F,79955,Rural,Married,71,10,5,0,6,Personal Auto,Personal L3,Offer1,Agent,142.932303,Four-Door Car,Large +PV77228,Arizona,3230.576665,Yes,Extended,College,1/5/11,Employed,M,62873,Urban,Divorced,81,0,41,0,1,Corporate Auto,Corporate L1,Offer2,Call Center,207.75186,Four-Door Car,Medsize +EX63393,California,6314.492009,No,Extended,Master,2/27/11,Employed,F,66947,Suburban,Married,78,13,12,0,6,Personal Auto,Personal L1,Offer3,Agent,374.4,Four-Door Car,Small +QV26574,Washington,6013.73829,No,Extended,College,1/10/11,Medical Leave,M,25646,Urban,Married,83,14,92,1,3,Personal Auto,Personal L2,Offer4,Call Center,377.917394,Four-Door Car,Medsize +ZL29593,Arizona,2180.084066,No,Basic,College,2/9/11,Unemployed,F,0,Suburban,Single,64,14,96,0,1,Personal Auto,Personal L2,Offer2,Agent,460.8,Four-Door Car,Medsize +TU67471,Washington,20096.89337,Yes,Basic,High School or Below,1/1/11,Employed,F,92766,Suburban,Married,71,17,15,0,2,Personal Auto,Personal L2,Offer2,Agent,379.029102,Two-Door Car,Large +FD45309,Oregon,5568.947534,Yes,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,79,21,53,1,7,Personal Auto,Personal L2,Offer1,Agent,407.440238,Two-Door Car,Medsize +AH58807,Arizona,51426.24815,No,Basic,College,1/9/11,Employed,F,84650,Urban,Married,185,13,39,3,2,Personal Auto,Personal L2,Offer1,Agent,660.474274,Luxury Car,Medsize +CX58204,Nevada,8079.833042,No,Basic,High School or Below,2/2/11,Disabled,F,13050,Suburban,Married,102,1,77,0,6,Personal Auto,Personal L1,Offer1,Agent,734.4,SUV,Medsize +TE35954,Arizona,2674.730716,Yes,Basic,College,2/15/11,Employed,M,56342,Suburban,Single,69,12,89,0,1,Personal Auto,Personal L2,Offer2,Call Center,331.2,Four-Door Car,Small +XO70106,Oregon,12421.86213,No,Basic,Bachelor,1/14/11,Employed,M,58781,Urban,Divorced,106,31,37,0,2,Personal Auto,Personal L2,Offer1,Agent,502.46107,SUV,Small +OW20992,California,2311.118403,No,Basic,High School or Below,1/18/11,Unemployed,M,0,Suburban,Single,68,0,45,0,1,Personal Auto,Personal L2,Offer2,Web,489.6,Four-Door Car,Medsize +JV44724,Arizona,10255.80275,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,102,17,77,0,2,Personal Auto,Personal L3,Offer1,Agent,734.4,Sports Car,Medsize +PI96349,California,22103.5072,Yes,Basic,College,1/30/11,Unemployed,M,0,Suburban,Married,102,35,48,0,2,Personal Auto,Personal L3,Offer1,Branch,489.6,SUV,Medsize +NA82031,Washington,2962.982516,No,Basic,College,2/5/11,Employed,F,71809,Rural,Divorced,74,14,3,0,1,Corporate Auto,Corporate L3,Offer3,Agent,78.248458,Four-Door Car,Medsize +YH86106,Arizona,5764.862315,No,Basic,Bachelor,2/11/11,Employed,M,40238,Suburban,Married,73,17,88,1,9,Personal Auto,Personal L3,Offer1,Branch,350.4,Four-Door Car,Medsize +DI82448,California,4700.421406,No,Basic,Bachelor,1/4/11,Unemployed,M,0,Suburban,Single,70,2,33,0,9,Personal Auto,Personal L3,Offer1,Call Center,504,Four-Door Car,Medsize +HL97125,Nevada,4669.22664,Yes,Premium,High School or Below,2/14/11,Employed,F,76157,Suburban,Married,116,15,80,0,1,Personal Auto,Personal L1,Offer2,Call Center,556.8,Two-Door Car,Small +NB18234,Nevada,5384.015304,No,Basic,College,2/11/11,Employed,F,30514,Rural,Single,72,3,87,2,6,Personal Auto,Personal L3,Offer1,Web,154.049617,Four-Door Car,Medsize +KH53118,California,7505.768149,No,Basic,Bachelor,2/26/11,Employed,F,44485,Rural,Married,62,5,74,0,2,Special Auto,Special L3,Offer1,Agent,79.893853,Four-Door Car,Medsize +UX94928,Arizona,10551.1476,No,Basic,High School or Below,2/14/11,Employed,M,50941,Suburban,Single,69,17,46,0,2,Personal Auto,Personal L2,Offer4,Agent,331.2,Four-Door Car,Small +HO94329,Arizona,25900.19716,No,Basic,College,1/14/11,Employed,M,53105,Urban,Married,110,6,65,0,2,Corporate Auto,Corporate L1,Offer3,Agent,365.361427,SUV,Medsize +LW64678,California,51016.06704,No,Premium,Master,2/19/11,Employed,F,25167,Urban,Married,140,3,76,0,2,Personal Auto,Personal L3,Offer2,Agent,422.494292,SUV,Small +CE11308,Washington,3575.04124,No,Extended,College,1/22/11,Employed,M,30244,Urban,Married,92,11,72,0,1,Personal Auto,Personal L2,Offer4,Call Center,383.110633,Four-Door Car,Medsize +DC46685,California,11638.89947,Yes,Basic,College,1/26/11,Medical Leave,F,25370,Suburban,Married,102,10,77,0,2,Corporate Auto,Corporate L3,Offer1,Branch,489.6,Sports Car,Large +LM69036,Oregon,14050.17358,No,Basic,Master,1/10/11,Unemployed,M,0,Suburban,Married,73,8,71,1,2,Corporate Auto,Corporate L1,Offer3,Branch,350.4,Four-Door Car,Small +MM83308,Arizona,2379.825871,No,Basic,High School or Below,2/21/11,Employed,M,69202,Suburban,Single,61,33,12,0,1,Personal Auto,Personal L2,Offer2,Web,292.8,Two-Door Car,Small +GL33494,Oregon,5460.373249,No,Basic,Master,2/15/11,Employed,F,31530,Suburban,Married,69,24,47,1,3,Personal Auto,Personal L3,Offer1,Branch,331.2,Two-Door Car,Medsize +BH61054,California,6269.592055,No,Extended,College,1/10/11,Employed,F,61040,Suburban,Married,78,21,9,0,9,Personal Auto,Personal L3,Offer2,Web,391.942636,Two-Door Car,Medsize +OJ77448,Arizona,8709.847614,No,Basic,Bachelor,2/15/11,Employed,F,85185,Rural,Married,107,26,91,0,5,Corporate Auto,Corporate L3,Offer1,Agent,166.502804,SUV,Small +IN10489,Nevada,5024.777578,No,Basic,Master,2/16/11,Employed,F,78772,Rural,Married,62,9,47,0,8,Personal Auto,Personal L3,Offer2,Branch,86.274545,Four-Door Car,Small +FY32647,California,12515.18061,No,Basic,College,1/16/11,Unemployed,M,0,Suburban,Single,63,35,15,0,2,Special Auto,Special L3,Offer4,Branch,577.57549,Two-Door Car,Medsize +YP17198,Oregon,22325.82746,No,Basic,Master,1/5/11,Employed,M,99241,Rural,Single,70,22,27,0,2,Corporate Auto,Corporate L3,Offer2,Branch,48.304125,Four-Door Car,Large +RB79317,Arizona,3059.056323,No,Extended,Bachelor,1/30/11,Unemployed,F,0,Rural,Married,83,29,52,0,1,Personal Auto,Personal L2,Offer3,Agent,197.498882,Two-Door Car,Medsize +IE49043,Nevada,6698.974274,No,Basic,College,1/10/11,Disabled,F,21114,Suburban,Single,180,7,59,0,1,Personal Auto,Personal L3,Offer1,Call Center,864,Luxury Car,Medsize +ZL82075,Nevada,5479.555081,Yes,Basic,Master,1/13/11,Employed,M,56005,Suburban,Married,68,31,30,1,3,Corporate Auto,Corporate L1,Offer1,Branch,326.4,Four-Door Car,Small +DV24592,Oregon,2472.469209,Yes,Basic,College,1/20/11,Employed,F,63860,Urban,Married,62,26,81,0,1,Personal Auto,Personal L3,Offer2,Agent,208.598246,Four-Door Car,Medsize +XF89906,Arizona,58207.12842,No,Extended,High School or Below,1/13/11,Disabled,M,29295,Suburban,Married,219,25,50,0,2,Personal Auto,Personal L3,Offer1,Agent,1328.839129,Luxury SUV,Large +AD71478,Arizona,3430.316936,No,Extended,High School or Below,2/10/11,Employed,M,54339,Rural,Married,86,10,52,0,1,Personal Auto,Personal L3,Offer4,Agent,10.478305,Four-Door Car,Large +SE15781,California,2396.219292,Yes,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,66,6,71,2,1,Corporate Auto,Corporate L1,Offer2,Call Center,433.160284,Four-Door Car,Large +YG71375,Nevada,5964.345179,No,Basic,College,1/28/11,Employed,F,98078,Suburban,Married,73,5,79,0,6,Personal Auto,Personal L1,Offer1,Agent,418.689402,Four-Door Car,Large +KH95802,Arizona,2605.599527,No,Basic,College,2/14/11,Employed,M,20592,Urban,Single,71,15,81,1,1,Personal Auto,Personal L3,Offer4,Branch,195.153339,Two-Door Car,Medsize +FW16824,Oregon,4758.19231,No,Basic,High School or Below,1/22/11,Employed,M,72805,Suburban,Married,62,13,34,4,3,Corporate Auto,Corporate L3,Offer2,Branch,365.466805,Four-Door Car,Medsize +FK17363,Washington,5154.051492,No,Extended,High School or Below,2/2/11,Employed,F,55645,Suburban,Divorced,129,23,33,0,1,Personal Auto,Personal L1,Offer1,Call Center,619.2,SUV,Medsize +DK66277,California,2805.176489,No,Basic,High School or Below,1/14/11,Employed,M,98859,Suburban,Divorced,70,3,57,0,1,Personal Auto,Personal L1,Offer4,Web,504,Four-Door Car,Small +FX67699,Oregon,4250.282624,Yes,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,61,17,1,1,7,Corporate Auto,Corporate L3,Offer1,Agent,292.8,Four-Door Car,Small +LC92080,Oregon,7247.736708,No,Basic,College,1/1/11,Employed,M,23541,Rural,Married,62,12,38,0,2,Personal Auto,Personal L3,Offer2,Agent,98.923871,Two-Door Car,Medsize +CQ57225,California,5008.789971,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Suburban,Single,73,4,0,0,8,Corporate Auto,Corporate L3,Offer1,Call Center,350.4,Two-Door Car,Medsize +AM53473,Arizona,5821.787383,No,Basic,Bachelor,2/13/11,Employed,F,60087,Suburban,Single,74,21,23,0,3,Special Auto,Special L3,Offer1,Agent,355.2,Four-Door Car,Small +TE50227,Arizona,18898.32653,No,Extended,College,1/14/11,Unemployed,M,0,Suburban,Single,132,23,33,0,2,Personal Auto,Personal L1,Offer1,Agent,1405.292809,SUV,Medsize +IS45756,Arizona,4756.913057,No,Extended,College,1/7/11,Employed,F,48938,Suburban,Divorced,121,23,20,0,1,Personal Auto,Personal L2,Offer1,Call Center,580.8,SUV,Large +QA71190,California,8083.917906,No,Premium,Bachelor,2/18/11,Employed,F,31506,Suburban,Married,102,23,50,0,8,Personal Auto,Personal L1,Offer1,Web,601.074585,Four-Door Car,Small +LD53393,California,7417.406267,No,Basic,Bachelor,1/22/11,Employed,M,67454,Suburban,Married,185,3,71,0,1,Personal Auto,Personal L1,Offer2,Agent,1332,Luxury Car,Large +JO35068,Nevada,2538.62632,Yes,Basic,Bachelor,2/17/11,Retired,M,18608,Suburban,Divorced,71,13,24,0,1,Personal Auto,Personal L2,Offer2,Web,340.8,Four-Door Car,Medsize +EC71857,Washington,2432.958093,No,Basic,Doctor,1/8/11,Employed,F,28519,Rural,Married,61,9,94,0,1,Personal Auto,Personal L2,Offer2,Agent,111.865326,Four-Door Car,Medsize +LB19360,Nevada,4170.687348,Yes,Basic,Master,1/17/11,Employed,F,29462,Suburban,Single,107,28,23,1,1,Personal Auto,Personal L1,Offer2,Branch,513.6,SUV,Large +RM70340,Oregon,2489.662064,No,Basic,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,74,3,64,0,1,Corporate Auto,Corporate L3,Offer2,Branch,532.8,Four-Door Car,Small +YL34043,Nevada,3758.950734,No,Extended,Bachelor,1/7/11,Employed,F,58300,Rural,Married,94,25,55,0,1,Personal Auto,Personal L3,Offer1,Branch,24.04838,Four-Door Car,Medsize +BQ88033,Oregon,42389.00791,No,Extended,College,2/17/11,Employed,M,82554,Rural,Married,132,6,15,0,2,Personal Auto,Personal L1,Offer1,Branch,154.749492,Sports Car,Medsize +SG46572,California,29830.38714,No,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,102,10,85,0,2,Personal Auto,Personal L3,Offer2,Agent,489.6,Sports Car,Medsize +LT94367,California,26134.90739,No,Basic,College,1/16/11,Unemployed,M,0,Suburban,Divorced,111,1,72,0,2,Personal Auto,Personal L2,Offer1,Branch,673.262794,Sports Car,Small +FV83989,Arizona,2453.570794,Yes,Basic,Bachelor,2/9/11,Medical Leave,M,29735,Suburban,Single,69,3,92,0,1,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +WO80705,Arizona,2855.925747,No,Basic,Bachelor,2/14/11,Employed,F,50738,Suburban,Divorced,71,11,48,0,1,Personal Auto,Personal L1,Offer3,Agent,344.470631,Four-Door Car,Large +CT51200,Oregon,5771.610372,No,Basic,High School or Below,2/17/11,Employed,F,65709,Rural,Divorced,72,33,77,0,3,Corporate Auto,Corporate L3,Offer1,Web,12.945127,Four-Door Car,Medsize +IX65163,California,8098.51111,No,Extended,College,1/21/11,Unemployed,M,0,Suburban,Single,123,22,25,0,6,Personal Auto,Personal L3,Offer1,Call Center,885.6,SUV,Medsize +AP32891,Arizona,3432.961074,No,Extended,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,95,16,28,0,1,Personal Auto,Personal L2,Offer4,Agent,456,Four-Door Car,Medsize +AY29281,Arizona,9408.343519,No,Extended,Bachelor,1/10/11,Unemployed,F,0,Suburban,Single,85,11,27,0,2,Corporate Auto,Corporate L2,Offer1,Agent,408,Four-Door Car,Medsize +UK18731,California,5595.971365,No,Basic,Bachelor,1/27/11,Retired,F,19651,Suburban,Married,72,3,68,0,5,Personal Auto,Personal L1,Offer2,Web,345.6,Two-Door Car,Small +JT32550,Washington,7260.833833,No,Basic,High School or Below,1/30/11,Unemployed,M,0,Suburban,Single,72,18,25,0,2,Personal Auto,Personal L2,Offer4,Web,744.026708,Four-Door Car,Small +MT91823,Arizona,13438.04189,No,Basic,College,1/21/11,Employed,F,69693,Suburban,Married,112,34,62,1,2,Special Auto,Special L2,Offer1,Branch,537.6,Sports Car,Small +FI11096,Arizona,7324.285428,No,Basic,High School or Below,1/8/11,Unemployed,F,0,Suburban,Single,104,10,74,0,7,Special Auto,Special L1,Offer2,Branch,1114.092784,SUV,Small +QF13998,California,2357.801509,No,Basic,College,2/11/11,Unemployed,F,0,Urban,Married,65,5,59,1,1,Personal Auto,Personal L3,Offer2,Web,294.502382,Four-Door Car,Medsize +BC35753,Arizona,2671.295549,No,Basic,College,1/18/11,Employed,F,45525,Suburban,Married,66,1,41,0,1,Personal Auto,Personal L2,Offer4,Agent,316.8,Two-Door Car,Small +LX74249,Oregon,2938.814981,No,Basic,Bachelor,2/28/11,Employed,F,96765,Urban,Married,72,28,61,0,1,Personal Auto,Personal L3,Offer3,Call Center,216.01091,Two-Door Car,Medsize +VX43756,Oregon,4911.002585,No,Basic,College,1/27/11,Employed,M,32903,Rural,Married,64,4,41,3,3,Personal Auto,Personal L3,Offer3,Web,98.33116,Four-Door Car,Medsize +JZ61928,California,5498.940679,Yes,Basic,College,2/5/11,Medical Leave,M,22520,Suburban,Married,73,17,64,0,3,Corporate Auto,Corporate L3,Offer1,Branch,350.4,Four-Door Car,Medsize +DT59560,California,4757.242856,No,Premium,High School or Below,2/25/11,Employed,F,67486,Urban,Married,118,3,26,0,1,Personal Auto,Personal L3,Offer3,Branch,529.493769,Two-Door Car,Large +CI99444,Nevada,2926.886293,No,Basic,College,2/22/11,Employed,F,92381,Urban,Married,72,24,27,0,1,Special Auto,Special L2,Offer2,Call Center,234.774747,Four-Door Car,Medsize +JF25129,California,8509.850887,Yes,Basic,Master,1/31/11,Disabled,M,26057,Suburban,Divorced,74,3,63,0,2,Personal Auto,Personal L2,Offer1,Call Center,523.888845,Four-Door Car,Small +YB57848,Oregon,9928.986032,No,Extended,Doctor,1/2/11,Employed,F,75716,Rural,Single,247,2,32,0,1,Personal Auto,Personal L3,Offer1,Branch,562.088587,Luxury Car,Medsize +DJ27518,California,10089.79095,No,Extended,High School or Below,1/1/11,Employed,F,63657,Suburban,Single,128,1,26,0,7,Corporate Auto,Corporate L3,Offer4,Agent,614.4,Sports Car,Medsize +DO95670,Arizona,5073.282126,Yes,Extended,Doctor,1/30/11,Employed,M,57709,Suburban,Married,125,10,26,0,1,Personal Auto,Personal L3,Offer2,Branch,600,SUV,Medsize +WV53830,Oregon,16301.9676,Yes,Extended,Master,2/17/11,Retired,F,19614,Suburban,Married,85,21,32,0,2,Personal Auto,Personal L2,Offer2,Agent,574.024018,Two-Door Car,Medsize +LY30169,California,3360.269641,No,Extended,High School or Below,1/23/11,Employed,M,75216,Rural,Married,84,23,39,1,1,Corporate Auto,Corporate L3,Offer4,Agent,65.803328,Four-Door Car,Medsize +AH41449,Nevada,7907.133288,No,Basic,College,2/14/11,Employed,M,24666,Rural,Married,101,32,51,0,3,Personal Auto,Personal L2,Offer3,Branch,151.835574,Sports Car,Medsize +GV21882,Nevada,28328.46548,No,Basic,High School or Below,1/19/11,Medical Leave,F,20799,Urban,Single,111,20,28,0,2,Personal Auto,Personal L3,Offer3,Call Center,388.995233,Sports Car,Medsize +FH14955,California,4467.705159,No,Basic,College,1/21/11,Unemployed,M,0,Suburban,Single,64,10,34,0,4,Corporate Auto,Corporate L3,Offer3,Call Center,307.2,Four-Door Car,Medsize +JA60749,Oregon,9035.671134,Yes,Premium,High School or Below,1/21/11,Employed,F,34337,Suburban,Married,113,20,44,0,9,Personal Auto,Personal L3,Offer2,Web,542.4,Four-Door Car,Large +PB81005,Oregon,5364.469352,No,Extended,Bachelor,2/10/11,Employed,M,53562,Urban,Married,135,24,35,0,1,Personal Auto,Personal L3,Offer1,Branch,589.628918,SUV,Medsize +OY88200,Nevada,2706.606128,No,Basic,College,1/5/11,Medical Leave,F,22664,Suburban,Divorced,73,0,8,0,1,Personal Auto,Personal L2,Offer4,Agent,350.4,Two-Door Car,Small +ZT72561,Arizona,6167.854162,No,Premium,High School or Below,1/17/11,Employed,M,27289,Suburban,Married,158,4,78,2,1,Personal Auto,Personal L3,Offer2,Agent,758.4,Sports Car,Medsize +ZF95586,Arizona,2476.046413,No,Basic,Master,1/12/11,Employed,F,54831,Rural,Married,61,7,45,0,1,Personal Auto,Personal L3,Offer3,Agent,136.2171,Four-Door Car,Medsize +LV44800,California,3056.990764,No,Extended,High School or Below,1/7/11,Employed,F,78310,Suburban,Married,76,4,24,0,1,Personal Auto,Personal L2,Offer3,Branch,364.8,Four-Door Car,Medsize +FC46260,California,5217.513287,Yes,Basic,Bachelor,2/17/11,Employed,F,39854,Urban,Divorced,66,6,4,0,7,Corporate Auto,Corporate L2,Offer2,Web,261.930545,Two-Door Car,Medsize +HY68437,Oregon,6744.190752,No,Extended,High School or Below,2/3/11,Unemployed,M,0,Suburban,Married,90,3,74,0,4,Personal Auto,Personal L3,Offer1,Branch,547.912576,Four-Door Car,Medsize +XL50897,Arizona,15739.92367,No,Extended,Master,2/22/11,Employed,F,48096,Urban,Married,131,10,3,0,2,Personal Auto,Personal L1,Offer2,Call Center,450.090267,Sports Car,Medsize +AR83514,Arizona,7153.671737,No,Extended,High School or Below,1/7/11,Employed,F,59522,Suburban,Married,89,0,8,0,3,Corporate Auto,Corporate L2,Offer2,Web,427.2,Four-Door Car,Small +NA43540,Washington,8263.482214,No,Extended,High School or Below,2/11/11,Unemployed,M,0,Rural,Married,79,11,45,1,2,Corporate Auto,Corporate L3,Offer1,Agent,46.464625,Two-Door Car,Large +JP22499,California,3142.739611,No,Extended,Bachelor,1/10/11,Employed,M,43285,Urban,Single,83,35,77,0,1,Corporate Auto,Corporate L3,Offer2,Web,265.742679,Two-Door Car,Medsize +KW84736,California,2691.596929,No,Basic,College,1/8/11,Employed,M,33104,Suburban,Married,70,10,23,1,1,Personal Auto,Personal L3,Offer2,Agent,336,Two-Door Car,Small +EU21305,Arizona,2500.837384,No,Basic,College,2/4/11,Employed,M,56172,Suburban,Divorced,64,0,74,0,1,Personal Auto,Personal L3,Offer3,Agent,307.2,Four-Door Car,Small +YT96284,Oregon,3728.873486,No,Extended,Master,2/12/11,Employed,M,83632,Rural,Married,94,7,86,4,1,Personal Auto,Personal L2,Offer3,Agent,216.839496,Four-Door Car,Medsize +RH96816,Arizona,2937.165583,No,Extended,Bachelor,2/2/11,Unemployed,F,0,Suburban,Divorced,81,16,69,0,1,Personal Auto,Personal L2,Offer1,Call Center,388.8,Two-Door Car,Medsize +JB20173,California,10391.78109,No,Extended,Bachelor,2/4/11,Employed,M,81439,Rural,Single,90,25,40,1,2,Personal Auto,Personal L2,Offer2,Call Center,108.118855,Two-Door Car,Medsize +RR73059,California,2994.351694,No,Basic,College,1/29/11,Employed,F,55911,Urban,Married,74,7,40,0,1,Personal Auto,Personal L1,Offer1,Web,187.934331,Four-Door Car,Medsize +CH38655,Oregon,14203.6226,No,Basic,Bachelor,1/16/11,Employed,M,90456,Rural,Married,71,26,40,0,2,Personal Auto,Personal L3,Offer4,Agent,165.057816,Four-Door Car,Medsize +IG12691,Arizona,4490.549093,No,Basic,Bachelor,1/19/11,Unemployed,F,0,Urban,Single,64,13,11,0,3,Personal Auto,Personal L2,Offer1,Agent,254.404622,Two-Door Car,Medsize +NZ60700,Washington,10963.95723,Yes,Premium,High School or Below,2/8/11,Employed,M,55687,Suburban,Divorced,276,33,91,0,1,Personal Auto,Personal L2,Offer1,Agent,1324.8,Luxury SUV,Medsize +JL21509,California,3508.569533,Yes,Extended,College,1/5/11,Medical Leave,M,20978,Suburban,Married,98,19,96,1,1,Personal Auto,Personal L3,Offer2,Branch,1176.2788,Four-Door Car,Small +GR76453,Oregon,4942.873707,No,Basic,High School or Below,1/23/11,Employed,M,82093,Urban,Divorced,62,17,3,0,3,Personal Auto,Personal L2,Offer2,Branch,266.932542,Four-Door Car,Medsize +US63915,Arizona,6218.662593,No,Premium,High School or Below,2/4/11,Employed,M,51944,Suburban,Married,156,12,96,0,1,Corporate Auto,Corporate L3,Offer1,Agent,748.8,Sports Car,Medsize +VY30333,Nevada,6156.363979,No,Extended,College,1/8/11,Employed,M,78824,Urban,Divorced,77,10,12,0,6,Personal Auto,Personal L3,Offer1,Agent,267.699403,Four-Door Car,Medsize +AC42963,California,21423.63723,Yes,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Married,65,9,31,0,2,Special Auto,Special L3,Offer2,Agent,312,Two-Door Car,Medsize +AT89553,California,5926.729379,Yes,Extended,College,1/25/11,Retired,M,23091,Suburban,Married,96,28,90,5,5,Personal Auto,Personal L1,Offer1,Agent,460.8,Four-Door Car,Medsize +DN76322,Oregon,10295.46521,No,Extended,College,2/17/11,Employed,F,24723,Suburban,Married,129,20,0,0,5,Corporate Auto,Corporate L1,Offer1,Branch,619.2,Sports Car,Medsize +EZ48093,Arizona,2710.811423,No,Basic,Bachelor,2/9/11,Employed,M,31998,Suburban,Married,69,31,70,0,1,Corporate Auto,Corporate L3,Offer3,Branch,331.2,Four-Door Car,Small +DA34555,California,3363.004143,No,Extended,College,2/20/11,Employed,F,80138,Urban,Married,83,3,33,0,1,Personal Auto,Personal L3,Offer4,Branch,209.427344,Four-Door Car,Medsize +RK63095,California,3122.984111,No,Extended,College,1/1/11,Employed,M,72916,Suburban,Single,80,25,72,0,1,Personal Auto,Personal L3,Offer2,Web,384,Two-Door Car,Medsize +OG69038,Washington,6220.765007,No,Basic,High School or Below,2/5/11,Unemployed,F,0,Suburban,Single,65,5,63,2,2,Corporate Auto,Corporate L2,Offer1,Agent,468,Four-Door Car,Large +SO98684,California,3455.17183,No,Extended,High School or Below,2/21/11,Unemployed,F,0,Suburban,Single,91,16,63,0,1,Personal Auto,Personal L2,Offer1,Call Center,681.038959,Four-Door Car,Small +BZ85306,California,11855.13545,No,Premium,Bachelor,2/17/11,Unemployed,F,0,Suburban,Single,170,10,74,0,5,Corporate Auto,Corporate L2,Offer3,Web,1227.491941,SUV,Medsize +EV14479,California,7163.796624,No,Extended,Bachelor,2/3/11,Employed,M,44527,Urban,Married,94,20,91,2,5,Personal Auto,Personal L3,Offer1,Call Center,286.960016,Four-Door Car,Large +YD71702,Oregon,3157.551595,No,Extended,Bachelor,2/2/11,Employed,M,46655,Urban,Single,82,27,20,0,1,Personal Auto,Personal L2,Offer1,Agent,336.892624,Four-Door Car,Medsize +UC69263,California,8336.08382,No,Basic,Bachelor,2/16/11,Unemployed,M,0,Suburban,Single,67,10,50,2,2,Personal Auto,Personal L3,Offer3,Agent,445.265108,Two-Door Car,Medsize +DH25145,Arizona,5809.261551,No,Basic,High School or Below,1/30/11,Employed,F,26975,Suburban,Married,73,14,59,0,5,Personal Auto,Personal L3,Offer4,Web,548.333667,Two-Door Car,Small +KU94282,Oregon,10016.28847,No,Basic,Master,1/16/11,Employed,F,62900,Rural,Married,62,3,12,0,2,Personal Auto,Personal L2,Offer2,Agent,83.897335,Two-Door Car,Medsize +UT18598,California,4914.731004,No,Basic,Bachelor,2/24/11,Disabled,F,14232,Suburban,Married,64,13,1,0,5,Personal Auto,Personal L3,Offer4,Agent,307.2,Four-Door Car,Small +DA40009,Washington,2750.540853,No,Basic,Bachelor,2/8/11,Employed,F,34200,Rural,Divorced,70,27,15,0,1,Corporate Auto,Corporate L3,Offer3,Agent,167.295936,Four-Door Car,Medsize +HU87011,California,5677.309793,No,Extended,Bachelor,1/9/11,Unemployed,F,0,Suburban,Married,77,13,57,0,9,Personal Auto,Personal L1,Offer3,Web,369.6,Four-Door Car,Medsize +EK40672,California,2393.1169,No,Basic,College,1/25/11,Medical Leave,M,22981,Rural,Single,69,30,8,0,1,Personal Auto,Personal L2,Offer2,Call Center,16.80116,Four-Door Car,Large +ZH92587,Oregon,8126.766397,No,Basic,College,2/22/11,Disabled,F,14616,Suburban,Married,107,22,73,0,3,Personal Auto,Personal L3,Offer1,Agent,513.6,SUV,Medsize +EJ95100,California,2774.799523,No,Basic,Master,1/20/11,Unemployed,F,0,Suburban,Divorced,74,4,30,0,1,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Medsize +WS56675,Oregon,4300.901435,No,Premium,High School or Below,1/6/11,Employed,F,88590,Rural,Married,107,0,57,0,1,Personal Auto,Personal L2,Offer3,Branch,41.721538,Two-Door Car,Medsize +UF28233,Washington,5221.14469,No,Basic,High School or Below,2/3/11,Employed,F,60445,Urban,Married,65,8,53,0,8,Personal Auto,Personal L1,Offer2,Branch,279.450351,Four-Door Car,Medsize +HQ76003,Nevada,12383.5306,No,Basic,High School or Below,1/4/11,Employed,F,40602,Urban,Single,105,14,84,0,2,Personal Auto,Personal L3,Offer2,Branch,459.895876,Sports Car,Medsize +SS90882,Oregon,7680.748159,No,Basic,College,1/6/11,Employed,F,66795,Urban,Married,64,14,71,0,2,Personal Auto,Personal L3,Offer3,Web,238.032027,Four-Door Car,Medsize +ZN71189,Oregon,4014.453113,Yes,Extended,Doctor,1/8/11,Employed,F,37384,Suburban,Married,99,9,17,0,1,Personal Auto,Personal L3,Offer2,Agent,475.2,Four-Door Car,Medsize +VX85673,Arizona,4250.282624,Yes,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,61,17,1,1,7,Personal Auto,Personal L3,Offer1,Agent,292.8,Four-Door Car,Small +NP19156,Arizona,4624.557568,No,Basic,Master,1/1/11,Employed,F,28264,Urban,Divorced,61,22,12,4,6,Corporate Auto,Corporate L2,Offer1,Agent,167.889924,Four-Door Car,Medsize +ZV43428,Arizona,27789.69235,Yes,Extended,Bachelor,1/20/11,Employed,F,33806,Urban,Divorced,89,32,59,0,2,Special Auto,Special L3,Offer2,Web,395.729716,Four-Door Car,Medsize +NK53911,California,7345.897176,No,Extended,High School or Below,1/29/11,Employed,M,79980,Suburban,Married,91,22,75,0,3,Personal Auto,Personal L3,Offer2,Web,629.82071,Two-Door Car,Medsize +BG73480,Oregon,5323.866117,No,Extended,High School or Below,1/5/11,Employed,F,64706,Rural,Single,135,0,30,0,1,Corporate Auto,Corporate L2,Offer1,Agent,77.129691,SUV,Medsize +VY58444,Nevada,4426.096934,No,Basic,College,1/19/11,Employed,F,29660,Urban,Married,112,29,71,0,1,Personal Auto,Personal L3,Offer1,Agent,334.133949,SUV,Small +SJ15498,Oregon,6852.36423,No,Extended,Bachelor,2/21/11,Employed,F,26313,Suburban,Single,87,6,77,0,7,Corporate Auto,Corporate L2,Offer1,Agent,417.6,Two-Door Car,Medsize +ZB71094,Oregon,3534.337809,No,Extended,Bachelor,1/25/11,Medical Leave,M,19861,Suburban,Married,93,27,21,0,1,Corporate Auto,Corporate L1,Offer2,Agent,446.4,Four-Door Car,Medsize +UI99818,Oregon,4349.30875,Yes,Basic,College,2/10/11,Employed,F,75648,Rural,Married,108,28,10,0,1,Personal Auto,Personal L2,Offer2,Branch,112.660916,SUV,Large +WS24655,Oregon,29676.81386,No,Premium,College,2/10/11,Employed,F,33992,Suburban,Single,194,15,46,1,2,Personal Auto,Personal L3,Offer1,Call Center,931.2,SUV,Medsize +LZ98947,Nevada,24238.66071,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Suburban,Single,109,19,49,2,2,Personal Auto,Personal L1,Offer1,Branch,784.8,SUV,Medsize +IC94523,California,11638.89947,Yes,Basic,College,1/26/11,Medical Leave,F,25370,Suburban,Married,102,10,77,0,2,Personal Auto,Personal L2,Offer1,Branch,489.6,Sports Car,Large +TK59338,Arizona,13559.39395,No,Basic,College,1/3/11,Employed,M,98036,Suburban,Married,113,18,92,0,2,Personal Auto,Personal L2,Offer2,Agent,662.444819,SUV,Medsize +BV36386,California,4282.947971,Yes,Basic,College,2/26/11,Employed,F,40864,Rural,Married,109,16,70,1,1,Personal Auto,Personal L3,Offer1,Agent,166.937747,SUV,Medsize +QT63794,California,9144.856285,No,Basic,Bachelor,1/19/11,Employed,F,21150,Suburban,Married,116,8,1,0,4,Personal Auto,Personal L3,Offer4,Branch,833.417104,SUV,Medsize +LF36128,California,7434.270631,No,Basic,College,2/3/11,Employed,F,49057,Rural,Single,63,16,52,0,2,Personal Auto,Personal L3,Offer2,Call Center,29.618152,Two-Door Car,Medsize +JK53304,California,6159.011684,No,Extended,High School or Below,1/14/11,Employed,F,97658,Suburban,Married,76,7,82,1,3,Personal Auto,Personal L3,Offer1,Call Center,364.8,Four-Door Car,Medsize +HU76577,California,3883.398053,No,Basic,Bachelor,1/27/11,Unemployed,M,0,Suburban,Married,109,10,70,0,1,Personal Auto,Personal L1,Offer1,Agent,765.906271,SUV,Medsize +JG81480,Oregon,10622.51656,No,Basic,Bachelor,1/12/11,Employed,F,25634,Rural,Married,67,12,53,0,2,Personal Auto,Personal L2,Offer4,Call Center,144.728404,Four-Door Car,Medsize +CC88237,California,5257.241485,No,Basic,High School or Below,1/24/11,Employed,M,56154,Suburban,Single,67,6,26,0,4,Personal Auto,Personal L3,Offer3,Web,386.160674,Two-Door Car,Small +OV64984,Arizona,4881.394894,No,Basic,Bachelor,2/9/11,Employed,M,90892,Rural,Married,61,1,31,0,6,Personal Auto,Personal L2,Offer2,Branch,102.322529,Two-Door Car,Medsize +VG45203,Nevada,13197.92893,Yes,Basic,College,1/27/11,Unemployed,F,0,Suburban,Single,68,19,2,3,2,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Large +YQ42353,Oregon,5334.183231,No,Basic,Doctor,2/2/11,Employed,M,72960,Rural,Single,68,11,17,1,5,Personal Auto,Personal L2,Offer1,Branch,143.535826,Four-Door Car,Medsize +AP46166,California,4965.491316,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Single,73,4,71,1,8,Personal Auto,Personal L3,Offer3,Call Center,525.6,Two-Door Car,Small +UI36374,Oregon,5470.060561,Yes,Extended,Bachelor,2/17/11,Employed,F,54507,Suburban,Married,138,20,11,0,1,Corporate Auto,Corporate L2,Offer2,Agent,702.990032,SUV,Medsize +ZR76229,Arizona,3713.790822,No,Extended,College,1/4/11,Employed,F,81190,Urban,Married,92,9,87,0,1,Corporate Auto,Corporate L3,Offer2,Web,356.563616,Two-Door Car,Small +ZD65365,Oregon,2894.583582,No,Basic,College,2/13/11,Employed,F,28204,Suburban,Married,73,6,12,0,1,Personal Auto,Personal L3,Offer2,Branch,486.987555,Four-Door Car,Medsize +XI84293,Oregon,1940.981221,No,Basic,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,66,5,40,3,1,Personal Auto,Personal L3,Offer3,Call Center,475.2,Two-Door Car,Large +MT97446,California,2647.204207,No,Basic,Master,2/13/11,Employed,F,26441,Urban,Married,66,32,20,0,1,Corporate Auto,Corporate L1,Offer1,Agent,210.641776,Two-Door Car,Medsize +GM48223,Oregon,5461.967787,No,Basic,Bachelor,2/6/11,Employed,F,42650,Rural,Married,69,10,92,0,5,Personal Auto,Personal L1,Offer3,Agent,35.565605,Four-Door Car,Medsize +YQ42614,Washington,2661.82351,No,Basic,High School or Below,2/23/11,Employed,M,29195,Suburban,Divorced,68,2,46,0,1,Personal Auto,Personal L2,Offer2,Agent,448.181396,Two-Door Car,Small +ZK56389,Arizona,2397.036098,Yes,Basic,High School or Below,1/29/11,Retired,F,22283,Suburban,Divorced,65,16,93,0,1,Special Auto,Special L3,Offer1,Branch,572.072106,Four-Door Car,Medsize +MK19833,Arizona,4567.874448,No,Basic,College,2/7/11,Disabled,M,15383,Suburban,Married,61,10,36,0,4,Corporate Auto,Corporate L3,Offer4,Web,292.8,Two-Door Car,Medsize +TO12347,California,5534.569714,No,Basic,Bachelor,2/5/11,Disabled,M,16101,Suburban,Divorced,74,16,10,0,3,Personal Auto,Personal L2,Offer3,Call Center,437.608909,Four-Door Car,Small +KE63160,Oregon,6057.07208,Yes,Extended,Bachelor,2/14/11,Retired,M,27681,Suburban,Married,83,13,62,0,9,Personal Auto,Personal L3,Offer2,Agent,398.4,Two-Door Car,Medsize +SR49919,Arizona,10656.88195,Yes,Extended,Bachelor,2/27/11,Employed,F,72540,Suburban,Married,88,7,3,0,2,Personal Auto,Personal L3,Offer2,Call Center,631.743039,Two-Door Car,Medsize +CI38171,Washington,13798.47871,No,Basic,Bachelor,1/28/11,Employed,F,42780,Suburban,Single,181,11,43,2,5,Personal Auto,Personal L3,Offer1,Call Center,868.8,Luxury SUV,Medsize +VK42108,Washington,18060.47947,No,Basic,Bachelor,1/17/11,Employed,F,57882,Suburban,Single,115,1,61,0,2,Corporate Auto,Corporate L3,Offer1,Web,552,SUV,Medsize +NB86692,Nevada,2690.477161,No,Basic,College,1/2/11,Employed,F,60060,Urban,Married,67,24,12,0,1,Personal Auto,Personal L3,Offer4,Web,320.629479,Four-Door Car,Medsize +YN15967,California,7409.083969,No,Extended,College,1/11/11,Employed,M,61160,Urban,Single,96,2,71,0,3,Corporate Auto,Corporate L2,Offer1,Branch,354.530239,Two-Door Car,Small +KU56071,Oregon,4991.535369,No,Basic,College,2/20/11,Employed,F,93416,Urban,Married,62,5,16,0,6,Personal Auto,Personal L1,Offer2,Call Center,246.249051,Two-Door Car,Medsize +LN47910,Arizona,4434.028141,No,Premium,College,1/3/11,Employed,F,83220,Suburban,Married,110,9,42,0,1,Personal Auto,Personal L1,Offer3,Agent,528,Four-Door Car,Medsize +CY80935,Oregon,14748.92373,No,Extended,High School or Below,2/11/11,Employed,M,31226,Suburban,Married,93,31,68,0,2,Personal Auto,Personal L2,Offer1,Agent,446.4,Four-Door Car,Medsize +SA84892,California,4916.373221,No,Extended,High School or Below,1/7/11,Employed,F,66982,Suburban,Married,121,12,13,0,1,Corporate Auto,Corporate L3,Offer2,Agent,871.2,SUV,Medsize +LY93301,Oregon,12495.73971,No,Basic,Bachelor,2/3/11,Unemployed,M,0,Suburban,Single,61,32,85,0,2,Corporate Auto,Corporate L3,Offer3,Agent,292.8,Two-Door Car,Medsize +FG63647,Nevada,12877.7765,No,Premium,Bachelor,1/25/11,Unemployed,M,0,Suburban,Married,117,8,89,0,2,Personal Auto,Personal L1,Offer2,Agent,561.6,Four-Door Car,Medsize +VX79712,Washington,6775.924167,No,Extended,Doctor,2/20/11,Employed,M,27354,Suburban,Married,86,2,13,1,7,Personal Auto,Personal L3,Offer4,Branch,412.8,Two-Door Car,Medsize +UH59257,Washington,7540.911474,No,Extended,Doctor,2/14/11,Employed,M,61726,Suburban,Married,96,33,30,2,4,Personal Auto,Personal L3,Offer2,Agent,689.507724,Two-Door Car,Medsize +ME84824,Arizona,5989.773931,Yes,Premium,College,1/19/11,Employed,M,66839,Suburban,Single,154,33,24,0,1,Personal Auto,Personal L3,Offer2,Branch,739.2,Sports Car,Medsize +ZR68364,California,9171.000967,No,Extended,College,2/10/11,Employed,M,60433,Suburban,Married,77,0,64,0,2,Personal Auto,Personal L1,Offer2,Branch,369.6,Four-Door Car,Medsize +WQ25142,California,21528.56723,No,Extended,Bachelor,2/18/11,Disabled,M,11538,Suburban,Married,82,35,22,0,2,Corporate Auto,Corporate L3,Offer3,Call Center,393.6,Four-Door Car,Medsize +OW84481,Nevada,2675.569927,No,Basic,High School or Below,2/16/11,Employed,M,67837,Suburban,Married,69,19,17,4,1,Personal Auto,Personal L3,Offer2,Agent,430.477436,Four-Door Car,Medsize +FU77365,California,9246.223462,No,Basic,Bachelor,2/14/11,Employed,F,40032,Suburban,Married,118,1,50,2,7,Personal Auto,Personal L3,Offer1,Web,717.763724,SUV,Medsize +MR46875,Washington,4860.580033,No,Basic,Master,1/13/11,Employed,M,41126,Urban,Divorced,61,28,89,0,8,Corporate Auto,Corporate L2,Offer3,Call Center,199.281404,Four-Door Car,Medsize +PT46181,California,2471.145145,No,Basic,College,1/26/11,Employed,M,65176,Suburban,Married,62,24,32,0,1,Personal Auto,Personal L3,Offer2,Branch,297.6,Four-Door Car,Medsize +LT41574,Oregon,2760.954751,No,Basic,Bachelor,1/18/11,Employed,F,34717,Suburban,Married,70,7,33,2,1,Special Auto,Special L2,Offer1,Web,336,Four-Door Car,Medsize +WX16395,California,4270.034394,Yes,Extended,College,1/19/11,Unemployed,M,0,Suburban,Married,122,27,2,0,1,Personal Auto,Personal L1,Offer2,Agent,725.870693,SUV,Medsize +HD82971,Arizona,3136.082008,No,Extended,High School or Below,1/15/11,Unemployed,F,0,Suburban,Single,89,15,83,0,1,Personal Auto,Personal L1,Offer3,Agent,640.8,Four-Door Car,Medsize +ZC17276,California,7755.209719,No,Premium,Master,1/15/11,Unemployed,M,0,Suburban,Single,110,7,90,0,5,Personal Auto,Personal L3,Offer1,Branch,528,Four-Door Car,Medsize +OR27665,Washington,4927.707574,No,Basic,Bachelor,1/29/11,Unemployed,F,0,Rural,Married,67,29,40,0,9,Personal Auto,Personal L1,Offer1,Branch,132.443705,Two-Door Car,Medsize +VO75043,Oregon,6661.744145,No,Extended,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,95,6,99,0,5,Personal Auto,Personal L3,Offer4,Agent,456,Four-Door Car,Medsize +LZ78622,California,6529.911496,No,Extended,High School or Below,1/9/11,Employed,M,44379,Suburban,Married,83,10,12,1,8,Special Auto,Special L3,Offer2,Call Center,398.4,Four-Door Car,Medsize +PK24825,Oregon,3293.245706,No,Extended,College,2/15/11,Unemployed,F,0,Suburban,Single,94,3,40,0,1,Corporate Auto,Corporate L1,Offer3,Call Center,676.8,Four-Door Car,Large +HG93801,Arizona,5154.764074,No,Extended,High School or Below,1/2/11,Employed,M,82730,Urban,Married,127,13,31,0,1,Corporate Auto,Corporate L3,Offer2,Branch,442.521087,SUV,Large +PJ36749,Washington,5597.12496,Yes,Extended,High School or Below,1/27/11,Employed,F,37995,Suburban,Married,139,16,50,0,1,Personal Auto,Personal L2,Offer1,Branch,667.2,SUV,Medsize +IJ33473,California,20766.66918,No,Basic,Bachelor,1/13/11,Unemployed,F,0,Suburban,Single,73,9,28,2,2,Personal Auto,Personal L3,Offer3,Call Center,350.4,Two-Door Car,Medsize +CH96412,Oregon,5423.136755,No,Basic,Doctor,1/28/11,Employed,F,85018,Rural,Married,68,22,54,3,6,Personal Auto,Personal L1,Offer1,Call Center,62.837764,Four-Door Car,Large +PR74833,Oregon,5553.362689,No,Extended,Bachelor,2/4/11,Unemployed,M,0,Suburban,Single,89,1,84,1,4,Personal Auto,Personal L3,Offer1,Agent,640.8,Two-Door Car,Medsize +ZS36394,California,5504.139033,Yes,Basic,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,73,18,45,0,5,Corporate Auto,Corporate L1,Offer1,Call Center,350.4,Four-Door Car,Medsize +DP50922,California,12663.99057,No,Basic,High School or Below,2/5/11,Employed,M,72109,Suburban,Married,105,31,34,0,2,Personal Auto,Personal L3,Offer2,Web,504,Sports Car,Medsize +VY23882,Arizona,5548.031892,Yes,Basic,Bachelor,1/13/11,Employed,M,67798,Suburban,Divorced,69,1,78,0,9,Personal Auto,Personal L1,Offer1,Agent,331.2,Four-Door Car,Medsize +UH62357,Washington,4389.945709,No,Basic,High School or Below,1/28/11,Unemployed,F,0,Suburban,Divorced,118,10,69,1,1,Personal Auto,Personal L3,Offer1,Branch,670.656551,SUV,Medsize +BG74433,Oregon,2604.84712,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Single,74,19,50,0,1,Corporate Auto,Corporate L1,Offer2,Call Center,532.8,Four-Door Car,Medsize +TI19394,Oregon,2918.576189,No,Basic,College,2/24/11,Employed,M,80714,Suburban,Married,72,18,12,0,1,Personal Auto,Personal L3,Offer2,Web,345.6,Four-Door Car,Small +AQ91207,California,2487.649473,No,Basic,High School or Below,2/11/11,Employed,M,38667,Urban,Married,63,9,21,0,1,Personal Auto,Personal L3,Offer2,Branch,293.070538,Four-Door Car,Medsize +QL46987,Oregon,9082.833891,No,Premium,Bachelor,1/8/11,Employed,F,34430,Rural,Divorced,117,16,51,0,8,Personal Auto,Personal L3,Offer1,Branch,232.875794,Four-Door Car,Medsize +BS34332,Oregon,5557.934118,No,Basic,High School or Below,1/30/11,Employed,F,83576,Suburban,Married,69,35,72,0,5,Personal Auto,Personal L3,Offer3,Web,331.2,Two-Door Car,Medsize +IJ26642,Nevada,5107.163002,Yes,Basic,Bachelor,1/26/11,Employed,F,35625,Urban,Married,65,10,56,1,3,Personal Auto,Personal L3,Offer2,Agent,288.572108,Four-Door Car,Medsize +XS36281,Washington,5570.21583,No,Extended,College,1/29/11,Employed,F,85718,Urban,Single,139,4,98,1,1,Personal Auto,Personal L3,Offer1,Branch,540.173933,Sports Car,Medsize +SR47878,California,5595.389905,Yes,Basic,High School or Below,2/5/11,Employed,F,74454,Suburban,Single,71,25,29,0,3,Personal Auto,Personal L3,Offer2,Call Center,340.8,Four-Door Car,Medsize +HG53255,Nevada,11243.90285,No,Extended,College,2/25/11,Employed,M,66146,Urban,Single,96,2,38,0,2,Personal Auto,Personal L3,Offer4,Call Center,250.697824,Two-Door Car,Medsize +QV65644,Oregon,6113.869984,No,Extended,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,88,18,7,0,5,Personal Auto,Personal L2,Offer1,Branch,1034.799615,Four-Door Car,Medsize +ZW76597,California,5271.372558,No,Basic,Bachelor,2/14/11,Retired,F,13215,Suburban,Married,74,30,17,1,3,Corporate Auto,Corporate L3,Offer1,Branch,443.772927,Four-Door Car,Small +SM80235,Oregon,2746.921502,No,Basic,High School or Below,1/29/11,Employed,M,62302,Suburban,Single,70,7,7,0,1,Personal Auto,Personal L2,Offer2,Call Center,504,Four-Door Car,Small +FE24232,Nevada,4729.970205,No,Extended,High School or Below,1/17/11,Unemployed,F,0,Suburban,Married,124,13,31,0,1,Corporate Auto,Corporate L1,Offer2,Web,630.85509,Sports Car,Medsize +BY78730,Oregon,8879.790017,Yes,Basic,High School or Below,2/3/11,Employed,F,52583,Urban,Single,113,12,59,0,7,Special Auto,Special L2,Offer1,Agent,528.20086,SUV,Small +CR40615,Arizona,3106.48254,No,Extended,Bachelor,1/2/11,Disabled,M,22076,Suburban,Single,85,30,53,0,1,Personal Auto,Personal L2,Offer1,Web,422.765363,Four-Door Car,Medsize +WL24392,Arizona,5860.16743,No,Basic,Bachelor,2/1/11,Employed,M,94527,Rural,Married,73,16,32,0,3,Personal Auto,Personal L1,Offer1,Agent,41.464402,Four-Door Car,Medsize +MZ81826,Arizona,9035.671134,Yes,Premium,High School or Below,1/21/11,Employed,F,34337,Suburban,Married,113,20,44,0,9,Personal Auto,Personal L1,Offer2,Web,542.4,Four-Door Car,Large +EO99750,Nevada,7256.576235,No,Premium,Master,2/25/11,Employed,F,29053,Rural,Married,181,34,52,0,1,Personal Auto,Personal L3,Offer3,Web,404.95431,Sports Car,Small +HF82396,Oregon,14428.86926,No,Basic,High School or Below,1/17/11,Unemployed,F,0,Suburban,Single,68,2,82,0,2,Personal Auto,Personal L1,Offer1,Branch,326.4,Two-Door Car,Small +DH68319,Oregon,2787.501453,No,Basic,College,1/1/11,Employed,F,62506,Suburban,Married,69,3,90,0,1,Personal Auto,Personal L1,Offer1,Branch,331.2,Two-Door Car,Large +EG12987,California,4845.002948,No,Basic,Bachelor,2/11/11,Unemployed,F,0,Rural,Married,65,7,14,0,6,Personal Auto,Personal L2,Offer3,Branch,129.165554,Two-Door Car,Large +ZU71467,Arizona,5460.315095,No,Basic,Bachelor,1/10/11,Employed,M,45404,Urban,Married,70,13,11,2,6,Corporate Auto,Corporate L3,Offer4,Web,266.144648,Two-Door Car,Medsize +AD95939,California,26511.60445,No,Extended,Bachelor,1/17/11,Employed,M,28773,Suburban,Single,229,14,72,0,2,Personal Auto,Personal L1,Offer4,Web,1099.2,Luxury Car,Medsize +TB71474,Nevada,3141.333694,No,Extended,College,1/18/11,Employed,F,24019,Rural,Married,79,14,27,0,1,Personal Auto,Personal L3,Offer3,Branch,47.22861,Four-Door Car,Medsize +WN76039,Nevada,2545.056879,No,Basic,Bachelor,1/16/11,Unemployed,F,0,Suburban,Single,71,6,65,0,1,Special Auto,Special L3,Offer1,Agent,340.8,Four-Door Car,Medsize +HI16472,Arizona,8355.958185,No,Basic,College,2/15/11,Employed,F,23666,Suburban,Married,104,7,76,0,9,Personal Auto,Personal L3,Offer1,Agent,499.2,SUV,Medsize +VG43444,Oregon,3837.492458,No,Extended,Bachelor,2/1/11,Employed,M,36794,Suburban,Single,99,0,75,0,1,Personal Auto,Personal L3,Offer1,Agent,712.8,Four-Door Car,Large +QI11566,Oregon,2534.990075,No,Basic,Bachelor,2/28/11,Disabled,F,25163,Suburban,Married,67,32,18,0,1,Corporate Auto,Corporate L2,Offer2,Branch,321.6,Two-Door Car,Small +JM98365,Nevada,5762.472144,No,Basic,Doctor,1/23/11,Employed,M,66156,Suburban,Married,72,11,66,0,6,Personal Auto,Personal L2,Offer2,Web,345.6,Four-Door Car,Medsize +CP67787,California,15936.5764,No,Extended,Bachelor,2/2/11,Unemployed,F,0,Suburban,Divorced,76,7,84,0,2,Personal Auto,Personal L1,Offer2,Agent,364.8,Four-Door Car,Medsize +LM83004,Arizona,12552.64705,No,Basic,High School or Below,1/27/11,Disabled,M,10147,Suburban,Married,67,15,52,0,2,Personal Auto,Personal L3,Offer4,Branch,459.276664,Four-Door Car,Medsize +JM77470,Arizona,2352.3679,No,Basic,College,1/19/11,Unemployed,F,0,Suburban,Divorced,64,4,61,0,1,Corporate Auto,Corporate L2,Offer1,Branch,381.062306,Four-Door Car,Medsize +WI47826,Oregon,4935.642812,No,Basic,College,2/17/11,Employed,F,95765,Suburban,Married,61,14,80,0,3,Personal Auto,Personal L3,Offer1,Branch,352.089317,Four-Door Car,Medsize +GE39783,Oregon,5356.137712,No,Basic,College,1/4/11,Employed,F,60752,Suburban,Married,67,4,19,0,7,Personal Auto,Personal L1,Offer1,Agent,414.106436,Four-Door Car,Medsize +JN96178,Oregon,3740.404374,No,Basic,High School or Below,2/9/11,Unemployed,M,0,Suburban,Married,104,27,13,1,1,Personal Auto,Personal L2,Offer2,Agent,499.2,SUV,Large +KH41809,California,2489.387507,No,Basic,College,1/29/11,Employed,F,31058,Urban,Married,67,5,19,5,1,Personal Auto,Personal L1,Offer4,Branch,309.424708,Two-Door Car,Medsize +KX86150,California,7188.292633,No,Extended,High School or Below,1/29/11,Medical Leave,M,13542,Suburban,Married,94,5,35,0,8,Personal Auto,Personal L3,Offer1,Web,451.2,Four-Door Car,Small +GX33877,Arizona,35022.45478,No,Extended,Bachelor,2/22/11,Employed,F,25270,Suburban,Married,99,34,87,0,2,Personal Auto,Personal L2,Offer2,Agent,712.8,Two-Door Car,Small +IQ15028,Arizona,2661.729688,No,Basic,Bachelor,1/5/11,Medical Leave,F,24152,Suburban,Married,72,17,28,2,1,Personal Auto,Personal L2,Offer3,Branch,345.6,Four-Door Car,Large +WE11250,Washington,12200.78537,No,Basic,College,2/6/11,Employed,F,60282,Rural,Married,102,23,87,0,2,Corporate Auto,Corporate L3,Offer1,Agent,120.083224,SUV,Large +OX61728,California,29006.67071,No,Basic,High School or Below,2/2/11,Employed,F,40252,Suburban,Divorced,104,12,60,0,2,Personal Auto,Personal L3,Offer1,Agent,499.2,Sports Car,Medsize +VW39046,Nevada,3873.647046,Yes,Basic,College,1/20/11,Retired,M,28142,Suburban,Married,105,18,50,0,1,Personal Auto,Personal L3,Offer2,Agent,701.708239,Sports Car,Medsize +VE52406,California,2471.528431,Yes,Basic,High School or Below,1/15/11,Employed,M,95697,Rural,Married,61,16,55,0,1,Corporate Auto,Corporate L3,Offer2,Agent,114.273025,Two-Door Car,Medsize +KQ30179,California,2688.860687,No,Basic,Bachelor,1/10/11,Employed,M,89771,Rural,Married,67,10,9,2,1,Personal Auto,Personal L2,Offer2,Call Center,104.123179,Two-Door Car,Medsize +KH58171,California,2551.226692,Yes,Basic,Master,1/19/11,Employed,M,79751,Suburban,Married,63,15,67,0,1,Personal Auto,Personal L3,Offer3,Web,392.235698,Two-Door Car,Small +CA58346,Oregon,4949.525372,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,69,27,56,0,7,Corporate Auto,Corporate L2,Offer3,Call Center,331.2,Four-Door Car,Medsize +ZU76536,California,6143.898219,No,Extended,High School or Below,1/30/11,Employed,F,45032,Rural,Married,77,13,35,0,3,Personal Auto,Personal L2,Offer2,Agent,36.818178,Four-Door Car,Medsize +UN69319,Arizona,8837.334639,No,Basic,Master,2/17/11,Employed,M,62277,Rural,Single,113,9,68,0,8,Corporate Auto,Corporate L3,Offer3,Call Center,249.799752,SUV,Medsize +MG66142,Oregon,9517.07801,No,Extended,Bachelor,2/19/11,Unemployed,F,0,Suburban,Married,87,13,76,0,2,Personal Auto,Personal L3,Offer3,Agent,417.6,Four-Door Car,Small +MV97958,Arizona,2879.63179,No,Basic,Bachelor,1/23/11,Employed,F,40525,Rural,Married,73,3,27,0,1,Personal Auto,Personal L3,Offer2,Branch,123.790553,Four-Door Car,Medsize +AG58599,Oregon,2805.098562,No,Basic,High School or Below,1/29/11,Employed,F,26004,Suburban,Married,70,12,3,0,1,Personal Auto,Personal L3,Offer3,Web,336,Four-Door Car,Medsize +UG35090,California,6045.625114,No,Extended,College,2/14/11,Employed,F,82399,Rural,Single,77,18,15,3,9,Personal Auto,Personal L3,Offer2,Agent,31.668965,Four-Door Car,Medsize +IX85835,Nevada,5246.278375,Yes,Basic,Bachelor,1/21/11,Employed,F,28909,Suburban,Married,66,15,66,0,8,Personal Auto,Personal L2,Offer1,Agent,456.702735,Two-Door Car,Medsize +FP67680,California,4772.931526,No,Extended,High School or Below,1/20/11,Medical Leave,M,15323,Suburban,Married,128,30,61,0,1,Personal Auto,Personal L3,Offer1,Agent,614.4,SUV,Medsize +WY21918,Washington,3867.965986,No,Extended,College,2/23/11,Employed,F,79628,Suburban,Single,98,6,4,0,1,Personal Auto,Personal L3,Offer4,Branch,470.4,Four-Door Car,Medsize +PM92089,Oregon,3383.445647,No,Extended,High School or Below,1/3/11,Unemployed,F,0,Suburban,Single,97,23,38,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,698.4,Two-Door Car,Medsize +AY59197,Nevada,9521.222806,No,Extended,College,1/24/11,Employed,M,27769,Rural,Married,121,24,78,0,6,Special Auto,Special L3,Offer4,Agent,123.15416,SUV,Small +VI14418,California,7614.669735,No,Premium,Bachelor,2/9/11,Medical Leave,M,16707,Suburban,Divorced,102,9,74,0,8,Special Auto,Special L3,Offer3,Web,1106.913309,Four-Door Car,Medsize +QI60335,Nevada,11308.47178,No,Basic,College,1/12/11,Unemployed,F,0,Suburban,Single,66,4,83,0,2,Personal Auto,Personal L1,Offer3,Branch,316.8,Four-Door Car,Medsize +BS87947,California,3350.687339,No,Extended,Bachelor,1/7/11,Employed,F,94395,Suburban,Married,83,23,1,0,1,Personal Auto,Personal L1,Offer2,Web,582.690575,Four-Door Car,Medsize +DW88734,California,2683.492593,No,Basic,Bachelor,1/12/11,Employed,M,84895,Suburban,Married,67,24,19,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,321.6,Two-Door Car,Small +BU72633,Nevada,42561.63183,No,Basic,Master,1/10/11,Employed,M,66661,Suburban,Single,119,23,41,0,2,Personal Auto,Personal L2,Offer1,Agent,571.2,SUV,Medsize +VK94891,Nevada,2086.610957,No,Basic,High School or Below,1/23/11,Unemployed,M,0,Suburban,Single,62,26,30,0,1,Personal Auto,Personal L3,Offer2,Web,446.4,Two-Door Car,Medsize +VE75717,Nevada,4868.807554,No,Extended,High School or Below,2/20/11,Employed,F,31447,Suburban,Married,121,12,16,0,1,Personal Auto,Personal L3,Offer1,Web,580.8,SUV,Large +JG16015,Washington,5021.150845,No,Extended,College,2/19/11,Employed,F,61987,Suburban,Married,125,24,4,0,1,Personal Auto,Personal L3,Offer2,Branch,723.301363,SUV,Medsize +CD68182,Oregon,3671.818326,No,Extended,College,1/18/11,Employed,F,42460,Urban,Married,91,28,42,0,1,Personal Auto,Personal L1,Offer1,Agent,347.47509,Two-Door Car,Medsize +WM64930,Oregon,5253.487908,No,Premium,College,2/8/11,Medical Leave,M,12811,Suburban,Married,150,27,0,2,1,Corporate Auto,Corporate L2,Offer2,Call Center,720,SUV,Medsize +BJ82316,Oregon,12036.62051,Yes,Basic,Bachelor,2/10/11,Employed,M,44428,Suburban,Single,104,17,61,0,2,Corporate Auto,Corporate L1,Offer1,Call Center,499.2,SUV,Medsize +XB61209,Arizona,3508.92537,No,Extended,College,1/6/11,Unemployed,F,0,Suburban,Single,97,19,18,0,1,Personal Auto,Personal L3,Offer1,Agent,698.4,Four-Door Car,Small +AT26484,Nevada,3818.468252,No,Premium,College,1/16/11,Employed,M,25221,Suburban,Married,103,10,41,5,1,Special Auto,Special L2,Offer2,Web,616.005527,Four-Door Car,Small +IW21434,Oregon,2570.433324,No,Basic,Bachelor,2/12/11,Employed,F,44940,Urban,Single,65,1,67,0,1,Corporate Auto,Corporate L3,Offer1,Agent,284.492531,Four-Door Car,Medsize +CP74755,Oregon,2846.171869,No,Basic,College,1/22/11,Employed,F,39192,Suburban,Divorced,71,7,11,0,1,Corporate Auto,Corporate L3,Offer3,Branch,352.791394,Four-Door Car,Medsize +IV13886,California,7292.397562,No,Basic,High School or Below,2/9/11,Unemployed,M,0,Suburban,Married,68,6,50,0,2,Personal Auto,Personal L3,Offer1,Branch,415.986454,Two-Door Car,Medsize +SW42446,California,10581.275,No,Extended,College,2/14/11,Employed,F,42513,Urban,Married,133,0,44,0,3,Corporate Auto,Corporate L3,Offer1,Agent,628.207511,Sports Car,Small +RO16377,Oregon,23144.1327,No,Basic,High School or Below,2/19/11,Employed,M,59821,Suburban,Married,193,12,6,0,2,Personal Auto,Personal L1,Offer3,Branch,1389.6,Luxury SUV,Medsize +CE46475,California,4605.036646,Yes,Basic,College,1/28/11,Medical Leave,F,22571,Suburban,Single,63,29,51,0,9,Corporate Auto,Corporate L2,Offer2,Web,302.4,Four-Door Car,Large +HE60335,Washington,3939.00637,Yes,Extended,Bachelor,1/28/11,Employed,F,60021,Suburban,Married,99,12,28,0,1,Corporate Auto,Corporate L1,Offer2,Agent,882.871945,Four-Door Car,Small +RI69055,California,8104.43256,No,Basic,High School or Below,1/29/11,Employed,F,58172,Rural,Married,67,8,62,0,2,Personal Auto,Personal L3,Offer2,Web,141.532926,Four-Door Car,Medsize +VD96075,Oregon,4165.252177,No,Premium,Bachelor,1/20/11,Employed,M,58299,Suburban,Married,105,24,22,1,1,Personal Auto,Personal L3,Offer1,Branch,504,Four-Door Car,Medsize +VI55112,Oregon,14065.30235,No,Basic,College,2/2/11,Employed,M,25275,Urban,Single,61,5,80,0,2,Corporate Auto,Corporate L1,Offer3,Agent,214.247114,Four-Door Car,Medsize +VZ18907,Oregon,21991.61598,No,Basic,College,1/12/11,Employed,F,80807,Rural,Married,109,1,73,0,2,Personal Auto,Personal L3,Offer2,Branch,132.139111,SUV,Large +BA49679,Arizona,7590.913301,No,Basic,Bachelor,1/14/11,Employed,F,52348,Suburban,Divorced,65,33,18,1,2,Personal Auto,Personal L2,Offer3,Branch,312,Two-Door Car,Medsize +LK39646,Washington,8018.503854,No,Basic,Bachelor,2/28/11,Employed,F,58843,Urban,Single,68,1,96,0,2,Corporate Auto,Corporate L1,Offer3,Call Center,200.490816,Two-Door Car,Large +VI66860,Nevada,3554.845264,Yes,Extended,Master,1/10/11,Employed,F,58557,Rural,Married,88,4,83,0,1,Corporate Auto,Corporate L3,Offer1,Branch,55.510526,Four-Door Car,Large +RP14593,Oregon,3945.588049,No,Basic,Bachelor,1/19/11,Unemployed,F,0,Suburban,Single,105,2,54,0,1,Personal Auto,Personal L2,Offer3,Web,933.212749,SUV,Small +FP34904,Oregon,2915.614781,No,Basic,College,1/8/11,Employed,M,86599,Suburban,Married,73,32,89,0,1,Corporate Auto,Corporate L1,Offer2,Web,350.4,Four-Door Car,Medsize +FG15434,Arizona,5554.826011,No,Basic,Master,1/18/11,Employed,F,52984,Rural,Married,69,12,81,0,5,Personal Auto,Personal L2,Offer1,Web,167.667603,Two-Door Car,Medsize +TP12436,Oregon,5329.128301,No,Basic,Master,2/2/11,Unemployed,F,0,Suburban,Divorced,72,18,39,0,4,Personal Auto,Personal L2,Offer2,Agent,345.6,Four-Door Car,Large +KD93234,Oregon,5502.726803,No,Basic,High School or Below,2/23/11,Unemployed,F,0,Suburban,Married,72,33,39,0,7,Corporate Auto,Corporate L3,Offer4,Agent,345.6,Four-Door Car,Small +GE20220,Oregon,7606.70898,No,Extended,Bachelor,2/25/11,Employed,F,47778,Rural,Married,96,2,81,0,7,Personal Auto,Personal L3,Offer2,Call Center,173.80879,Four-Door Car,Medsize +RA98783,Arizona,27789.69235,Yes,Extended,Bachelor,1/20/11,Employed,F,33806,Urban,Divorced,89,32,59,0,2,Corporate Auto,Corporate L3,Offer2,Web,395.729716,Four-Door Car,Medsize +DW71192,Oregon,5971.313496,No,Extended,High School or Below,1/21/11,Employed,M,52018,Suburban,Divorced,78,17,37,3,7,Personal Auto,Personal L3,Offer1,Agent,374.4,Four-Door Car,Medsize +WD84153,California,2248.449633,Yes,Basic,Bachelor,1/29/11,Retired,F,24910,Suburban,Single,63,7,63,1,1,Corporate Auto,Corporate L1,Offer1,Branch,347.857619,Four-Door Car,Medsize +ZM75468,Nevada,10745.97948,No,Extended,College,1/31/11,Employed,M,39135,Suburban,Divorced,91,8,56,0,2,Personal Auto,Personal L1,Offer1,Agent,436.8,Four-Door Car,Small +PZ75671,Oregon,7223.689647,No,Extended,College,1/28/11,Unemployed,F,0,Suburban,Married,97,31,58,0,3,Personal Auto,Personal L1,Offer1,Web,465.6,Four-Door Car,Medsize +ME80331,California,9384.475767,No,Extended,High School or Below,2/1/11,Unemployed,M,0,Suburban,Single,133,7,42,0,4,Personal Auto,Personal L3,Offer1,Call Center,957.6,SUV,Medsize +YA78391,Oregon,5709.225202,No,Extended,High School or Below,2/13/11,Unemployed,M,0,Suburban,Married,78,32,66,0,5,Personal Auto,Personal L2,Offer3,Agent,410.409376,Four-Door Car,Medsize +WU76366,Arizona,4983.897914,No,Basic,Bachelor,2/2/11,Employed,M,28726,Suburban,Divorced,65,13,88,0,3,Personal Auto,Personal L1,Offer1,Agent,468,Four-Door Car,Small +HB35022,Oregon,13561.4335,No,Extended,Doctor,1/3/11,Unemployed,M,0,Suburban,Married,122,9,48,0,2,Special Auto,Special L2,Offer1,Agent,585.6,Sports Car,Medsize +AM17304,Arizona,7218.375778,No,Extended,Master,2/23/11,Employed,F,45356,Suburban,Single,90,31,30,0,3,Personal Auto,Personal L3,Offer2,Call Center,462.043003,Four-Door Car,Medsize +AD56037,Arizona,5160.251878,No,Extended,High School or Below,1/20/11,Employed,M,87050,Suburban,Married,129,1,75,0,1,Personal Auto,Personal L1,Offer4,Agent,619.2,SUV,Medsize +IJ74908,Nevada,13115.40751,No,Premium,Bachelor,2/4/11,Employed,M,20705,Rural,Divorced,171,8,12,1,3,Personal Auto,Personal L3,Offer1,Call Center,237.264543,SUV,Medsize +DH93217,California,29874.74493,No,Extended,Master,2/23/11,Employed,F,52651,Suburban,Single,94,34,20,0,2,Personal Auto,Personal L3,Offer3,Call Center,451.2,Two-Door Car,Small +WH48955,Oregon,20237.15039,No,Basic,Master,1/27/11,Employed,F,55270,Suburban,Married,63,35,67,0,2,Personal Auto,Personal L1,Offer1,Branch,302.4,Two-Door Car,Medsize +RU76604,Arizona,2580.849899,Yes,Basic,College,2/9/11,Employed,M,46900,Suburban,Married,66,13,59,0,1,Personal Auto,Personal L3,Offer2,Web,316.8,Four-Door Car,Medsize +NE52009,California,39561.07502,No,Basic,College,1/2/11,Employed,M,60500,Suburban,Married,110,27,92,0,2,Personal Auto,Personal L1,Offer3,Branch,770.475631,Sports Car,Small +FP66510,Washington,8186.095915,No,Basic,High School or Below,1/28/11,Employed,F,43877,Urban,Married,102,26,77,0,4,Corporate Auto,Corporate L1,Offer1,Agent,414.713588,SUV,Medsize +TW46585,Nevada,4767.687852,No,Basic,Bachelor,1/28/11,Unemployed,M,0,Suburban,Single,72,2,12,0,9,Corporate Auto,Corporate L1,Offer3,Call Center,345.6,Four-Door Car,Medsize +PE42960,California,8474.634723,No,Basic,Bachelor,1/7/11,Employed,M,58488,Suburban,Divorced,73,29,15,2,2,Personal Auto,Personal L3,Offer2,Agent,350.4,Four-Door Car,Small +LO28839,California,4723.449803,No,Basic,Bachelor,2/5/11,Employed,F,29193,Suburban,Married,61,0,47,3,9,Corporate Auto,Corporate L3,Offer3,Branch,292.8,Four-Door Car,Medsize +QY41855,Arizona,10484.91535,Yes,Extended,College,2/1/11,Employed,F,61108,Rural,Divorced,89,22,93,0,2,Personal Auto,Personal L3,Offer2,Agent,49.451117,Four-Door Car,Medsize +UA53326,Oregon,3304.758268,No,Extended,College,2/28/11,Retired,F,23931,Suburban,Single,95,4,24,0,1,Personal Auto,Personal L3,Offer4,Web,456,Four-Door Car,Large +UK59933,California,5002.093264,No,Basic,College,1/21/11,Unemployed,M,0,Suburban,Single,70,35,56,0,3,Personal Auto,Personal L3,Offer3,Call Center,504,Four-Door Car,Medsize +LM37855,California,7607.001877,No,Basic,College,1/28/11,Unemployed,M,0,Suburban,Married,104,3,62,0,3,Personal Auto,Personal L2,Offer1,Branch,638.414994,SUV,Small +UV89069,Nevada,2802.621642,No,Basic,Bachelor,1/15/11,Employed,F,34628,Rural,Married,71,21,31,0,1,Personal Auto,Personal L3,Offer2,Branch,132.517983,Four-Door Car,Medsize +NK40551,California,7455.361568,No,Extended,High School or Below,1/16/11,Employed,F,74089,Suburban,Married,94,13,89,2,7,Personal Auto,Personal L2,Offer3,Agent,648.690215,Four-Door Car,Small +RR47424,California,21766.83059,No,Premium,High School or Below,1/24/11,Unemployed,F,0,Suburban,Married,290,11,18,0,5,Personal Auto,Personal L3,Offer1,Call Center,1550.596808,Luxury Car,Medsize +DU68331,Oregon,7316.650059,No,Basic,College,1/2/11,Employed,F,30493,Rural,Married,62,15,56,1,2,Personal Auto,Personal L3,Offer1,Branch,108.09413,Two-Door Car,Medsize +LI76661,Oregon,7443.83286,No,Extended,Bachelor,1/7/11,Employed,M,89285,Urban,Married,93,17,11,0,4,Corporate Auto,Corporate L3,Offer4,Call Center,243.547316,Two-Door Car,Medsize +CM94209,Oregon,3086.722253,No,Extended,High School or Below,1/23/11,Employed,F,92147,Urban,Married,77,25,27,2,1,Personal Auto,Personal L2,Offer1,Agent,278.4815,Four-Door Car,Medsize +BN38134,Washington,6727.617003,No,Extended,Bachelor,1/7/11,Employed,F,39428,Rural,Married,84,19,80,2,8,Personal Auto,Personal L3,Offer2,Branch,72.32926,Two-Door Car,Large +VQ72305,California,20266.49877,No,Basic,High School or Below,1/19/11,Employed,M,21542,Suburban,Married,103,18,37,0,2,Special Auto,Special L2,Offer4,Branch,494.4,Sports Car,Small +YK26558,California,5264.642009,No,Basic,College,2/20/11,Unemployed,F,0,Rural,Divorced,72,30,26,0,8,Special Auto,Special L3,Offer1,Branch,135.888306,Four-Door Car,Medsize +XU20264,Arizona,8564.772996,No,Premium,Bachelor,2/3/11,Disabled,M,23506,Suburban,Single,113,0,27,0,9,Personal Auto,Personal L3,Offer1,Branch,813.6,Four-Door Car,Medsize +LG85340,Oregon,8086.011196,No,Basic,Bachelor,2/3/11,Employed,F,70811,Rural,Married,100,14,8,0,7,Personal Auto,Personal L3,Offer3,Agent,141.654965,Sports Car,Medsize +JZ64443,Washington,4705.589393,No,Extended,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,78,21,23,3,3,Corporate Auto,Corporate L3,Offer4,Agent,555.457674,Four-Door Car,Large +CY45848,Oregon,4273.587765,No,Premium,Bachelor,1/30/11,Employed,F,82214,Rural,Married,106,11,19,1,1,Personal Auto,Personal L1,Offer3,Branch,239.143671,Four-Door Car,Medsize +AU13233,California,5908.7518,No,Basic,High School or Below,2/8/11,Employed,F,71401,Urban,Married,73,15,82,0,3,Personal Auto,Personal L3,Offer4,Agent,287.332253,Four-Door Car,Medsize +IH35630,Oregon,41787.90343,Yes,Premium,High School or Below,1/31/11,Employed,F,46587,Suburban,Divorced,119,34,74,2,2,Personal Auto,Personal L3,Offer1,Call Center,571.2,Four-Door Car,Medsize +JP55271,Oregon,10633.50496,No,Extended,High School or Below,2/25/11,Employed,F,80046,Rural,Married,132,4,42,0,4,Personal Auto,Personal L2,Offer2,Call Center,260.627146,SUV,Small +TT47031,Arizona,5450.573438,No,Basic,Bachelor,2/4/11,Employed,F,76389,Urban,Married,68,5,86,0,7,Personal Auto,Personal L1,Offer1,Web,262.00129,Four-Door Car,Small +JN55850,California,7035.763363,No,Extended,Doctor,1/22/11,Employed,M,77235,Urban,Married,87,2,68,0,5,Personal Auto,Personal L3,Offer2,Branch,310.160362,Two-Door Car,Medsize +LH94176,Arizona,8203.221246,No,Basic,High School or Below,1/4/11,Employed,M,38595,Suburban,Divorced,74,5,42,3,2,Personal Auto,Personal L3,Offer1,Branch,415.550209,Four-Door Car,Medsize +ZB87718,Arizona,8714.922135,Yes,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,118,14,64,0,4,Personal Auto,Personal L1,Offer1,Agent,566.4,SUV,Medsize +UQ40371,Nevada,3352.943699,No,Extended,Master,1/23/11,Employed,F,55359,Urban,Married,83,28,73,0,1,Special Auto,Special L3,Offer4,Branch,303.331178,Four-Door Car,Large +XJ92660,Nevada,5017.851448,No,Basic,Master,2/7/11,Employed,F,79814,Rural,Married,62,18,50,0,3,Personal Auto,Personal L2,Offer4,Branch,31.553152,Four-Door Car,Medsize +SG51792,Arizona,2753.159194,No,Basic,Bachelor,2/4/11,Employed,F,75277,Suburban,Married,70,2,48,3,1,Corporate Auto,Corporate L3,Offer2,Agent,459.743736,Two-Door Car,Medsize +DA73502,Oregon,2619.337376,Yes,Basic,Bachelor,2/5/11,Employed,M,78618,Urban,Divorced,66,7,56,0,1,Personal Auto,Personal L3,Offer1,Agent,225.578841,Two-Door Car,Medsize +UF81905,California,4867.378203,No,Basic,Doctor,1/4/11,Disabled,F,20123,Suburban,Married,63,7,47,0,3,Personal Auto,Personal L1,Offer2,Call Center,302.4,Four-Door Car,Medsize +PL44132,Arizona,3061.799398,No,Extended,College,1/18/11,Employed,M,88362,Suburban,Single,78,9,63,0,1,Personal Auto,Personal L1,Offer2,Call Center,452.599718,Two-Door Car,Medsize +US29010,Oregon,3545.413177,No,Basic,Bachelor,2/2/11,Unemployed,M,0,Suburban,Single,116,23,14,3,1,Corporate Auto,Corporate L2,Offer2,Call Center,835.2,SUV,Medsize +DW72445,Oregon,3259.885006,No,Extended,College,1/29/11,Employed,M,52782,Suburban,Married,85,20,61,4,1,Personal Auto,Personal L3,Offer1,Agent,541.093963,Four-Door Car,Small +MU53244,California,5095.439821,No,Extended,Bachelor,2/24/11,Unemployed,F,0,Urban,Married,137,19,30,0,1,Personal Auto,Personal L2,Offer1,Web,452.295175,SUV,Medsize +EE57466,Arizona,2397.036098,Yes,Basic,High School or Below,1/29/11,Retired,F,22283,Suburban,Divorced,65,16,93,0,1,Personal Auto,Personal L1,Offer1,Branch,572.072106,Four-Door Car,Medsize +QV86635,California,7427.501786,No,Extended,Bachelor,1/8/11,Employed,M,28848,Urban,Single,96,22,54,0,7,Corporate Auto,Corporate L3,Offer3,Branch,450.596865,Two-Door Car,Medsize +RT51330,California,2510.633216,No,Basic,Doctor,1/25/11,Unemployed,F,0,Suburban,Married,64,24,1,0,1,Corporate Auto,Corporate L3,Offer4,Branch,437.184112,Four-Door Car,Large +QW44380,Washington,2637.602689,No,Basic,High School or Below,1/11/11,Employed,M,54378,Suburban,Married,66,16,30,0,1,Personal Auto,Personal L2,Offer2,Call Center,316.8,Four-Door Car,Small +IK66117,California,4969.35768,No,Basic,High School or Below,1/3/11,Medical Leave,M,21827,Suburban,Married,67,18,53,0,8,Special Auto,Special L2,Offer2,Branch,321.6,Four-Door Car,Medsize +TD86744,Arizona,34611.37896,Yes,Basic,High School or Below,1/14/11,Employed,F,20090,Suburban,Married,109,10,59,0,2,Personal Auto,Personal L3,Offer2,Agent,523.2,Sports Car,Medsize +TX35222,Washington,11618.55713,No,Premium,College,1/7/11,Employed,F,27750,Suburban,Married,297,28,25,1,1,Personal Auto,Personal L2,Offer1,Branch,1425.6,Luxury Car,Medsize +PJ92694,California,4762.591249,No,Basic,High School or Below,1/6/11,Employed,M,57135,Urban,Divorced,61,25,47,0,8,Corporate Auto,Corporate L3,Offer2,Branch,156.921247,Four-Door Car,Medsize +YM88338,California,4879.442929,No,Basic,Bachelor,2/25/11,Employed,F,58580,Suburban,Married,61,5,53,0,3,Personal Auto,Personal L3,Offer1,Agent,292.8,Four-Door Car,Medsize +YN61339,Oregon,4330.38602,Yes,Premium,College,2/16/11,Employed,M,60475,Suburban,Married,107,9,18,0,1,Personal Auto,Personal L1,Offer2,Branch,513.6,Four-Door Car,Medsize +FP45327,Washington,9095.049868,Yes,Basic,College,1/11/11,Employed,M,37937,Suburban,Married,116,11,42,0,5,Personal Auto,Personal L2,Offer2,Call Center,556.8,SUV,Medsize +IZ26849,Oregon,5524.310373,No,Basic,Bachelor,1/26/11,Employed,F,70360,Suburban,Married,69,0,66,0,8,Personal Auto,Personal L3,Offer2,Branch,331.2,Two-Door Car,Small +YY16391,Oregon,11836.29699,No,Premium,College,2/3/11,Unemployed,M,0,Suburban,Single,119,9,74,0,2,Personal Auto,Personal L2,Offer3,Call Center,856.8,Four-Door Car,Medsize +GX44284,California,2588.080213,No,Basic,Bachelor,1/3/11,Employed,M,47509,Rural,Divorced,66,28,73,0,1,Personal Auto,Personal L3,Offer1,Branch,93.128128,Four-Door Car,Medsize +LV14566,Nevada,7176.591051,No,Basic,Master,1/4/11,Employed,M,27071,Suburban,Divorced,183,1,85,0,1,Personal Auto,Personal L1,Offer4,Branch,878.4,Luxury Car,Large +KQ50003,Arizona,27890.0576,No,Extended,High School or Below,2/11/11,Employed,F,46546,Urban,Divorced,99,9,64,0,2,Special Auto,Special L1,Offer1,Branch,319.105565,Four-Door Car,Medsize +IW87075,Arizona,7280.300642,No,Basic,Bachelor,2/5/11,Employed,M,32627,Rural,Single,67,14,53,4,2,Personal Auto,Personal L3,Offer1,Call Center,54.628741,Four-Door Car,Medsize +QY46560,Arizona,2152.081322,No,Basic,Bachelor,2/26/11,Unemployed,M,0,Suburban,Single,65,8,50,0,1,Personal Auto,Personal L2,Offer2,Agent,460.379966,Two-Door Car,Medsize +PD79570,Oregon,4334.210791,No,Premium,Bachelor,2/21/11,Unemployed,F,0,Suburban,Single,116,6,87,0,1,Personal Auto,Personal L3,Offer2,Agent,1065.617464,Four-Door Car,Small +IM78342,Oregon,8630.696198,No,Extended,College,1/13/11,Unemployed,F,0,Suburban,Married,122,19,72,2,3,Personal Auto,Personal L3,Offer1,Branch,585.6,SUV,Medsize +NT19879,Arizona,4766.940473,No,Basic,Bachelor,2/18/11,Medical Leave,F,29177,Suburban,Married,64,5,20,2,5,Personal Auto,Personal L3,Offer1,Call Center,307.2,Four-Door Car,Large +SW98498,California,10439.49667,No,Extended,College,1/19/11,Employed,M,88233,Urban,Single,88,32,22,0,2,Personal Auto,Personal L1,Offer3,Call Center,253.056709,Four-Door Car,Medsize +WL42517,Washington,3747.060981,No,Basic,College,2/10/11,Unemployed,F,0,Suburban,Single,107,17,81,0,1,Personal Auto,Personal L3,Offer1,Call Center,549.986128,SUV,Medsize +LR82946,Oregon,6617.139741,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Single,195,20,61,0,1,Personal Auto,Personal L3,Offer3,Branch,1404,Luxury SUV,Medsize +KT61396,California,3821.819872,No,Extended,College,1/16/11,Employed,F,79189,Rural,Married,95,20,50,0,1,Corporate Auto,Corporate L2,Offer2,Branch,50.171541,Two-Door Car,Small +GD56260,Oregon,2863.04871,No,Basic,Master,2/4/11,Employed,F,41077,Rural,Married,71,3,14,0,1,Personal Auto,Personal L3,Offer1,Agent,82.415457,Two-Door Car,Medsize +YD45660,Arizona,9420.965855,No,Basic,Bachelor,2/15/11,Employed,F,47048,Suburban,Married,118,0,37,0,3,Personal Auto,Personal L3,Offer4,Call Center,566.4,SUV,Medsize +XN50058,California,8767.626534,No,Premium,Doctor,1/21/11,Employed,M,45484,Suburban,Single,111,31,28,0,8,Corporate Auto,Corporate L3,Offer1,Agent,532.8,Four-Door Car,Medsize +QO61775,California,4571.610619,No,Basic,Master,2/1/11,Employed,M,79453,Rural,Single,115,11,47,0,1,Personal Auto,Personal L2,Offer2,Agent,242.099049,SUV,Medsize +PZ67684,Arizona,14514.00519,No,Basic,College,2/5/11,Employed,F,88753,Suburban,Single,181,6,21,0,3,Personal Auto,Personal L2,Offer1,Agent,868.8,Luxury SUV,Small +IK77998,Washington,2588.435037,No,Basic,High School or Below,1/20/11,Unemployed,M,0,Suburban,Single,74,7,63,0,1,Personal Auto,Personal L2,Offer1,Agent,851.022089,Four-Door Car,Medsize +FL96333,Nevada,6243.089247,No,Extended,College,1/7/11,Employed,M,73945,Urban,Married,78,21,76,0,8,Personal Auto,Personal L3,Offer2,Web,330.872532,Two-Door Car,Medsize +EI58541,Washington,2719.506996,Yes,Basic,College,1/24/11,Retired,F,14030,Suburban,Married,72,11,3,0,1,Personal Auto,Personal L3,Offer2,Branch,345.6,Two-Door Car,Large +WW68250,Oregon,2719.260911,No,Basic,Bachelor,2/21/11,Employed,M,81799,Suburban,Married,68,23,97,0,1,Personal Auto,Personal L3,Offer2,Agent,326.4,Four-Door Car,Small +XT19780,Oregon,4803.777507,No,Basic,High School or Below,2/16/11,Disabled,F,23634,Suburban,Married,62,4,25,0,9,Personal Auto,Personal L3,Offer1,Branch,440.189611,Two-Door Car,Small +SE44262,California,2856.948797,No,Extended,Bachelor,1/27/11,Unemployed,M,0,Suburban,Married,78,26,14,0,1,Personal Auto,Personal L3,Offer1,Agent,374.4,Four-Door Car,Medsize +GO86980,Oregon,5169.558551,No,Basic,Bachelor,1/4/11,Employed,F,56334,Suburban,Married,65,35,72,0,3,Corporate Auto,Corporate L2,Offer4,Call Center,421.563772,Two-Door Car,Small +ZB69355,Oregon,4082.704584,No,Basic,Bachelor,2/13/11,Medical Leave,F,23206,Suburban,Married,107,31,60,0,1,Personal Auto,Personal L3,Offer1,Call Center,513.6,Sports Car,Large +TM12486,Oregon,2959.950094,No,Extended,High School or Below,1/1/11,Retired,M,28140,Suburban,Single,85,23,5,0,1,Personal Auto,Personal L3,Offer3,Web,612,Four-Door Car,Small +NB86870,Arizona,16468.22079,Yes,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Divorced,63,4,52,0,2,Personal Auto,Personal L3,Offer2,Agent,685.12694,Four-Door Car,Medsize +SS12362,California,12779.06199,No,Extended,High School or Below,1/6/11,Unemployed,M,0,Suburban,Single,88,16,8,0,2,Special Auto,Special L3,Offer2,Agent,633.6,Four-Door Car,Medsize +VW58299,California,12168.74492,Yes,Basic,Bachelor,2/5/11,Retired,M,14973,Suburban,Divorced,115,2,75,0,2,Personal Auto,Personal L3,Offer1,Branch,828,SUV,Medsize +TG37039,Oregon,6240.664762,No,Extended,Bachelor,2/23/11,Unemployed,F,0,Suburban,Single,87,31,9,0,9,Personal Auto,Personal L3,Offer1,Branch,712.40122,Four-Door Car,Medsize +RO25639,Nevada,5442.744248,No,Basic,Doctor,2/3/11,Employed,F,25884,Urban,Married,69,18,36,3,9,Personal Auto,Personal L3,Offer2,Branch,292.274846,Four-Door Car,Medsize +JK35644,Oregon,3551.792574,No,Extended,Master,1/29/11,Disabled,M,11607,Urban,Single,96,19,38,0,1,Corporate Auto,Corporate L1,Offer4,Agent,313.351134,Four-Door Car,Medsize +DK69871,Nevada,24138.05975,No,Basic,Master,2/13/11,Employed,M,53691,Urban,Divorced,67,13,48,0,2,Personal Auto,Personal L3,Offer1,Call Center,175.97506,Four-Door Car,Medsize +OU43146,Oregon,15415.04407,No,Basic,Bachelor,1/10/11,Employed,M,89464,Suburban,Married,194,17,40,1,3,Personal Auto,Personal L3,Offer2,Agent,1067.291208,Luxury SUV,Medsize +KN47424,Oregon,5517.199137,No,Basic,High School or Below,1/27/11,Employed,F,60596,Urban,Married,71,20,78,4,3,Personal Auto,Personal L3,Offer1,Agent,180.340069,Four-Door Car,Medsize +ZX80668,Nevada,13448.80973,No,Basic,Bachelor,1/10/11,Employed,M,43720,Suburban,Single,117,5,90,1,2,Personal Auto,Personal L3,Offer1,Branch,561.6,SUV,Medsize +OI80614,California,6689.022728,Yes,Extended,High School or Below,2/13/11,Employed,M,56980,Suburban,Married,84,33,70,0,7,Personal Auto,Personal L3,Offer2,Agent,599.000883,Two-Door Car,Medsize +JA44693,Oregon,7222.850848,No,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,68,5,36,0,2,Personal Auto,Personal L3,Offer3,Branch,350.207614,Four-Door Car,Small +FI61059,Oregon,4311.416903,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,67,0,71,1,3,Personal Auto,Personal L3,Offer3,Call Center,482.4,Four-Door Car,Medsize +ZF81243,Nevada,4376.363592,Yes,Premium,Bachelor,2/28/11,Employed,F,63774,Rural,Divorced,111,18,63,0,1,Personal Auto,Personal L1,Offer2,Agent,60.036683,Four-Door Car,Medsize +XD19934,Oregon,10506.93706,No,Extended,High School or Below,2/25/11,Employed,M,61650,Rural,Single,88,8,2,0,2,Personal Auto,Personal L3,Offer2,Web,117.470445,Four-Door Car,Medsize +TA77711,Oregon,8667.090494,No,Basic,College,1/9/11,Employed,M,31354,Suburban,Married,109,11,23,0,9,Personal Auto,Personal L3,Offer3,Branch,527.759702,SUV,Small +PS92059,California,5938.511892,No,Basic,Doctor,2/4/11,Employed,F,44190,Rural,Married,74,17,40,0,3,Corporate Auto,Corporate L3,Offer2,Branch,10.68564,Four-Door Car,Medsize +TT19625,Nevada,15277.47796,No,Basic,Bachelor,1/5/11,Employed,F,38183,Suburban,Married,191,21,14,0,8,Personal Auto,Personal L3,Offer1,Branch,981.010879,Luxury Car,Medsize +EV95033,Oregon,2551.226692,Yes,Basic,Master,1/19/11,Employed,M,79751,Suburban,Married,63,15,67,0,1,Special Auto,Special L2,Offer3,Web,392.235698,Two-Door Car,Small +CS30775,California,4191.06163,No,Basic,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,64,3,53,1,7,Personal Auto,Personal L3,Offer4,Web,535.953661,Two-Door Car,Small +CI51999,Arizona,8161.1704,No,Basic,College,1/5/11,Medical Leave,M,12266,Suburban,Married,114,25,36,1,3,Personal Auto,Personal L1,Offer1,Branch,732.050007,SUV,Medsize +HK96298,California,2784.969185,No,Basic,Master,2/4/11,Employed,M,61807,Rural,Divorced,70,0,96,0,1,Personal Auto,Personal L2,Offer4,Agent,104.209216,Four-Door Car,Large +UO59377,Arizona,10083.48688,Yes,Extended,High School or Below,2/19/11,Retired,F,11828,Suburban,Divorced,90,18,84,0,2,Personal Auto,Personal L3,Offer1,Agent,571.479602,Four-Door Car,Large +OU99581,California,19363.52743,No,Basic,Bachelor,1/6/11,Employed,M,49945,Rural,Married,70,21,65,0,2,Personal Auto,Personal L2,Offer2,Call Center,50.40447,Four-Door Car,Large +SN63066,Nevada,7154.094304,No,Basic,Bachelor,1/23/11,Employed,F,28204,Urban,Married,182,30,84,0,1,Personal Auto,Personal L2,Offer2,Branch,532.089467,Luxury Car,Medsize +DK92504,Arizona,8779.090552,No,Extended,High School or Below,2/9/11,Employed,M,54726,Suburban,Married,219,30,69,0,1,Corporate Auto,Corporate L1,Offer3,Branch,1051.2,Luxury Car,Small +DW72437,Oregon,2731.39917,No,Basic,Master,2/21/11,Employed,F,43386,Urban,Married,68,13,79,0,1,Personal Auto,Personal L2,Offer3,Call Center,315.353519,Two-Door Car,Medsize +GE49670,Arizona,7429.079194,No,Premium,High School or Below,2/28/11,Unemployed,M,0,Suburban,Married,101,6,43,0,9,Personal Auto,Personal L3,Offer3,Branch,549.692452,Four-Door Car,Medsize +TK38409,Nevada,2616.613903,Yes,Basic,College,2/25/11,Employed,M,72302,Suburban,Divorced,66,6,27,0,1,Personal Auto,Personal L3,Offer1,Agent,316.8,Two-Door Car,Medsize +OD89873,Arizona,8044.872393,Yes,Basic,Bachelor,2/19/11,Employed,M,71391,Urban,Married,67,29,39,0,2,Corporate Auto,Corporate L1,Offer2,Agent,284.000172,Four-Door Car,Medsize +KW41658,Arizona,2534.306443,No,Basic,Bachelor,2/7/11,Employed,M,21606,Suburban,Divorced,71,21,22,3,1,Personal Auto,Personal L3,Offer4,Call Center,340.8,Four-Door Car,Medsize +UZ35113,California,10014.02955,No,Extended,Bachelor,1/26/11,Employed,F,74489,Rural,Married,124,11,36,0,3,Special Auto,Special L2,Offer3,Branch,128.535182,SUV,Medsize +HO81102,Washington,4745.181764,No,Basic,High School or Below,2/14/11,Employed,M,50549,Suburban,Divorced,61,2,73,0,7,Personal Auto,Personal L3,Offer1,Agent,292.8,Four-Door Car,Medsize +SM42781,Arizona,14040.96476,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Urban,Married,195,9,33,1,5,Personal Auto,Personal L2,Offer1,Web,669.037562,Luxury SUV,Small +TB40283,California,14635.45158,Yes,Extended,Bachelor,2/27/11,Unemployed,F,0,Suburban,Divorced,139,5,56,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,667.2,SUV,Medsize +CR76145,California,3885.456401,Yes,Premium,College,2/28/11,Unemployed,M,0,Suburban,Married,105,3,92,0,1,Personal Auto,Personal L2,Offer1,Branch,504,Four-Door Car,Large +TK45392,California,5107.163002,Yes,Basic,Bachelor,1/26/11,Employed,F,35625,Urban,Married,65,10,56,1,3,Personal Auto,Personal L2,Offer2,Agent,288.572108,Four-Door Car,Medsize +JN78502,Washington,9384.654502,No,Basic,High School or Below,1/28/11,Employed,F,25370,Suburban,Married,116,21,64,0,3,Special Auto,Special L3,Offer4,Web,556.8,SUV,Small +KZ60207,Arizona,5007.672425,No,Basic,College,1/16/11,Employed,M,51523,Suburban,Married,62,31,0,0,3,Personal Auto,Personal L2,Offer4,Agent,297.6,Four-Door Car,Small +BR50492,Arizona,49423.79557,No,Extended,Bachelor,1/4/11,Employed,M,85058,Urban,Married,137,34,82,0,2,Personal Auto,Personal L1,Offer1,Call Center,595.369784,SUV,Medsize +ES21306,California,8558.927723,No,Extended,Bachelor,2/1/11,Unemployed,M,0,Suburban,Single,125,10,43,0,9,Personal Auto,Personal L3,Offer1,Branch,615.562164,SUV,Small +AT29024,California,4892.628631,No,Basic,High School or Below,1/4/11,Employed,F,27005,Suburban,Married,61,10,72,0,7,Corporate Auto,Corporate L2,Offer2,Agent,311.84034,Four-Door Car,Small +NP23146,Arizona,5365.93282,No,Basic,College,2/22/11,Employed,F,62808,Urban,Married,66,33,37,0,4,Special Auto,Special L2,Offer3,Branch,211.515893,Two-Door Car,Medsize +SY48471,California,5163.838813,No,Basic,High School or Below,2/22/11,Employed,F,88692,Urban,Married,64,29,26,0,5,Personal Auto,Personal L2,Offer1,Agent,253.193647,Four-Door Car,Medsize +GJ47397,Oregon,38055.20953,No,Basic,High School or Below,2/12/11,Unemployed,M,0,Suburban,Married,115,21,78,0,2,Special Auto,Special L2,Offer2,Agent,552,SUV,Medsize +CE69971,Oregon,7403.447336,No,Extended,Master,2/24/11,Medical Leave,F,19064,Rural,Married,98,23,35,1,7,Personal Auto,Personal L3,Offer1,Agent,136.248799,Four-Door Car,Medsize +GM54859,Oregon,6051.637445,No,Extended,High School or Below,1/21/11,Unemployed,M,0,Suburban,Single,88,16,80,0,6,Personal Auto,Personal L2,Offer3,Agent,633.6,Two-Door Car,Large +WY27579,Oregon,7229.329257,No,Extended,Bachelor,1/8/11,Employed,M,60345,Rural,Single,93,22,10,0,5,Personal Auto,Personal L3,Offer2,Web,36.105928,Two-Door Car,Large +ZT87452,Oregon,3300.607083,No,Extended,Bachelor,2/19/11,Employed,F,59592,Rural,Divorced,84,8,49,0,1,Personal Auto,Personal L1,Offer2,Web,161.231812,Four-Door Car,Small +JM35350,California,5505.167392,No,Basic,College,2/2/11,Retired,F,15648,Suburban,Married,73,29,68,1,5,Special Auto,Special L3,Offer2,Agent,413.269261,Two-Door Car,Medsize +PT40521,California,4334.064096,Yes,Extended,Bachelor,2/27/11,Retired,F,23904,Suburban,Single,123,1,67,3,1,Corporate Auto,Corporate L1,Offer1,Agent,590.4,SUV,Medsize +TN71469,Oregon,4349.104278,No,Basic,College,2/5/11,Employed,F,90893,Suburban,Single,110,33,0,0,1,Personal Auto,Personal L3,Offer2,Web,700.004018,SUV,Medsize +GE26813,Arizona,4882.073243,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Divorced,66,18,66,0,6,Personal Auto,Personal L3,Offer1,Call Center,475.2,Four-Door Car,Small +LU37653,Oregon,10114.98621,No,Extended,College,1/27/11,Employed,F,74001,Urban,Married,84,16,0,0,2,Corporate Auto,Corporate L3,Offer4,Call Center,224.265232,Four-Door Car,Medsize +QW40254,Oregon,5259.709581,No,Basic,College,1/21/11,Employed,M,28447,Suburban,Married,67,20,99,0,3,Personal Auto,Personal L3,Offer4,Agent,321.6,Four-Door Car,Medsize +MH76107,California,4013.945512,No,Basic,College,1/8/11,Employed,M,56586,Rural,Married,100,33,86,0,1,Personal Auto,Personal L3,Offer2,Agent,121.928014,Sports Car,Medsize +ZH28728,Oregon,6285.019179,No,Premium,Bachelor,1/29/11,Unemployed,M,0,Suburban,Married,172,5,33,0,1,Personal Auto,Personal L3,Offer1,Call Center,825.6,SUV,Medsize +SF29524,Oregon,4518.782768,No,Basic,Doctor,1/5/11,Retired,M,19186,Suburban,Divorced,62,10,34,0,5,Personal Auto,Personal L1,Offer3,Branch,297.6,Four-Door Car,Small +WT21922,Arizona,17738.2012,No,Basic,High School or Below,1/8/11,Employed,F,65348,Rural,Married,110,35,58,0,2,Corporate Auto,Corporate L1,Offer1,Branch,134.120531,Sports Car,Medsize +WZ56476,California,6265.343299,Yes,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Married,84,18,25,1,4,Personal Auto,Personal L3,Offer1,Agent,481.025786,Four-Door Car,Medsize +PP62909,Oregon,12168.64405,No,Basic,Master,2/22/11,Unemployed,F,0,Rural,Single,109,28,96,0,2,Special Auto,Special L2,Offer1,Agent,30.989755,Sports Car,Medsize +XY57950,California,3618.432755,No,Extended,College,2/28/11,Unemployed,M,0,Suburban,Divorced,99,0,71,0,1,Special Auto,Special L2,Offer1,Branch,475.2,Four-Door Car,Medsize +RA97108,Oregon,6474.826466,No,Extended,High School or Below,1/13/11,Unemployed,F,0,Suburban,Single,91,21,23,0,3,Personal Auto,Personal L2,Offer3,Call Center,436.8,Four-Door Car,Medsize +LT57545,California,5575.198201,No,Basic,College,1/21/11,Medical Leave,F,18892,Rural,Married,73,33,76,0,5,Personal Auto,Personal L2,Offer1,Web,106.814987,Four-Door Car,Medsize +MM97107,Oregon,32144.64957,No,Premium,High School or Below,1/18/11,Medical Leave,M,19066,Suburban,Married,103,5,61,0,2,Personal Auto,Personal L2,Offer1,Agent,494.4,Two-Door Car,Medsize +PO26937,Oregon,8223.164916,No,Premium,Bachelor,1/18/11,Employed,M,95102,Rural,Married,101,6,73,0,8,Corporate Auto,Corporate L3,Offer3,Web,94.338814,Four-Door Car,Medsize +GJ99406,Arizona,7462.926263,Yes,Extended,College,1/28/11,Employed,F,70263,Rural,Married,93,30,66,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,7.345946,Two-Door Car,Small +LU86185,California,9031.214859,Yes,Extended,Master,2/23/11,Unemployed,F,0,Suburban,Single,122,15,47,0,9,Corporate Auto,Corporate L2,Offer1,Branch,650.52179,Sports Car,Medsize +RO82935,Nevada,7028.940001,No,Basic,High School or Below,1/12/11,Medical Leave,F,18120,Suburban,Married,63,34,90,4,2,Personal Auto,Personal L3,Offer1,Web,302.4,Two-Door Car,Small +SC47383,Nevada,7406.882612,No,Basic,Bachelor,2/3/11,Employed,F,38169,Rural,Married,62,18,82,0,2,Corporate Auto,Corporate L2,Offer1,Branch,71.678412,Four-Door Car,Medsize +LV27997,Oregon,7582.113842,Yes,Basic,College,2/3/11,Employed,M,64801,Urban,Married,64,23,19,0,2,Personal Auto,Personal L2,Offer2,Web,268.471802,Four-Door Car,Medsize +RJ32720,Arizona,10719.08467,No,Extended,College,2/25/11,Employed,F,86036,Suburban,Divorced,90,8,20,3,2,Personal Auto,Personal L3,Offer1,Web,501.26513,Four-Door Car,Medsize +KR90607,Washington,3721.390713,No,Basic,College,2/26/11,Unemployed,F,0,Suburban,Single,101,16,59,0,1,Personal Auto,Personal L1,Offer1,Agent,862.49778,SUV,Medsize +PZ95949,Arizona,3528.044252,Yes,Extended,Doctor,2/1/11,Employed,M,31278,Suburban,Married,92,24,95,4,1,Personal Auto,Personal L3,Offer1,Branch,441.6,Two-Door Car,Medsize +GI25850,Arizona,17085.41462,No,Basic,High School or Below,1/31/11,Employed,F,20053,Rural,Married,62,2,24,1,2,Personal Auto,Personal L3,Offer3,Call Center,9.832575,Four-Door Car,Medsize +QH60569,California,11955.39598,No,Extended,College,1/17/11,Employed,F,71587,Rural,Married,99,1,74,0,2,Personal Auto,Personal L3,Offer1,Agent,133.103003,Two-Door Car,Medsize +II27516,California,6366.225775,Yes,Extended,High School or Below,1/7/11,Employed,M,44368,Suburban,Married,80,5,72,0,3,Personal Auto,Personal L3,Offer2,Call Center,384,Two-Door Car,Large +QI21338,Oregon,4669.22664,Yes,Premium,High School or Below,2/14/11,Employed,F,76157,Suburban,Married,116,15,80,0,1,Personal Auto,Personal L3,Offer2,Call Center,556.8,Two-Door Car,Small +HG83893,Nevada,9100.731403,No,Basic,High School or Below,2/11/11,Employed,F,59183,Suburban,Married,113,11,91,0,5,Personal Auto,Personal L2,Offer3,Agent,542.4,SUV,Medsize +RN66346,California,14663.19646,No,Basic,Master,1/24/11,Employed,M,91015,Rural,Divorced,73,31,30,1,2,Personal Auto,Personal L3,Offer3,Agent,119.062347,Two-Door Car,Medsize +RS53995,California,7529.863445,No,Basic,College,1/17/11,Employed,M,52774,Rural,Married,66,16,26,4,2,Corporate Auto,Corporate L1,Offer2,Web,78.452298,Two-Door Car,Large +TD90177,Oregon,2647.519741,Yes,Basic,College,2/20/11,Employed,M,37876,Urban,Single,69,13,15,0,1,Personal Auto,Personal L2,Offer2,Agent,300.056383,Four-Door Car,Medsize +FP11025,California,8072.245595,No,Basic,Bachelor,1/10/11,Employed,F,57938,Urban,Married,101,6,36,0,3,Special Auto,Special L3,Offer3,Branch,282.458203,SUV,Large +SA62385,Oregon,7644.684144,No,Extended,High School or Below,1/9/11,Medical Leave,F,26526,Suburban,Married,99,0,86,0,3,Personal Auto,Personal L3,Offer1,Call Center,523.701824,Four-Door Car,Medsize +NL68893,California,2485.109896,No,Basic,Bachelor,1/21/11,Employed,M,76608,Rural,Married,62,2,2,0,1,Personal Auto,Personal L3,Offer1,Call Center,91.229768,Four-Door Car,Small +LA31975,Arizona,13144.49101,No,Basic,College,1/14/11,Unemployed,M,0,Suburban,Single,194,23,34,0,7,Personal Auto,Personal L3,Offer1,Branch,931.2,Luxury SUV,Small +RM31359,Oregon,3129.110699,No,Extended,High School or Below,2/28/11,Employed,F,48056,Suburban,Married,78,15,92,0,1,Corporate Auto,Corporate L3,Offer3,Agent,374.4,Four-Door Car,Small +WM19996,California,8349.523082,No,Basic,Bachelor,1/9/11,Employed,M,45428,Urban,Divorced,109,2,46,1,3,Corporate Auto,Corporate L3,Offer1,Call Center,487.273964,SUV,Medsize +SU32452,Arizona,3241.588659,No,Extended,Bachelor,1/30/11,Employed,F,89196,Rural,Divorced,81,17,52,0,1,Personal Auto,Personal L3,Offer1,Agent,41.182611,Four-Door Car,Small +MZ79386,California,6925.182046,No,Extended,Bachelor,2/5/11,Employed,F,88893,Rural,Married,86,5,63,0,9,Personal Auto,Personal L3,Offer2,Call Center,72.86746,Four-Door Car,Small +OY15095,Oregon,5098.854489,No,Extended,Bachelor,1/18/11,Unemployed,M,0,Suburban,Single,97,20,9,4,7,Personal Auto,Personal L3,Offer1,Agent,609.046345,Two-Door Car,Medsize +UV99893,Arizona,2885.407442,No,Basic,Bachelor,1/30/11,Employed,F,92722,Rural,Married,72,34,45,1,1,Corporate Auto,Corporate L3,Offer2,Call Center,28.126402,Two-Door Car,Small +LD48189,Nevada,5979.724161,Yes,Extended,High School or Below,2/7/11,Employed,F,57693,Suburban,Divorced,76,16,56,0,3,Personal Auto,Personal L2,Offer2,Agent,547.2,Four-Door Car,Medsize +EK13316,Arizona,5416.413581,No,Basic,Bachelor,2/11/11,Employed,F,53249,Suburban,Married,67,32,10,0,3,Personal Auto,Personal L3,Offer2,Web,343.340361,Four-Door Car,Large +FE82005,Oregon,2345.129694,No,Basic,Bachelor,2/16/11,Medical Leave,F,26304,Suburban,Single,63,22,93,0,1,Personal Auto,Personal L3,Offer1,Call Center,302.4,Four-Door Car,Medsize +BL44708,California,12556.95366,No,Basic,High School or Below,2/7/11,Unemployed,F,0,Suburban,Single,70,34,10,0,2,Personal Auto,Personal L2,Offer1,Branch,504,Two-Door Car,Small +PQ65328,Oregon,2839.298304,No,Basic,High School or Below,2/4/11,Employed,M,71460,Rural,Married,74,11,77,5,1,Personal Auto,Personal L3,Offer2,Call Center,93.951709,Four-Door Car,Medsize +AA56476,Arizona,5595.389905,Yes,Basic,High School or Below,2/5/11,Employed,F,74454,Suburban,Single,71,25,29,0,3,Corporate Auto,Corporate L2,Offer2,Call Center,340.8,Four-Door Car,Medsize +BL66157,California,3979.718986,No,Extended,Bachelor,2/11/11,Employed,F,96413,Suburban,Married,99,3,78,0,1,Personal Auto,Personal L2,Offer3,Web,560.045764,Four-Door Car,Small +SN26999,Oregon,10925.82157,No,Extended,High School or Below,2/28/11,Employed,F,98542,Suburban,Single,90,1,93,0,2,Personal Auto,Personal L3,Offer2,Agent,432,Two-Door Car,Small +TS81548,Oregon,5669.974517,No,Basic,Master,1/13/11,Employed,F,43416,Suburban,Married,70,7,99,0,5,Personal Auto,Personal L3,Offer3,Branch,336,Four-Door Car,Medsize +DY34902,Oregon,5168.152276,No,Basic,High School or Below,1/9/11,Employed,F,81182,Suburban,Single,64,3,45,0,8,Corporate Auto,Corporate L2,Offer2,Branch,307.2,Four-Door Car,Small +SX75100,Arizona,2760.476712,No,Basic,Bachelor,1/9/11,Employed,M,79065,Urban,Married,69,13,24,0,1,Corporate Auto,Corporate L2,Offer2,Web,290.886242,Four-Door Car,Medsize +LZ98529,Arizona,10382.50368,No,Basic,High School or Below,2/20/11,Retired,M,11721,Suburban,Divorced,102,2,56,2,2,Personal Auto,Personal L2,Offer2,Agent,560.91624,SUV,Medsize +FM10372,California,3816.408655,No,Extended,College,2/6/11,Employed,F,82414,Rural,Divorced,95,10,85,0,1,Personal Auto,Personal L3,Offer4,Branch,30.423443,Four-Door Car,Large +QX54666,California,11172.49931,No,Basic,High School or Below,1/19/11,Disabled,M,14533,Suburban,Single,63,4,20,0,2,Personal Auto,Personal L3,Offer1,Branch,302.4,Four-Door Car,Medsize +FR48094,Arizona,2456.816127,No,Basic,High School or Below,2/15/11,Unemployed,M,0,Suburban,Single,73,15,59,0,1,Personal Auto,Personal L3,Offer4,Branch,525.6,Four-Door Car,Small +FH61723,California,7480.713618,No,Basic,Bachelor,1/12/11,Employed,F,52513,Rural,Married,65,0,76,3,2,Personal Auto,Personal L3,Offer3,Web,91.244938,Two-Door Car,Medsize +QY83498,Oregon,2659.70565,Yes,Extended,College,2/19/11,Unemployed,F,0,Suburban,Divorced,87,4,4,3,1,Personal Auto,Personal L3,Offer2,Agent,420.041981,Four-Door Car,Medsize +GC81619,Oregon,4626.801093,Yes,Basic,Master,1/16/11,Employed,F,79487,Suburban,Divorced,114,20,87,0,1,Personal Auto,Personal L1,Offer2,Branch,547.2,SUV,Medsize +BD84823,Oregon,12157.32992,Yes,Premium,High School or Below,2/27/11,Employed,M,57449,Suburban,Single,103,6,28,0,2,Personal Auto,Personal L2,Offer1,Agent,494.4,Four-Door Car,Medsize +EU78163,California,4792.509792,No,Basic,College,2/16/11,Disabled,F,20181,Suburban,Married,66,8,66,2,3,Personal Auto,Personal L2,Offer1,Agent,316.8,Four-Door Car,Medsize +FD34314,Arizona,2821.352024,No,Basic,Bachelor,1/19/11,Employed,M,73339,Urban,Married,71,0,61,0,1,Corporate Auto,Corporate L1,Offer2,Web,244.401453,Four-Door Car,Medsize +HS74723,Arizona,17441.6378,No,Extended,College,1/23/11,Employed,F,80969,Suburban,Married,217,1,80,0,3,Personal Auto,Personal L3,Offer4,Web,1041.6,Luxury SUV,Small +LX27768,Oregon,4202.663699,No,Basic,Bachelor,1/14/11,Employed,F,74057,Suburban,Married,105,12,75,1,1,Personal Auto,Personal L2,Offer3,Branch,632.244063,SUV,Small +YB91420,Oregon,7851.349465,No,Basic,Bachelor,2/2/11,Employed,F,32225,Suburban,Married,66,23,90,0,2,Personal Auto,Personal L1,Offer3,Agent,316.8,Four-Door Car,Medsize +QA45054,Arizona,8932.317753,No,Basic,High School or Below,1/18/11,Employed,F,60909,Urban,Married,112,8,94,0,5,Personal Auto,Personal L2,Offer3,Agent,412.106287,SUV,Small +CO53758,California,5059.987477,No,Basic,High School or Below,2/15/11,Employed,M,70999,Suburban,Married,63,5,70,0,3,Corporate Auto,Corporate L2,Offer4,Agent,305.603239,Four-Door Car,Small +CW57656,Oregon,11196.01927,No,Extended,College,1/10/11,Employed,F,75457,Rural,Married,93,0,79,0,2,Personal Auto,Personal L3,Offer1,Agent,151.572213,Four-Door Car,Medsize +MR22119,Oregon,4430.572112,No,Basic,High School or Below,1/7/11,Employed,M,24059,Suburban,Married,112,31,17,0,1,Personal Auto,Personal L3,Offer4,Web,537.6,SUV,Medsize +DI22093,California,10330.43794,No,Extended,College,1/9/11,Employed,M,56480,Urban,Married,87,13,62,0,2,Personal Auto,Personal L3,Offer1,Call Center,384.695536,Four-Door Car,Medsize +PQ35034,Oregon,9918.69966,No,Basic,College,2/28/11,Employed,F,37586,Rural,Divorced,63,29,90,0,2,Corporate Auto,Corporate L3,Offer1,Branch,153.489143,Two-Door Car,Medsize +XB30904,Arizona,5876.373894,No,Basic,High School or Below,2/9/11,Employed,M,97026,Rural,Married,73,30,66,0,3,Personal Auto,Personal L3,Offer2,Call Center,97.417808,Two-Door Car,Medsize +VF15321,Washington,2734.439188,No,Basic,College,1/15/11,Employed,M,54010,Suburban,Married,69,5,89,0,1,Personal Auto,Personal L2,Offer2,Branch,331.2,Four-Door Car,Medsize +LX71137,Arizona,3694.14876,No,Extended,Bachelor,1/1/11,Employed,F,87485,Suburban,Divorced,92,12,57,0,1,Personal Auto,Personal L3,Offer3,Branch,441.6,Four-Door Car,Medsize +SI35064,Washington,9521.676094,No,Basic,Bachelor,2/17/11,Employed,F,74583,Rural,Married,118,31,20,0,4,Personal Auto,Personal L1,Offer1,Agent,161.210468,SUV,Medsize +SI26369,Oregon,4377.532789,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Single,64,25,25,0,8,Personal Auto,Personal L3,Offer2,Call Center,460.8,Two-Door Car,Medsize +LD69905,Arizona,6431.736287,No,Extended,High School or Below,2/5/11,Medical Leave,M,21238,Suburban,Married,95,11,38,4,4,Personal Auto,Personal L2,Offer1,Call Center,456,Four-Door Car,Medsize +VY84895,Nevada,6722.701247,No,Extended,High School or Below,1/25/11,Unemployed,F,0,Suburban,Single,93,8,48,0,8,Personal Auto,Personal L3,Offer2,Branch,669.6,Four-Door Car,Medsize +UA38043,California,2397.036098,Yes,Basic,High School or Below,1/29/11,Retired,F,22283,Suburban,Divorced,65,16,93,0,1,Personal Auto,Personal L2,Offer1,Branch,572.072106,Four-Door Car,Medsize +WM46083,Arizona,2393.813375,No,Basic,Master,2/21/11,Employed,M,58237,Urban,Divorced,63,34,22,3,1,Personal Auto,Personal L2,Offer4,Branch,273.691831,Two-Door Car,Medsize +GQ57207,California,2359.423599,Yes,Basic,Bachelor,1/11/11,Disabled,F,19864,Suburban,Divorced,63,22,96,0,1,Personal Auto,Personal L2,Offer1,Web,352.394515,Four-Door Car,Medsize +CQ80529,Oregon,4080.81891,No,Basic,College,2/19/11,Employed,F,57283,Urban,Single,106,9,85,1,1,Personal Auto,Personal L3,Offer3,Web,337.95778,SUV,Medsize +LN99954,Washington,26999.68099,No,Premium,Master,1/9/11,Unemployed,M,0,Suburban,Divorced,104,33,19,0,2,Personal Auto,Personal L2,Offer3,Branch,622.88852,Four-Door Car,Medsize +UF36353,Oregon,10914.20446,No,Extended,College,1/2/11,Employed,M,71656,Rural,Married,137,3,88,0,8,Special Auto,Special L3,Offer3,Branch,61.915326,SUV,Medsize +IZ24763,Nevada,3445.86241,No,Extended,Bachelor,1/20/11,Unemployed,F,0,Suburban,Divorced,94,33,95,0,1,Corporate Auto,Corporate L2,Offer1,Web,590.626396,Four-Door Car,Small +TU27017,California,6625.28717,No,Extended,Bachelor,2/14/11,Employed,M,41460,Suburban,Married,83,1,54,0,4,Personal Auto,Personal L3,Offer3,Branch,398.4,Four-Door Car,Medsize +WS46887,Washington,20067.40315,No,Premium,Bachelor,2/17/11,Employed,F,85165,Urban,Single,101,8,81,0,2,Personal Auto,Personal L2,Offer1,Branch,384.31404,Four-Door Car,Medsize +GQ32356,Nevada,3871.778009,No,Premium,High School or Below,2/6/11,Unemployed,F,0,Suburban,Single,111,10,75,0,1,Personal Auto,Personal L3,Offer2,Agent,799.2,Four-Door Car,Medsize +PZ81131,California,4171.300175,No,Basic,Bachelor,1/17/11,Employed,F,36723,Suburban,Married,106,13,18,1,1,Personal Auto,Personal L3,Offer2,Agent,580.091966,SUV,Medsize +ZW79814,California,6689.022728,Yes,Extended,High School or Below,2/13/11,Employed,M,56980,Suburban,Married,84,33,70,0,7,Personal Auto,Personal L1,Offer2,Agent,599.000883,Two-Door Car,Medsize +KV79964,Arizona,9009.219409,No,Premium,Doctor,2/22/11,Employed,M,32260,Suburban,Married,113,8,99,0,4,Personal Auto,Personal L1,Offer1,Branch,601.124657,Four-Door Car,Medsize +WE38399,California,4974.801539,Yes,Basic,Bachelor,1/18/11,Employed,M,75644,Suburban,Divorced,65,5,68,3,9,Personal Auto,Personal L1,Offer2,Branch,467.803638,Two-Door Car,Medsize +MI13678,Oregon,2506.197852,No,Basic,High School or Below,1/4/11,Employed,M,92056,Rural,Married,62,21,1,0,1,Personal Auto,Personal L3,Offer2,Branch,89.398794,Four-Door Car,Medsize +VA63861,California,4967.544169,No,Basic,College,1/24/11,Employed,F,28524,Suburban,Married,62,26,45,0,9,Personal Auto,Personal L3,Offer2,Web,297.6,Four-Door Car,Medsize +EH70612,California,1918.1197,No,Basic,College,2/15/11,Unemployed,M,0,Suburban,Single,61,2,54,2,1,Personal Auto,Personal L1,Offer1,Branch,439.2,Two-Door Car,Small +UO40726,Oregon,3146.037899,No,Extended,Bachelor,2/21/11,Employed,F,28089,Suburban,Single,82,11,72,1,1,Personal Auto,Personal L2,Offer4,Agent,411.856297,Two-Door Car,Medsize +ZY49833,California,5963.174005,No,Basic,Bachelor,1/6/11,Employed,F,87020,Urban,Married,74,6,84,0,8,Personal Auto,Personal L2,Offer2,Web,331.116399,Four-Door Car,Small +HZ47488,California,2860.747385,No,Basic,Doctor,2/18/11,Employed,M,27907,Suburban,Divorced,74,3,38,1,1,Personal Auto,Personal L2,Offer3,Call Center,406.439436,Four-Door Car,Medsize +LP51258,Oregon,2857.11061,No,Basic,Bachelor,1/19/11,Employed,F,91811,Urban,Married,70,1,85,0,1,Personal Auto,Personal L3,Offer1,Call Center,333.7925,Four-Door Car,Medsize +VW65573,California,7630.346461,No,Basic,High School or Below,1/11/11,Unemployed,M,0,Suburban,Single,111,21,20,0,8,Special Auto,Special L3,Offer1,Agent,799.2,SUV,Large +LV82913,Oregon,5715.787663,No,Basic,College,1/19/11,Employed,M,69451,Urban,Married,72,3,93,0,5,Corporate Auto,Corporate L2,Offer2,Web,230.241775,Four-Door Car,Medsize +OX53879,Arizona,5113.899098,No,Basic,Bachelor,2/25/11,Employed,M,92427,Rural,Married,64,2,48,2,3,Personal Auto,Personal L3,Offer1,Call Center,126.049033,Four-Door Car,Large +QV76563,Arizona,5070.227097,No,Basic,Doctor,2/28/11,Unemployed,F,0,Suburban,Divorced,69,8,24,0,6,Personal Auto,Personal L2,Offer4,Agent,331.2,Four-Door Car,Small +CP27565,Oregon,12036.62051,Yes,Basic,Bachelor,2/10/11,Employed,M,44428,Suburban,Single,104,17,61,0,2,Special Auto,Special L3,Offer1,Call Center,499.2,SUV,Medsize +LL56632,Oregon,8679.79601,No,Basic,High School or Below,2/25/11,Employed,F,55842,Suburban,Married,109,4,26,0,3,Personal Auto,Personal L3,Offer2,Agent,703.118925,SUV,Medsize +ZG88784,Oregon,4911.458509,No,Basic,College,1/10/11,Employed,M,52796,Suburban,Divorced,62,6,17,0,3,Corporate Auto,Corporate L2,Offer4,Call Center,297.6,Four-Door Car,Medsize +FO78512,California,17429.87777,No,Basic,Master,1/9/11,Employed,M,41775,Rural,Married,109,11,80,0,2,Personal Auto,Personal L3,Offer1,Web,104.672657,Sports Car,Medsize +TX13297,California,2396.219292,Yes,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,66,6,71,2,1,Corporate Auto,Corporate L3,Offer2,Call Center,433.160284,Four-Door Car,Large +RS20615,California,5671.927479,No,Basic,High School or Below,1/26/11,Employed,F,34974,Urban,Married,71,7,36,0,3,Special Auto,Special L1,Offer1,Web,315.160937,Four-Door Car,Medsize +HP77890,Washington,14413.37774,No,Basic,College,2/11/11,Employed,F,56457,Rural,Single,73,27,68,0,2,Personal Auto,Personal L2,Offer3,Web,138.460771,Four-Door Car,Large +GE45663,Arizona,5217.513287,Yes,Basic,Bachelor,2/17/11,Employed,F,39854,Urban,Divorced,66,6,4,0,7,Personal Auto,Personal L3,Offer2,Web,261.930545,Two-Door Car,Medsize +UW90223,California,2363.295991,No,Basic,Bachelor,2/27/11,Employed,F,27839,Suburban,Married,65,20,54,5,1,Personal Auto,Personal L1,Offer3,Agent,312,Two-Door Car,Small +LC58452,California,4655.605831,No,Basic,High School or Below,2/10/11,Employed,M,88240,Suburban,Divorced,117,3,94,0,1,Personal Auto,Personal L1,Offer1,Branch,561.6,SUV,Small +WO25669,Oregon,35692.17157,No,Basic,High School or Below,1/5/11,Unemployed,F,0,Suburban,Married,102,10,90,0,2,Personal Auto,Personal L1,Offer1,Branch,1123.212014,SUV,Medsize +NG59515,California,10248.89802,No,Extended,College,1/29/11,Employed,M,52693,Suburban,Married,129,1,0,0,5,Personal Auto,Personal L2,Offer1,Branch,619.2,SUV,Medsize +AQ52711,Oregon,6897.505859,No,Premium,Bachelor,2/20/11,Employed,F,65337,Suburban,Married,173,9,22,1,1,Personal Auto,Personal L3,Offer1,Agent,830.4,SUV,Large +AU23837,Oregon,5010.37931,No,Basic,Bachelor,1/19/11,Employed,F,64014,Urban,Single,63,26,27,0,7,Corporate Auto,Corporate L3,Offer1,Agent,295.871784,Four-Door Car,Large +NG62780,Oregon,4250.282624,Yes,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,61,17,1,1,7,Personal Auto,Personal L2,Offer1,Agent,292.8,Four-Door Car,Small +WW16329,Oregon,10208.92761,Yes,Extended,College,2/14/11,Employed,F,35482,Suburban,Married,129,21,59,0,3,Corporate Auto,Corporate L1,Offer1,Branch,619.2,SUV,Medsize +YN46118,Arizona,4961.574919,No,Basic,High School or Below,2/5/11,Employed,F,20951,Suburban,Single,65,2,50,0,5,Personal Auto,Personal L1,Offer2,Branch,312,Four-Door Car,Small +CW77053,Oregon,4476.81416,No,Basic,High School or Below,2/23/11,Unemployed,F,0,Suburban,Divorced,62,22,46,0,3,Personal Auto,Personal L2,Offer2,Agent,297.6,Four-Door Car,Medsize +LX15904,Washington,2755.221411,No,Basic,High School or Below,1/6/11,Employed,F,39393,Suburban,Married,70,24,56,1,1,Special Auto,Special L2,Offer2,Agent,405.883346,Four-Door Car,Medsize +IN26765,Oregon,8271.906799,No,Basic,College,2/27/11,Employed,M,62912,Rural,Married,69,9,89,0,2,Personal Auto,Personal L1,Offer2,Branch,168.358644,Two-Door Car,Medsize +WR55560,California,5927.389227,No,Premium,High School or Below,1/7/11,Employed,M,33561,Rural,Divorced,152,6,30,0,1,Corporate Auto,Corporate L3,Offer3,Branch,235.316581,Sports Car,Medsize +JQ70222,Washington,8548.30415,No,Basic,High School or Below,1/13/11,Employed,F,53055,Suburban,Single,112,30,30,2,3,Personal Auto,Personal L1,Offer3,Call Center,537.6,SUV,Small +LU49168,Arizona,21283.6362,No,Basic,High School or Below,2/26/11,Unemployed,M,0,Suburban,Married,63,24,89,0,2,Personal Auto,Personal L3,Offer4,Branch,302.4,Two-Door Car,Large +EN97874,Oregon,6446.706674,No,Extended,High School or Below,2/7/11,Employed,F,55037,Suburban,Married,80,20,88,1,8,Corporate Auto,Corporate L2,Offer3,Agent,481.823284,Four-Door Car,Medsize +IP76282,Oregon,4484.254754,No,Basic,High School or Below,1/29/11,Unemployed,F,0,Suburban,Single,65,22,44,0,8,Personal Auto,Personal L2,Offer4,Agent,463.382118,Four-Door Car,Medsize +NM18924,Oregon,30286.68586,No,Basic,High School or Below,2/14/11,Disabled,F,27587,Rural,Divorced,103,14,34,1,2,Corporate Auto,Corporate L3,Offer1,Call Center,241.141192,Sports Car,Medsize +NZ98813,California,13840.16012,No,Basic,High School or Below,2/11/11,Medical Leave,F,29658,Suburban,Divorced,119,20,66,0,2,Personal Auto,Personal L3,Offer1,Call Center,571.2,SUV,Medsize +XJ65608,California,5391.775844,No,Basic,College,2/26/11,Employed,F,63633,Suburban,Married,68,16,21,1,8,Corporate Auto,Corporate L1,Offer2,Agent,374.024077,Two-Door Car,Medsize +HI71466,California,3847.352801,No,Extended,College,2/25/11,Employed,M,23459,Rural,Married,96,17,19,0,1,Personal Auto,Personal L3,Offer2,Branch,185.070399,Four-Door Car,Medsize +RO70057,Nevada,6369.262355,Yes,Extended,High School or Below,1/20/11,Employed,M,34498,Suburban,Single,83,30,72,0,7,Personal Auto,Personal L1,Offer2,Branch,398.4,Two-Door Car,Small +LT77960,Arizona,5316.7566,No,Basic,College,1/21/11,Employed,F,28559,Suburban,Married,66,5,1,0,5,Corporate Auto,Corporate L3,Offer4,Call Center,427.242973,Four-Door Car,Medsize +FO13691,Oregon,5124.218174,No,Basic,Doctor,1/30/11,Employed,M,73740,Urban,Divorced,64,23,3,0,3,Personal Auto,Personal L3,Offer1,Agent,229.272206,Two-Door Car,Medsize +IP87756,Washington,4151.551337,No,Extended,High School or Below,1/17/11,Unemployed,M,0,Suburban,Single,125,23,64,0,1,Personal Auto,Personal L2,Offer1,Branch,900,SUV,Small +YG37894,California,2594.905944,No,Basic,College,2/11/11,Retired,F,25925,Suburban,Married,72,5,85,3,1,Corporate Auto,Corporate L3,Offer2,Web,660.587577,Two-Door Car,Small +SR24177,Nevada,5763.265424,No,Extended,Bachelor,2/10/11,Employed,M,31725,Rural,Single,76,31,9,0,5,Personal Auto,Personal L2,Offer1,Agent,177.234,Two-Door Car,Medsize +BS91742,Washington,18370.57004,No,Extended,College,1/23/11,Employed,M,49659,Suburban,Divorced,234,31,15,0,9,Personal Auto,Personal L3,Offer3,Web,1684.8,Luxury Car,Large +UJ38473,California,21923.12272,No,Basic,Bachelor,1/5/11,Employed,M,81197,Rural,Married,109,2,42,0,2,Personal Auto,Personal L1,Offer2,Branch,94.731199,Sports Car,Small +BP54465,Arizona,10546.65545,No,Extended,Master,1/14/11,Employed,F,43922,Rural,Married,88,26,88,0,2,Personal Auto,Personal L3,Offer2,Web,108.701381,Four-Door Car,Medsize +YY12812,Nevada,8388.717011,No,Basic,Bachelor,1/2/11,Employed,F,87123,Rural,Married,69,13,87,0,2,Corporate Auto,Corporate L3,Offer1,Agent,118.468275,Four-Door Car,Large +HW61722,Oregon,7188.607263,No,Basic,Bachelor,1/27/11,Unemployed,F,0,Urban,Married,66,15,24,0,2,Personal Auto,Personal L3,Offer2,Web,278.574142,Four-Door Car,Medsize +CE17855,Oregon,3238.929524,No,Extended,Master,1/2/11,Employed,F,68745,Suburban,Married,80,5,42,0,1,Personal Auto,Personal L3,Offer4,Branch,473.613006,Four-Door Car,Medsize +ZX50209,California,10960.93667,No,Extended,College,2/17/11,Employed,F,29815,Rural,Single,95,35,18,0,2,Personal Auto,Personal L1,Offer4,Agent,76.175672,Four-Door Car,Medsize +CZ84042,Oregon,2660.931663,No,Basic,High School or Below,1/25/11,Employed,F,53333,Rural,Married,66,4,34,0,1,Personal Auto,Personal L1,Offer2,Branch,22.945038,Two-Door Car,Medsize +SQ54906,Oregon,2004.350666,Yes,Basic,College,2/22/11,Unemployed,F,0,Suburban,Divorced,66,16,35,4,1,Personal Auto,Personal L3,Offer1,Branch,316.8,Four-Door Car,Small +QE21030,Washington,15483.52986,No,Basic,High School or Below,2/9/11,Employed,M,24661,Suburban,Married,196,6,28,0,7,Personal Auto,Personal L1,Offer2,Call Center,1961.162049,Luxury SUV,Medsize +WP60679,Oregon,8940.579278,No,Basic,Bachelor,1/6/11,Employed,M,95351,Urban,Married,111,31,74,0,5,Personal Auto,Personal L1,Offer1,Web,406.48025,Sports Car,Medsize +BZ47770,Washington,5083.789524,No,Basic,Bachelor,1/9/11,Employed,F,62088,Rural,Married,64,6,28,2,4,Corporate Auto,Corporate L2,Offer1,Agent,73.258034,Two-Door Car,Medsize +TS76653,Nevada,9031.214859,Yes,Extended,Master,2/23/11,Unemployed,F,0,Suburban,Single,122,15,47,0,9,Personal Auto,Personal L2,Offer1,Branch,650.52179,Sports Car,Medsize +IJ28717,Oregon,32098.32209,No,Basic,College,2/13/11,Employed,M,31503,Suburban,Married,105,17,74,3,2,Personal Auto,Personal L2,Offer1,Agent,504,SUV,Medsize +XL78013,Oregon,22332.43946,Yes,Extended,College,1/11/11,Employed,M,49078,Suburban,Single,97,10,3,0,2,Corporate Auto,Corporate L3,Offer2,Branch,484.013411,Four-Door Car,Medsize +KN90631,Nevada,8560.162384,No,Basic,High School or Below,1/16/11,Retired,F,28120,Suburban,Married,112,7,52,0,3,Personal Auto,Personal L3,Offer1,Web,537.6,SUV,Medsize +KU59569,California,7714.623619,No,Basic,College,2/25/11,Unemployed,F,0,Suburban,Single,106,3,90,0,8,Personal Auto,Personal L3,Offer2,Agent,763.2,Sports Car,Medsize +IE71278,California,2936.993695,No,Extended,Bachelor,2/10/11,Employed,M,44369,Urban,Divorced,77,7,35,3,1,Personal Auto,Personal L2,Offer1,Web,362.276183,Four-Door Car,Medsize +VY76337,Washington,5112.104787,No,Basic,High School or Below,1/20/11,Disabled,M,15131,Suburban,Married,67,14,13,0,9,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Large +YC77374,California,5119.901412,No,Basic,Bachelor,2/8/11,Employed,F,26890,Suburban,Married,65,28,37,0,4,Personal Auto,Personal L3,Offer2,Branch,312,Two-Door Car,Small +FX78218,California,2494.869528,No,Basic,Doctor,2/12/11,Employed,M,45855,Rural,Married,62,0,26,1,1,Personal Auto,Personal L3,Offer3,Web,0.887629,Four-Door Car,Large +ZK11389,Oregon,23594.6802,Yes,Basic,Bachelor,1/31/11,Employed,M,76358,Rural,Married,66,25,3,0,2,Corporate Auto,Corporate L1,Offer3,Agent,86.461582,Four-Door Car,Medsize +MO82744,California,5656.203464,No,Basic,Bachelor,1/1/11,Employed,F,45586,Urban,Divorced,72,17,20,0,4,Personal Auto,Personal L2,Offer1,Branch,203.42306,Four-Door Car,Medsize +GG20671,Nevada,15673.13621,No,Extended,College,1/1/11,Employed,M,43267,Suburban,Married,78,8,10,0,2,Special Auto,Special L2,Offer4,Agent,453.073096,Four-Door Car,Large +YC53575,Oregon,8509.453945,No,Extended,High School or Below,1/24/11,Unemployed,M,0,Suburban,Single,82,15,20,0,2,Personal Auto,Personal L2,Offer2,Branch,590.4,Four-Door Car,Medsize +ES82658,Oregon,6418.24871,No,Extended,Master,1/3/11,Employed,M,46648,Rural,Divorced,81,8,26,0,7,Personal Auto,Personal L3,Offer4,Web,123.576765,Four-Door Car,Medsize +SU44811,Oregon,3055.70113,No,Extended,High School or Below,1/19/11,Employed,F,42406,Rural,Married,77,15,49,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,108.871857,Four-Door Car,Medsize +AZ43057,California,5746.05593,No,Basic,Master,2/20/11,Employed,M,50798,Rural,Married,72,21,59,0,7,Personal Auto,Personal L3,Offer2,Call Center,64.977867,Four-Door Car,Medsize +XU56756,Oregon,23594.6802,Yes,Basic,Bachelor,1/31/11,Employed,M,76358,Rural,Married,66,25,3,0,2,Personal Auto,Personal L1,Offer3,Agent,86.461582,Four-Door Car,Medsize +TM24806,Oregon,6005.847375,Yes,Extended,College,2/23/11,Retired,M,13528,Suburban,Single,86,21,35,0,3,Personal Auto,Personal L2,Offer1,Agent,412.8,Four-Door Car,Medsize +ZH18791,Oregon,5028.839465,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Rural,Married,67,21,85,0,8,Personal Auto,Personal L3,Offer1,Branch,80.753763,Four-Door Car,Medsize +CE10235,California,3409.677392,No,Extended,Bachelor,1/31/11,Employed,F,85023,Suburban,Married,85,4,69,0,1,Personal Auto,Personal L1,Offer2,Agent,408,Four-Door Car,Medsize +IQ96928,Oregon,4348.139173,No,Basic,High School or Below,2/27/11,Unemployed,F,0,Suburban,Single,62,20,9,0,7,Corporate Auto,Corporate L1,Offer1,Agent,675.661163,Four-Door Car,Small +BM55732,Nevada,8337.194193,No,Basic,High School or Below,2/16/11,Employed,F,74460,Suburban,Married,69,3,25,0,2,Corporate Auto,Corporate L2,Offer4,Web,331.2,Two-Door Car,Medsize +PC76141,Nevada,2346.675378,No,Basic,Bachelor,1/11/11,Medical Leave,M,22932,Suburban,Married,62,2,97,0,1,Personal Auto,Personal L1,Offer1,Web,297.6,Four-Door Car,Small +RV98208,Arizona,4991.035369,No,Basic,College,1/29/11,Employed,F,54189,Rural,Married,62,11,84,0,3,Personal Auto,Personal L1,Offer1,Agent,29.035528,Two-Door Car,Medsize +LJ21457,California,2879.505701,No,Basic,College,1/28/11,Employed,M,42247,Suburban,Divorced,74,4,52,0,1,Personal Auto,Personal L3,Offer3,Web,355.2,Two-Door Car,Small +MV86976,California,3482.038245,No,Extended,High School or Below,1/3/11,Unemployed,M,0,Suburban,Single,96,31,85,0,1,Personal Auto,Personal L2,Offer1,Agent,726.132858,Four-Door Car,Medsize +HS13676,California,8216.391903,No,Premium,High School or Below,1/13/11,Unemployed,M,0,Suburban,Single,117,3,33,0,9,Personal Auto,Personal L2,Offer1,Agent,983.127481,Four-Door Car,Medsize +OX35378,Oregon,3155.45562,No,Extended,Bachelor,1/8/11,Employed,M,36706,Suburban,Married,80,19,67,0,1,Personal Auto,Personal L3,Offer1,Agent,488.296267,Four-Door Car,Medsize +VL95438,Arizona,5292.202092,No,Basic,College,1/10/11,Employed,M,67899,Suburban,Married,66,5,31,1,6,Corporate Auto,Corporate L3,Offer3,Agent,316.8,Four-Door Car,Medsize +YU32377,Oregon,6553.943457,No,Basic,College,1/5/11,Unemployed,F,0,Suburban,Single,61,4,68,0,2,Corporate Auto,Corporate L2,Offer3,Call Center,365.820487,Two-Door Car,Medsize +QW88350,Washington,7618.442045,No,Basic,College,2/23/11,Employed,F,41900,Urban,Married,63,0,34,0,2,Corporate Auto,Corporate L3,Offer2,Web,170.496071,Four-Door Car,Large +TM61357,Nevada,24610.78085,No,Extended,Bachelor,2/15/11,Employed,M,72786,Urban,Married,76,10,9,0,2,Personal Auto,Personal L1,Offer4,Agent,363.845631,Four-Door Car,Medsize +CP99334,Oregon,3142.81161,No,Extended,College,1/30/11,Employed,F,60108,Suburban,Married,78,0,63,0,1,Personal Auto,Personal L3,Offer1,Agent,507.060901,Four-Door Car,Medsize +AO20938,Arizona,32021.40422,No,Basic,High School or Below,1/12/11,Employed,F,31433,Suburban,Married,100,5,23,0,2,Personal Auto,Personal L1,Offer2,Call Center,635.020091,SUV,Small +OY32548,Washington,5096.700181,No,Basic,College,1/7/11,Employed,F,27940,Rural,Married,65,21,3,1,4,Personal Auto,Personal L3,Offer2,Agent,27.66775,Two-Door Car,Medsize +XE36531,California,4889.609695,No,Extended,High School or Below,1/5/11,Employed,F,51246,Suburban,Married,122,4,89,0,1,Personal Auto,Personal L3,Offer2,Web,817.692013,SUV,Medsize +SZ86381,Oregon,5112.570311,No,Basic,Bachelor,1/14/11,Employed,M,56587,Suburban,Divorced,65,4,88,1,6,Personal Auto,Personal L3,Offer1,Web,312,Four-Door Car,Medsize +YY29772,Arizona,2725.322949,No,Basic,High School or Below,1/4/11,Employed,F,45025,Suburban,Married,69,35,85,1,1,Personal Auto,Personal L2,Offer1,Agent,452.271771,Four-Door Car,Medsize +FG69718,California,9780.852337,No,Extended,High School or Below,1/10/11,Unemployed,F,0,Suburban,Single,132,13,47,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,950.4,SUV,Medsize +MI81870,Arizona,15042.57658,No,Premium,Bachelor,2/4/11,Employed,F,22799,Suburban,Married,190,10,75,0,6,Corporate Auto,Corporate L1,Offer2,Branch,912,SUV,Medsize +QH27767,Oregon,5308.291752,No,Basic,Doctor,1/26/11,Employed,M,82601,Urban,Divorced,66,9,38,0,3,Personal Auto,Personal L2,Offer4,Agent,186.387874,Four-Door Car,Medsize +IV54766,Oregon,19160.98994,Yes,Extended,Master,2/20/11,Employed,F,22705,Suburban,Divorced,239,19,59,0,7,Personal Auto,Personal L1,Offer2,Agent,1294.700423,Luxury SUV,Medsize +AD33653,Oregon,3324.551776,No,Extended,High School or Below,1/8/11,Unemployed,M,0,Suburban,Married,92,13,17,0,1,Personal Auto,Personal L2,Offer1,Agent,441.6,Two-Door Car,Medsize +HU54636,California,3791.549972,No,Extended,College,1/30/11,Employed,F,41212,Urban,Married,95,13,27,0,1,Personal Auto,Personal L1,Offer4,Web,405.443681,Four-Door Car,Medsize +CD45044,Arizona,7600.034998,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Single,70,3,94,0,2,Personal Auto,Personal L2,Offer1,Agent,504,Four-Door Car,Medsize +CB61335,California,6950.100195,No,Extended,High School or Below,2/5/11,Employed,F,21687,Suburban,Married,88,10,68,0,8,Personal Auto,Personal L3,Offer2,Agent,603.100479,Four-Door Car,Medsize +DL53457,California,4605.036646,Yes,Basic,College,1/28/11,Medical Leave,F,22571,Suburban,Single,63,29,51,0,9,Personal Auto,Personal L3,Offer2,Web,302.4,Four-Door Car,Large +YG68142,Oregon,5864.381825,No,Basic,High School or Below,2/11/11,Employed,F,72032,Suburban,Married,72,10,73,0,4,Personal Auto,Personal L2,Offer2,Web,438.149129,Four-Door Car,Medsize +UI24036,Washington,15374.18296,No,Extended,Bachelor,2/19/11,Employed,F,42570,Urban,Married,128,5,52,0,2,Personal Auto,Personal L2,Offer2,Agent,587.409205,SUV,Large +LD63324,Arizona,3230.576665,Yes,Extended,College,1/5/11,Employed,M,62873,Urban,Divorced,81,0,41,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,207.75186,Four-Door Car,Medsize +LB29621,Oregon,9294.54951,No,Extended,Bachelor,1/22/11,Employed,F,21370,Rural,Married,77,1,35,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,105.181202,Four-Door Car,Medsize +XB43625,Arizona,2504.871709,No,Basic,Bachelor,1/10/11,Employed,F,66081,Rural,Single,64,31,92,1,1,Personal Auto,Personal L3,Offer1,Branch,42.029731,Four-Door Car,Small +FI65786,Oregon,7081.690974,No,Extended,Master,2/1/11,Employed,F,93854,Suburban,Married,87,18,41,0,9,Corporate Auto,Corporate L2,Offer4,Web,417.6,Two-Door Car,Large +ZC61874,Arizona,9560.049227,No,Extended,Doctor,2/3/11,Disabled,F,19429,Suburban,Married,122,18,21,0,9,Special Auto,Special L1,Offer1,Branch,683.45551,SUV,Small +QA66968,California,6756.062791,No,Extended,Bachelor,1/31/11,Employed,F,46879,Urban,Married,86,3,62,2,3,Personal Auto,Personal L3,Offer1,Agent,324.944098,Four-Door Car,Medsize +YQ98322,Oregon,5290.666331,No,Basic,Bachelor,1/4/11,Employed,M,36791,Suburban,Divorced,68,26,62,0,3,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Medsize +EN27946,California,8391.133455,No,Premium,High School or Below,2/17/11,Employed,M,40211,Suburban,Married,106,5,98,2,6,Personal Auto,Personal L2,Offer1,Call Center,710.740743,Two-Door Car,Small +GT18396,Arizona,21151.2328,No,Extended,College,2/5/11,Employed,M,48642,Rural,Married,77,23,69,0,2,Personal Auto,Personal L2,Offer2,Branch,92.307736,Four-Door Car,Medsize +KL43280,California,9264.32766,No,Premium,College,2/3/11,Employed,M,69063,Suburban,Married,115,12,65,0,3,Personal Auto,Personal L1,Offer1,Branch,552,Two-Door Car,Small +DB93245,Arizona,2853.600347,No,Basic,Doctor,1/19/11,Employed,F,87455,Urban,Divorced,71,10,46,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,329.238904,Four-Door Car,Medsize +SN53710,Washington,6245.443568,No,Extended,High School or Below,1/16/11,Employed,M,80101,Suburban,Single,79,16,8,0,3,Personal Auto,Personal L3,Offer3,Call Center,442.9167,Four-Door Car,Medsize +IB82793,California,2129.063055,No,Basic,High School or Below,1/11/11,Unemployed,M,0,Suburban,Divorced,61,13,81,1,1,Corporate Auto,Corporate L3,Offer1,Agent,292.8,Four-Door Car,Medsize +CT74097,Nevada,14789.61805,No,Extended,College,2/18/11,Employed,M,51817,Suburban,Divorced,129,20,78,4,2,Personal Auto,Personal L1,Offer1,Branch,712.833284,SUV,Small +HE20556,Arizona,5324.38786,No,Basic,Bachelor,1/18/11,Employed,F,31561,Suburban,Divorced,68,8,62,0,7,Personal Auto,Personal L3,Offer3,Web,326.4,Four-Door Car,Medsize +RQ41621,Arizona,2862.729074,No,Basic,Doctor,2/21/11,Employed,F,64640,Urban,Divorced,73,5,94,2,1,Personal Auto,Personal L3,Offer3,Agent,327.912134,Four-Door Car,Medsize +TB88830,California,8614.686004,No,Basic,Master,2/19/11,Employed,F,64220,Rural,Married,107,3,86,0,7,Personal Auto,Personal L2,Offer1,Branch,48.782626,SUV,Medsize +LV94312,Oregon,4931.503095,No,Basic,College,2/14/11,Employed,M,33580,Suburban,Married,62,17,77,0,3,Corporate Auto,Corporate L3,Offer1,Agent,315.326222,Four-Door Car,Medsize +PT45842,Arizona,4642.020128,No,Basic,College,2/11/11,Unemployed,M,0,Suburban,Single,64,10,15,0,5,Personal Auto,Personal L3,Offer1,Web,770.254285,Two-Door Car,Small +CV49750,Arizona,21423.63723,Yes,Basic,Bachelor,1/3/11,Unemployed,M,0,Suburban,Married,65,9,31,0,2,Personal Auto,Personal L3,Offer2,Agent,312,Two-Door Car,Medsize +RB63074,Oregon,4858.067125,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Single,67,0,79,0,3,Personal Auto,Personal L1,Offer2,Branch,482.4,Four-Door Car,Medsize +XX73066,Arizona,5261.101863,No,Basic,Master,2/2/11,Employed,M,43318,Rural,Married,66,35,28,0,5,Personal Auto,Personal L2,Offer2,Branch,48.936563,Four-Door Car,Medsize +VN22337,California,3274.037562,No,Extended,College,2/7/11,Employed,F,83869,Urban,Married,81,10,23,0,1,Personal Auto,Personal L1,Offer1,Agent,348.186032,Four-Door Car,Medsize +BA19651,California,6134.38779,No,Extended,High School or Below,1/1/11,Employed,M,43875,Urban,Divorced,78,18,33,0,5,Corporate Auto,Corporate L3,Offer3,Agent,289.468771,Four-Door Car,Medsize +UX18122,Washington,3690.698916,No,Extended,Bachelor,1/17/11,Employed,F,59016,Suburban,Married,92,3,65,0,1,Corporate Auto,Corporate L1,Offer2,Web,441.6,Four-Door Car,Medsize +HY46017,California,2776.772734,No,Basic,College,2/26/11,Employed,F,70793,Rural,Married,69,32,1,0,1,Personal Auto,Personal L3,Offer2,Web,62.625841,Four-Door Car,Large +ZI95657,California,10972.06778,Yes,Extended,Doctor,1/18/11,Employed,M,24164,Suburban,Divorced,137,2,40,0,5,Personal Auto,Personal L3,Offer2,Agent,657.6,Sports Car,Medsize +MK93363,Washington,4177.666255,No,Basic,Master,2/17/11,Employed,F,29133,Suburban,Married,104,27,76,0,1,Personal Auto,Personal L1,Offer2,Branch,499.2,Sports Car,Medsize +UM26324,Washington,5838.89915,Yes,Basic,High School or Below,1/6/11,Employed,M,81082,Urban,Married,73,5,85,0,4,Corporate Auto,Corporate L3,Offer2,Agent,281.295903,Four-Door Car,Large +ZN18884,California,6462.22199,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,65,17,41,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,312,Four-Door Car,Medsize +PN18863,California,5109.50079,No,Basic,College,1/11/11,Employed,M,21277,Suburban,Divorced,66,1,42,0,9,Corporate Auto,Corporate L3,Offer2,Web,316.8,Four-Door Car,Medsize +BK76340,California,8278.716567,No,Extended,High School or Below,2/7/11,Disabled,M,16924,Suburban,Single,226,23,69,0,1,Personal Auto,Personal L2,Offer1,Branch,1084.8,Luxury SUV,Medsize +QZ83992,California,8682.234653,No,Basic,College,2/24/11,Medical Leave,M,10540,Suburban,Married,115,33,76,0,3,Corporate Auto,Corporate L1,Offer1,Agent,552,SUV,Medsize +WE23159,Oregon,9415.901707,No,Extended,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,133,4,58,0,3,Special Auto,Special L2,Offer2,Agent,1361.993232,Sports Car,Small +GA86186,Oregon,3230.576665,Yes,Extended,College,1/5/11,Employed,M,62873,Urban,Divorced,81,0,41,0,1,Special Auto,Special L3,Offer2,Call Center,207.75186,Four-Door Car,Medsize +ZM24497,California,17019.1929,No,Extended,High School or Below,2/3/11,Employed,M,98623,Suburban,Married,211,17,69,0,9,Personal Auto,Personal L3,Offer4,Web,1012.8,Luxury SUV,Large +EY97047,Oregon,2647.519741,Yes,Basic,College,2/20/11,Employed,M,37876,Urban,Single,69,13,15,0,1,Corporate Auto,Corporate L2,Offer2,Agent,300.056383,Four-Door Car,Medsize +NW14895,Arizona,12883.11573,No,Basic,Bachelor,1/2/11,Employed,M,77469,Suburban,Divorced,109,2,98,1,2,Personal Auto,Personal L2,Offer1,Agent,757.170246,SUV,Small +KS42294,California,20930.05217,No,Basic,College,1/14/11,Employed,F,30535,Rural,Married,66,22,18,0,2,Personal Auto,Personal L3,Offer2,Call Center,94.142294,Four-Door Car,Small +DQ50258,California,4814.350556,No,Basic,College,2/7/11,Unemployed,M,0,Suburban,Single,67,17,4,0,4,Personal Auto,Personal L3,Offer2,Agent,482.4,Four-Door Car,Medsize +XK10881,Oregon,4836.892172,No,Basic,Bachelor,2/10/11,Employed,M,39310,Rural,Married,61,5,89,0,3,Personal Auto,Personal L3,Offer1,Agent,93.181865,Four-Door Car,Medsize +LC20778,Nevada,18745.39592,No,Extended,Master,2/27/11,Medical Leave,F,27229,Suburban,Single,99,20,9,0,2,Personal Auto,Personal L2,Offer3,Agent,475.2,Four-Door Car,Small +LH87004,Washington,17367.52612,No,Basic,College,1/5/11,Employed,M,41418,Suburban,Divorced,112,17,80,0,2,Personal Auto,Personal L3,Offer3,Branch,537.6,SUV,Small +SZ17657,Oregon,9012.922138,No,Basic,College,1/18/11,Employed,F,67840,Rural,Married,112,34,56,0,5,Personal Auto,Personal L3,Offer2,Web,83.240006,SUV,Small +RI44399,California,5871.607022,No,Extended,Bachelor,1/28/11,Unemployed,F,0,Suburban,Single,80,24,20,0,7,Corporate Auto,Corporate L3,Offer1,Call Center,871.055266,Four-Door Car,Medsize +RF73080,Oregon,5926.729379,Yes,Extended,College,1/25/11,Retired,M,23091,Suburban,Married,96,28,90,5,5,Personal Auto,Personal L3,Offer1,Agent,460.8,Four-Door Car,Medsize +QA69109,Arizona,5453.709172,No,Basic,Master,2/16/11,Employed,F,69468,Urban,Married,67,2,3,0,3,Personal Auto,Personal L3,Offer2,Call Center,302.733593,Four-Door Car,Medsize +FK85203,California,9106.867749,No,Basic,High School or Below,1/7/11,Employed,M,74143,Suburban,Married,114,1,61,0,6,Personal Auto,Personal L3,Offer1,Branch,547.2,SUV,Medsize +ET44462,Arizona,5013.136429,No,Extended,High School or Below,2/12/11,Employed,M,65165,Suburban,Married,126,14,18,1,1,Personal Auto,Personal L1,Offer2,Web,604.8,SUV,Medsize +SK27185,California,6672.05628,No,Premium,College,1/16/11,Employed,F,50537,Rural,Married,165,10,35,0,1,Personal Auto,Personal L3,Offer1,Branch,60.005031,SUV,Medsize +JW87443,Oregon,6521.368813,Yes,Extended,College,1/9/11,Employed,F,72608,Suburban,Married,82,26,19,3,8,Personal Auto,Personal L3,Offer2,Agent,393.6,Four-Door Car,Medsize +OM37610,Nevada,13024.22378,No,Premium,High School or Below,1/20/11,Employed,F,26312,Suburban,Married,110,29,19,1,2,Personal Auto,Personal L3,Offer1,Web,565.837664,Four-Door Car,Medsize +TJ58873,Oregon,2748.800067,No,Basic,High School or Below,1/14/11,Employed,M,56900,Urban,Married,68,11,34,0,1,Personal Auto,Personal L3,Offer3,Agent,304.115627,Four-Door Car,Medsize +WE97690,Oregon,2803.59608,No,Basic,Bachelor,2/16/11,Employed,F,60707,Urban,Married,70,2,24,0,1,Corporate Auto,Corporate L2,Offer2,Web,327.061103,Four-Door Car,Medsize +HH99354,Oregon,7231.000788,No,Basic,Bachelor,1/24/11,Employed,M,67276,Urban,Married,61,7,74,0,2,Personal Auto,Personal L2,Offer2,Call Center,181.804443,Two-Door Car,Medsize +UN90060,Oregon,8329.286254,No,Basic,High School or Below,1/19/11,Employed,F,30865,Rural,Married,104,33,31,0,7,Personal Auto,Personal L3,Offer1,Web,21.261834,SUV,Medsize +BR76202,California,4626.801093,Yes,Basic,Master,1/16/11,Employed,F,79487,Suburban,Divorced,114,20,87,0,1,Personal Auto,Personal L2,Offer2,Branch,547.2,SUV,Medsize +MO48960,California,6265.343299,Yes,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Married,84,18,25,1,4,Personal Auto,Personal L2,Offer1,Agent,481.025786,Four-Door Car,Medsize +QG50480,Oregon,4504.16329,No,Basic,College,1/19/11,Unemployed,M,0,Rural,Married,62,18,75,0,3,Personal Auto,Personal L3,Offer1,Agent,135.851316,Two-Door Car,Medsize +RE73564,Oregon,11533.47722,No,Extended,Bachelor,2/14/11,Employed,F,41098,Urban,Married,96,3,15,0,2,Personal Auto,Personal L1,Offer1,Branch,250.058657,Two-Door Car,Medsize +EN32990,Arizona,5349.996572,No,Basic,College,1/4/11,Employed,F,89158,Urban,Single,67,34,71,0,6,Personal Auto,Personal L2,Offer1,Branch,272.195232,Four-Door Car,Medsize +OO97388,Oregon,2855.687705,No,Basic,Master,1/22/11,Employed,F,99612,Suburban,Married,70,14,20,0,1,Personal Auto,Personal L1,Offer2,Agent,336,Two-Door Car,Small +JN66901,Nevada,6601.611299,No,Basic,High School or Below,2/8/11,Unemployed,M,0,Suburban,Single,194,22,79,0,1,Corporate Auto,Corporate L1,Offer4,Web,2306.508397,Luxury SUV,Medsize +UI64573,Oregon,3470.177816,No,Extended,High School or Below,1/23/11,Employed,F,94885,Rural,Married,86,18,10,3,1,Personal Auto,Personal L1,Offer2,Web,170.532133,Four-Door Car,Medsize +HJ64867,Arizona,5895.106386,No,Basic,College,2/5/11,Employed,F,78352,Rural,Divorced,74,33,3,0,7,Personal Auto,Personal L2,Offer4,Web,152.365482,Two-Door Car,Medsize +MT35297,Oregon,5065.935608,No,Basic,High School or Below,2/11/11,Employed,F,43460,Suburban,Married,63,4,18,0,3,Personal Auto,Personal L2,Offer3,Branch,302.4,Four-Door Car,Small +VB69838,Oregon,41787.90343,Yes,Premium,High School or Below,1/31/11,Employed,F,46587,Suburban,Divorced,119,34,74,2,2,Personal Auto,Personal L3,Offer1,Call Center,571.2,Four-Door Car,Medsize +JR34589,Nevada,4882.286714,No,Extended,High School or Below,2/10/11,Employed,F,21236,Rural,Married,123,3,12,0,1,Personal Auto,Personal L2,Offer2,Call Center,131.262395,SUV,Medsize +EI85578,California,3837.615029,No,Basic,Bachelor,1/6/11,Unemployed,F,0,Rural,Married,106,15,30,0,1,Personal Auto,Personal L3,Offer3,Agent,117.229971,SUV,Medsize +DH85144,Oregon,2154.073997,No,Basic,College,1/12/11,Unemployed,M,0,Suburban,Single,65,11,52,0,1,Personal Auto,Personal L3,Offer2,Branch,312,Four-Door Car,Medsize +HC31007,California,5049.118385,No,Basic,High School or Below,1/5/11,Unemployed,M,0,Suburban,Married,68,35,65,0,7,Personal Auto,Personal L2,Offer1,Agent,457.169818,Four-Door Car,Medsize +MT58123,California,13869.92705,Yes,Basic,College,1/21/11,Employed,M,28432,Suburban,Married,118,1,59,0,2,Corporate Auto,Corporate L2,Offer2,Branch,612.300581,SUV,Small +GQ78238,Oregon,5213.3743,No,Extended,High School or Below,2/13/11,Employed,M,65167,Suburban,Married,131,22,85,0,1,Personal Auto,Personal L2,Offer2,Call Center,628.8,SUV,Medsize +UO44449,Washington,4911.115538,No,Basic,College,1/26/11,Employed,F,33700,Urban,Married,62,26,72,0,3,Corporate Auto,Corporate L3,Offer1,Agent,274.114843,Four-Door Car,Medsize +VK98618,Arizona,7751.855026,No,Basic,College,2/13/11,Unemployed,F,0,Suburban,Single,105,14,21,0,7,Personal Auto,Personal L3,Offer2,Agent,756,SUV,Large +BG30513,California,25464.82059,Yes,Extended,College,2/1/11,Retired,F,13663,Suburban,Single,97,1,66,0,2,Personal Auto,Personal L2,Offer1,Branch,465.6,Four-Door Car,Small +KD20203,Oregon,9472.956706,No,Extended,College,1/18/11,Unemployed,M,0,Suburban,Married,131,4,49,0,9,Corporate Auto,Corporate L2,Offer4,Agent,628.8,SUV,Small +HR26088,Arizona,5926.957452,No,Extended,College,1/17/11,Unemployed,F,0,Suburban,Married,84,19,26,2,4,Personal Auto,Personal L2,Offer1,Branch,403.2,Four-Door Car,Medsize +XD72019,Oregon,8470.043225,No,Extended,Bachelor,2/19/11,Unemployed,F,0,Suburban,Single,82,1,13,0,2,Personal Auto,Personal L2,Offer2,Web,479.312226,Four-Door Car,Large +XD82117,Arizona,8675.993821,No,Basic,College,1/18/11,Employed,F,65933,Urban,Married,108,23,16,0,5,Personal Auto,Personal L2,Offer3,Call Center,379.951464,SUV,Medsize +CT47738,Oregon,18205.67367,No,Extended,College,1/10/11,Unemployed,F,0,Suburban,Divorced,128,11,57,0,2,Corporate Auto,Corporate L3,Offer1,Branch,614.4,Sports Car,Medsize +NY30370,Washington,2618.326183,No,Basic,High School or Below,1/17/11,Employed,M,28663,Suburban,Married,66,23,34,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,430.604489,Two-Door Car,Medsize +EH69733,Arizona,3349.639274,No,Extended,Bachelor,1/27/11,Employed,M,78092,Urban,Married,84,34,13,0,1,Corporate Auto,Corporate L2,Offer2,Branch,344.015386,Four-Door Car,Medsize +QV89210,Nevada,5979.724161,Yes,Extended,High School or Below,2/7/11,Employed,F,57693,Suburban,Divorced,76,16,56,0,3,Corporate Auto,Corporate L3,Offer2,Agent,547.2,Four-Door Car,Medsize +QK90365,Oregon,16301.9676,Yes,Extended,Master,2/17/11,Retired,F,19614,Suburban,Married,85,21,32,0,2,Personal Auto,Personal L3,Offer2,Agent,574.024018,Two-Door Car,Medsize +UR67446,California,7882.987485,No,Extended,High School or Below,2/21/11,Employed,F,23235,Suburban,Married,99,28,71,0,4,Personal Auto,Personal L3,Offer2,Call Center,587.656629,Four-Door Car,Medsize +FJ76376,California,7748.811,No,Basic,Bachelor,1/20/11,Employed,M,79528,Urban,Married,64,2,39,0,2,Personal Auto,Personal L2,Offer2,Agent,175.429028,Two-Door Car,Medsize +ZI85739,California,15860.03591,No,Extended,Master,2/25/11,Unemployed,F,0,Rural,Married,136,10,41,0,2,Personal Auto,Personal L1,Offer1,Branch,46.098963,SUV,Small +AM72411,Oregon,2279.696801,No,Basic,High School or Below,2/21/11,Medical Leave,M,23253,Suburban,Divorced,61,20,49,0,1,Personal Auto,Personal L1,Offer2,Branch,292.8,Two-Door Car,Medsize +IC77855,California,15272.79977,No,Basic,College,2/16/11,Employed,M,40571,Urban,Married,100,19,56,2,2,Personal Auto,Personal L1,Offer4,Branch,361.788917,SUV,Medsize +ZM70632,California,5498.753121,No,Extended,Bachelor,1/19/11,Employed,F,60668,Urban,Married,138,18,92,0,1,Personal Auto,Personal L3,Offer3,Branch,553.699596,SUV,Medsize +JM59803,California,5743.403321,No,Basic,Doctor,1/23/11,Employed,M,61776,Urban,Divorced,73,9,61,3,6,Personal Auto,Personal L2,Offer3,Agent,343.278996,Two-Door Car,Medsize +KG84303,California,3942.917284,No,Extended,Master,1/29/11,Employed,M,38820,Suburban,Married,99,29,59,0,1,Personal Auto,Personal L3,Offer2,Call Center,547.619785,Four-Door Car,Small +OJ37666,California,2503.603127,No,Basic,Bachelor,2/3/11,Employed,F,47285,Suburban,Married,63,7,3,0,1,Personal Auto,Personal L3,Offer4,Call Center,302.4,Four-Door Car,Medsize +VV49688,Oregon,4558.592305,No,Basic,High School or Below,1/31/11,Unemployed,M,0,Suburban,Single,62,13,21,0,8,Corporate Auto,Corporate L2,Offer2,Call Center,446.4,Four-Door Car,Medsize +KH55886,Oregon,67907.2705,No,Premium,Bachelor,2/5/11,Employed,M,78310,Rural,Married,192,34,18,1,2,Personal Auto,Personal L1,Offer1,Agent,151.711475,Sports Car,Medsize +QZ70160,Nevada,2396.672304,No,Basic,College,1/18/11,Medical Leave,F,26222,Suburban,Married,62,23,18,0,1,Personal Auto,Personal L2,Offer1,Branch,297.6,Four-Door Car,Medsize +FU51754,Arizona,5568.947534,Yes,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,79,21,53,1,7,Personal Auto,Personal L2,Offer1,Agent,407.440238,Two-Door Car,Medsize +KY48450,Oregon,7334.517166,No,Basic,College,1/9/11,Employed,F,83926,Rural,Married,181,31,88,0,1,Personal Auto,Personal L1,Offer3,Agent,124.447153,Luxury Car,Medsize +ZG18090,California,7150.111338,No,Extended,Master,2/19/11,Employed,M,24124,Suburban,Married,91,24,52,0,3,Corporate Auto,Corporate L1,Offer3,Agent,436.8,Four-Door Car,Medsize +UI99151,Nevada,12023.75062,No,Basic,High School or Below,1/24/11,Medical Leave,M,28879,Suburban,Married,106,6,9,0,2,Personal Auto,Personal L3,Offer2,Web,763.2,Sports Car,Medsize +VB59276,Oregon,4018.88493,No,Basic,Bachelor,1/30/11,Unemployed,M,0,Suburban,Married,112,26,27,0,1,Corporate Auto,Corporate L2,Offer3,Web,544.250322,SUV,Medsize +CJ64468,Oregon,4770.550911,Yes,Basic,College,2/1/11,Medical Leave,F,12964,Suburban,Single,65,2,37,0,4,Personal Auto,Personal L2,Offer1,Web,362.774545,Two-Door Car,Medsize +GM61951,Nevada,29297.33082,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,115,22,65,0,2,Personal Auto,Personal L3,Offer2,Agent,1251.042795,SUV,Small +BO15959,Washington,27929.96441,No,Extended,College,2/16/11,Employed,F,88105,Suburban,Married,86,5,26,0,2,Personal Auto,Personal L3,Offer1,Agent,412.8,Four-Door Car,Medsize +ZK50586,Oregon,2899.922473,No,Basic,College,2/9/11,Employed,F,66524,Urban,Married,74,15,8,4,1,Personal Auto,Personal L3,Offer4,Agent,238.517525,Two-Door Car,Medsize +DM22923,Oregon,2331.325089,No,Basic,Bachelor,2/22/11,Disabled,M,27398,Suburban,Single,68,4,39,1,1,Personal Auto,Personal L3,Offer2,Branch,326.4,Four-Door Car,Medsize +DQ58142,Arizona,8561.561976,No,Basic,High School or Below,1/8/11,Employed,M,37759,Suburban,Married,108,9,51,0,5,Corporate Auto,Corporate L3,Offer4,Web,518.4,SUV,Medsize +YW47108,California,11280.72641,No,Extended,College,2/19/11,Employed,M,45743,Suburban,Married,96,15,81,0,2,Personal Auto,Personal L3,Offer1,Agent,673.780804,Four-Door Car,Medsize +DS62172,Oregon,2764.024716,No,Basic,Bachelor,2/11/11,Employed,F,54183,Suburban,Divorced,70,1,91,0,1,Personal Auto,Personal L3,Offer1,Web,336,Four-Door Car,Large +VL58402,Washington,2580.849899,Yes,Basic,College,2/9/11,Employed,M,46900,Suburban,Married,66,13,59,0,1,Personal Auto,Personal L2,Offer2,Web,316.8,Four-Door Car,Medsize +YV82597,Nevada,10856.01489,No,Extended,Doctor,1/30/11,Employed,F,59803,Rural,Married,90,21,0,0,2,Corporate Auto,Corporate L2,Offer2,Agent,22.75546,Two-Door Car,Medsize +FN33339,Oregon,4150.836913,No,Premium,High School or Below,2/8/11,Employed,F,53787,Suburban,Married,104,20,77,0,1,Corporate Auto,Corporate L2,Offer1,Agent,666.092015,Four-Door Car,Medsize +UZ97486,California,16979.79757,Yes,Basic,Bachelor,1/17/11,Employed,M,35095,Suburban,Divorced,73,25,56,0,2,Corporate Auto,Corporate L2,Offer2,Call Center,525.6,Two-Door Car,Small +LL92275,California,5028.739297,No,Basic,College,1/22/11,Unemployed,F,0,Urban,Married,67,21,60,0,5,Personal Auto,Personal L3,Offer4,Web,216.196521,Four-Door Car,Medsize +FB95288,California,64618.75715,No,Extended,High School or Below,1/17/11,Unemployed,M,0,Suburban,Married,217,14,40,1,2,Personal Auto,Personal L3,Offer1,Branch,1562.4,Luxury Car,Small +NB30472,Arizona,41103.24183,No,Premium,College,1/24/11,Employed,F,30845,Suburban,Married,116,3,89,1,2,Personal Auto,Personal L2,Offer1,Branch,556.8,Four-Door Car,Medsize +RX66745,Washington,22658.53652,Yes,Basic,Bachelor,1/25/11,Retired,M,23665,Suburban,Married,67,19,50,0,2,Corporate Auto,Corporate L3,Offer1,Branch,404.817249,Four-Door Car,Medsize +II97469,California,7013.436657,No,Extended,High School or Below,1/24/11,Employed,M,92107,Rural,Divorced,88,7,38,0,5,Personal Auto,Personal L3,Offer2,Agent,16.37296,Four-Door Car,Medsize +VF17463,Oregon,8658.863813,Yes,Basic,College,2/7/11,Employed,M,62464,Urban,Married,109,23,45,0,4,Personal Auto,Personal L3,Offer2,Agent,400.181882,Sports Car,Medsize +GW77328,Oregon,5214.342348,No,Basic,Doctor,2/3/11,Employed,M,69991,Rural,Married,65,27,44,0,7,Personal Auto,Personal L3,Offer2,Call Center,4.619402,Four-Door Car,Medsize +CF44171,California,4334.064096,Yes,Extended,Bachelor,2/27/11,Retired,F,23904,Suburban,Single,123,1,67,3,1,Personal Auto,Personal L3,Offer1,Agent,590.4,SUV,Medsize +ZN65873,California,3731.504584,Yes,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,96,31,34,0,1,Corporate Auto,Corporate L3,Offer1,Agent,460.8,Four-Door Car,Large +EO75698,Oregon,22242.51659,No,Premium,Bachelor,1/9/11,Employed,F,83894,Rural,Married,110,6,46,0,2,Personal Auto,Personal L1,Offer2,Agent,82.019005,Four-Door Car,Medsize +GB94407,California,12280.76661,Yes,Premium,College,1/1/11,Employed,M,88340,Suburban,Married,102,16,1,0,2,Corporate Auto,Corporate L2,Offer1,Branch,489.6,Two-Door Car,Medsize +KM63956,California,13024.13012,Yes,Extended,Master,1/31/11,Unemployed,M,0,Suburban,Single,125,6,61,0,2,Corporate Auto,Corporate L2,Offer1,Agent,900,SUV,Small +LM79795,Oregon,7488.785177,No,Basic,High School or Below,2/20/11,Employed,M,39602,Suburban,Divorced,64,15,59,0,2,Personal Auto,Personal L1,Offer3,Agent,307.2,Two-Door Car,Small +XT35473,Arizona,2300.691547,Yes,Basic,Bachelor,1/15/11,Retired,M,25905,Suburban,Divorced,63,21,12,0,1,Personal Auto,Personal L3,Offer1,Agent,302.4,Four-Door Car,Large +LO90163,Nevada,30081.36783,No,Basic,Bachelor,1/23/11,Employed,F,24626,Rural,Married,108,19,3,0,2,Personal Auto,Personal L3,Offer1,Call Center,225.971279,SUV,Medsize +LU65596,California,3745.374656,No,Extended,College,1/20/11,Employed,F,59732,Rural,Married,94,0,54,0,1,Corporate Auto,Corporate L2,Offer4,Branch,135.626867,Four-Door Car,Medsize +SV94314,Arizona,13246.56841,No,Premium,Bachelor,2/9/11,Employed,M,36898,Suburban,Married,169,14,36,1,3,Personal Auto,Personal L3,Offer3,Branch,811.2,SUV,Medsize +RW86245,Arizona,5008.275979,No,Extended,High School or Below,2/6/11,Employed,M,92864,Rural,Married,123,13,60,0,1,Personal Auto,Personal L3,Offer2,Agent,96.338144,SUV,Medsize +JG41490,Arizona,2396.219292,Yes,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,66,6,71,2,1,Corporate Auto,Corporate L3,Offer2,Call Center,433.160284,Four-Door Car,Large +FO63400,California,5146.898635,No,Basic,College,1/4/11,Employed,F,93752,Rural,Divorced,64,34,24,0,3,Corporate Auto,Corporate L1,Offer4,Call Center,154.713524,Four-Door Car,Large +FE84109,Washington,6540.204626,No,Extended,Bachelor,1/21/11,Disabled,M,21156,Rural,Divorced,89,2,32,0,8,Personal Auto,Personal L2,Offer1,Web,111.836561,Two-Door Car,Medsize +KG21285,Arizona,7159.806745,No,Extended,College,1/24/11,Employed,M,67206,Rural,Divorced,90,9,69,0,9,Personal Auto,Personal L1,Offer1,Web,76.289123,Four-Door Car,Medsize +TQ33359,California,6087.302608,No,Extended,High School or Below,2/11/11,Employed,M,85654,Rural,Married,76,8,46,0,3,Personal Auto,Personal L3,Offer2,Agent,46.20341,Four-Door Car,Large +ZG59671,Oregon,9772.736775,No,Extended,College,1/14/11,Employed,M,59325,Rural,Divorced,83,20,76,0,2,Personal Auto,Personal L2,Offer1,Branch,81.599332,Four-Door Car,Medsize +AY19539,California,6005.847375,Yes,Extended,College,2/23/11,Retired,M,13528,Suburban,Single,86,21,35,0,3,Personal Auto,Personal L3,Offer1,Agent,412.8,Four-Door Car,Medsize +KU23440,Oregon,6811.576281,No,Basic,Master,2/25/11,Unemployed,F,0,Suburban,Divorced,63,0,88,1,2,Personal Auto,Personal L1,Offer1,Branch,302.4,Four-Door Car,Small +IJ83011,California,16350.13061,No,Premium,College,1/28/11,Unemployed,M,0,Suburban,Single,165,12,82,1,2,Corporate Auto,Corporate L2,Offer1,Call Center,1452.213743,SUV,Medsize +KE35335,Washington,3580.261881,No,Extended,College,1/17/11,Employed,F,75333,Urban,Married,90,15,44,1,1,Personal Auto,Personal L1,Offer2,Web,289.236063,Four-Door Car,Small +FE90301,Nevada,5821.128509,No,Basic,Bachelor,1/9/11,Employed,F,61108,Rural,Married,72,27,84,0,6,Personal Auto,Personal L1,Offer2,Agent,23.773332,Four-Door Car,Medsize +CK35310,Nevada,2839.56968,No,Basic,High School or Below,1/2/11,Employed,F,27083,Suburban,Divorced,73,15,58,1,1,Personal Auto,Personal L1,Offer2,Web,525.6,Four-Door Car,Small +XU97999,California,10097.19837,No,Basic,High School or Below,1/22/11,Employed,M,68997,Urban,Married,63,3,26,0,2,Personal Auto,Personal L2,Offer2,Agent,206.926432,Four-Door Car,Large +RF73329,California,2674.227315,No,Basic,High School or Below,1/17/11,Employed,F,33451,Suburban,Married,67,0,1,0,1,Personal Auto,Personal L2,Offer2,Agent,337.219884,Four-Door Car,Medsize +WO12850,Nevada,4515.445404,No,Premium,Bachelor,2/17/11,Employed,F,21500,Rural,Divorced,115,14,44,0,1,Corporate Auto,Corporate L3,Offer3,Agent,39.292196,Four-Door Car,Medsize +AB26022,Oregon,7998.347343,No,Basic,High School or Below,1/10/11,Retired,M,26487,Suburban,Single,112,0,82,0,3,Corporate Auto,Corporate L2,Offer1,Call Center,602.431489,SUV,Medsize +HL91178,California,2809.766683,No,Basic,High School or Below,2/24/11,Employed,M,74713,Suburban,Married,70,20,67,0,1,Personal Auto,Personal L3,Offer1,Branch,336,Four-Door Car,Large +HS77089,Washington,4748.794301,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,70,8,74,0,3,Personal Auto,Personal L3,Offer2,Branch,504,Four-Door Car,Small +WK18603,California,5272.518472,No,Basic,Doctor,2/18/11,Employed,M,85607,Rural,Single,66,26,1,0,3,Personal Auto,Personal L2,Offer2,Agent,67.647131,Four-Door Car,Medsize +XS44101,California,6712.294021,No,Extended,Bachelor,2/4/11,Employed,F,44891,Rural,Married,83,12,75,0,6,Personal Auto,Personal L3,Offer3,Call Center,74.803791,Four-Door Car,Medsize +RE93978,Washington,8188.976576,No,Basic,College,2/26/11,Employed,M,89061,Suburban,Divorced,103,19,88,0,3,Personal Auto,Personal L2,Offer3,Web,565.267705,SUV,Small +WX19595,Arizona,14429.89284,No,Basic,High School or Below,1/1/11,Unemployed,M,0,Suburban,Married,198,4,31,0,9,Personal Auto,Personal L2,Offer4,Agent,962.159318,Luxury Car,Small +EA55071,Arizona,4376.363592,Yes,Premium,Bachelor,2/28/11,Employed,F,63774,Rural,Divorced,111,18,63,0,1,Personal Auto,Personal L2,Offer2,Agent,60.036683,Four-Door Car,Medsize +HH45183,Oregon,3713.803592,No,Extended,High School or Below,2/10/11,Employed,M,93308,Suburban,Married,92,20,56,0,1,Personal Auto,Personal L3,Offer2,Agent,441.6,Four-Door Car,Medsize +NL75739,Arizona,7590.050089,No,Basic,High School or Below,1/2/11,Disabled,M,10375,Suburban,Married,66,10,95,0,2,Personal Auto,Personal L3,Offer1,Branch,316.8,Two-Door Car,Medsize +XE96798,Oregon,2795.735679,No,Basic,Master,1/9/11,Employed,M,85950,Rural,Divorced,69,5,61,0,1,Personal Auto,Personal L3,Offer4,Web,47.70723,Four-Door Car,Small +UU12600,Nevada,8640.753192,No,Basic,Bachelor,1/9/11,Employed,F,33402,Rural,Married,109,7,66,0,4,Personal Auto,Personal L3,Offer1,Web,71.053011,SUV,Small +NL39999,Washington,2624.896858,No,Basic,High School or Below,1/27/11,Medical Leave,M,18129,Suburban,Divorced,71,23,59,0,1,Personal Auto,Personal L2,Offer3,Call Center,340.8,Two-Door Car,Large +ZN45349,Oregon,4815.020779,No,Basic,College,1/16/11,Unemployed,M,0,Suburban,Single,66,29,58,0,8,Personal Auto,Personal L3,Offer1,Branch,711.8026,Two-Door Car,Small +EV34073,California,4460.418492,No,Basic,College,1/15/11,Unemployed,F,0,Suburban,Divorced,65,24,45,1,4,Corporate Auto,Corporate L3,Offer3,Branch,312,Four-Door Car,Small +HM94328,Arizona,6047.02516,Yes,Extended,College,2/19/11,Employed,M,20396,Suburban,Married,76,15,60,1,4,Corporate Auto,Corporate L2,Offer1,Branch,364.8,Four-Door Car,Medsize +QX64770,Oregon,8221.870429,No,Premium,Master,1/11/11,Medical Leave,F,13376,Suburban,Single,108,13,75,0,4,Personal Auto,Personal L3,Offer1,Agent,774.714929,Four-Door Car,Small +IN95983,California,6798.272436,No,Extended,College,1/10/11,Employed,F,32517,Suburban,Single,94,11,53,3,3,Special Auto,Special L3,Offer1,Branch,451.2,Four-Door Car,Small +AD89594,California,12817.41348,No,Basic,College,1/18/11,Employed,M,28651,Urban,Single,67,4,25,0,2,Personal Auto,Personal L2,Offer3,Agent,302.272725,Four-Door Car,Medsize +SQ37580,Arizona,5219.886414,No,Basic,Bachelor,1/4/11,Employed,F,64964,Urban,Single,66,9,84,0,5,Personal Auto,Personal L3,Offer3,Call Center,286.967405,Four-Door Car,Medsize +IN64985,Nevada,6140.242989,No,Extended,College,1/26/11,Employed,F,34112,Suburban,Married,77,32,68,0,6,Personal Auto,Personal L3,Offer2,Branch,369.6,Four-Door Car,Small +UL96474,Arizona,3756.63877,No,Basic,College,2/27/11,Unemployed,F,0,Suburban,Married,108,32,49,3,1,Personal Auto,Personal L2,Offer2,Agent,718.383,SUV,Medsize +IG89777,California,7356.559341,No,Extended,High School or Below,1/9/11,Employed,M,81145,Urban,Married,92,34,92,0,8,Corporate Auto,Corporate L2,Offer2,Call Center,321.060571,Two-Door Car,Large +YJ14330,California,32725.2974,No,Extended,Master,1/12/11,Employed,F,39894,Urban,Married,134,23,87,0,2,Corporate Auto,Corporate L1,Offer3,Branch,411.077415,SUV,Medsize +NK20941,California,7057.463184,No,Extended,High School or Below,2/25/11,Employed,M,52447,Rural,Single,90,5,57,0,7,Personal Auto,Personal L3,Offer1,Agent,61.585668,Four-Door Car,Medsize +XQ28930,California,11005.02349,No,Basic,College,1/19/11,Unemployed,M,0,Suburban,Single,69,31,69,2,2,Personal Auto,Personal L3,Offer1,Web,496.8,Four-Door Car,Medsize +LY73893,California,5563.771927,No,Basic,College,1/21/11,Employed,M,35398,Suburban,Divorced,71,26,41,0,7,Personal Auto,Personal L3,Offer3,Agent,340.8,Four-Door Car,Medsize +II20035,Oregon,7451.479991,No,Basic,High School or Below,2/13/11,Medical Leave,F,26239,Suburban,Married,65,11,39,0,2,Personal Auto,Personal L2,Offer2,Web,312,Four-Door Car,Small +OH69760,Arizona,5181.054467,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Married,70,4,64,0,7,Personal Auto,Personal L1,Offer1,Branch,336,Four-Door Car,Large +WN45973,Washington,12584.00638,No,Basic,Master,2/16/11,Employed,M,83013,Rural,Married,103,2,75,0,2,Corporate Auto,Corporate L3,Offer1,Agent,155.125923,SUV,Medsize +UT21323,California,13057.01188,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,190,9,67,0,7,Personal Auto,Personal L3,Offer3,Branch,1833.182529,Luxury SUV,Small +GM46746,Arizona,17776.82267,No,Extended,High School or Below,1/17/11,Employed,F,86205,Suburban,Single,223,8,67,0,8,Personal Auto,Personal L3,Offer3,Agent,1070.4,Luxury Car,Small +GZ64473,Nevada,2757.383982,No,Basic,College,1/12/11,Employed,M,50414,Suburban,Married,69,25,34,0,1,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +FE93959,California,7535.42519,No,Basic,Doctor,1/24/11,Employed,M,37496,Suburban,Single,65,1,36,0,2,Corporate Auto,Corporate L2,Offer3,Agent,312,Two-Door Car,Small +YC33550,Oregon,2826.804029,No,Basic,High School or Below,1/19/11,Employed,F,24224,Suburban,Divorced,71,7,64,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,511.2,Two-Door Car,Small +MT91532,California,7326.544855,No,Extended,Bachelor,2/12/11,Employed,M,62338,Rural,Married,92,9,61,0,4,Corporate Auto,Corporate L1,Offer1,Agent,4.216231,Four-Door Car,Medsize +XE65072,Oregon,6633.137616,No,Extended,College,1/11/11,Employed,M,63483,Rural,Married,83,4,84,0,3,Personal Auto,Personal L1,Offer2,Branch,85.073541,Four-Door Car,Medsize +AT72574,Arizona,2485.886754,No,Basic,High School or Below,2/16/11,Unemployed,M,0,Suburban,Single,70,24,58,0,1,Personal Auto,Personal L2,Offer2,Call Center,504,Two-Door Car,Medsize +FP10040,Oregon,8598.185237,No,Basic,High School or Below,1/23/11,Employed,M,38113,Urban,Married,73,4,34,0,2,Personal Auto,Personal L1,Offer3,Agent,203.640251,Four-Door Car,Large +AQ51159,Arizona,8586.801328,No,Basic,High School or Below,1/17/11,Employed,F,38676,Rural,Married,72,24,33,0,2,Personal Auto,Personal L1,Offer2,Branch,146.124719,Four-Door Car,Medsize +HB21182,Arizona,2417.777032,No,Basic,Master,2/26/11,Employed,F,20200,Suburban,Single,65,3,51,3,1,Personal Auto,Personal L3,Offer2,Agent,312,Two-Door Car,Medsize +SM17747,Arizona,2693.663643,No,Basic,College,1/18/11,Employed,M,29038,Rural,Married,69,14,61,0,1,Personal Auto,Personal L2,Offer2,Branch,56.351667,Four-Door Car,Medsize +YA87855,Arizona,7179.22522,No,Extended,Master,2/20/11,Employed,M,23179,Suburban,Divorced,91,11,79,0,9,Corporate Auto,Corporate L3,Offer2,Agent,436.8,Two-Door Car,Medsize +MR52230,Oregon,10629.33736,No,Extended,Doctor,2/2/11,Employed,M,56598,Rural,Married,88,29,29,0,2,Personal Auto,Personal L2,Offer4,Web,92.966783,Four-Door Car,Medsize +FR54989,Arizona,2710.918992,No,Extended,College,2/10/11,Unemployed,M,0,Suburban,Single,76,11,38,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,547.2,Two-Door Car,Medsize +RW82766,Oregon,7724.052993,No,Basic,Bachelor,1/30/11,Employed,F,46988,Rural,Single,195,8,69,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,294.762659,Luxury SUV,Medsize +IX60941,Oregon,3508.569533,Yes,Extended,College,1/5/11,Medical Leave,M,20978,Suburban,Married,98,19,96,1,1,Personal Auto,Personal L3,Offer2,Branch,1176.2788,Four-Door Car,Small +GQ26671,California,2241.108638,No,Basic,High School or Below,2/6/11,Unemployed,F,0,Suburban,Single,63,5,7,0,1,Personal Auto,Personal L2,Offer2,Call Center,453.6,Two-Door Car,Medsize +UH89141,Oregon,33279.77231,No,Basic,High School or Below,1/23/11,Employed,F,59130,Urban,Married,117,21,7,0,2,Corporate Auto,Corporate L3,Offer4,Call Center,436.533172,Sports Car,Medsize +WO30947,Washington,5348.30258,No,Basic,Bachelor,1/8/11,Employed,M,31572,Urban,Married,70,14,95,3,3,Personal Auto,Personal L2,Offer2,Call Center,292.434826,Four-Door Car,Medsize +ZN86559,California,5251.152281,No,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Married,72,21,65,0,3,Personal Auto,Personal L3,Offer2,Web,345.6,Four-Door Car,Medsize +NZ73268,California,4686.807406,No,Premium,Bachelor,1/23/11,Employed,M,32646,Urban,Married,119,25,84,0,1,Corporate Auto,Corporate L3,Offer3,Agent,464.99983,Four-Door Car,Medsize +YD80815,Arizona,7148.331333,No,Basic,Bachelor,1/5/11,Employed,F,51791,Rural,Married,181,10,46,1,1,Personal Auto,Personal L3,Offer4,Call Center,422.960234,Luxury Car,Medsize +BE54454,Washington,5028.575209,No,Basic,High School or Below,1/10/11,Employed,M,70828,Suburban,Married,62,8,18,0,4,Personal Auto,Personal L2,Offer2,Branch,297.6,Four-Door Car,Small +JB76199,Oregon,2415.415525,No,Basic,College,2/14/11,Employed,F,40903,Suburban,Married,61,12,5,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,409.88696,Four-Door Car,Small +PN68458,California,7545.548643,No,Basic,High School or Below,1/23/11,Unemployed,F,0,Suburban,Married,106,19,67,1,3,Corporate Auto,Corporate L3,Offer3,Agent,631.108223,SUV,Medsize +IM55696,California,5264.425866,No,Basic,High School or Below,1/16/11,Employed,F,24031,Suburban,Married,66,32,37,0,3,Personal Auto,Personal L2,Offer4,Call Center,316.8,Four-Door Car,Small +UD99395,Oregon,4474.48438,No,Basic,High School or Below,2/22/11,Employed,M,84927,Suburban,Married,112,27,83,0,1,Personal Auto,Personal L2,Offer2,Call Center,537.6,SUV,Small +PA90653,Oregon,21578.86035,No,Basic,Bachelor,2/14/11,Unemployed,F,0,Suburban,Married,72,20,11,0,2,Corporate Auto,Corporate L3,Offer1,Agent,510.976913,Two-Door Car,Small +WE64939,California,2902.622439,No,Basic,College,1/12/11,Employed,F,23893,Urban,Married,73,19,21,0,1,Personal Auto,Personal L1,Offer2,Agent,186.292275,Four-Door Car,Medsize +KC67652,Arizona,10876.4794,No,Extended,Doctor,2/4/11,Employed,M,71255,Rural,Single,138,28,16,0,4,Personal Auto,Personal L1,Offer1,Agent,138.633681,Sports Car,Medsize +FQ33633,Nevada,4413.285858,No,Basic,College,1/3/11,Employed,F,37697,Rural,Married,112,35,8,0,1,Personal Auto,Personal L2,Offer4,Agent,38.403843,SUV,Small +QS23134,Arizona,12504.49422,No,Premium,College,1/22/11,Employed,M,33746,Suburban,Married,106,29,23,0,2,Personal Auto,Personal L2,Offer2,Call Center,508.8,Two-Door Car,Medsize +EZ70589,Washington,7462.926263,Yes,Extended,College,1/28/11,Employed,F,70263,Rural,Married,93,30,66,0,5,Personal Auto,Personal L1,Offer2,Call Center,7.345946,Two-Door Car,Small +KT91115,Oregon,4690.793868,No,Premium,Bachelor,1/12/11,Employed,M,43367,Suburban,Divorced,118,6,20,0,1,Personal Auto,Personal L1,Offer2,Branch,1026.741926,Four-Door Car,Medsize +RS66246,California,2943.045259,No,Extended,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,81,26,23,0,1,Personal Auto,Personal L3,Offer4,Branch,388.8,Two-Door Car,Large +YX72707,Oregon,5003.336664,No,Basic,Doctor,1/19/11,Unemployed,F,0,Suburban,Married,66,12,20,1,4,Personal Auto,Personal L3,Offer2,Agent,445.19869,Four-Door Car,Small +LJ79533,Nevada,13466.92071,Yes,Basic,High School or Below,2/23/11,Disabled,F,11432,Suburban,Married,119,11,9,0,2,Special Auto,Special L2,Offer2,Agent,571.2,SUV,Small +JQ95021,California,3386.186515,No,Extended,College,2/13/11,Employed,M,67249,Rural,Divorced,86,25,4,0,1,Special Auto,Special L1,Offer3,Web,33.894695,Four-Door Car,Medsize +ET88948,California,5503.440723,No,Basic,Bachelor,2/8/11,Employed,F,76839,Suburban,Married,68,12,85,0,3,Personal Auto,Personal L2,Offer1,Call Center,326.4,Four-Door Car,Medsize +GW43195,Oregon,25807.063,Yes,Extended,College,2/13/11,Employed,F,71210,Suburban,Married,214,8,89,1,2,Personal Auto,Personal L2,Offer1,Branch,1027.2,Luxury Car,Small +MQ54182,California,4739.34663,No,Premium,Bachelor,2/11/11,Employed,F,49447,Suburban,Married,119,9,48,2,1,Personal Auto,Personal L2,Offer1,Branch,762.007253,Four-Door Car,Medsize +WM39308,Nevada,15777.88702,No,Basic,High School or Below,1/3/11,Employed,F,98713,Urban,Married,65,3,91,0,2,Personal Auto,Personal L2,Offer2,Call Center,289.894293,Two-Door Car,Medsize +DK20428,Oregon,2619.865336,No,Basic,Bachelor,2/19/11,Employed,M,26094,Rural,Married,67,16,84,0,1,Personal Auto,Personal L1,Offer4,Branch,2.028223,Two-Door Car,Medsize +IZ67803,California,15445.66166,No,Basic,Master,1/28/11,Employed,M,26990,Urban,Married,65,9,60,1,2,Personal Auto,Personal L1,Offer3,Agent,297.864823,Four-Door Car,Medsize +VW65351,Washington,3355.528168,No,Extended,College,1/26/11,Employed,F,46644,Rural,Married,84,34,19,0,1,Personal Auto,Personal L2,Offer3,Agent,150.688024,Four-Door Car,Medsize +SY36127,California,2874.08847,No,Basic,Master,2/28/11,Employed,F,33462,Rural,Married,72,12,9,0,1,Personal Auto,Personal L3,Offer2,Branch,112.425578,Four-Door Car,Medsize +LA20890,Oregon,2846.645431,No,Basic,Bachelor,1/28/11,Employed,F,66880,Suburban,Married,71,7,54,0,1,Personal Auto,Personal L3,Offer4,Branch,340.8,Four-Door Car,Medsize +EP48362,Arizona,23813.52051,No,Basic,Bachelor,1/27/11,Employed,M,88680,Urban,Married,66,5,66,0,2,Personal Auto,Personal L1,Offer2,Web,201.762191,Four-Door Car,Medsize +BI46495,Oregon,5313.467001,No,Extended,High School or Below,2/6/11,Unemployed,M,0,Suburban,Single,79,4,78,0,4,Corporate Auto,Corporate L2,Offer1,Branch,568.8,Two-Door Car,Medsize +ON91363,Washington,3730.144916,No,Extended,College,1/3/11,Employed,M,75132,Suburban,Married,93,7,33,2,1,Personal Auto,Personal L2,Offer4,Call Center,446.4,Four-Door Car,Medsize +TG95261,California,9031.214859,Yes,Extended,Master,2/23/11,Unemployed,F,0,Suburban,Single,122,15,47,0,9,Personal Auto,Personal L2,Offer1,Branch,650.52179,Sports Car,Medsize +EE59791,California,5931.28489,No,Basic,High School or Below,2/7/11,Employed,F,56617,Suburban,Married,74,18,24,0,3,Personal Auto,Personal L2,Offer4,Call Center,355.2,Four-Door Car,Small +IV84135,California,9429.080755,No,Extended,College,2/27/11,Employed,F,75638,Rural,Divorced,83,6,52,4,2,Personal Auto,Personal L3,Offer4,Agent,108.69654,Four-Door Car,Medsize +TE11374,California,7613.049819,No,Basic,Bachelor,2/27/11,Disabled,F,24982,Suburban,Married,109,20,52,4,7,Personal Auto,Personal L1,Offer1,Web,523.2,SUV,Medsize +GH12466,Washington,3313.014405,No,Extended,High School or Below,1/28/11,Employed,F,40348,Rural,Married,83,6,56,0,1,Personal Auto,Personal L3,Offer2,Agent,26.314753,Four-Door Car,Medsize +PC43437,Arizona,7317.014254,No,Basic,College,1/20/11,Employed,F,24083,Suburban,Divorced,63,22,2,1,2,Personal Auto,Personal L3,Offer1,Agent,340.453606,Four-Door Car,Small +PW98890,Oregon,2665.737082,No,Basic,Bachelor,1/19/11,Employed,F,81538,Urban,Divorced,66,3,46,0,1,Personal Auto,Personal L1,Offer4,Call Center,272.844816,Four-Door Car,Small +BQ94892,Oregon,3230.576665,Yes,Extended,College,1/5/11,Employed,M,62873,Urban,Divorced,81,0,41,0,1,Personal Auto,Personal L2,Offer2,Call Center,207.75186,Four-Door Car,Medsize +LA33814,Oregon,17367.27409,No,Premium,High School or Below,1/5/11,Employed,M,66245,Rural,Married,145,22,58,0,2,Personal Auto,Personal L3,Offer2,Agent,181.501424,SUV,Medsize +WM87004,Oregon,10595.81033,No,Basic,Bachelor,1/6/11,Unemployed,M,0,Suburban,Divorced,102,22,20,0,2,Personal Auto,Personal L3,Offer1,Branch,734.4,SUV,Small +OL28902,California,5999.380228,No,Premium,College,1/4/11,Disabled,M,26303,Suburban,Divorced,165,16,47,0,1,Personal Auto,Personal L3,Offer4,Agent,956.589903,SUV,Small +VW88885,California,17006.00256,No,Basic,Bachelor,1/14/11,Employed,F,58620,Suburban,Married,71,11,51,0,2,Corporate Auto,Corporate L2,Offer3,Call Center,340.8,Four-Door Car,Medsize +OQ51004,California,3954.344534,Yes,Basic,Bachelor,2/25/11,Disabled,M,18375,Suburban,Married,103,8,50,0,1,Personal Auto,Personal L2,Offer1,Branch,535.080276,Sports Car,Large +GJ88864,Nevada,3589.372361,No,Extended,College,1/30/11,Employed,F,30944,Urban,Divorced,92,15,46,0,1,Personal Auto,Personal L3,Offer1,Web,348.216284,Four-Door Car,Small +AF69537,Arizona,7329.777554,No,Premium,College,1/6/11,Employed,M,59630,Suburban,Married,185,9,67,0,1,Personal Auto,Personal L3,Offer1,Agent,888,SUV,Medsize +TX11163,Nevada,7380.570445,No,Basic,Bachelor,1/21/11,Employed,F,53957,Rural,Married,184,19,80,0,1,Corporate Auto,Corporate L3,Offer1,Branch,61.554272,Luxury SUV,Medsize +FG43850,Oregon,7472.672033,No,Extended,High School or Below,1/14/11,Employed,M,44385,Suburban,Single,97,6,31,0,7,Corporate Auto,Corporate L3,Offer4,Call Center,465.6,Four-Door Car,Small +WY37677,Oregon,8500.12195,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Married,119,1,58,0,7,Personal Auto,Personal L3,Offer2,Agent,856.8,Sports Car,Medsize +WY80801,California,19357.79964,No,Premium,High School or Below,1/5/11,Employed,F,25561,Suburban,Married,163,3,25,0,2,Corporate Auto,Corporate L1,Offer2,Agent,983.374985,SUV,Medsize +GZ90429,California,5846.114411,No,Premium,High School or Below,1/17/11,Employed,M,85956,Urban,Married,145,0,85,0,1,Corporate Auto,Corporate L2,Offer1,Call Center,510.381882,SUV,Small +SX89429,Arizona,2231.786517,No,Basic,High School or Below,1/12/11,Unemployed,F,0,Suburban,Married,61,26,79,1,1,Personal Auto,Personal L3,Offer1,Agent,311.404068,Four-Door Car,Small +FW35631,Oregon,4864.527356,No,Extended,Bachelor,1/2/11,Employed,M,37406,Suburban,Married,122,23,38,1,1,Corporate Auto,Corporate L3,Offer3,Call Center,1134.960471,SUV,Small +HM20848,California,4594.292826,No,Basic,High School or Below,2/6/11,Employed,F,39053,Suburban,Married,114,5,66,0,1,Personal Auto,Personal L1,Offer3,Agent,547.2,Sports Car,Medsize +FO49408,Oregon,3044.003202,No,Extended,High School or Below,2/15/11,Employed,M,24475,Suburban,Single,84,11,55,3,1,Personal Auto,Personal L3,Offer2,Call Center,604.8,Four-Door Car,Medsize +LL95376,Washington,2759.978287,Yes,Basic,Bachelor,1/3/11,Employed,M,92296,Suburban,Married,69,4,65,0,1,Personal Auto,Personal L3,Offer2,Agent,331.2,Two-Door Car,Medsize +UK49045,Oregon,11064.29047,No,Extended,High School or Below,2/1/11,Employed,M,29484,Suburban,Married,93,19,51,0,2,Personal Auto,Personal L2,Offer2,Branch,446.4,Two-Door Car,Medsize +JA24437,California,7555.828789,No,Premium,College,2/25/11,Unemployed,M,0,Suburban,Single,114,19,50,0,3,Personal Auto,Personal L3,Offer1,Branch,820.8,Four-Door Car,Medsize +TU77462,Oregon,7469.557777,No,Extended,College,1/3/11,Employed,M,48088,Rural,Married,94,25,73,0,4,Personal Auto,Personal L2,Offer1,Web,134.828318,Two-Door Car,Medsize +DA26490,California,4920.492369,No,Basic,Bachelor,2/13/11,Employed,M,21366,Suburban,Married,63,20,47,0,3,Personal Auto,Personal L2,Offer4,Branch,302.4,Two-Door Car,Small +JC37131,Arizona,12298.6863,Yes,Basic,High School or Below,2/20/11,Medical Leave,M,17101,Suburban,Single,113,1,88,0,2,Special Auto,Special L3,Offer1,Call Center,542.4,SUV,Medsize +YZ77792,Washington,4630.363287,No,Basic,High School or Below,1/13/11,Unemployed,F,0,Suburban,Single,64,3,59,0,4,Personal Auto,Personal L3,Offer1,Agent,460.8,Four-Door Car,Small +AH53588,California,4636.54647,Yes,Basic,College,1/1/11,Retired,M,26802,Suburban,Married,66,7,43,1,5,Personal Auto,Personal L2,Offer2,Agent,316.8,Two-Door Car,Medsize +QV89018,Arizona,20467.71796,No,Basic,High School or Below,1/3/11,Employed,M,89025,Urban,Married,64,32,10,0,2,Personal Auto,Personal L3,Offer3,Branch,179.251604,Four-Door Car,Large +SY95534,California,3792.829528,No,Basic,Bachelor,1/21/11,Unemployed,M,0,Suburban,Married,104,23,76,0,1,Personal Auto,Personal L3,Offer3,Branch,748.8,SUV,Medsize +YT37186,California,17526.17908,No,Extended,Bachelor,1/19/11,Employed,F,52228,Suburban,Married,220,29,72,1,8,Personal Auto,Personal L3,Offer3,Agent,1056,Luxury SUV,Medsize +DY81347,California,4715.469193,No,Extended,High School or Below,2/2/11,Unemployed,F,0,Suburban,Married,126,13,91,0,1,Personal Auto,Personal L3,Offer2,Web,694.357961,SUV,Medsize +VH45074,California,2288.763508,No,Basic,College,1/31/11,Unemployed,M,0,Suburban,Divorced,63,11,30,0,1,Personal Auto,Personal L3,Offer2,Web,344.288189,Four-Door Car,Large +BF45697,California,5670.132321,No,Basic,College,1/14/11,Employed,M,83086,Urban,Married,71,1,43,3,3,Personal Auto,Personal L3,Offer3,Agent,320.486645,Four-Door Car,Medsize +RY27018,Washington,7228.993348,No,Extended,High School or Below,1/5/11,Employed,M,53214,Suburban,Married,91,21,76,0,3,Personal Auto,Personal L3,Offer4,Call Center,436.8,Four-Door Car,Large +YJ16163,Oregon,11009.13049,Yes,Premium,Bachelor,1/24/11,Employed,F,51643,Suburban,Single,283,16,43,0,1,Special Auto,Special L3,Offer2,Agent,1358.4,Luxury Car,Medsize +QM61543,Arizona,5639.941974,Yes,Basic,High School or Below,1/10/11,Employed,M,73168,Suburban,Married,70,21,50,0,3,Corporate Auto,Corporate L2,Offer2,Agent,425.800112,Four-Door Car,Medsize +IU83998,Washington,11196.46002,No,Premium,Bachelor,1/1/11,Unemployed,F,0,Suburban,Married,298,26,94,0,1,Personal Auto,Personal L3,Offer1,Branch,2145.6,Luxury Car,Medsize +NE29938,California,12840.43291,No,Extended,College,2/3/11,Unemployed,F,0,Suburban,Single,90,1,94,0,2,Personal Auto,Personal L2,Offer1,Call Center,648,Two-Door Car,Large +VQ57815,Oregon,8828.380695,No,Basic,Doctor,1/1/11,Employed,M,61246,Rural,Married,110,24,21,0,3,Personal Auto,Personal L2,Offer2,Branch,159.239518,Sports Car,Medsize +FF93355,Washington,13268.79263,No,Premium,High School or Below,1/18/11,Employed,M,32762,Urban,Married,112,26,74,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,326.926833,Four-Door Car,Medsize +MG12206,California,3728.874098,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Single,69,21,54,5,3,Personal Auto,Personal L2,Offer4,Call Center,496.8,Two-Door Car,Medsize +NE55975,Nevada,4983.114656,No,Extended,High School or Below,2/21/11,Unemployed,F,0,Suburban,Divorced,133,9,85,0,1,Personal Auto,Personal L3,Offer1,Branch,957.6,Sports Car,Large +BX70848,Washington,13727.79972,Yes,Extended,College,1/8/11,Unemployed,M,0,Suburban,Single,126,12,4,0,2,Personal Auto,Personal L3,Offer1,Agent,604.8,SUV,Medsize +NJ88229,California,8343.751519,No,Basic,College,2/4/11,Employed,F,64127,Rural,Single,71,31,19,0,2,Personal Auto,Personal L2,Offer4,Branch,72.862304,Four-Door Car,Medsize +QW31435,Oregon,7191.831645,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Urban,Married,67,9,54,0,2,Personal Auto,Personal L3,Offer3,Branch,308.54976,Two-Door Car,Medsize +DJ22229,Washington,13759.14695,No,Extended,Bachelor,1/17/11,Retired,F,16794,Suburban,Single,96,7,31,0,2,Personal Auto,Personal L3,Offer1,Branch,460.8,Four-Door Car,Medsize +MB12747,Nevada,9788.713108,No,Extended,Bachelor,2/28/11,Employed,M,31930,Rural,Married,83,19,30,0,2,Personal Auto,Personal L3,Offer1,Branch,37.699658,Four-Door Car,Medsize +XQ50187,Oregon,3360.44356,No,Extended,Master,2/5/11,Employed,M,74918,Urban,Single,85,13,74,0,1,Special Auto,Special L1,Offer4,Branch,314.246507,Two-Door Car,Medsize +WU62992,Oregon,4887.794108,No,Extended,Bachelor,2/10/11,Employed,M,70742,Rural,Married,124,3,64,1,1,Personal Auto,Personal L2,Offer4,Agent,211.68058,SUV,Small +CE11667,Oregon,7582.113842,Yes,Basic,College,2/3/11,Employed,M,64801,Urban,Married,64,23,19,0,2,Corporate Auto,Corporate L3,Offer2,Web,268.471802,Four-Door Car,Medsize +BP53979,California,2516.213745,No,Basic,Bachelor,2/7/11,Employed,F,48829,Urban,Single,64,23,70,1,1,Personal Auto,Personal L2,Offer1,Agent,300.312635,Four-Door Car,Medsize +DM59806,California,3571.34607,No,Extended,Doctor,2/13/11,Employed,F,73853,Suburban,Single,89,7,35,0,1,Personal Auto,Personal L3,Offer2,Agent,427.2,Four-Door Car,Small +LJ88616,Arizona,9868.595441,No,Extended,High School or Below,2/2/11,Unemployed,M,0,Suburban,Single,99,25,23,0,2,Personal Auto,Personal L1,Offer2,Agent,712.8,Four-Door Car,Medsize +TC82133,Oregon,5375.821564,No,Basic,Bachelor,2/25/11,Employed,M,66844,Rural,Married,70,11,80,4,5,Personal Auto,Personal L3,Offer3,Branch,104.977375,Four-Door Car,Medsize +NW65065,California,4254.620669,Yes,Basic,High School or Below,2/3/11,Disabled,F,11904,Suburban,Single,61,34,11,2,3,Corporate Auto,Corporate L3,Offer1,Web,292.8,Two-Door Car,Small +LS17120,California,3061.052283,No,Extended,Bachelor,1/11/11,Employed,M,56869,Urban,Single,83,25,34,3,1,Personal Auto,Personal L2,Offer1,Agent,269.406119,Four-Door Car,Medsize +ZN96843,Arizona,2414.770722,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,67,3,54,0,1,Personal Auto,Personal L1,Offer1,Branch,482.4,Two-Door Car,Large +HZ98935,Washington,4526.52638,No,Basic,Bachelor,1/19/11,Unemployed,F,0,Suburban,Single,68,20,44,1,7,Personal Auto,Personal L3,Offer2,Agent,326.4,Four-Door Car,Medsize +WG51330,Arizona,5635.294733,No,Basic,College,1/25/11,Employed,M,59325,Urban,Married,71,13,75,0,3,Corporate Auto,Corporate L3,Offer2,Call Center,229.686659,Four-Door Car,Medsize +DS58268,Arizona,8254.698836,No,Basic,High School or Below,1/7/11,Unemployed,F,0,Suburban,Divorced,115,19,60,0,9,Corporate Auto,Corporate L3,Offer1,Agent,552,Sports Car,Large +SN27401,Washington,7320.070571,No,Premium,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,112,30,29,1,3,Personal Auto,Personal L2,Offer2,Agent,806.4,Two-Door Car,Medsize +AI74959,California,3933.813993,Yes,Basic,High School or Below,1/23/11,Employed,M,25927,Suburban,Single,103,6,20,0,1,Personal Auto,Personal L3,Offer2,Web,674.973614,SUV,Medsize +RC16862,Arizona,2433.089468,No,Basic,College,1/19/11,Unemployed,M,0,Suburban,Divorced,71,31,79,0,1,Corporate Auto,Corporate L3,Offer1,Agent,493.055291,Four-Door Car,Medsize +YP19985,California,5706.955563,No,Basic,Bachelor,1/12/11,Employed,M,83073,Rural,Married,71,15,46,0,3,Corporate Auto,Corporate L3,Offer3,Call Center,10.42277,Two-Door Car,Medsize +SY29553,Oregon,2585.444463,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Married,73,14,36,2,1,Personal Auto,Personal L3,Offer2,Agent,350.4,Four-Door Car,Medsize +EM78211,Oregon,2659.70565,Yes,Extended,College,2/19/11,Unemployed,F,0,Suburban,Divorced,87,4,4,3,1,Special Auto,Special L3,Offer2,Agent,420.041981,Four-Door Car,Medsize +JL70559,Arizona,5310.861767,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Married,72,17,11,1,3,Personal Auto,Personal L1,Offer1,Branch,345.6,Four-Door Car,Small +IS95117,Arizona,5874.820212,No,Basic,College,1/25/11,Employed,F,35301,Rural,Married,74,23,68,0,7,Personal Auto,Personal L3,Offer1,Agent,128.643975,Four-Door Car,Medsize +YU66872,California,8579.889155,No,Basic,College,1/27/11,Disabled,F,21829,Suburban,Divorced,111,6,59,0,3,Personal Auto,Personal L2,Offer2,Call Center,532.8,Sports Car,Medsize +WK62379,Washington,8903.966435,No,Premium,Bachelor,1/7/11,Medical Leave,F,15142,Suburban,Married,116,7,5,0,3,Personal Auto,Personal L2,Offer2,Branch,792.609747,Two-Door Car,Small +WR85740,Arizona,8149.769437,No,Basic,Doctor,1/26/11,Unemployed,F,0,Suburban,Married,71,28,76,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,340.8,Two-Door Car,Medsize +YY58769,Arizona,2570.162134,No,Basic,Bachelor,1/11/11,Employed,M,58498,Suburban,Married,67,6,1,3,1,Personal Auto,Personal L3,Offer2,Call Center,321.6,Four-Door Car,Small +YK83904,Nevada,2585.56013,No,Basic,High School or Below,2/2/11,Employed,F,64592,Suburban,Married,64,12,57,0,1,Personal Auto,Personal L2,Offer2,Branch,307.2,Four-Door Car,Medsize +IE36279,California,2844.849804,No,Basic,Bachelor,2/6/11,Employed,M,80306,Suburban,Divorced,71,11,12,0,1,Corporate Auto,Corporate L1,Offer3,Call Center,340.8,Two-Door Car,Medsize +FT61724,California,4633.550875,No,Basic,Bachelor,2/28/11,Employed,F,29105,Rural,Married,117,28,31,0,1,Personal Auto,Personal L3,Offer2,Branch,272.612048,Sports Car,Medsize +YV63603,Arizona,6678.899026,No,Extended,Bachelor,1/12/11,Employed,F,47137,Rural,Married,84,5,11,0,5,Personal Auto,Personal L1,Offer4,Agent,161.640052,Four-Door Car,Medsize +PT52001,Nevada,2222.865016,No,Basic,College,2/11/11,Unemployed,F,0,Suburban,Single,62,5,54,0,1,Corporate Auto,Corporate L2,Offer1,Agent,446.4,Two-Door Car,Medsize +FM83188,Washington,8522.759016,No,Basic,Doctor,1/18/11,Unemployed,F,0,Suburban,Married,109,19,2,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,723.786607,SUV,Medsize +RN96985,Oregon,25082.1789,No,Basic,High School or Below,1/22/11,Unemployed,F,0,Suburban,Single,100,27,58,0,2,Personal Auto,Personal L3,Offer1,Branch,1000.850446,SUV,Medsize +OA59724,Washington,3479.260311,No,Extended,College,2/15/11,Employed,F,66711,Urban,Married,86,25,92,0,1,Corporate Auto,Corporate L2,Offer1,Call Center,366.381387,Two-Door Car,Small +LY83340,Oregon,7851.582939,No,Basic,High School or Below,1/5/11,Employed,F,48943,Rural,Married,65,17,50,0,2,Corporate Auto,Corporate L3,Offer1,Web,105.068788,Two-Door Car,Medsize +AX99820,Arizona,2509.508795,No,Basic,Bachelor,2/1/11,Unemployed,F,0,Suburban,Single,71,20,48,0,1,Personal Auto,Personal L3,Offer1,Agent,511.2,Four-Door Car,Small +MH13358,Oregon,2854.26694,No,Basic,High School or Below,2/10/11,Employed,F,34807,Suburban,Single,73,8,90,0,1,Personal Auto,Personal L3,Offer1,Agent,472.043042,Two-Door Car,Small +UQ51981,Oregon,8879.790017,Yes,Basic,High School or Below,2/3/11,Employed,F,52583,Urban,Single,113,12,59,0,7,Personal Auto,Personal L3,Offer1,Agent,528.20086,SUV,Small +JQ60102,California,8392.618913,No,Basic,Master,2/8/11,Unemployed,M,0,Suburban,Married,111,6,51,0,4,Corporate Auto,Corporate L2,Offer3,Branch,617.396701,Sports Car,Medsize +CB52667,Washington,5279.478432,No,Basic,High School or Below,2/7/11,Employed,F,92589,Suburban,Married,65,29,20,0,9,Personal Auto,Personal L3,Offer4,Call Center,312,Four-Door Car,Large +YP29527,Oregon,8272.330818,No,Basic,College,1/8/11,Employed,M,96689,Rural,Married,103,34,80,0,5,Personal Auto,Personal L2,Offer1,Agent,37.802583,Sports Car,Medsize +GW89349,Nevada,7662.429999,No,Basic,High School or Below,2/24/11,Unemployed,M,0,Suburban,Single,73,28,19,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,525.6,Four-Door Car,Medsize +ZD72991,California,4899.977003,No,Extended,Doctor,1/25/11,Employed,M,76594,Suburban,Married,122,26,9,1,1,Personal Auto,Personal L3,Offer1,Agent,832.453791,SUV,Medsize +CS51928,Arizona,4508.862933,No,Basic,Bachelor,2/8/11,Employed,M,83777,Urban,Married,112,18,74,0,1,Personal Auto,Personal L3,Offer1,Branch,377.354191,Sports Car,Small +IJ18945,Washington,3094.320237,No,Extended,College,1/4/11,Employed,F,20954,Suburban,Married,78,15,27,0,1,Special Auto,Special L1,Offer2,Agent,534.501024,Four-Door Car,Medsize +EF21564,Nevada,4383.150505,No,Basic,Master,2/10/11,Employed,M,84491,Rural,Single,110,0,0,0,1,Personal Auto,Personal L1,Offer4,Agent,156.282093,SUV,Medsize +AY35539,Oregon,2530.705137,Yes,Basic,Bachelor,1/21/11,Employed,F,89451,Rural,Single,63,11,2,0,1,Personal Auto,Personal L2,Offer2,Web,61.769564,Four-Door Car,Medsize +XJ96507,Arizona,8291.659086,No,Basic,High School or Below,1/17/11,Employed,F,85132,Urban,Married,106,0,60,5,3,Personal Auto,Personal L2,Offer1,Web,501.134524,SUV,Medsize +ZG95780,Arizona,8164.31273,No,Basic,College,1/13/11,Disabled,M,11193,Suburban,Single,114,2,88,0,6,Personal Auto,Personal L2,Offer2,Agent,820.8,SUV,Small +GI55977,Oregon,2337.35182,No,Basic,High School or Below,2/23/11,Medical Leave,F,28806,Suburban,Married,61,13,90,0,1,Personal Auto,Personal L1,Offer2,Call Center,292.8,Four-Door Car,Small +BV63942,Washington,9002.409572,No,Premium,High School or Below,2/7/11,Employed,M,76184,Suburban,Married,111,23,19,0,3,Corporate Auto,Corporate L3,Offer2,Agent,532.8,Two-Door Car,Small +PF81183,California,5389.499465,Yes,Extended,College,1/7/11,Employed,M,66429,Rural,Married,136,35,93,0,1,Corporate Auto,Corporate L2,Offer2,Agent,57.712985,Sports Car,Medsize +HV16877,California,2721.585434,No,Basic,High School or Below,1/8/11,Employed,F,43278,Suburban,Married,68,10,10,0,1,Personal Auto,Personal L1,Offer2,Call Center,326.4,Four-Door Car,Small +XO92596,California,6005.847375,Yes,Extended,College,2/23/11,Retired,M,13528,Suburban,Single,86,21,35,0,3,Personal Auto,Personal L3,Offer1,Agent,412.8,Four-Door Car,Medsize +IQ73438,California,5555.830205,Yes,Basic,Bachelor,2/6/11,Employed,M,74015,Suburban,Single,72,12,61,0,6,Personal Auto,Personal L3,Offer2,Call Center,471.443077,Four-Door Car,Small +FY74419,Nevada,5470.060561,Yes,Extended,Bachelor,2/17/11,Employed,F,54507,Suburban,Married,138,20,11,0,1,Personal Auto,Personal L2,Offer2,Agent,702.990032,SUV,Medsize +JQ30166,Oregon,15610.90065,No,Premium,Master,1/10/11,Unemployed,F,0,Urban,Married,119,3,52,5,2,Personal Auto,Personal L3,Offer2,Branch,439.352186,Four-Door Car,Medsize +WC22220,Arizona,2616.613903,Yes,Basic,College,2/25/11,Employed,M,72302,Suburban,Divorced,66,6,27,0,1,Corporate Auto,Corporate L2,Offer1,Agent,316.8,Two-Door Car,Medsize +OT66924,Oregon,4681.52815,No,Basic,Bachelor,1/26/11,Disabled,F,14606,Suburban,Married,72,2,94,5,4,Personal Auto,Personal L2,Offer3,Call Center,439.772868,Four-Door Car,Medsize +UC21019,Arizona,4890.1093,No,Basic,Master,1/30/11,Unemployed,M,0,Suburban,Divorced,68,21,59,0,7,Personal Auto,Personal L1,Offer1,Branch,689.282166,Four-Door Car,Small +YW88487,Arizona,7457.344801,No,Basic,College,1/3/11,Employed,F,43406,Suburban,Married,187,6,49,0,1,Personal Auto,Personal L2,Offer3,Agent,897.6,Luxury SUV,Medsize +CA45756,Arizona,22185.88045,No,Basic,Master,2/27/11,Employed,F,60426,Rural,Single,62,0,97,0,2,Corporate Auto,Corporate L2,Offer1,Call Center,133.284622,Two-Door Car,Medsize +JY42899,California,5305.087084,No,Basic,Bachelor,2/7/11,Medical Leave,M,26334,Suburban,Single,71,9,94,0,3,Personal Auto,Personal L3,Offer2,Agent,340.8,Two-Door Car,Medsize +KM72781,Washington,9470.624437,No,Extended,College,2/14/11,Employed,F,22514,Urban,Married,80,22,96,0,2,Personal Auto,Personal L3,Offer2,Call Center,203.469143,Four-Door Car,Medsize +DV62119,Arizona,3548.148767,No,Extended,Doctor,2/28/11,Employed,F,76114,Suburban,Married,88,6,97,0,1,Personal Auto,Personal L3,Offer2,Agent,422.4,Four-Door Car,Medsize +DO12179,Oregon,2451.535793,No,Basic,Bachelor,2/22/11,Employed,M,48791,Rural,Married,62,27,0,3,1,Personal Auto,Personal L2,Offer3,Call Center,69.794432,Two-Door Car,Medsize +ER20865,California,8652.652451,No,Premium,Bachelor,2/1/11,Employed,M,65605,Urban,Married,111,2,72,2,7,Corporate Auto,Corporate L2,Offer3,Branch,377.781658,Two-Door Car,Medsize +YQ95507,Oregon,2535.223185,No,Basic,High School or Below,2/26/11,Employed,F,69259,Suburban,Divorced,63,3,30,0,1,Personal Auto,Personal L3,Offer3,Call Center,362.51794,Four-Door Car,Small +VW65691,Oregon,4314.065657,No,Basic,High School or Below,2/10/11,Unemployed,F,0,Suburban,Single,64,16,42,1,5,Personal Auto,Personal L3,Offer1,Call Center,460.8,Four-Door Car,Small +LL55780,Oregon,6731.050335,No,Basic,High School or Below,1/25/11,Unemployed,F,0,Suburban,Single,62,0,5,0,2,Corporate Auto,Corporate L3,Offer4,Agent,446.4,Four-Door Car,Medsize +WK29536,Oregon,7779.588181,No,Basic,Bachelor,1/23/11,Employed,F,90969,Urban,Single,65,7,22,0,2,Personal Auto,Personal L2,Offer1,Agent,190.751345,Four-Door Car,Medsize +UX87980,Nevada,2805.286098,No,Extended,College,2/26/11,Employed,M,50180,Urban,Single,77,30,93,3,1,Personal Auto,Personal L3,Offer2,Web,360.499075,Four-Door Car,Medsize +TJ68521,Washington,5251.968272,No,Basic,Master,1/14/11,Employed,M,41991,Rural,Single,67,14,75,0,3,Personal Auto,Personal L2,Offer1,Call Center,88.382536,Four-Door Car,Large +RJ57593,Arizona,8044.872393,Yes,Basic,Bachelor,2/19/11,Employed,M,71391,Urban,Married,67,29,39,0,2,Personal Auto,Personal L3,Offer2,Agent,284.000172,Four-Door Car,Medsize +YI83073,California,4250.282624,Yes,Basic,High School or Below,1/18/11,Unemployed,F,0,Suburban,Single,61,17,1,1,7,Personal Auto,Personal L3,Offer1,Agent,292.8,Four-Door Car,Small +QQ18636,Arizona,13891.67638,No,Basic,College,1/14/11,Employed,F,70725,Suburban,Divorced,70,2,0,0,2,Corporate Auto,Corporate L3,Offer2,Web,336,Four-Door Car,Medsize +JV23769,Oregon,2725.356404,Yes,Basic,Master,1/3/11,Employed,F,36650,Rural,Married,69,2,70,1,1,Personal Auto,Personal L2,Offer2,Web,56.60333,Four-Door Car,Large +PA19547,Washington,4779.893422,No,Basic,High School or Below,2/7/11,Employed,M,54194,Rural,Married,119,9,90,1,1,Personal Auto,Personal L3,Offer1,Agent,112.268583,SUV,Medsize +IH91478,Oregon,4808.957973,No,Basic,Bachelor,1/12/11,Medical Leave,F,23554,Rural,Married,61,12,17,0,6,Personal Auto,Personal L2,Offer1,Agent,142.459804,Two-Door Car,Medsize +OR78439,Arizona,8658.863813,Yes,Basic,College,2/7/11,Employed,M,62464,Urban,Married,109,23,45,0,4,Corporate Auto,Corporate L3,Offer2,Agent,400.181882,Sports Car,Medsize +CW15758,Oregon,9215.541928,No,Basic,College,2/6/11,Employed,F,71888,Suburban,Married,115,14,33,0,4,Personal Auto,Personal L3,Offer1,Agent,552,SUV,Small +RY26286,California,5068.426258,No,Basic,College,1/5/11,Employed,M,80846,Urban,Single,65,9,32,0,9,Corporate Auto,Corporate L2,Offer2,Agent,227.183015,Four-Door Car,Medsize +YP71513,Oregon,4879.713235,No,Basic,College,2/23/11,Unemployed,M,0,Suburban,Single,67,7,84,0,5,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +CJ51511,Arizona,13466.92071,Yes,Basic,High School or Below,2/23/11,Disabled,F,11432,Suburban,Married,119,11,9,0,2,Corporate Auto,Corporate L3,Offer2,Agent,571.2,SUV,Small +GQ11852,Oregon,13306.18451,No,Premium,College,1/5/11,Employed,F,39017,Urban,Married,170,10,4,2,3,Personal Auto,Personal L3,Offer1,Call Center,592.85751,SUV,Medsize +TC29250,California,7350.182328,No,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Single,108,7,54,0,4,Personal Auto,Personal L3,Offer2,Branch,777.6,Sports Car,Medsize +HX63408,Arizona,4822.436037,No,Basic,Bachelor,1/23/11,Employed,M,73769,Rural,Divorced,61,24,84,0,6,Corporate Auto,Corporate L1,Offer1,Branch,121.654567,Four-Door Car,Medsize +LJ15849,Arizona,3554.845264,Yes,Extended,Master,1/10/11,Employed,F,58557,Rural,Married,88,4,83,0,1,Personal Auto,Personal L2,Offer1,Branch,55.510526,Four-Door Car,Large +NC40609,Nevada,3135.579831,No,Extended,College,1/13/11,Unemployed,M,0,Suburban,Single,91,12,6,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,707.264022,Four-Door Car,Small +JZ23377,Oregon,57520.50151,No,Premium,College,1/20/11,Employed,F,48367,Suburban,Married,161,10,34,0,2,Personal Auto,Personal L3,Offer2,Branch,772.8,SUV,Medsize +TB17648,Arizona,2515.411468,No,Basic,College,1/29/11,Employed,M,39718,Suburban,Married,65,1,55,2,1,Personal Auto,Personal L3,Offer1,Web,366.531664,Four-Door Car,Medsize +OP68330,Oregon,7247.495684,No,Extended,College,2/26/11,Unemployed,F,0,Suburban,Married,96,31,64,1,3,Personal Auto,Personal L2,Offer1,Agent,460.8,Four-Door Car,Large +GO53814,Oregon,4878.950256,No,Basic,High School or Below,1/18/11,Employed,F,43358,Suburban,Married,61,2,83,0,6,Corporate Auto,Corporate L3,Offer4,Branch,400.294938,Two-Door Car,Small +VW11431,California,2971.919417,No,Extended,Bachelor,1/31/11,Employed,F,83873,Urban,Single,76,5,36,1,1,Personal Auto,Personal L2,Offer3,Branch,218.374041,Two-Door Car,Medsize +FG96614,California,11302.60169,No,Extended,Doctor,1/10/11,Employed,F,22361,Suburban,Married,95,15,42,0,2,Personal Auto,Personal L3,Offer4,Agent,530.667993,Four-Door Car,Small +KQ98040,California,7996.597066,No,Extended,Bachelor,2/28/11,Employed,F,70061,Suburban,Married,99,2,57,0,3,Corporate Auto,Corporate L2,Offer3,Agent,699.517349,Four-Door Car,Small +DP23630,California,7411.813055,No,Basic,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,73,6,19,0,2,Personal Auto,Personal L3,Offer1,Agent,525.6,Four-Door Car,Large +No31089,Arizona,3179.474225,No,Extended,Bachelor,1/21/11,Employed,F,65742,Urban,Married,79,6,0,0,1,Personal Auto,Personal L3,Offer2,Call Center,277.360797,Four-Door Car,Medsize +TU15769,Washington,22658.53652,Yes,Basic,Bachelor,1/25/11,Retired,M,23665,Suburban,Married,67,19,50,0,2,Personal Auto,Personal L2,Offer1,Branch,404.817249,Four-Door Car,Medsize +DA20791,California,3774.861293,No,Extended,College,1/6/11,Employed,M,66457,Suburban,Married,95,2,76,0,1,Personal Auto,Personal L3,Offer2,Branch,456,Four-Door Car,Medsize +AE89300,Arizona,8224.770259,No,Basic,Bachelor,2/3/11,Employed,F,82634,Urban,Single,104,8,74,0,3,Personal Auto,Personal L3,Offer3,Agent,324.097433,SUV,Medsize +UE13511,Oregon,2563.582441,No,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Married,69,11,60,0,1,Corporate Auto,Corporate L1,Offer1,Agent,331.2,Four-Door Car,Small +MS46793,Oregon,2393.915369,Yes,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,70,24,10,0,1,Personal Auto,Personal L3,Offer1,Branch,425.266308,Four-Door Car,Medsize +ME22430,Nevada,2453.570794,Yes,Basic,Bachelor,2/9/11,Medical Leave,M,29735,Suburban,Single,69,3,92,0,1,Personal Auto,Personal L2,Offer1,Agent,331.2,Four-Door Car,Medsize +JZ28710,California,5143.878519,No,Basic,College,1/31/11,Employed,M,61417,Urban,Married,65,6,35,0,7,Personal Auto,Personal L3,Offer4,Call Center,206.01822,Two-Door Car,Medsize +HP80279,Oregon,7378.510732,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,105,3,12,0,4,Personal Auto,Personal L3,Offer1,Branch,756,SUV,Small +EH22538,California,2574.198807,No,Basic,High School or Below,2/11/11,Employed,M,43846,Rural,Married,65,16,33,1,1,Personal Auto,Personal L3,Offer3,Call Center,125.52458,Four-Door Car,Large +JP87331,Arizona,22315.05787,No,Basic,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,67,33,54,0,2,Personal Auto,Personal L3,Offer1,Branch,482.4,Four-Door Car,Medsize +VA89684,Nevada,2430.484375,No,Basic,College,1/23/11,Employed,F,33775,Suburban,Married,61,24,95,0,1,Personal Auto,Personal L2,Offer1,Agent,292.8,Two-Door Car,Medsize +XS68865,Oregon,6160.999344,No,Extended,College,1/18/11,Employed,M,96988,Suburban,Single,77,1,60,0,3,Personal Auto,Personal L2,Offer1,Agent,369.6,Two-Door Car,Medsize +IZ13533,Arizona,7912.132168,No,Premium,Bachelor,2/11/11,Unemployed,M,0,Suburban,Single,114,26,34,0,7,Personal Auto,Personal L3,Offer1,Branch,820.8,Two-Door Car,Large +JB47784,Oregon,5534.821886,No,Basic,Doctor,1/23/11,Employed,F,81945,Rural,Single,68,19,45,0,9,Personal Auto,Personal L1,Offer1,Call Center,47.451832,Four-Door Car,Small +LT79371,Arizona,2382.672856,No,Basic,Bachelor,1/29/11,Unemployed,F,0,Rural,Married,65,24,47,0,1,Personal Auto,Personal L1,Offer1,Agent,27.031485,Four-Door Car,Medsize +DE78840,Nevada,6991.248087,No,Basic,Bachelor,2/22/11,Medical Leave,F,19019,Suburban,Married,186,7,46,0,1,Personal Auto,Personal L3,Offer4,Branch,1003.050834,Luxury SUV,Medsize +PU25554,Oregon,2885.328202,No,Basic,Bachelor,1/30/11,Employed,F,62579,Urban,Married,72,33,53,0,1,Personal Auto,Personal L2,Offer4,Agent,326.242099,Four-Door Car,Medsize +ZI47098,California,41787.90343,Yes,Premium,High School or Below,1/31/11,Employed,F,46587,Suburban,Divorced,119,34,74,2,2,Personal Auto,Personal L3,Offer1,Call Center,571.2,Four-Door Car,Medsize +CN53343,Arizona,2848.564466,No,Extended,Bachelor,2/2/11,Unemployed,F,0,Suburban,Single,81,26,58,0,1,Personal Auto,Personal L3,Offer1,Branch,583.2,Four-Door Car,Medsize +IN18876,Arizona,8123.023295,No,Extended,Bachelor,2/4/11,Unemployed,F,0,Suburban,Single,78,15,47,0,2,Special Auto,Special L1,Offer3,Web,561.6,Four-Door Car,Small +FV38119,Washington,9661.103686,No,Extended,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,135,1,98,0,9,Corporate Auto,Corporate L1,Offer1,Agent,648,SUV,Medsize +YD89516,California,4488.134688,No,Basic,High School or Below,1/13/11,Unemployed,M,0,Suburban,Single,66,1,61,0,9,Corporate Auto,Corporate L3,Offer2,Web,758.460636,Four-Door Car,Small +BN89470,California,4561.27302,No,Premium,College,1/25/11,Medical Leave,M,29327,Suburban,Married,118,26,21,0,1,Special Auto,Special L2,Offer1,Agent,627.898468,Four-Door Car,Small +VZ64716,Oregon,11546.17372,No,Extended,Master,2/26/11,Employed,M,81081,Rural,Married,96,32,34,1,2,Corporate Auto,Corporate L2,Offer4,Call Center,206.211089,Four-Door Car,Medsize +FU17577,Oregon,3788.814643,No,Basic,High School or Below,1/10/11,Unemployed,F,0,Suburban,Single,106,27,89,0,1,Personal Auto,Personal L3,Offer1,Agent,763.2,SUV,Medsize +QY37300,Nevada,13502.63148,No,Basic,Master,2/21/11,Employed,M,57222,Urban,Married,112,3,88,1,2,Personal Auto,Personal L2,Offer2,Branch,297.187468,Sports Car,Medsize +UI84849,Arizona,8563.968057,No,Basic,College,2/1/11,Employed,M,91147,Rural,Married,107,4,79,0,7,Personal Auto,Personal L1,Offer3,Agent,50.473675,Sports Car,Small +MN81810,California,2913.475108,No,Basic,High School or Below,1/13/11,Employed,F,76638,Suburban,Single,73,2,55,1,1,Personal Auto,Personal L3,Offer3,Agent,435.189747,Four-Door Car,Small +XN42396,California,7540.584824,No,Basic,Bachelor,1/20/11,Employed,M,29697,Rural,Married,64,6,43,0,2,Personal Auto,Personal L2,Offer3,Agent,147.128736,Four-Door Car,Medsize +VZ13840,Arizona,6950.532764,No,Basic,High School or Below,1/18/11,Unemployed,M,0,Suburban,Married,61,27,90,0,2,Corporate Auto,Corporate L3,Offer3,Call Center,301.402778,Four-Door Car,Medsize +NI27358,Arizona,7255.137772,No,Basic,College,2/21/11,Employed,F,67352,Urban,Married,181,7,80,1,1,Personal Auto,Personal L3,Offer3,Branch,560.947563,Luxury Car,Small +LO39834,Oregon,4334.064096,Yes,Extended,Bachelor,2/27/11,Retired,F,23904,Suburban,Single,123,1,67,3,1,Personal Auto,Personal L3,Offer1,Agent,590.4,SUV,Medsize +WX18073,Arizona,6307.497245,No,Extended,Bachelor,1/27/11,Unemployed,M,0,Suburban,Married,88,16,28,2,7,Personal Auto,Personal L2,Offer1,Branch,422.4,Four-Door Car,Small +PG27422,California,5904.847853,No,Basic,Bachelor,1/1/11,Employed,F,89953,Urban,Single,74,3,42,0,3,Corporate Auto,Corporate L3,Offer2,Web,274.165887,Four-Door Car,Medsize +AX56708,California,4794.481412,No,Basic,High School or Below,1/23/11,Retired,M,20862,Suburban,Divorced,68,1,69,0,9,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Small +JI80257,Nevada,9180.154161,No,Basic,College,1/23/11,Employed,F,47663,Rural,Divorced,114,35,24,0,8,Personal Auto,Personal L3,Offer1,Branch,103.702555,Sports Car,Medsize +EK95340,Washington,8355.512557,No,Premium,Master,2/11/11,Employed,M,49564,Suburban,Divorced,105,8,29,0,5,Corporate Auto,Corporate L1,Offer3,Web,661.608936,Four-Door Car,Small +FS67856,California,13869.92705,Yes,Basic,College,1/21/11,Employed,M,28432,Suburban,Married,118,1,59,0,2,Personal Auto,Personal L3,Offer2,Branch,612.300581,SUV,Small +JX27737,California,13452.1928,No,Premium,College,1/25/11,Employed,M,32356,Urban,Married,117,11,35,2,2,Personal Auto,Personal L1,Offer1,Agent,428.490681,Two-Door Car,Medsize +SY81273,Oregon,16798.85832,No,Basic,High School or Below,2/16/11,Employed,M,55269,Suburban,Divorced,71,32,15,0,2,Personal Auto,Personal L3,Offer1,Agent,340.8,Two-Door Car,Medsize +FZ16327,California,8273.111579,No,Premium,College,1/11/11,Unemployed,F,0,Urban,Divorced,116,6,78,0,3,Personal Auto,Personal L2,Offer1,Web,509.513764,Four-Door Car,Large +XC26395,Oregon,7408.836056,No,Extended,High School or Below,1/3/11,Employed,M,76771,Rural,Divorced,95,34,82,1,7,Personal Auto,Personal L3,Offer1,Branch,91.674854,Two-Door Car,Large +HA72996,Nevada,4349.30875,Yes,Basic,College,2/10/11,Employed,F,75648,Rural,Married,108,28,10,0,1,Corporate Auto,Corporate L3,Offer2,Branch,112.660916,SUV,Large +WP51328,Oregon,4744.967459,No,Basic,Doctor,2/19/11,Employed,M,20698,Urban,Single,68,21,72,5,5,Personal Auto,Personal L3,Offer4,Branch,248.422693,Two-Door Car,Medsize +CP47989,Oregon,17208.05642,No,Basic,High School or Below,2/4/11,Employed,F,29734,Suburban,Divorced,63,12,86,0,2,Corporate Auto,Corporate L2,Offer4,Web,649.83837,Two-Door Car,Medsize +JO75190,Nevada,8673.587,No,Basic,Bachelor,1/31/11,Employed,M,43963,Suburban,Married,110,25,59,0,7,Corporate Auto,Corporate L3,Offer3,Agent,528,SUV,Medsize +AP47670,California,2497.910013,No,Basic,High School or Below,2/12/11,Employed,M,29465,Suburban,Married,63,6,9,0,1,Personal Auto,Personal L2,Offer2,Call Center,302.4,Four-Door Car,Medsize +BT61680,Arizona,32069.87526,No,Basic,High School or Below,1/15/11,Employed,F,24851,Suburban,Single,103,8,99,0,2,Personal Auto,Personal L3,Offer1,Agent,604.289428,SUV,Medsize +KX23022,Arizona,3312.253233,No,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Single,107,2,4,2,1,Corporate Auto,Corporate L3,Offer1,Agent,770.4,SUV,Medsize +KB20508,California,10828.37347,No,Extended,College,1/17/11,Medical Leave,M,11033,Suburban,Married,97,27,18,0,2,Special Auto,Special L1,Offer1,Branch,511.120131,Two-Door Car,Large +HU89665,Oregon,12128.36511,No,Basic,College,2/25/11,Employed,F,20495,Suburban,Married,61,7,36,0,2,Personal Auto,Personal L3,Offer2,Agent,292.8,Four-Door Car,Medsize +HD12841,California,5505.687336,No,Basic,Master,2/6/11,Employed,F,95766,Rural,Married,68,17,62,0,5,Personal Auto,Personal L3,Offer2,Call Center,162.557048,Four-Door Car,Medsize +AR63478,California,6715.342541,No,Basic,College,1/7/11,Unemployed,M,0,Suburban,Single,65,22,39,0,2,Corporate Auto,Corporate L1,Offer4,Agent,655.073317,Four-Door Car,Medsize +UP90711,Oregon,2836.677371,No,Basic,Bachelor,1/31/11,Employed,F,61029,Rural,Single,72,26,98,0,1,Personal Auto,Personal L2,Offer2,Call Center,114.429816,Two-Door Car,Medsize +EK58626,Oregon,3561.595726,No,Basic,Bachelor,2/2/11,Unemployed,M,0,Suburban,Single,105,3,30,0,1,Personal Auto,Personal L3,Offer4,Web,504,SUV,Medsize +CA14631,California,6552.399896,No,Extended,High School or Below,1/14/11,Employed,M,56188,Rural,Married,86,20,52,3,3,Special Auto,Special L2,Offer2,Web,175.972039,Four-Door Car,Large +AU98438,Arizona,2833.980142,No,Basic,Bachelor,2/7/11,Employed,F,94812,Rural,Married,70,11,40,0,1,Personal Auto,Personal L3,Offer2,Branch,121.025058,Four-Door Car,Medsize +RD96782,California,5099.513147,No,Basic,Bachelor,2/12/11,Unemployed,F,0,Suburban,Married,70,28,77,1,3,Personal Auto,Personal L1,Offer1,Branch,336,Two-Door Car,Small +SY66568,Oregon,9415.527031,No,Premium,College,1/25/11,Employed,F,55338,Suburban,Married,116,25,54,0,7,Corporate Auto,Corporate L3,Offer2,Branch,556.8,Two-Door Car,Medsize +WE52979,California,3644.833554,Yes,Extended,High School or Below,1/15/11,Employed,F,82477,Suburban,Married,90,1,69,0,1,Personal Auto,Personal L3,Offer2,Agent,432,Two-Door Car,Large +PL56477,Oregon,2927.516316,No,Basic,College,2/23/11,Employed,F,20852,Suburban,Married,73,8,6,0,1,Personal Auto,Personal L3,Offer3,Branch,383.789732,Two-Door Car,Small +XK20264,Washington,9227.945752,No,Extended,High School or Below,2/28/11,Unemployed,F,0,Urban,Married,82,22,62,0,2,Personal Auto,Personal L3,Offer1,Call Center,296.637382,Two-Door Car,Medsize +DV57698,Oregon,3148.42409,No,Extended,Doctor,1/8/11,Unemployed,F,0,Suburban,Married,83,16,75,0,1,Personal Auto,Personal L3,Offer1,Call Center,544.217453,Two-Door Car,Medsize +RD53171,Arizona,3063.114594,No,Extended,College,2/28/11,Unemployed,F,0,Suburban,Single,95,14,57,2,1,Personal Auto,Personal L2,Offer1,Agent,456,Two-Door Car,Medsize +PK23339,Arizona,3417.953745,No,Extended,High School or Below,1/25/11,Employed,F,72460,Urban,Married,85,9,76,0,1,Personal Auto,Personal L2,Offer2,Call Center,370.018108,Four-Door Car,Medsize +GA74551,Oregon,23594.6802,Yes,Basic,Bachelor,1/31/11,Employed,M,76358,Rural,Married,66,25,3,0,2,Personal Auto,Personal L1,Offer3,Agent,86.461582,Four-Door Car,Medsize +BS26376,California,7519.133631,Yes,Extended,High School or Below,2/20/11,Employed,M,96306,Rural,Divorced,95,12,17,1,6,Corporate Auto,Corporate L1,Offer1,Agent,185.355353,Four-Door Car,Medsize +WW74234,Arizona,3969.433177,No,Basic,College,2/5/11,Employed,F,49544,Rural,Single,101,3,29,0,1,Personal Auto,Personal L3,Offer1,Agent,0.769185,SUV,Medsize +UA26783,Oregon,4874.0748,No,Basic,High School or Below,1/18/11,Unemployed,M,0,Suburban,Single,68,10,36,0,7,Personal Auto,Personal L3,Offer4,Call Center,609.323227,Two-Door Car,Medsize +DV38369,California,7261.615478,No,Basic,Bachelor,1/26/11,Unemployed,M,0,Suburban,Single,101,7,19,0,4,Corporate Auto,Corporate L2,Offer3,Web,727.2,SUV,Medsize +ZM42260,Arizona,8005.964669,No,Basic,College,2/20/11,Employed,M,63357,Suburban,Married,101,26,42,0,5,Personal Auto,Personal L2,Offer2,Agent,565.508572,SUV,Medsize +EB34435,Arizona,2996.139865,No,Extended,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,82,9,21,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,590.4,Four-Door Car,Large +QY41527,Arizona,4175.945269,No,Basic,Bachelor,2/21/11,Employed,M,23060,Suburban,Married,109,13,25,3,1,Corporate Auto,Corporate L3,Offer4,Agent,731.350857,SUV,Medsize +WG61503,Arizona,8491.858636,No,Basic,Master,1/18/11,Employed,M,27781,Suburban,Married,71,33,7,0,2,Corporate Auto,Corporate L2,Offer3,Agent,340.8,Four-Door Car,Medsize +TY59969,Arizona,2402.172069,No,Basic,College,2/2/11,Employed,M,43246,Rural,Single,62,19,89,0,1,Personal Auto,Personal L2,Offer1,Agent,52.435202,Four-Door Car,Medsize +DO20853,Oregon,4775.475851,No,Extended,High School or Below,1/30/11,Disabled,F,14254,Suburban,Married,124,21,16,0,1,Corporate Auto,Corporate L1,Offer3,Branch,595.2,SUV,Large +CD14267,Nevada,4235.183999,No,Premium,College,2/12/11,Employed,M,60334,Rural,Married,106,5,67,0,1,Corporate Auto,Corporate L3,Offer2,Web,111.164747,Four-Door Car,Large +WL40338,California,5107.163002,Yes,Basic,Bachelor,1/26/11,Employed,F,35625,Urban,Married,65,10,56,1,3,Personal Auto,Personal L1,Offer2,Agent,288.572108,Four-Door Car,Medsize +GV75215,Oregon,13167.60512,No,Basic,Bachelor,2/12/11,Employed,F,54684,Urban,Married,111,13,15,3,2,Corporate Auto,Corporate L3,Offer2,Agent,302.137164,Sports Car,Medsize +CN91738,Oregon,2520.301352,No,Basic,Bachelor,2/16/11,Employed,M,56228,Urban,Single,65,4,79,0,1,Personal Auto,Personal L3,Offer2,Call Center,276.877348,Two-Door Car,Medsize +UR36951,Oregon,5189.289582,No,Extended,Bachelor,2/15/11,Employed,M,82166,Suburban,Single,134,9,43,3,1,Personal Auto,Personal L2,Offer4,Agent,643.2,SUV,Medsize +JU87932,Oregon,2893.313855,No,Basic,Bachelor,2/15/11,Employed,F,30406,Suburban,Married,73,29,93,0,1,Personal Auto,Personal L3,Offer1,Web,350.4,Four-Door Car,Medsize +IR50609,Arizona,3985.547406,No,Premium,Bachelor,2/12/11,Employed,M,75007,Suburban,Divorced,101,1,19,0,1,Personal Auto,Personal L1,Offer2,Agent,668.773522,Four-Door Car,Medsize +VI18029,Washington,2414.638309,No,Basic,Bachelor,2/26/11,Employed,M,79271,Urban,Married,62,24,63,4,1,Personal Auto,Personal L3,Offer2,Agent,232.753598,Four-Door Car,Medsize +CC46747,Arizona,18688.30707,No,Extended,High School or Below,1/8/11,Unemployed,F,0,Suburban,Single,76,2,66,0,2,Personal Auto,Personal L2,Offer1,Agent,364.8,Four-Door Car,Small +ZK58906,California,16589.71237,No,Premium,Bachelor,1/2/11,Employed,M,59414,Rural,Married,140,34,56,0,2,Personal Auto,Personal L3,Offer1,Call Center,65.022258,SUV,Medsize +SQ70457,Oregon,23331.829,No,Basic,Bachelor,1/2/11,Employed,M,44719,Suburban,Single,66,6,55,0,2,Personal Auto,Personal L2,Offer2,Branch,316.8,Four-Door Car,Medsize +ZA37110,Nevada,4699.034135,No,Extended,Bachelor,2/23/11,Unemployed,F,0,Rural,Married,129,14,93,2,1,Personal Auto,Personal L3,Offer1,Web,291.744204,SUV,Medsize +HH23204,California,2395.57,Yes,Basic,Doctor,1/27/11,Disabled,F,21986,Suburban,Divorced,63,1,9,0,1,Personal Auto,Personal L1,Offer2,Branch,333.696228,Two-Door Car,Medsize +IE29890,Oregon,8861.482361,No,Basic,High School or Below,1/22/11,Employed,F,58480,Suburban,Divorced,113,6,35,1,5,Personal Auto,Personal L3,Offer2,Branch,542.4,SUV,Medsize +VO25412,Washington,8936.823519,No,Basic,Master,1/1/11,Employed,F,37520,Rural,Married,74,21,30,0,2,Special Auto,Special L3,Offer1,Agent,163.576763,Two-Door Car,Medsize +ME37051,California,7340.496505,No,Basic,Bachelor,2/20/11,Employed,M,50165,Rural,Divorced,62,15,63,0,2,Personal Auto,Personal L3,Offer1,Agent,129.999138,Two-Door Car,Medsize +DL17162,Arizona,26453.93512,No,Extended,College,2/12/11,Employed,M,42961,Suburban,Married,83,24,16,0,2,Personal Auto,Personal L2,Offer2,Web,398.4,Four-Door Car,Medsize +DD27563,Oregon,6342.473656,No,Extended,High School or Below,2/13/11,Employed,M,86687,Urban,Single,80,4,82,0,3,Personal Auto,Personal L3,Offer1,Agent,274.159702,Four-Door Car,Large +IA27050,Oregon,6560.815344,No,Extended,High School or Below,1/4/11,Unemployed,F,0,Rural,Single,93,2,88,0,3,Personal Auto,Personal L2,Offer1,Branch,41.617367,Four-Door Car,Large +UQ63751,Arizona,6687.593818,No,Extended,Bachelor,2/15/11,Employed,F,23772,Rural,Married,83,19,25,0,4,Personal Auto,Personal L3,Offer2,Agent,100.652984,Four-Door Car,Medsize +MV26494,California,3681.253483,No,Extended,College,1/29/11,Unemployed,M,0,Urban,Married,98,23,7,0,1,Personal Auto,Personal L3,Offer4,Web,354.939043,Four-Door Car,Medsize +EN89709,Arizona,2555.535685,No,Basic,Doctor,1/20/11,Disabled,F,18241,Rural,Married,65,17,44,0,1,Personal Auto,Personal L2,Offer3,Agent,151.991098,Two-Door Car,Medsize +QN68814,Oregon,2373.795076,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Married,65,32,88,0,1,Corporate Auto,Corporate L2,Offer1,Agent,312,Two-Door Car,Medsize +NE70831,California,2732.652352,No,Basic,High School or Below,1/31/11,Employed,F,86650,Urban,Single,69,7,64,2,1,Personal Auto,Personal L1,Offer1,Web,323.865715,Two-Door Car,Medsize +FV72595,Arizona,4703.71858,No,Extended,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,137,11,73,0,1,Personal Auto,Personal L3,Offer3,Agent,1554.089517,SUV,Medsize +VZ81004,Oregon,19259.84494,No,Premium,Master,1/26/11,Employed,F,35973,Suburban,Married,159,5,97,0,2,Personal Auto,Personal L2,Offer1,Call Center,763.2,Sports Car,Large +VM89271,Arizona,3844.569357,No,Extended,High School or Below,1/22/11,Employed,M,26262,Suburban,Married,97,6,59,0,1,Personal Auto,Personal L2,Offer4,Call Center,465.6,Four-Door Car,Small +CL97519,California,4683.443348,No,Extended,College,2/10/11,Employed,M,25187,Suburban,Married,121,8,79,0,1,Personal Auto,Personal L3,Offer3,Call Center,580.8,SUV,Medsize +RN71166,Oregon,5174.081063,No,Basic,High School or Below,1/26/11,Employed,F,88081,Rural,Married,64,35,94,0,5,Personal Auto,Personal L3,Offer1,Branch,82.483947,Four-Door Car,Medsize +PJ86059,Oregon,2655.864573,No,Basic,High School or Below,1/4/11,Employed,F,83460,Suburban,Divorced,66,20,18,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,443.44552,Four-Door Car,Medsize +BP34620,California,5615.073509,No,Basic,Bachelor,1/3/11,Disabled,F,19949,Suburban,Married,74,0,99,1,3,Corporate Auto,Corporate L2,Offer1,Branch,355.2,Four-Door Car,Medsize +HI58196,Oregon,3161.171297,No,Extended,College,1/18/11,Unemployed,M,0,Suburban,Single,92,16,56,0,1,Personal Auto,Personal L3,Offer2,Branch,897.379535,Two-Door Car,Large +OZ58610,Arizona,7575.647415,No,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Single,109,30,87,0,4,Personal Auto,Personal L3,Offer2,Branch,784.8,SUV,Medsize +WC34456,California,3985.398895,No,Extended,Bachelor,1/14/11,Employed,F,77739,Urban,Married,98,31,61,0,1,Personal Auto,Personal L3,Offer2,Call Center,428.563553,Four-Door Car,Large +FC15606,Oregon,9706.375239,No,Extended,College,2/11/11,Employed,F,23649,Urban,Married,122,2,69,0,6,Personal Auto,Personal L3,Offer1,Branch,535.606632,SUV,Large +UM99946,Arizona,7736.654606,No,Extended,College,1/18/11,Employed,M,68980,Urban,Divorced,98,25,87,0,7,Personal Auto,Personal L2,Offer1,Agent,464.038577,Four-Door Car,Medsize +JG94795,Oregon,4179.488639,No,Premium,Master,1/6/11,Employed,F,60010,Suburban,Married,103,4,86,0,1,Special Auto,Special L1,Offer2,Agent,494.4,Four-Door Car,Medsize +GD93408,California,5759.011129,No,Basic,Bachelor,2/26/11,Employed,F,30968,Rural,Married,74,10,89,1,8,Corporate Auto,Corporate L2,Offer1,Branch,45.425684,Two-Door Car,Medsize +QO12561,California,4165.396419,No,Premium,High School or Below,2/22/11,Unemployed,M,0,Suburban,Divorced,116,2,97,0,1,Personal Auto,Personal L1,Offer1,Agent,556.8,Four-Door Car,Medsize +VI12822,Washington,2632.552578,No,Basic,High School or Below,2/26/11,Employed,F,99841,Suburban,Married,65,14,30,0,1,Personal Auto,Personal L2,Offer2,Branch,312,Four-Door Car,Small +CT84535,California,3885.456401,Yes,Premium,College,2/28/11,Unemployed,M,0,Suburban,Married,105,3,92,0,1,Personal Auto,Personal L3,Offer1,Branch,504,Four-Door Car,Large +NT36519,California,8161.944953,No,Basic,College,2/16/11,Employed,M,32967,Suburban,Married,105,16,70,1,4,Personal Auto,Personal L2,Offer1,Branch,504,SUV,Small +WT86597,Oregon,13024.13012,Yes,Extended,Master,1/31/11,Unemployed,M,0,Suburban,Single,125,6,61,0,2,Personal Auto,Personal L3,Offer1,Agent,900,SUV,Small +ZJ27465,California,14137.23043,No,Basic,College,2/18/11,Employed,F,31794,Suburban,Divorced,119,12,16,0,2,Personal Auto,Personal L3,Offer1,Agent,571.2,SUV,Medsize +QF75939,Washington,3700.678124,No,Extended,High School or Below,1/5/11,Employed,F,36710,Suburban,Single,94,17,56,0,1,Personal Auto,Personal L1,Offer2,Agent,676.8,Four-Door Car,Small +MC73302,Oregon,5511.033294,No,Basic,Bachelor,2/15/11,Employed,F,36267,Urban,Married,69,21,1,0,8,Personal Auto,Personal L1,Offer1,Agent,263.454037,Four-Door Car,Medsize +WE21182,Oregon,5169.49937,Yes,Basic,High School or Below,2/26/11,Medical Leave,M,12430,Suburban,Single,73,22,13,0,4,Personal Auto,Personal L3,Offer2,Call Center,350.4,Four-Door Car,Medsize +TD90906,Oregon,6044.020038,No,Basic,High School or Below,1/20/11,Employed,F,93715,Suburban,Married,74,12,88,0,7,Personal Auto,Personal L3,Offer4,Web,532.8,Four-Door Car,Small +WB66665,Nevada,4349.30875,Yes,Basic,College,2/10/11,Employed,F,75648,Rural,Married,108,28,10,0,1,Corporate Auto,Corporate L2,Offer2,Branch,112.660916,SUV,Large +ZP26168,Washington,9688.129179,No,Basic,College,2/1/11,Medical Leave,F,24584,Urban,Single,66,11,74,0,2,Corporate Auto,Corporate L3,Offer1,Agent,279.706613,Four-Door Car,Medsize +ZG56744,California,5528.212807,Yes,Basic,Bachelor,1/19/11,Employed,M,36088,Suburban,Single,72,16,31,0,9,Personal Auto,Personal L1,Offer1,Agent,345.6,Four-Door Car,Medsize +BO81145,Arizona,7894.5005,No,Basic,Bachelor,1/24/11,Employed,M,21723,Suburban,Single,104,31,6,0,8,Personal Auto,Personal L2,Offer2,Call Center,748.8,SUV,Medsize +BQ28323,Oregon,5935.815989,No,Basic,High School or Below,2/19/11,Employed,F,63833,Urban,Married,73,17,69,0,3,Personal Auto,Personal L3,Offer1,Agent,199.460544,Four-Door Car,Large +WD38315,California,4520.339327,No,Basic,College,1/23/11,Unemployed,M,0,Suburban,Single,61,7,1,0,4,Personal Auto,Personal L3,Offer1,Agent,304.156333,Four-Door Car,Medsize +IS73434,Arizona,3219.146148,No,Extended,Bachelor,2/26/11,Employed,F,45892,Suburban,Married,81,1,49,0,1,Corporate Auto,Corporate L2,Offer2,Agent,388.8,Four-Door Car,Medsize +VO94890,Oregon,5935.572179,No,Basic,College,1/4/11,Employed,M,90263,Suburban,Married,74,17,36,0,8,Personal Auto,Personal L1,Offer4,Web,355.2,Two-Door Car,Medsize +ZH43085,Washington,2322.572562,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Single,63,8,87,0,1,Corporate Auto,Corporate L3,Offer1,Agent,453.6,Four-Door Car,Medsize +HQ10502,Oregon,11692.00974,No,Extended,Bachelor,2/6/11,Employed,M,40548,Suburban,Divorced,98,7,57,0,2,Personal Auto,Personal L3,Offer1,Agent,470.4,Four-Door Car,Medsize +SP46702,Oregon,10175.2441,No,Extended,College,1/28/11,Unemployed,M,0,Suburban,Single,99,15,84,0,2,Corporate Auto,Corporate L3,Offer1,Branch,831.340966,Two-Door Car,Medsize +JB60515,Washington,2513.971107,No,Basic,High School or Below,1/29/11,Employed,M,50450,Suburban,Married,63,24,80,0,1,Personal Auto,Personal L3,Offer1,Branch,302.4,Four-Door Car,Medsize +TK49887,California,2897.779107,No,Extended,College,2/12/11,Unemployed,F,0,Suburban,Single,85,4,45,0,1,Personal Auto,Personal L3,Offer2,Branch,612,Two-Door Car,Medsize +EG16813,Arizona,5515.246935,No,Basic,College,2/8/11,Employed,F,75963,Rural,Divorced,69,4,23,0,7,Corporate Auto,Corporate L3,Offer3,Branch,102.147789,Two-Door Car,Medsize +SI13406,Arizona,3469.836978,No,Extended,High School or Below,1/16/11,Employed,F,32714,Suburban,Married,87,35,48,0,1,Personal Auto,Personal L1,Offer4,Agent,513.041633,Four-Door Car,Medsize +WC11272,Oregon,6907.554242,No,Extended,Bachelor,1/9/11,Employed,F,42790,Urban,Married,87,10,74,0,3,Personal Auto,Personal L1,Offer1,Branch,290.057111,Two-Door Car,Medsize +TU27563,Oregon,3647.24611,No,Extended,Bachelor,1/10/11,Employed,F,20694,Suburban,Married,94,29,89,1,1,Personal Auto,Personal L2,Offer2,Branch,451.2,Two-Door Car,Medsize +IL72707,California,3265.156348,Yes,Extended,Bachelor,1/26/11,Employed,F,25820,Suburban,Divorced,82,10,69,0,1,Personal Auto,Personal L2,Offer1,Agent,393.6,Four-Door Car,Medsize +DZ62350,California,2514.282096,No,Basic,High School or Below,2/7/11,Employed,M,24744,Suburban,Divorced,65,1,0,0,1,Personal Auto,Personal L3,Offer4,Call Center,312,Four-Door Car,Medsize +VV82891,Washington,4462.997006,Yes,Basic,Bachelor,1/30/11,Unemployed,F,0,Suburban,Single,73,35,52,3,5,Personal Auto,Personal L1,Offer1,Web,350.4,Two-Door Car,Medsize +UQ41461,Washington,4570.673702,No,Basic,Bachelor,1/27/11,Disabled,F,27538,Urban,Divorced,63,10,6,4,3,Personal Auto,Personal L2,Offer1,Call Center,285.843893,Four-Door Car,Medsize +NI58226,Oregon,2752.65503,No,Basic,High School or Below,2/23/11,Employed,F,81280,Urban,Married,68,6,47,0,1,Personal Auto,Personal L3,Offer3,Web,308.349562,Four-Door Car,Medsize +VA78645,California,2188.655055,No,Basic,College,1/9/11,Unemployed,M,0,Suburban,Single,67,29,49,1,1,Personal Auto,Personal L3,Offer3,Branch,321.6,Four-Door Car,Medsize +UY61301,Nevada,2710.149379,No,Basic,Bachelor,1/4/11,Unemployed,M,0,Suburban,Married,73,14,66,0,1,Personal Auto,Personal L1,Offer2,Agent,350.4,Four-Door Car,Medsize +XC25965,Washington,14754.35923,No,Extended,Bachelor,2/13/11,Employed,F,26486,Suburban,Single,128,18,5,1,2,Personal Auto,Personal L1,Offer1,Agent,614.4,SUV,Medsize +EB93628,Oregon,10759.40004,No,Extended,High School or Below,2/22/11,Unemployed,F,0,Suburban,Divorced,97,12,24,0,2,Personal Auto,Personal L1,Offer1,Web,465.6,Two-Door Car,Small +PK35830,Oregon,12357.11512,No,Basic,Bachelor,1/2/11,Unemployed,M,0,Suburban,Single,182,4,34,0,5,Personal Auto,Personal L2,Offer1,Branch,1953.87972,Luxury SUV,Medsize +KY98596,Arizona,5033.390798,No,Basic,Bachelor,1/3/11,Employed,M,68331,Suburban,Married,63,23,38,0,3,Personal Auto,Personal L1,Offer4,Branch,302.4,Four-Door Car,Small +CI19819,Arizona,2370.618948,No,Basic,High School or Below,1/13/11,Unemployed,M,0,Suburban,Single,71,1,66,1,1,Personal Auto,Personal L1,Offer1,Agent,511.2,Two-Door Car,Medsize +TN82637,Nevada,11236.31135,No,Basic,College,1/11/11,Employed,M,21636,Urban,Married,64,2,24,5,2,Personal Auto,Personal L2,Offer2,Branch,213.587367,Two-Door Car,Medsize +FA90739,Oregon,12476.64759,No,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,121,7,34,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,871.2,SUV,Medsize +FD62224,Oregon,14641.51818,No,Extended,College,1/21/11,Unemployed,F,0,Suburban,Single,133,24,46,0,2,Personal Auto,Personal L3,Offer1,Agent,1386.870718,SUV,Medsize +KE45653,California,4731.844073,No,Basic,Bachelor,1/17/11,Unemployed,F,0,Suburban,Single,64,14,92,0,7,Personal Auto,Personal L1,Offer3,Web,307.2,Four-Door Car,Medsize +FC10193,Washington,10620.49148,No,Basic,College,1/28/11,Employed,F,35601,Urban,Single,69,34,15,0,2,Personal Auto,Personal L1,Offer3,Branch,249.803437,Four-Door Car,Medsize +DO48835,Oregon,13478.8,No,Basic,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,198,33,55,1,3,Corporate Auto,Corporate L2,Offer1,Call Center,1425.6,Luxury SUV,Medsize +VK44934,California,8873.201307,No,Basic,College,2/15/11,Employed,M,28558,Suburban,Married,119,14,37,4,3,Personal Auto,Personal L2,Offer3,Agent,797.558033,SUV,Large +XB89264,Nevada,5260.921627,No,Basic,High School or Below,2/20/11,Employed,F,60101,Rural,Married,66,34,74,0,3,Corporate Auto,Corporate L2,Offer2,Agent,1.332349,Two-Door Car,Medsize +XL49151,Arizona,2792.009458,No,Extended,College,2/26/11,Employed,M,22426,Suburban,Single,76,9,31,1,1,Corporate Auto,Corporate L3,Offer3,Branch,528.391284,Four-Door Car,Medsize +FG42635,Oregon,10018.66117,No,Extended,College,2/18/11,Employed,M,30720,Suburban,Married,139,17,24,4,5,Personal Auto,Personal L2,Offer3,Agent,778.463303,SUV,Small +FE12805,Oregon,7180.270931,No,Premium,Bachelor,2/25/11,Employed,F,34161,Suburban,Married,186,5,10,3,1,Personal Auto,Personal L3,Offer3,Call Center,892.8,SUV,Medsize +GT17701,Oregon,3012.039703,No,Extended,Bachelor,1/20/11,Employed,F,42987,Rural,Divorced,77,14,48,0,1,Personal Auto,Personal L3,Offer2,Web,128.490137,Four-Door Car,Small +CH76379,Oregon,4236.814353,No,Basic,Bachelor,2/28/11,Unemployed,M,0,Suburban,Single,61,21,13,0,3,Personal Auto,Personal L3,Offer1,Agent,292.8,Four-Door Car,Medsize +QT77453,Arizona,5283.362834,No,Extended,High School or Below,1/17/11,Employed,F,80928,Urban,Divorced,132,26,27,0,1,Corporate Auto,Corporate L1,Offer1,Agent,538.545218,SUV,Medsize +BS90503,Washington,5395.091602,No,Basic,Bachelor,2/15/11,Employed,F,86640,Rural,Married,67,2,25,0,5,Personal Auto,Personal L1,Offer2,Web,65.457366,Four-Door Car,Medsize +MX93376,California,6913.566525,No,Basic,College,2/14/11,Retired,F,26714,Suburban,Divorced,64,17,7,1,2,Personal Auto,Personal L1,Offer3,Call Center,307.2,Two-Door Car,Small +KT54608,Arizona,2619.337376,Yes,Basic,Bachelor,2/5/11,Employed,M,78618,Urban,Divorced,66,7,56,0,1,Corporate Auto,Corporate L3,Offer1,Agent,225.578841,Two-Door Car,Medsize +CY18875,Oregon,8390.122077,No,Extended,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,78,22,3,0,2,Personal Auto,Personal L3,Offer1,Web,732.340362,Four-Door Car,Small +YT74573,California,13727.79972,Yes,Extended,College,1/8/11,Unemployed,M,0,Suburban,Single,126,12,4,0,2,Personal Auto,Personal L1,Offer1,Agent,604.8,SUV,Medsize +WL46640,Nevada,4482.015107,No,Basic,College,2/3/11,Employed,M,62977,Suburban,Single,115,34,40,0,1,Corporate Auto,Corporate L3,Offer3,Agent,552,SUV,Small +CY49953,Oregon,2827.55957,No,Extended,College,2/18/11,Unemployed,F,0,Suburban,Single,79,30,25,0,1,Special Auto,Special L2,Offer3,Branch,568.8,Four-Door Car,Medsize +FD72269,California,5584.961718,No,Basic,High School or Below,2/3/11,Disabled,F,19724,Suburban,Married,72,20,49,0,4,Personal Auto,Personal L1,Offer1,Agent,345.6,Four-Door Car,Large +RE29039,California,7568.85152,No,Basic,High School or Below,1/11/11,Medical Leave,F,27558,Suburban,Married,65,18,48,0,2,Personal Auto,Personal L3,Offer1,Agent,312,Four-Door Car,Medsize +TA35356,California,9664.330983,No,Extended,College,2/28/11,Employed,F,86054,Rural,Married,239,12,11,0,1,Personal Auto,Personal L3,Offer2,Branch,115.166422,Luxury Car,Medsize +HS88081,California,6480.681366,No,Extended,High School or Below,1/10/11,Employed,F,42846,Urban,Married,81,14,42,0,4,Corporate Auto,Corporate L1,Offer1,Branch,286.142521,Four-Door Car,Medsize +SM52948,Nevada,8707.619537,No,Basic,Bachelor,1/5/11,Employed,F,57107,Suburban,Married,110,27,84,3,7,Personal Auto,Personal L2,Offer2,Branch,528,SUV,Small +ZL30083,Oregon,9048.983447,Yes,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,119,9,8,0,3,Personal Auto,Personal L1,Offer2,Web,571.2,Sports Car,Medsize +MP22051,Washington,2615.852084,No,Basic,College,1/8/11,Employed,M,54314,Urban,Married,66,13,98,0,1,Personal Auto,Personal L3,Offer2,Branch,282.770894,Four-Door Car,Medsize +OF38237,California,4878.829713,No,Basic,Doctor,2/28/11,Disabled,F,29950,Suburban,Married,61,0,76,0,4,Personal Auto,Personal L1,Offer1,Call Center,292.8,Two-Door Car,Medsize +KL27677,Nevada,10793.75704,No,Extended,College,1/30/11,Employed,F,24195,Urban,Married,90,32,70,0,2,Personal Auto,Personal L3,Offer1,Branch,360.269404,Two-Door Car,Large +NX58648,Oregon,5528.080912,No,Basic,High School or Below,2/17/11,Unemployed,F,0,Suburban,Married,73,30,11,0,8,Personal Auto,Personal L3,Offer1,Web,388.819919,Four-Door Car,Medsize +WP19664,Arizona,4605.87485,No,Basic,College,1/9/11,Employed,M,47481,Suburban,Married,116,20,39,0,1,Personal Auto,Personal L3,Offer4,Call Center,556.8,SUV,Medsize +LB83807,Oregon,8343.412804,No,Premium,Bachelor,1/30/11,Employed,M,63354,Suburban,Single,106,16,39,0,9,Personal Auto,Personal L3,Offer1,Agent,508.8,Two-Door Car,Large +EL44544,Oregon,13009.24125,No,Basic,High School or Below,2/7/11,Employed,F,57591,Suburban,Divorced,66,5,74,0,2,Corporate Auto,Corporate L3,Offer1,Agent,316.8,Four-Door Car,Medsize +ST99840,Nevada,7486.019078,No,Basic,Bachelor,2/16/11,Unemployed,F,0,Suburban,Divorced,71,14,62,0,2,Corporate Auto,Corporate L1,Offer3,Call Center,340.8,Four-Door Car,Medsize +ZS15062,Oregon,9547.71004,No,Extended,Master,2/15/11,Employed,M,34919,Urban,Single,82,14,99,1,2,Personal Auto,Personal L3,Offer1,Web,277.871312,Four-Door Car,Medsize +RJ68578,Oregon,8110.704417,No,Basic,High School or Below,2/14/11,Employed,M,76879,Suburban,Married,101,20,44,0,5,Corporate Auto,Corporate L3,Offer2,Web,487.102627,Sports Car,Large +AE74442,California,7379.456823,No,Basic,Bachelor,1/21/11,Employed,F,61584,Urban,Married,61,18,93,0,2,Corporate Auto,Corporate L2,Offer1,Agent,205.294927,Four-Door Car,Medsize +TF80571,California,6612.617859,No,Premium,High School or Below,2/14/11,Employed,M,28792,Suburban,Single,185,34,20,3,1,Corporate Auto,Corporate L1,Offer4,Web,1166.603776,Sports Car,Small +YH31618,Oregon,7452.233634,No,Premium,Bachelor,2/17/11,Unemployed,F,0,Suburban,Single,105,27,42,0,4,Corporate Auto,Corporate L1,Offer1,Branch,504,Two-Door Car,Medsize +HZ39407,Washington,2686.535218,No,Basic,Master,2/18/11,Disabled,M,26713,Rural,Divorced,71,22,69,0,1,Personal Auto,Personal L1,Offer1,Agent,142.695319,Four-Door Car,Medsize +GX38439,California,4470.181084,No,Extended,College,1/23/11,Unemployed,F,0,Suburban,Single,129,2,72,0,1,Personal Auto,Personal L2,Offer4,Web,928.8,SUV,Medsize +FF65294,Oregon,10348.01348,No,Extended,High School or Below,1/23/11,Employed,M,34244,Suburban,Married,87,14,34,2,2,Personal Auto,Personal L3,Offer1,Branch,417.6,Four-Door Car,Medsize +GC40999,Oregon,11790.49617,Yes,Basic,College,1/3/11,Retired,M,25251,Suburban,Divorced,66,13,43,0,2,Personal Auto,Personal L3,Offer2,Web,316.8,Four-Door Car,Medsize +BA87048,Washington,4566.123651,No,Basic,Bachelor,2/8/11,Unemployed,M,0,Suburban,Single,68,19,53,0,3,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Medsize +DE23903,Oregon,5905.971667,No,Basic,Bachelor,2/22/11,Employed,F,59848,Rural,Married,73,5,98,1,3,Personal Auto,Personal L3,Offer1,Call Center,131.614733,Two-Door Car,Medsize +UP30859,Nevada,7492.055949,No,Basic,College,1/16/11,Employed,F,39815,Rural,Divorced,64,17,68,0,2,Special Auto,Special L3,Offer3,Branch,91.391245,Four-Door Car,Medsize +PY17715,California,3427.154407,No,Extended,Master,2/27/11,Employed,F,58840,Rural,Single,86,25,44,0,1,Corporate Auto,Corporate L3,Offer1,Agent,73.27252,Two-Door Car,Medsize +NU22358,Washington,5181.620895,Yes,Basic,Master,2/3/11,Employed,F,97131,Suburban,Married,64,5,80,0,6,Special Auto,Special L2,Offer2,Agent,307.2,Four-Door Car,Small +BR77413,Arizona,4686.469674,Yes,Basic,College,2/12/11,Employed,M,58089,Suburban,Married,118,31,83,0,1,Personal Auto,Personal L3,Offer1,Agent,566.4,SUV,Medsize +FI17798,California,2710.12066,No,Basic,Doctor,1/11/11,Unemployed,M,0,Suburban,Married,71,7,87,0,1,Personal Auto,Personal L3,Offer1,Agent,340.8,Four-Door Car,Small +KN32615,Arizona,4313.34397,No,Extended,College,2/2/11,Unemployed,F,0,Suburban,Single,126,2,96,2,1,Personal Auto,Personal L2,Offer1,Branch,656.57161,SUV,Large +EB86696,California,4755.36505,No,Basic,Bachelor,2/1/11,Employed,M,21808,Suburban,Married,119,0,71,0,1,Special Auto,Special L3,Offer2,Call Center,571.2,SUV,Medsize +YB14965,Arizona,36516.0456,No,Basic,College,2/27/11,Employed,M,89771,Urban,Married,114,5,83,0,2,Personal Auto,Personal L3,Offer1,Agent,432.409662,SUV,Medsize +ZD42550,Nevada,7792.067056,No,Basic,Master,1/3/11,Employed,F,36776,Urban,Divorced,65,21,21,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,240.186527,Four-Door Car,Medsize +FI61655,Arizona,2549.998419,No,Basic,Bachelor,2/22/11,Employed,M,31213,Suburban,Married,65,0,29,0,1,Corporate Auto,Corporate L3,Offer2,Branch,312,Four-Door Car,Medsize +PC30692,Oregon,7521.282545,No,Basic,Bachelor,2/13/11,Unemployed,M,0,Suburban,Single,115,33,0,0,3,Personal Auto,Personal L3,Offer1,Branch,987.293841,SUV,Medsize +EK71077,California,11510.36033,No,Basic,Bachelor,2/17/11,Unemployed,F,0,Suburban,Married,61,11,39,0,2,Corporate Auto,Corporate L1,Offer3,Agent,439.2,Four-Door Car,Medsize +ED91989,Arizona,7999.251628,No,Basic,College,2/1/11,Unemployed,M,0,Suburban,Married,107,13,17,0,5,Personal Auto,Personal L1,Offer1,Branch,513.6,SUV,Large +JH58573,California,7927.182997,No,Basic,College,1/11/11,Employed,M,32555,Rural,Married,68,32,72,0,2,Personal Auto,Personal L1,Offer3,Call Center,86.912677,Two-Door Car,Medsize +YP75411,Arizona,21123.1166,No,Basic,College,2/10/11,Unemployed,M,0,Suburban,Single,69,15,9,0,2,Personal Auto,Personal L3,Offer3,Agent,496.8,Two-Door Car,Medsize +FV33188,Washington,2453.570794,Yes,Basic,Bachelor,2/9/11,Medical Leave,M,29735,Suburban,Single,69,3,92,0,1,Personal Auto,Personal L2,Offer1,Agent,331.2,Four-Door Car,Medsize +ZQ94561,Washington,2981.549197,No,Basic,College,1/17/11,Employed,M,80590,Rural,Married,74,26,3,0,1,Corporate Auto,Corporate L3,Offer3,Branch,97.928632,Four-Door Car,Medsize +JZ16164,Oregon,5110.755667,No,Extended,Bachelor,2/23/11,Disabled,F,22565,Suburban,Married,132,0,20,0,1,Personal Auto,Personal L1,Offer3,Agent,633.6,SUV,Small +MU63232,Arizona,5351.853544,No,Extended,Master,2/18/11,Employed,M,54817,Rural,Single,137,24,28,0,1,Personal Auto,Personal L2,Offer2,Agent,209.504391,SUV,Medsize +CG13512,Oregon,9015.819465,No,Basic,College,2/8/11,Unemployed,M,0,Rural,Married,62,26,34,0,2,Personal Auto,Personal L3,Offer1,Agent,42.642554,Two-Door Car,Medsize +ZR86524,Oregon,5903.612641,No,Basic,College,1/9/11,Employed,F,55393,Rural,Married,74,15,6,1,3,Corporate Auto,Corporate L2,Offer1,Call Center,2.173552,Four-Door Car,Medsize +UG38549,California,8852.734284,No,Extended,High School or Below,1/16/11,Unemployed,F,0,Suburban,Single,83,12,97,0,2,Personal Auto,Personal L2,Offer3,Agent,597.6,Four-Door Car,Large +HJ37943,California,13333.38849,No,Premium,Bachelor,1/22/11,Employed,F,75634,Urban,Married,110,13,52,0,2,Personal Auto,Personal L3,Offer1,Agent,432.805382,Two-Door Car,Medsize +QA72881,Oregon,8658.863813,Yes,Basic,College,2/7/11,Employed,M,62464,Urban,Married,109,23,45,0,4,Personal Auto,Personal L3,Offer2,Agent,400.181882,Sports Car,Medsize +BL54814,Arizona,4871.15057,No,Basic,College,1/21/11,Employed,M,72648,Rural,Married,61,0,78,0,5,Personal Auto,Personal L2,Offer3,Agent,120.850664,Four-Door Car,Large +MG72449,Nevada,5279.198664,No,Basic,Bachelor,1/10/11,Employed,F,77167,Rural,Divorced,66,15,99,0,3,Personal Auto,Personal L3,Offer2,Call Center,137.086695,Four-Door Car,Medsize +VR66049,Washington,6689.022728,Yes,Extended,High School or Below,2/13/11,Employed,M,56980,Suburban,Married,84,33,70,0,7,Corporate Auto,Corporate L3,Offer2,Agent,599.000883,Two-Door Car,Medsize +KC17606,California,5244.550942,No,Basic,College,2/9/11,Employed,F,27444,Urban,Married,66,21,88,0,3,Personal Auto,Personal L3,Offer3,Web,313.931213,Four-Door Car,Large +LB12820,Oregon,6688.857444,No,Extended,High School or Below,1/10/11,Employed,M,57289,Suburban,Single,86,21,88,0,3,Corporate Auto,Corporate L3,Offer3,Agent,562.224942,Two-Door Car,Small +ZH30674,Oregon,8408.308374,No,Premium,Bachelor,2/3/11,Employed,M,84091,Urban,Married,105,18,48,0,9,Personal Auto,Personal L3,Offer3,Agent,380.560266,Four-Door Car,Medsize +HX96638,Arizona,2052.948967,No,Basic,College,2/2/11,Unemployed,M,0,Suburban,Single,67,33,21,2,1,Personal Auto,Personal L3,Offer3,Agent,806.180375,Four-Door Car,Large +TT20057,Oregon,10592.58753,No,Extended,College,1/9/11,Employed,M,59590,Urban,Divorced,136,15,67,0,5,Personal Auto,Personal L1,Offer1,Branch,460.266881,SUV,Small +AM26598,Arizona,2913.493264,No,Basic,College,2/1/11,Employed,F,89672,Urban,Married,72,7,92,0,1,Personal Auto,Personal L3,Offer2,Agent,309.568636,Four-Door Car,Medsize +AY73718,California,5243.446345,No,Basic,Bachelor,1/20/11,Employed,F,96535,Urban,Single,66,11,85,0,3,Personal Auto,Personal L3,Offer1,Agent,271.074379,Four-Door Car,Medsize +EL11108,Oregon,14191.59699,No,Basic,Doctor,2/14/11,Employed,F,25575,Suburban,Married,117,10,41,0,2,Personal Auto,Personal L2,Offer3,Branch,561.6,SUV,Medsize +FA15811,Nevada,9426.384787,No,Extended,College,2/5/11,Employed,F,38910,Rural,Married,78,3,78,0,2,Personal Auto,Personal L2,Offer2,Branch,20.209679,Two-Door Car,Medsize +BA51898,Arizona,4521.190551,No,Basic,Bachelor,1/17/11,Employed,M,39426,Urban,Married,114,33,12,0,1,Special Auto,Special L3,Offer3,Branch,412.884282,SUV,Medsize +PP30874,California,3579.023825,No,Extended,High School or Below,1/24/11,Employed,F,28304,Suburban,Married,91,10,30,2,1,Personal Auto,Personal L2,Offer2,Agent,655.2,Four-Door Car,Medsize +MN74944,Arizona,6285.15476,No,Extended,College,2/28/11,Employed,M,52210,Suburban,Married,80,6,74,0,9,Personal Auto,Personal L1,Offer1,Branch,384,Four-Door Car,Medsize +FK94501,Nevada,7844.252972,No,Basic,Bachelor,1/31/11,Unemployed,F,0,Urban,Married,102,20,46,0,3,Personal Auto,Personal L2,Offer1,Web,273.945412,SUV,Large +HZ84382,Oregon,8283.843281,No,Premium,Master,2/24/11,Employed,M,94851,Rural,Single,104,6,33,0,3,Personal Auto,Personal L3,Offer1,Call Center,190.998822,Four-Door Car,Small +FA89548,Arizona,2436.397813,No,Basic,Bachelor,2/25/11,Unemployed,M,0,Suburban,Married,67,16,92,0,1,Personal Auto,Personal L1,Offer3,Branch,399.0564,Four-Door Car,Small +GD29440,Washington,2538.62632,Yes,Basic,Bachelor,2/17/11,Retired,M,18608,Suburban,Divorced,71,13,24,0,1,Personal Auto,Personal L3,Offer2,Web,340.8,Four-Door Car,Medsize +DE21910,Oregon,7304.395148,No,Extended,College,2/18/11,Employed,F,41025,Rural,Married,92,22,92,0,6,Personal Auto,Personal L3,Offer1,Agent,20.374393,Four-Door Car,Large +CH50584,Oregon,32474.76977,No,Basic,High School or Below,1/22/11,Employed,M,71449,Suburban,Divorced,102,17,7,0,2,Personal Auto,Personal L3,Offer4,Call Center,734.4,SUV,Small +JV97593,California,6674.455913,No,Extended,Bachelor,1/29/11,Employed,F,92653,Suburban,Married,83,15,80,1,6,Personal Auto,Personal L2,Offer1,Agent,456.519419,Four-Door Car,Medsize +ND68993,Nevada,33473.34946,Yes,Basic,Bachelor,1/11/11,Employed,F,33190,Suburban,Divorced,106,18,95,0,2,Personal Auto,Personal L3,Offer1,Web,508.8,SUV,Medsize +YT46746,Oregon,6459.640942,No,Extended,College,1/8/11,Employed,F,24290,Suburban,Married,82,15,84,0,8,Personal Auto,Personal L1,Offer4,Branch,393.6,Four-Door Car,Medsize +RF94484,Oregon,4605.036646,Yes,Basic,College,1/28/11,Medical Leave,F,22571,Suburban,Single,63,29,51,0,9,Corporate Auto,Corporate L3,Offer2,Web,302.4,Four-Door Car,Large +No19664,California,5686.743252,No,Basic,High School or Below,1/31/11,Employed,F,26409,Suburban,Married,71,30,70,0,5,Personal Auto,Personal L3,Offer2,Branch,475.166267,Four-Door Car,Large +BA97018,Arizona,6608.165971,No,Extended,High School or Below,1/3/11,Medical Leave,M,21616,Suburban,Single,93,4,41,0,7,Personal Auto,Personal L1,Offer2,Web,944.854655,Two-Door Car,Medsize +HY16703,Oregon,7158.530736,No,Extended,College,2/20/11,Employed,M,36463,Suburban,Single,92,8,25,0,3,Personal Auto,Personal L3,Offer1,Agent,441.6,Four-Door Car,Medsize +MA15172,California,10179.71704,Yes,Premium,Bachelor,1/5/11,Retired,F,14290,Suburban,Married,271,20,40,0,1,Personal Auto,Personal L2,Offer1,Agent,1300.8,Luxury SUV,Medsize +WO81184,California,5052.381573,No,Basic,Bachelor,1/14/11,Employed,M,34645,Urban,Single,69,1,2,3,5,Special Auto,Special L3,Offer3,Agent,220.446667,Two-Door Car,Large +FX39582,Washington,5201.357604,No,Extended,Bachelor,2/18/11,Employed,M,67001,Urban,Single,131,7,36,0,1,Personal Auto,Personal L3,Offer3,Web,463.425687,SUV,Medsize +ZG23976,California,8632.783576,No,Premium,Bachelor,2/20/11,Employed,F,96200,Suburban,Married,107,9,45,0,3,Personal Auto,Personal L2,Offer2,Web,513.6,Two-Door Car,Small +WE25756,Arizona,7350.930502,No,Extended,High School or Below,1/20/11,Employed,M,69241,Rural,Divorced,93,2,63,0,3,Personal Auto,Personal L3,Offer1,Agent,111.250449,Four-Door Car,Medsize +AP59947,California,7690.159642,No,Basic,Bachelor,1/12/11,Employed,F,55843,Suburban,Married,64,3,80,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,307.2,Two-Door Car,Medsize +JG31799,California,8259.1108,No,Extended,Bachelor,2/1/11,Disabled,F,20305,Suburban,Single,76,14,63,1,2,Personal Auto,Personal L2,Offer2,Call Center,496.477418,Two-Door Car,Medsize +XY28151,Oregon,2317.282049,No,Basic,Bachelor,1/16/11,Unemployed,F,0,Suburban,Single,68,10,81,0,1,Corporate Auto,Corporate L2,Offer1,Call Center,489.6,Two-Door Car,Medsize +ZB72138,Oregon,8929.611119,No,Basic,Bachelor,1/3/11,Employed,M,44329,Suburban,Married,112,25,58,0,3,Personal Auto,Personal L1,Offer2,Agent,537.6,SUV,Medsize +OP52966,Arizona,4854.362069,No,Basic,High School or Below,1/27/11,Employed,M,44279,Suburban,Married,61,32,7,0,3,Personal Auto,Personal L1,Offer2,Agent,292.8,Two-Door Car,Small +TG67664,California,2659.70565,Yes,Extended,College,2/19/11,Unemployed,F,0,Suburban,Divorced,87,4,4,3,1,Personal Auto,Personal L3,Offer2,Agent,420.041981,Four-Door Car,Medsize +DH14632,Oregon,8750.222052,No,Basic,College,1/20/11,Employed,F,34695,Rural,Single,113,1,60,0,5,Personal Auto,Personal L3,Offer1,Call Center,100.323765,SUV,Small +QN26812,Arizona,5054.780543,No,Basic,High School or Below,2/11/11,Employed,M,79297,Rural,Single,64,34,64,0,6,Personal Auto,Personal L3,Offer1,Agent,72.760316,Four-Door Car,Medsize +PD97837,Arizona,2199.516645,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Suburban,Married,62,29,72,0,1,Corporate Auto,Corporate L1,Offer2,Web,297.6,Four-Door Car,Medsize +LX67597,Nevada,5715.312991,No,Basic,Bachelor,1/2/11,Employed,M,84183,Urban,Single,72,29,86,0,4,Personal Auto,Personal L1,Offer1,Agent,255.565349,Four-Door Car,Small +VH35998,California,9566.839884,No,Extended,Doctor,1/17/11,Employed,M,53375,Rural,Married,79,20,92,0,2,Personal Auto,Personal L1,Offer4,Agent,127.322656,Four-Door Car,Medsize +UE54045,California,10094.13003,No,Extended,High School or Below,1/29/11,Employed,F,32046,Urban,Married,127,28,23,0,4,Corporate Auto,Corporate L1,Offer3,Agent,475.599472,SUV,Medsize +XA50997,Nevada,5444.793941,No,Basic,High School or Below,1/26/11,Employed,M,91393,Suburban,Married,67,19,54,0,6,Personal Auto,Personal L3,Offer1,Agent,460.551521,Two-Door Car,Medsize +GM37281,California,2582.408525,Yes,Basic,Bachelor,2/14/11,Employed,F,76731,Urban,Married,64,2,68,0,1,Personal Auto,Personal L3,Offer2,Agent,201.455005,Four-Door Car,Medsize +QT84069,Oregon,50568.25912,No,Extended,Master,2/28/11,Employed,M,82081,Urban,Married,249,1,62,0,2,Personal Auto,Personal L1,Offer2,Branch,753.760098,Luxury SUV,Small +MG74662,Oregon,3484.247842,No,Extended,High School or Below,1/25/11,Employed,F,51337,Rural,Single,88,3,70,0,1,Corporate Auto,Corporate L2,Offer3,Branch,72.543171,Four-Door Car,Medsize +EP46328,California,5555.830205,Yes,Basic,Bachelor,2/6/11,Employed,M,74015,Suburban,Single,72,12,61,0,6,Personal Auto,Personal L1,Offer2,Call Center,471.443077,Four-Door Car,Small +UL87052,Arizona,4173.140695,No,Basic,Bachelor,2/10/11,Unemployed,F,0,Suburban,Single,117,10,37,0,1,Personal Auto,Personal L3,Offer1,Agent,842.4,SUV,Medsize +GA93544,Oregon,2897.494724,No,Extended,High School or Below,2/27/11,Unemployed,F,0,Suburban,Single,77,19,17,0,1,Personal Auto,Personal L2,Offer1,Branch,554.4,Four-Door Car,Medsize +EW73206,California,8044.511759,No,Basic,Bachelor,1/12/11,Employed,F,68849,Urban,Married,67,9,67,0,2,Corporate Auto,Corporate L1,Offer2,Call Center,252.699037,Two-Door Car,Medsize +MV19629,Oregon,7716.997859,No,Extended,College,1/21/11,Employed,F,37376,Rural,Single,99,34,52,0,3,Personal Auto,Personal L3,Offer1,Branch,65.548725,Four-Door Car,Medsize +TK67721,Oregon,2274.669484,No,Basic,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,64,12,25,0,1,Corporate Auto,Corporate L2,Offer4,Call Center,621.968062,Four-Door Car,Medsize +AD38685,California,8658.863813,Yes,Basic,College,2/7/11,Employed,M,62464,Urban,Married,109,23,45,0,4,Personal Auto,Personal L3,Offer2,Agent,400.181882,Sports Car,Medsize +LX72964,Arizona,11260.90364,No,Extended,High School or Below,1/31/11,Employed,F,88304,Urban,Single,95,2,17,0,2,Personal Auto,Personal L3,Offer2,Branch,276.467811,Four-Door Car,Large +MR37609,Oregon,16414.04415,No,Basic,College,2/6/11,Unemployed,M,0,Suburban,Married,112,11,9,0,2,Special Auto,Special L1,Offer1,Web,682.422936,SUV,Medsize +OG30514,Nevada,20018.20459,No,Basic,Bachelor,1/1/11,Employed,F,65900,Suburban,Married,62,17,41,0,2,Personal Auto,Personal L3,Offer1,Agent,297.6,Four-Door Car,Medsize +GJ44951,Washington,4698.759935,No,Basic,Bachelor,1/1/11,Unemployed,F,0,Suburban,Single,67,27,71,0,6,Personal Auto,Personal L2,Offer1,Agent,321.6,Two-Door Car,Medsize +YB19340,Oregon,9002.117386,No,Premium,High School or Below,2/25/11,Employed,M,61374,Rural,Married,113,5,27,0,3,Corporate Auto,Corporate L1,Offer2,Call Center,210.100003,Two-Door Car,Medsize +BD42101,California,25030.89457,No,Basic,Bachelor,1/22/11,Unemployed,M,0,Suburban,Divorced,110,1,53,1,2,Corporate Auto,Corporate L2,Offer1,Branch,528,SUV,Medsize +RZ89024,Oregon,3102.998522,No,Extended,Doctor,2/25/11,Employed,M,31841,Rural,Married,78,24,11,0,1,Personal Auto,Personal L3,Offer2,Agent,126.857228,Four-Door Car,Medsize +ZO20633,Oregon,2587.107864,No,Basic,High School or Below,2/15/11,Employed,F,27861,Suburban,Married,65,22,67,0,1,Corporate Auto,Corporate L2,Offer3,Branch,312,Four-Door Car,Medsize +KL39500,Arizona,4983.61893,No,Extended,College,2/8/11,Unemployed,M,0,Suburban,Single,83,22,0,3,5,Personal Auto,Personal L3,Offer1,Agent,736.00483,Four-Door Car,Small +QK24293,Oregon,6265.343299,Yes,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Married,84,18,25,1,4,Corporate Auto,Corporate L1,Offer1,Agent,481.025786,Four-Door Car,Medsize +RW71963,Nevada,7233.540011,No,Extended,High School or Below,1/8/11,Employed,F,94550,Suburban,Single,90,0,93,0,7,Personal Auto,Personal L3,Offer2,Agent,432,Four-Door Car,Small +HR71115,Nevada,5357.260833,No,Basic,College,1/4/11,Employed,M,39604,Rural,Married,68,2,21,0,8,Personal Auto,Personal L3,Offer1,Branch,63.127223,Four-Door Car,Medsize +UL55837,Nevada,11130.11974,No,Extended,Bachelor,1/25/11,Employed,F,42928,Suburban,Married,93,20,65,0,2,Personal Auto,Personal L3,Offer1,Call Center,651.623195,Four-Door Car,Large +IW77519,Washington,2610.369217,No,Basic,Bachelor,1/18/11,Employed,F,54737,Suburban,Single,66,3,86,0,1,Personal Auto,Personal L3,Offer3,Web,391.970334,Four-Door Car,Medsize +CR88883,Arizona,7452.543017,No,Basic,College,1/21/11,Unemployed,M,0,Suburban,Married,68,14,46,0,2,Corporate Auto,Corporate L1,Offer1,Branch,489.6,Two-Door Car,Medsize +YD58301,California,6352.961129,No,Extended,High School or Below,1/27/11,Employed,F,80587,Urban,Married,78,7,5,0,6,Personal Auto,Personal L3,Offer2,Agent,276.191729,Four-Door Car,Medsize +RT60959,Oregon,14585.37736,No,Basic,High School or Below,1/6/11,Unemployed,F,0,Suburban,Married,194,26,10,0,5,Corporate Auto,Corporate L3,Offer1,Agent,931.2,Luxury SUV,Medsize +KC67832,California,17292.93538,No,Extended,College,2/7/11,Employed,M,80028,Rural,Married,86,34,37,0,2,Corporate Auto,Corporate L1,Offer2,Web,114.02307,Four-Door Car,Medsize +DK92014,Arizona,4254.620669,Yes,Basic,High School or Below,2/3/11,Disabled,F,11904,Suburban,Single,61,34,11,2,3,Personal Auto,Personal L3,Offer1,Web,292.8,Two-Door Car,Small +ZA44520,Arizona,9621.72619,No,Extended,High School or Below,2/10/11,Employed,F,54872,Suburban,Married,121,9,50,0,3,Personal Auto,Personal L3,Offer2,Agent,580.8,SUV,Large +AJ69060,California,14260.91441,No,Extended,College,1/2/11,Unemployed,M,0,Rural,Married,99,2,30,0,2,Personal Auto,Personal L1,Offer4,Branch,204.121476,Two-Door Car,Medsize +ME35315,Washington,7756.307652,No,Basic,College,2/2/11,Unemployed,M,0,Suburban,Single,74,24,63,0,2,Corporate Auto,Corporate L1,Offer1,Agent,532.8,Two-Door Car,Small +BU61331,Arizona,5875.212734,No,Basic,College,1/13/11,Employed,M,46417,Rural,Married,74,16,14,0,7,Corporate Auto,Corporate L2,Offer2,Branch,164.746184,Four-Door Car,Medsize +XI68015,Washington,4946.960039,No,Basic,College,2/21/11,Employed,F,46239,Rural,Single,67,17,1,3,4,Personal Auto,Personal L3,Offer3,Web,6.395416,Four-Door Car,Medsize +HG51739,Oregon,2660.009874,No,Basic,College,2/25/11,Unemployed,F,0,Suburban,Single,73,18,61,0,1,Personal Auto,Personal L1,Offer1,Call Center,350.4,Four-Door Car,Medsize +FI22970,Oregon,2372.289378,No,Basic,High School or Below,2/18/11,Medical Leave,F,25550,Suburban,Married,61,28,13,0,1,Personal Auto,Personal L3,Offer4,Agent,439.2,Four-Door Car,Small +OF93412,Nevada,15613.95173,No,Premium,Bachelor,1/19/11,Employed,F,27514,Suburban,Married,197,12,97,0,8,Personal Auto,Personal L3,Offer1,Call Center,1367.199081,SUV,Medsize +AH97088,Nevada,7803.503824,No,Extended,High School or Below,1/23/11,Employed,M,84417,Rural,Divorced,98,5,32,0,7,Personal Auto,Personal L2,Offer4,Agent,139.714897,Two-Door Car,Medsize +BI81476,Oregon,10346.11154,No,Extended,High School or Below,2/9/11,Employed,F,55906,Rural,Married,86,26,3,0,2,Personal Auto,Personal L2,Offer3,Agent,58.469264,Four-Door Car,Medsize +IA18854,California,4960.548942,No,Basic,High School or Below,2/3/11,Medical Leave,M,21638,Suburban,Married,65,9,81,0,8,Personal Auto,Personal L3,Offer1,Web,468,Four-Door Car,Small +OO62338,Oregon,7099.574987,No,Basic,Bachelor,1/3/11,Disabled,M,16121,Suburban,Married,65,5,85,2,2,Corporate Auto,Corporate L1,Offer1,Web,312,Four-Door Car,Small +JH35547,Oregon,24442.29656,No,Basic,College,2/4/11,Employed,M,36261,Rural,Married,68,3,71,0,2,Personal Auto,Personal L2,Offer4,Call Center,16.800832,Four-Door Car,Large +DY34638,Oregon,13466.92071,Yes,Basic,High School or Below,2/23/11,Disabled,F,11432,Suburban,Married,119,11,9,0,2,Personal Auto,Personal L2,Offer2,Agent,571.2,SUV,Small +MT16688,Arizona,2598.061204,No,Basic,Bachelor,2/11/11,Employed,F,62566,Rural,Married,65,4,3,1,1,Corporate Auto,Corporate L1,Offer3,Branch,48.344273,Four-Door Car,Medsize +NN51066,Oregon,2886.451602,Yes,Extended,High School or Below,1/20/11,Retired,F,10312,Suburban,Married,78,10,63,0,1,Personal Auto,Personal L2,Offer2,Agent,486.278557,Four-Door Car,Large +YF73402,Oregon,2566.398498,No,Basic,High School or Below,2/20/11,Employed,M,67778,Urban,Married,64,17,17,1,1,Personal Auto,Personal L3,Offer2,Agent,171.287759,Four-Door Car,Large +ZR56751,Washington,6252.3631,No,Extended,Master,2/13/11,Employed,F,92895,Rural,Married,77,5,2,0,7,Personal Auto,Personal L2,Offer2,Call Center,43.14147,Two-Door Car,Small +GR32910,California,5174.689686,No,Basic,College,1/2/11,Employed,F,55290,Rural,Married,65,26,33,0,4,Personal Auto,Personal L3,Offer2,Branch,13.874775,Four-Door Car,Medsize +MZ89625,California,9263.179837,No,Premium,Bachelor,1/2/11,Employed,F,23377,Suburban,Married,116,15,19,0,3,Personal Auto,Personal L3,Offer2,Web,556.8,Four-Door Car,Medsize +IK51081,California,4834.710493,Yes,Basic,College,1/31/11,Employed,F,38713,Suburban,Divorced,66,31,69,4,6,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +VI34110,Arizona,2361.742243,No,Basic,Bachelor,1/30/11,Unemployed,F,0,Rural,Married,66,17,92,1,1,Personal Auto,Personal L3,Offer1,Agent,145.896438,Four-Door Car,Medsize +VH62312,Nevada,2674.730716,Yes,Basic,College,2/15/11,Employed,M,56342,Suburban,Single,69,12,89,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,331.2,Four-Door Car,Small +YU39743,Oregon,16159.54237,No,Extended,College,1/30/11,Employed,M,29593,Suburban,Married,137,15,52,0,2,Personal Auto,Personal L3,Offer1,Call Center,657.6,Sports Car,Medsize +RO57944,Nevada,26197.41498,Yes,Basic,High School or Below,1/15/11,Disabled,F,18495,Suburban,Married,113,10,15,0,2,Personal Auto,Personal L2,Offer1,Branch,542.4,SUV,Large +VL32622,California,2664.242814,No,Basic,High School or Below,1/7/11,Employed,F,82887,Suburban,Married,66,22,4,1,1,Corporate Auto,Corporate L3,Offer3,Agent,420.374805,Four-Door Car,Small +NV35796,Oregon,15162.06565,No,Extended,Master,1/5/11,Employed,F,71366,Urban,Divorced,94,23,56,0,2,Personal Auto,Personal L2,Offer2,Call Center,265.216633,Four-Door Car,Small +UU32345,California,22332.43946,Yes,Extended,College,1/11/11,Employed,M,49078,Suburban,Single,97,10,3,0,2,Corporate Auto,Corporate L3,Offer2,Branch,484.013411,Four-Door Car,Medsize +YM94448,Arizona,4995.1712,No,Basic,College,1/11/11,Retired,F,10787,Suburban,Divorced,71,33,25,0,8,Personal Auto,Personal L2,Offer1,Agent,697.798804,Two-Door Car,Small +WX46704,California,16109.75353,No,Basic,High School or Below,2/14/11,Unemployed,F,0,Suburban,Married,73,12,42,0,2,Personal Auto,Personal L3,Offer3,Call Center,350.4,Four-Door Car,Small +HY35960,Arizona,4957.404306,No,Basic,High School or Below,2/3/11,Medical Leave,M,10194,Suburban,Married,65,34,35,0,4,Personal Auto,Personal L3,Offer4,Branch,312,Two-Door Car,Small +PB41497,Oregon,2866.779811,No,Basic,High School or Below,1/22/11,Employed,M,81763,Suburban,Married,72,22,12,1,1,Personal Auto,Personal L3,Offer2,Branch,518.4,Two-Door Car,Small +GP37412,Arizona,8719.896238,No,Basic,College,2/26/11,Employed,F,59763,Suburban,Married,73,4,31,0,2,Personal Auto,Personal L3,Offer4,Agent,350.4,Two-Door Car,Small +KU62853,California,22448.68617,No,Extended,College,1/30/11,Unemployed,F,0,Suburban,Single,78,7,63,0,2,Special Auto,Special L2,Offer1,Agent,561.6,Four-Door Car,Medsize +EA87824,Arizona,6864.647514,No,Extended,College,2/7/11,Employed,F,96832,Suburban,Married,85,19,23,0,3,Personal Auto,Personal L2,Offer1,Branch,408,Two-Door Car,Small +DM42912,California,4980.18765,No,Extended,College,2/2/11,Disabled,F,21135,Suburban,Married,130,14,59,0,1,Personal Auto,Personal L2,Offer3,Call Center,678.946216,SUV,Medsize +HK50871,California,2312.328541,No,Basic,High School or Below,1/31/11,Medical Leave,M,16143,Rural,Married,62,3,73,1,1,Personal Auto,Personal L3,Offer4,Web,32.114117,Four-Door Car,Large +ZX73673,Arizona,5555.830205,Yes,Basic,Bachelor,2/6/11,Employed,M,74015,Suburban,Single,72,12,61,0,6,Personal Auto,Personal L3,Offer2,Call Center,471.443077,Four-Door Car,Small +EO95783,Arizona,26763.82631,No,Basic,High School or Below,1/22/11,Employed,M,84178,Rural,Divorced,74,34,80,0,2,Personal Auto,Personal L3,Offer2,Call Center,12.588784,Two-Door Car,Medsize +TR18791,Arizona,2471.441785,No,Basic,Bachelor,1/5/11,Unemployed,M,0,Suburban,Single,70,32,14,0,1,Personal Auto,Personal L1,Offer1,Branch,504,Two-Door Car,Small +DC83427,Oregon,17759.38575,No,Basic,High School or Below,2/10/11,Unemployed,F,0,Suburban,Single,63,10,19,0,2,Personal Auto,Personal L3,Offer2,Web,661.7151,Four-Door Car,Small +OG31942,California,14628.49627,No,Basic,College,2/19/11,Employed,M,63936,Urban,Single,189,4,29,0,5,Personal Auto,Personal L3,Offer1,Agent,765.012123,Luxury Car,Medsize +AK17025,Washington,5801.828142,No,Extended,Bachelor,1/20/11,Unemployed,M,0,Suburban,Single,83,17,28,0,4,Personal Auto,Personal L2,Offer1,Branch,597.6,Four-Door Car,Medsize +RT17851,Oregon,5209.945549,No,Extended,High School or Below,2/16/11,Employed,F,37940,Urban,Married,129,11,36,0,1,Special Auto,Special L3,Offer1,Branch,512.542299,SUV,Medsize +UF56271,Washington,2814.438036,No,Basic,High School or Below,1/20/11,Employed,F,30703,Suburban,Married,70,15,58,0,1,Personal Auto,Personal L1,Offer1,Agent,336,Four-Door Car,Medsize +BP25150,Arizona,5417.744055,No,Basic,College,1/9/11,Employed,F,54898,Urban,Single,69,25,32,0,9,Corporate Auto,Corporate L2,Offer1,Call Center,176.242159,Two-Door Car,Small +XT34986,Oregon,16775.80883,No,Extended,Bachelor,1/5/11,Employed,M,89030,Rural,Married,139,31,62,0,2,Personal Auto,Personal L3,Offer3,Agent,49.566591,SUV,Medsize +OI74902,California,7980.304624,No,Basic,College,2/15/11,Retired,F,15630,Suburban,Divorced,115,8,60,1,3,Personal Auto,Personal L1,Offer1,Web,656.775467,SUV,Medsize +GV33313,Arizona,5107.163002,Yes,Basic,Bachelor,1/26/11,Employed,F,35625,Urban,Married,65,10,56,1,3,Personal Auto,Personal L1,Offer2,Agent,288.572108,Four-Door Car,Medsize +WA54110,Nevada,2690.781969,No,Basic,High School or Below,1/9/11,Employed,M,48329,Suburban,Married,67,9,70,0,1,Corporate Auto,Corporate L2,Offer4,Agent,470.386291,Four-Door Car,Small +IS94199,California,4254.620669,Yes,Basic,High School or Below,2/3/11,Disabled,F,11904,Suburban,Single,61,34,11,2,3,Personal Auto,Personal L2,Offer1,Web,292.8,Two-Door Car,Small +XE22944,Arizona,4643.413135,No,Extended,Bachelor,2/25/11,Disabled,F,12261,Suburban,Divorced,125,26,80,0,1,Personal Auto,Personal L1,Offer1,Call Center,600,SUV,Medsize +CK24264,Arizona,6217.258012,No,Extended,High School or Below,1/24/11,Unemployed,M,0,Rural,Married,86,15,94,0,9,Personal Auto,Personal L3,Offer3,Agent,39.730199,Four-Door Car,Medsize +BF54215,California,11373.98852,No,Extended,Master,1/12/11,Employed,F,87810,Rural,Married,94,15,26,3,2,Personal Auto,Personal L1,Offer3,Agent,225.641724,Four-Door Car,Medsize +HW85007,Oregon,10861.71019,No,Extended,Bachelor,2/17/11,Employed,M,64744,Rural,Divorced,139,5,34,0,5,Personal Auto,Personal L3,Offer4,Agent,41.308429,SUV,Medsize +PA56702,Arizona,8569.36439,No,Basic,Doctor,2/9/11,Unemployed,M,0,Suburban,Married,117,13,11,0,8,Personal Auto,Personal L1,Offer4,Agent,957.134978,SUV,Small +VD87432,Washington,16069.95283,No,Extended,Bachelor,1/12/11,Employed,M,60735,Urban,Married,135,11,59,0,2,Personal Auto,Personal L3,Offer3,Branch,571.695889,SUV,Medsize +GG57214,Washington,2410.355726,No,Basic,Bachelor,1/7/11,Unemployed,F,0,Suburban,Single,67,5,53,0,1,Personal Auto,Personal L2,Offer2,Agent,482.4,Two-Door Car,Medsize +EK10022,California,14057.42125,No,Basic,Bachelor,1/10/11,Employed,M,36261,Suburban,Divorced,118,14,78,0,2,Corporate Auto,Corporate L3,Offer3,Web,1197.713861,SUV,Medsize +IV97881,Nevada,4872.577302,No,Extended,High School or Below,1/24/11,Unemployed,M,0,Suburban,Single,135,32,33,0,1,Personal Auto,Personal L3,Offer4,Call Center,648,Sports Car,Medsize +GS85403,Washington,9031.214859,Yes,Extended,Master,2/23/11,Unemployed,F,0,Suburban,Single,122,15,47,0,9,Corporate Auto,Corporate L2,Offer1,Branch,650.52179,Sports Car,Medsize +UO48558,California,2993.117683,No,Extended,High School or Below,2/21/11,Employed,M,23277,Suburban,Married,77,14,68,2,1,Corporate Auto,Corporate L1,Offer1,Branch,369.6,Four-Door Car,Medsize +SX18141,Arizona,5846.520588,No,Basic,High School or Below,1/19/11,Employed,F,50320,Urban,Married,73,24,6,0,5,Personal Auto,Personal L2,Offer4,Call Center,297.738909,Four-Door Car,Medsize +KK26955,Washington,2589.43003,No,Basic,High School or Below,1/23/11,Employed,F,49675,Suburban,Married,65,10,54,0,1,Personal Auto,Personal L2,Offer2,Agent,312,Two-Door Car,Medsize +PV12088,Arizona,6558.880167,No,Basic,High School or Below,1/11/11,Medical Leave,M,19508,Suburban,Single,61,22,59,0,2,Personal Auto,Personal L1,Offer1,Branch,292.8,Two-Door Car,Medsize +TV97612,Oregon,8105.996039,No,Basic,Bachelor,2/24/11,Medical Leave,M,20815,Suburban,Married,110,7,35,0,9,Personal Auto,Personal L3,Offer1,Agent,528,SUV,Medsize +VA95387,Nevada,7232.609391,No,Basic,High School or Below,2/3/11,Employed,M,46621,Rural,Married,61,20,31,0,2,Corporate Auto,Corporate L3,Offer2,Branch,30.448249,Four-Door Car,Medsize +XF93358,Arizona,13599.92487,No,Basic,High School or Below,2/4/11,Disabled,F,22775,Suburban,Divorced,184,6,10,0,3,Personal Auto,Personal L1,Offer1,Agent,883.2,Luxury Car,Medsize +WP64059,California,5093.379714,No,Basic,Bachelor,1/6/11,Employed,F,91814,Urban,Married,63,30,99,0,3,Personal Auto,Personal L1,Offer3,Call Center,167.037619,Two-Door Car,Medsize +YY63521,Arizona,6047.02516,Yes,Extended,College,2/19/11,Employed,M,20396,Suburban,Married,76,15,60,1,4,Personal Auto,Personal L2,Offer1,Branch,364.8,Four-Door Car,Medsize +FH69597,California,7172.070153,No,Basic,High School or Below,1/13/11,Employed,F,73836,Urban,Married,182,8,35,3,1,Personal Auto,Personal L3,Offer1,Branch,553.385695,Luxury Car,Medsize +UT76436,Nevada,3438.949322,No,Extended,Bachelor,2/22/11,Employed,F,55910,Urban,Married,86,4,3,0,1,Personal Auto,Personal L3,Offer1,Call Center,324.348688,Four-Door Car,Medsize +VA94160,California,5418.463878,No,Basic,High School or Below,1/19/11,Employed,F,43054,Suburban,Married,68,5,41,0,4,Personal Auto,Personal L2,Offer3,Agent,326.4,Four-Door Car,Large +NJ55678,Arizona,7824.492263,No,Basic,Bachelor,2/23/11,Employed,F,64543,Urban,Married,65,1,84,0,2,Personal Auto,Personal L3,Offer2,Call Center,200.177163,Four-Door Car,Medsize +OJ60800,Oregon,7930.602564,No,Basic,Bachelor,1/27/11,Employed,M,75988,Urban,Divorced,67,0,40,0,2,Personal Auto,Personal L1,Offer1,Agent,200.54531,Four-Door Car,Medsize +PG20605,Arizona,9321.284825,No,Basic,College,1/2/11,Unemployed,M,0,Suburban,Single,64,26,99,0,2,Personal Auto,Personal L3,Offer3,Agent,572.522796,Four-Door Car,Large +UT88283,Arizona,2775.080095,No,Basic,College,1/22/11,Disabled,F,29051,Rural,Married,73,31,79,0,1,Personal Auto,Personal L3,Offer1,Agent,153.200014,Two-Door Car,Medsize +AF48816,Arizona,5792.666316,No,Basic,Bachelor,1/27/11,Employed,F,87382,Suburban,Married,72,26,65,0,5,Personal Auto,Personal L3,Offer2,Web,345.6,Four-Door Car,Large +SY93381,California,3596.83011,No,Extended,College,2/17/11,Employed,F,30694,Suburban,Married,91,22,23,1,1,Personal Auto,Personal L3,Offer1,Agent,436.8,Four-Door Car,Small +ZI63885,Washington,14713.52329,No,Extended,High School or Below,1/7/11,Unemployed,M,0,Suburban,Single,85,4,18,0,2,Personal Auto,Personal L2,Offer1,Branch,877.034575,Four-Door Car,Medsize +SD41771,California,44520.13577,No,Premium,High School or Below,1/26/11,Employed,M,49259,Suburban,Single,144,35,36,0,2,Personal Auto,Personal L3,Offer3,Call Center,820.431905,Sports Car,Medsize +IG80910,Oregon,3071.784639,No,Extended,High School or Below,2/22/11,Employed,F,47528,Urban,Married,77,10,73,1,1,Personal Auto,Personal L3,Offer2,Agent,277.582137,Four-Door Car,Medsize +RA62452,Nevada,8471.292552,No,Basic,Bachelor,1/10/11,Employed,M,70624,Rural,Married,106,6,52,0,3,Corporate Auto,Corporate L3,Offer4,Call Center,49.234943,SUV,Small +NI88122,California,7205.019561,No,Basic,College,2/12/11,Unemployed,F,0,Suburban,Single,64,27,62,0,2,Corporate Auto,Corporate L1,Offer1,Web,505.975326,Four-Door Car,Small +LG90006,Oregon,11154.67599,No,Extended,Doctor,1/28/11,Employed,F,31409,Urban,Married,93,10,50,0,2,Personal Auto,Personal L3,Offer1,Branch,381.960657,Four-Door Car,Medsize +XZ83249,Nevada,10168.27175,No,Extended,High School or Below,2/10/11,Employed,F,35504,Urban,Married,128,4,86,0,3,Personal Auto,Personal L3,Offer3,Call Center,404.303518,SUV,Small +EP26605,Washington,5688.20499,No,Basic,Bachelor,1/14/11,Employed,F,44833,Suburban,Divorced,72,24,59,0,3,Personal Auto,Personal L2,Offer1,Agent,345.6,Two-Door Car,Medsize +LW29130,Washington,5272.932008,No,Basic,High School or Below,2/22/11,Employed,F,24423,Suburban,Divorced,67,5,62,0,6,Corporate Auto,Corporate L3,Offer1,Branch,321.6,Two-Door Car,Medsize +UD61088,California,13799.05459,No,Extended,Bachelor,2/23/11,Unemployed,M,0,Suburban,Married,127,20,31,0,2,Personal Auto,Personal L1,Offer1,Agent,609.6,SUV,Small +UY81122,Oregon,4167.994667,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Single,69,22,98,3,8,Personal Auto,Personal L3,Offer1,Agent,433.959806,Four-Door Car,Medsize +ED87136,Arizona,4242.69282,No,Basic,High School or Below,2/16/11,Unemployed,M,0,Suburban,Single,61,5,51,0,7,Personal Auto,Personal L2,Offer3,Call Center,439.2,Four-Door Car,Medsize +PK58026,Nevada,5736.45893,No,Basic,Bachelor,2/2/11,Employed,F,96917,Suburban,Married,71,31,16,0,9,Personal Auto,Personal L3,Offer2,Agent,373.047039,Two-Door Car,Medsize +OD79784,Arizona,2679.686625,No,Basic,Bachelor,1/8/11,Employed,M,84450,Urban,Single,68,18,12,0,1,Corporate Auto,Corporate L3,Offer2,Branch,291.257059,Four-Door Car,Medsize +OO79691,Arizona,11828.61437,No,Basic,College,2/27/11,Unemployed,F,0,Suburban,Single,111,4,8,0,2,Personal Auto,Personal L3,Offer2,Call Center,1018.808223,SUV,Medsize +PE72393,Arizona,11905.06754,No,Premium,High School or Below,2/24/11,Unemployed,F,0,Suburban,Single,115,19,39,0,2,Corporate Auto,Corporate L1,Offer1,Branch,840.179082,Four-Door Car,Medsize +QG39997,Arizona,4212.8026,No,Premium,College,1/1/11,Disabled,F,10097,Rural,Married,110,17,69,0,1,Personal Auto,Personal L1,Offer1,Web,218.635593,Four-Door Car,Medsize +ET45138,California,5553.18672,No,Extended,College,2/10/11,Employed,F,33255,Suburban,Married,138,0,20,0,1,Personal Auto,Personal L1,Offer1,Branch,662.4,Sports Car,Medsize +WP46383,Oregon,26538.57925,No,Basic,Bachelor,1/18/11,Employed,F,94132,Suburban,Married,73,31,68,0,2,Personal Auto,Personal L2,Offer2,Call Center,350.4,Four-Door Car,Small +FJ12205,Oregon,6511.467626,No,Extended,Master,1/13/11,Employed,M,42602,Rural,Married,85,7,75,3,3,Personal Auto,Personal L3,Offer2,Agent,63.161647,Two-Door Car,Medsize +KE42114,Nevada,4730.355248,No,Basic,Doctor,2/16/11,Medical Leave,M,17250,Urban,Married,62,16,90,0,3,Personal Auto,Personal L3,Offer2,Call Center,175.528642,Four-Door Car,Medsize +CO15448,California,2908.020838,No,Basic,College,1/15/11,Employed,M,74212,Urban,Married,73,16,26,0,1,Personal Auto,Personal L2,Offer2,Call Center,188.878749,Four-Door Car,Small +SU31072,Washington,4821.156466,No,Basic,Bachelor,2/2/11,Employed,M,85756,Rural,Divorced,61,18,74,0,3,Personal Auto,Personal L3,Offer4,Branch,117.036869,Four-Door Car,Medsize +LC87490,Arizona,2248.449633,Yes,Basic,Bachelor,1/29/11,Retired,F,24910,Suburban,Single,63,7,63,1,1,Personal Auto,Personal L3,Offer1,Branch,347.857619,Four-Door Car,Medsize +OT36536,Oregon,5232.454958,No,Basic,Bachelor,2/7/11,Employed,M,41596,Suburban,Married,66,12,12,0,5,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +DE59454,Nevada,2557.585549,No,Basic,Bachelor,2/7/11,Employed,M,72202,Suburban,Married,63,12,13,0,1,Corporate Auto,Corporate L3,Offer2,Branch,453.6,Two-Door Car,Small +VS63956,California,5871.175279,No,Extended,Bachelor,1/26/11,Employed,M,33967,Suburban,Divorced,76,0,60,0,8,Personal Auto,Personal L1,Offer2,Agent,364.8,Four-Door Car,Small +TR39403,California,3681.978995,No,Extended,Master,1/31/11,Employed,F,77951,Rural,Married,93,28,46,3,1,Corporate Auto,Corporate L2,Offer4,Branch,19.668633,Two-Door Car,Medsize +AB62982,Oregon,5918.066128,No,Basic,Doctor,2/4/11,Employed,F,77521,Suburban,Married,73,6,66,0,3,Personal Auto,Personal L3,Offer3,Call Center,350.4,Two-Door Car,Small +QP76867,Oregon,16152.90489,No,Basic,College,2/21/11,Unemployed,M,0,Suburban,Divorced,109,12,66,0,2,Personal Auto,Personal L3,Offer1,Agent,852.460341,Sports Car,Large +MO41014,Arizona,4984.618655,Yes,Basic,Bachelor,1/11/11,Employed,M,86305,Rural,Married,62,1,99,0,5,Corporate Auto,Corporate L2,Offer2,Call Center,80.73124,Four-Door Car,Medsize +EK56325,Arizona,6637.228238,No,Extended,High School or Below,2/16/11,Unemployed,M,0,Suburban,Married,92,4,83,2,3,Personal Auto,Personal L1,Offer3,Call Center,662.4,Four-Door Car,Medsize +LB59405,California,5979.724161,Yes,Extended,High School or Below,2/7/11,Employed,F,57693,Suburban,Divorced,76,16,56,0,3,Personal Auto,Personal L2,Offer2,Agent,547.2,Four-Door Car,Medsize +JI37927,Oregon,7736.457821,No,Basic,College,2/19/11,Unemployed,F,0,Rural,Married,112,6,37,3,7,Corporate Auto,Corporate L3,Offer2,Agent,78.975117,SUV,Medsize +OJ43280,California,5644.474853,No,Basic,Bachelor,2/9/11,Employed,M,33137,Suburban,Single,74,16,8,0,4,Personal Auto,Personal L2,Offer3,Web,472.500375,Two-Door Car,Medsize +YW43854,Washington,6944.739992,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Single,68,24,31,0,2,Personal Auto,Personal L1,Offer1,Branch,489.6,Four-Door Car,Medsize +AL43475,California,7373.225991,No,Basic,College,1/1/11,Employed,F,44938,Suburban,Married,183,7,37,0,1,Personal Auto,Personal L3,Offer2,Branch,2069.309854,Luxury Car,Large +XY80192,Oregon,13979.09014,No,Premium,High School or Below,1/31/11,Employed,M,33617,Suburban,Married,117,6,12,0,2,Personal Auto,Personal L3,Offer1,Agent,761.722334,Four-Door Car,Medsize +PI71828,Arizona,2395.968567,No,Basic,College,2/18/11,Employed,M,38460,Urban,Divorced,61,11,98,0,1,Personal Auto,Personal L3,Offer1,Branch,191.365686,Four-Door Car,Medsize +RQ94849,California,2387.858281,No,Basic,College,2/13/11,Unemployed,M,0,Suburban,Single,67,23,88,0,1,Personal Auto,Personal L3,Offer1,Web,482.4,Four-Door Car,Medsize +JX93039,Washington,4883.335068,No,Extended,College,2/14/11,Employed,F,40171,Urban,Married,123,13,23,0,1,Personal Auto,Personal L1,Offer2,Call Center,576.880144,SUV,Medsize +KF44948,Washington,20496.69426,No,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,64,10,72,0,2,Personal Auto,Personal L2,Offer1,Branch,307.2,Four-Door Car,Medsize +OK14812,Nevada,2491.317024,Yes,Basic,Doctor,1/29/11,Employed,M,36631,Rural,Divorced,62,30,77,0,1,Personal Auto,Personal L3,Offer1,Agent,67.530904,Four-Door Car,Large +UV49359,Nevada,7372.230729,No,Basic,Bachelor,1/24/11,Employed,F,74335,Urban,Single,187,3,4,0,1,Corporate Auto,Corporate L1,Offer3,Agent,896.436023,Luxury Car,Small +IZ88103,California,12625.27947,No,Premium,Bachelor,1/4/11,Employed,F,79421,Rural,Married,104,2,85,0,2,Personal Auto,Personal L2,Offer1,Agent,115.126739,Four-Door Car,Medsize +QC27179,Oregon,5261.419836,No,Basic,Bachelor,2/5/11,Employed,M,38466,Urban,Single,68,18,5,0,8,Personal Auto,Personal L2,Offer1,Agent,204.685796,Two-Door Car,Medsize +VC47959,Arizona,4895.811925,No,Basic,College,2/5/11,Employed,F,54495,Urban,Married,61,7,3,0,8,Personal Auto,Personal L3,Offer1,Branch,182.350945,Four-Door Car,Medsize +BN45584,Oregon,4034.926461,No,Basic,College,2/23/11,Unemployed,F,0,Suburban,Single,112,8,28,0,1,Special Auto,Special L3,Offer3,Branch,806.4,Sports Car,Medsize +YP53257,Oregon,10179.71704,Yes,Premium,Bachelor,1/5/11,Retired,F,14290,Suburban,Married,271,20,40,0,1,Personal Auto,Personal L3,Offer1,Agent,1300.8,Luxury SUV,Medsize +VP84987,California,17497.52201,Yes,Basic,College,2/28/11,Unemployed,M,0,Suburban,Divorced,73,9,94,0,2,Personal Auto,Personal L3,Offer1,Agent,350.4,Two-Door Car,Medsize +LK57934,Nevada,10569.62547,No,Extended,Bachelor,2/1/11,Employed,M,45776,Rural,Married,89,2,17,0,2,Personal Auto,Personal L2,Offer1,Agent,95.95081,Four-Door Car,Medsize +AV49798,Arizona,7842.865664,No,Extended,College,2/4/11,Employed,M,94263,Rural,Married,98,33,78,0,3,Personal Auto,Personal L1,Offer2,Branch,112.420211,Four-Door Car,Medsize +RD73104,Washington,7942.448548,No,Premium,High School or Below,2/8/11,Disabled,F,12181,Suburban,Divorced,108,10,19,0,4,Personal Auto,Personal L1,Offer2,Web,591.511506,Four-Door Car,Medsize +IZ17303,California,17002.02246,No,Extended,Bachelor,1/12/11,Employed,M,97268,Rural,Married,85,23,88,0,2,Personal Auto,Personal L3,Offer1,Agent,35.278648,Four-Door Car,Medsize +PK79296,California,2602.212965,No,Basic,College,2/1/11,Disabled,F,28995,Suburban,Married,67,28,42,0,1,Personal Auto,Personal L3,Offer2,Branch,321.6,Four-Door Car,Medsize +VA82895,Oregon,4112.841668,No,Basic,High School or Below,2/21/11,Disabled,F,25030,Suburban,Married,113,16,97,4,1,Personal Auto,Personal L3,Offer2,Branch,542.4,Sports Car,Medsize +WC66749,Oregon,5213.068893,No,Basic,College,1/16/11,Disabled,F,12613,Suburban,Divorced,70,6,81,0,3,Personal Auto,Personal L3,Offer1,Call Center,336,Four-Door Car,Small +JO68735,California,2292.791874,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,64,18,30,0,1,Personal Auto,Personal L3,Offer1,Branch,460.8,Two-Door Car,Medsize +JA55700,California,3933.813993,Yes,Basic,High School or Below,1/23/11,Employed,M,25927,Suburban,Single,103,6,20,0,1,Personal Auto,Personal L3,Offer2,Web,674.973614,SUV,Medsize +IX97339,Arizona,9234.277026,No,Extended,College,2/24/11,Unemployed,F,0,Suburban,Single,134,29,43,0,6,Corporate Auto,Corporate L3,Offer1,Branch,643.2,SUV,Medsize +DH93540,Oregon,4650.063763,Yes,Basic,College,1/10/11,Retired,M,28215,Suburban,Single,65,15,26,0,3,Personal Auto,Personal L3,Offer1,Agent,468,Two-Door Car,Medsize +KV56995,Nevada,3954.344534,Yes,Basic,Bachelor,2/25/11,Disabled,M,18375,Suburban,Married,103,8,50,0,1,Personal Auto,Personal L2,Offer1,Branch,535.080276,Sports Car,Large +PA15141,California,6953.952351,No,Extended,High School or Below,2/27/11,Employed,F,43221,Urban,Married,87,33,51,0,7,Special Auto,Special L2,Offer1,Branch,398.735257,Four-Door Car,Large +FC48492,California,2876.775085,No,Extended,Bachelor,2/19/11,Unemployed,M,0,Suburban,Single,84,4,29,0,1,Personal Auto,Personal L1,Offer3,Branch,849.011958,Four-Door Car,Medsize +ZJ29643,Washington,6265.343299,Yes,Extended,Doctor,1/13/11,Unemployed,F,0,Suburban,Married,84,18,25,1,4,Personal Auto,Personal L3,Offer1,Agent,481.025786,Four-Door Car,Medsize +EC22495,Oregon,3145.456489,No,Extended,High School or Below,2/7/11,Employed,M,52082,Suburban,Married,79,2,47,0,1,Personal Auto,Personal L3,Offer4,Branch,379.2,Four-Door Car,Small +RO87000,California,2688.878609,No,Basic,High School or Below,2/16/11,Employed,M,50719,Suburban,Single,68,10,28,0,1,Personal Auto,Personal L3,Offer2,Call Center,394.248334,Four-Door Car,Medsize +YU35148,Washington,4749.127521,No,Extended,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,123,33,35,0,1,Personal Auto,Personal L2,Offer3,Call Center,590.4,SUV,Medsize +BW51534,California,8364.502793,No,Basic,High School or Below,1/16/11,Unemployed,F,0,Suburban,Married,110,7,40,0,5,Corporate Auto,Corporate L2,Offer1,Branch,528,SUV,Small +ER50891,California,3450.328786,No,Extended,High School or Below,1/7/11,Employed,M,39248,Urban,Married,87,27,22,0,1,Personal Auto,Personal L1,Offer4,Agent,386.765125,Four-Door Car,Medsize +LM63497,Oregon,2935.838245,No,Extended,College,2/6/11,Unemployed,F,0,Suburban,Single,82,11,35,0,1,Personal Auto,Personal L3,Offer1,Web,590.4,Four-Door Car,Medsize +DE71115,Washington,2772.502139,No,Basic,High School or Below,1/15/11,Employed,M,68463,Suburban,Married,70,19,67,1,1,Personal Auto,Personal L1,Offer2,Call Center,336,Four-Door Car,Medsize +AX71238,California,3963.40327,No,Extended,High School or Below,2/12/11,Employed,M,38096,Suburban,Divorced,99,3,28,0,1,Personal Auto,Personal L1,Offer1,Agent,475.2,Two-Door Car,Medsize +IZ50034,Washington,8062.546117,No,Basic,College,2/14/11,Employed,M,42124,Suburban,Married,101,3,78,0,6,Personal Auto,Personal L2,Offer4,Branch,484.8,SUV,Medsize +AR75105,California,7805.31287,Yes,Basic,College,1/27/11,Retired,F,21073,Suburban,Divorced,106,25,54,1,3,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Small +LX77880,Oregon,4855.773614,No,Basic,Bachelor,2/7/11,Employed,F,24149,Suburban,Married,61,15,10,0,3,Personal Auto,Personal L1,Offer1,Agent,292.8,Four-Door Car,Small +PQ72803,Washington,2886.451602,Yes,Extended,High School or Below,1/20/11,Retired,F,10312,Suburban,Married,78,10,63,0,1,Personal Auto,Personal L3,Offer2,Agent,486.278557,Four-Door Car,Large +PV99529,Arizona,2724.430809,No,Extended,Bachelor,1/7/11,Unemployed,M,0,Suburban,Divorced,77,15,31,0,1,Personal Auto,Personal L1,Offer1,Branch,404.82483,Two-Door Car,Medsize +UW10841,California,9976.24549,No,Basic,Bachelor,2/21/11,Employed,M,74115,Urban,Married,63,24,24,0,2,Personal Auto,Personal L2,Offer2,Branch,275.349481,Four-Door Car,Medsize +UO93347,California,3755.260251,No,Extended,High School or Below,2/24/11,Employed,M,34624,Urban,Married,95,28,66,0,1,Personal Auto,Personal L3,Offer2,Call Center,270.370335,Four-Door Car,Medsize +WK46492,Arizona,9642.214529,No,Extended,Bachelor,2/22/11,Employed,F,36108,Suburban,Divorced,128,5,35,2,9,Personal Auto,Personal L2,Offer3,Agent,614.4,SUV,Large +DO70918,Nevada,4573.998134,No,Extended,High School or Below,1/5/11,Unemployed,F,0,Suburban,Single,127,22,53,0,1,Special Auto,Special L2,Offer1,Agent,914.4,Sports Car,Small +KG71396,Nevada,4017.055485,No,Premium,High School or Below,1/29/11,Unemployed,M,0,Suburban,Single,118,23,54,0,1,Corporate Auto,Corporate L3,Offer1,Agent,959.849922,Two-Door Car,Medsize +MI16758,Nevada,12052.88693,No,Basic,High School or Below,1/13/11,Employed,F,43184,Urban,Divorced,102,6,81,0,2,Personal Auto,Personal L3,Offer1,Web,376.836888,SUV,Small +AT98182,California,2525.419695,No,Basic,Doctor,1/18/11,Unemployed,F,0,Rural,Married,67,9,37,0,1,Corporate Auto,Corporate L3,Offer4,Agent,146.301396,Four-Door Car,Large +GP67583,Arizona,8207.777598,No,Premium,College,1/12/11,Employed,M,35349,Suburban,Married,102,7,2,0,4,Personal Auto,Personal L3,Offer1,Web,489.6,Four-Door Car,Medsize +DY73849,California,4569.8758,No,Extended,Bachelor,1/25/11,Unemployed,F,0,Rural,Married,124,32,75,0,1,Personal Auto,Personal L1,Offer2,Call Center,250.723005,SUV,Large +UR42360,California,16979.79757,Yes,Basic,Bachelor,1/17/11,Employed,M,35095,Suburban,Divorced,73,25,56,0,2,Personal Auto,Personal L1,Offer2,Call Center,525.6,Two-Door Car,Small +IK74329,Arizona,18061.91837,No,Basic,High School or Below,1/5/11,Medical Leave,F,13164,Rural,Single,70,0,45,0,2,Personal Auto,Personal L3,Offer1,Agent,75.393383,Two-Door Car,Medsize +WJ20394,Nevada,5191.047011,No,Premium,High School or Below,2/14/11,Unemployed,M,0,Suburban,Married,141,7,32,0,1,Corporate Auto,Corporate L2,Offer4,Web,676.8,SUV,Medsize +PF26758,Oregon,6271.315156,No,Extended,College,1/14/11,Employed,F,94880,Urban,Single,79,18,73,3,3,Special Auto,Special L2,Offer1,Agent,347.595108,Four-Door Car,Medsize +DK81475,Nevada,4619.449922,No,Basic,College,1/3/11,Employed,M,95301,Suburban,Married,114,34,43,0,1,Personal Auto,Personal L1,Offer3,Call Center,547.2,SUV,Large +DK93464,Nevada,8571.480718,No,Premium,Bachelor,1/23/11,Employed,F,56202,Urban,Married,107,19,33,0,8,Personal Auto,Personal L1,Offer2,Agent,513.511091,Two-Door Car,Medsize +XS76166,Oregon,3245.479985,No,Extended,College,1/17/11,Employed,F,35592,Suburban,Married,82,34,38,0,1,Personal Auto,Personal L3,Offer4,Call Center,496.805418,Two-Door Car,Small +TZ76531,California,12489.21197,No,Premium,High School or Below,2/3/11,Unemployed,M,0,Suburban,Married,113,4,13,0,2,Personal Auto,Personal L3,Offer3,Call Center,542.4,Four-Door Car,Medsize +RC22595,Arizona,3799.746262,No,Premium,College,1/11/11,Unemployed,F,0,Suburban,Married,102,1,99,0,1,Personal Auto,Personal L3,Offer1,Branch,489.6,Four-Door Car,Large +IA90990,California,10004.74874,No,Extended,High School or Below,1/27/11,Unemployed,F,0,Suburban,Single,89,6,55,0,2,Corporate Auto,Corporate L3,Offer2,Branch,640.8,Two-Door Car,Medsize +QQ69088,Washington,5577.669457,No,Basic,Doctor,1/17/11,Disabled,M,11097,Suburban,Married,73,26,50,0,4,Corporate Auto,Corporate L3,Offer3,Web,350.4,Two-Door Car,Small +ED59130,Arizona,16705.10312,No,Extended,Bachelor,1/19/11,Employed,M,74900,Suburban,Married,208,31,63,0,6,Personal Auto,Personal L1,Offer3,Call Center,998.4,Luxury SUV,Medsize +SC90717,California,31864.8589,No,Extended,Doctor,2/8/11,Employed,M,23576,Urban,Married,89,8,72,0,2,Personal Auto,Personal L3,Offer2,Web,383.508096,Four-Door Car,Medsize +PP36346,Nevada,3708.811428,No,Extended,High School or Below,1/27/11,Disabled,F,23393,Suburban,Married,95,26,37,0,1,Corporate Auto,Corporate L1,Offer2,Branch,456,Four-Door Car,Medsize +JU75786,Oregon,7203.133626,No,Extended,Master,1/10/11,Unemployed,F,0,Rural,Married,95,3,29,0,9,Personal Auto,Personal L2,Offer1,Agent,149.843223,Two-Door Car,Medsize +TU68427,Arizona,2649.658715,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Single,73,3,93,0,1,Personal Auto,Personal L3,Offer2,Web,350.4,Two-Door Car,Medsize +YD28431,California,6991.614179,No,Extended,Master,2/9/11,Employed,F,66346,Rural,Married,87,15,7,1,4,Personal Auto,Personal L1,Offer4,Agent,78.179743,Four-Door Car,Large +MY56715,Oregon,3380.712383,No,Extended,Bachelor,2/27/11,Employed,M,58109,Suburban,Divorced,86,9,6,0,1,Corporate Auto,Corporate L3,Offer2,Branch,412.8,Two-Door Car,Medsize +NF60680,Arizona,20096.89337,Yes,Basic,High School or Below,1/1/11,Employed,F,92766,Suburban,Married,71,17,15,0,2,Personal Auto,Personal L2,Offer2,Agent,379.029102,Two-Door Car,Large +BD70337,California,24706.92011,No,Basic,High School or Below,1/7/11,Medical Leave,M,26307,Urban,Married,73,26,1,0,2,Personal Auto,Personal L2,Offer4,Call Center,313.192439,Four-Door Car,Medsize +DM77491,Oregon,7416.466665,No,Basic,Bachelor,1/16/11,Unemployed,M,0,Urban,Married,69,6,52,0,2,Personal Auto,Personal L1,Offer3,Call Center,238.057939,Four-Door Car,Medsize +EV57176,California,5605.380417,No,Basic,High School or Below,1/21/11,Employed,F,21171,Suburban,Divorced,72,2,40,0,3,Corporate Auto,Corporate L3,Offer4,Call Center,345.6,Four-Door Car,Large +CQ76876,California,13749.37083,No,Premium,College,1/9/11,Employed,F,82753,Rural,Married,114,3,42,0,2,Personal Auto,Personal L1,Offer1,Web,264.666921,Four-Door Car,Medsize +QI89498,Oregon,2203.588481,No,Basic,College,1/14/11,Unemployed,F,0,Suburban,Single,64,8,12,0,1,Personal Auto,Personal L3,Offer2,Agent,757.206098,Four-Door Car,Small +BH43020,California,3369.71211,No,Extended,Bachelor,1/10/11,Employed,M,39754,Rural,Married,85,2,35,0,1,Personal Auto,Personal L2,Offer2,Agent,62.282034,Four-Door Car,Medsize +EC66666,Arizona,7296.493236,No,Basic,College,1/1/11,Unemployed,F,0,Suburban,Divorced,67,29,88,0,2,Personal Auto,Personal L1,Offer1,Web,321.6,Two-Door Car,Medsize +EO74797,Arizona,7840.646748,No,Extended,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,76,17,34,1,2,Personal Auto,Personal L2,Offer2,Agent,364.8,Four-Door Car,Large +IA30254,Nevada,14837.50253,No,Basic,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,70,18,46,0,2,Corporate Auto,Corporate L1,Offer1,Agent,712.619939,Four-Door Car,Medsize +KC79907,Arizona,7441.004843,No,Basic,College,2/12/11,Employed,F,91915,Rural,Divorced,186,0,91,0,1,Personal Auto,Personal L3,Offer1,Call Center,93.56694,Luxury Car,Medsize +XW34862,Nevada,11981.98481,Yes,Basic,Master,1/20/11,Retired,F,21514,Urban,Married,62,0,59,0,2,Special Auto,Special L3,Offer1,Agent,257.248789,Two-Door Car,Medsize +RI76930,California,4163.04081,No,Basic,College,2/12/11,Employed,F,43276,Suburban,Married,104,16,11,0,1,Personal Auto,Personal L3,Offer2,Call Center,499.2,SUV,Large +XZ40716,California,8054.982035,No,Premium,High School or Below,1/18/11,Employed,F,75531,Suburban,Single,102,2,13,0,4,Personal Auto,Personal L3,Offer1,Web,489.6,Four-Door Car,Medsize +ZC75052,California,22658.53652,Yes,Basic,Bachelor,1/25/11,Retired,M,23665,Suburban,Married,67,19,50,0,2,Personal Auto,Personal L3,Offer1,Branch,404.817249,Four-Door Car,Medsize +DH51686,Arizona,4048.722426,No,Premium,Bachelor,2/20/11,Unemployed,F,0,Suburban,Single,118,9,26,0,1,Personal Auto,Personal L2,Offer1,Web,566.4,Four-Door Car,Small +HJ89045,California,10288.92495,No,Extended,Bachelor,1/15/11,Employed,F,96337,Suburban,Married,127,19,12,0,3,Personal Auto,Personal L2,Offer3,Branch,609.6,SUV,Medsize +DJ34695,California,21920.81339,No,Basic,High School or Below,1/27/11,Employed,M,60180,Suburban,Married,183,14,70,0,2,Corporate Auto,Corporate L3,Offer4,Branch,988.533256,Luxury Car,Medsize +KR89806,Oregon,16468.22079,Yes,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Divorced,63,4,52,0,2,Personal Auto,Personal L1,Offer2,Agent,685.12694,Four-Door Car,Medsize +OX62816,Washington,5167.357134,No,Basic,Master,1/23/11,Employed,M,30376,Suburban,Single,66,26,16,0,6,Personal Auto,Personal L1,Offer1,Web,316.8,Four-Door Car,Small +WM36886,California,5757.442258,Yes,Basic,Master,1/31/11,Employed,M,88997,Rural,Divorced,72,9,71,0,3,Corporate Auto,Corporate L2,Offer2,Branch,174.041566,Four-Door Car,Small +BE92692,Oregon,2487.777024,No,Basic,Bachelor,2/21/11,Employed,M,69236,Rural,Married,63,31,83,1,1,Personal Auto,Personal L2,Offer3,Branch,110.868874,Four-Door Car,Medsize +JV79596,Oregon,14594.45235,No,Basic,Bachelor,1/1/11,Disabled,F,27627,Suburban,Married,63,10,43,0,2,Special Auto,Special L2,Offer3,Call Center,453.6,Two-Door Car,Small +KA49711,Nevada,5320.343098,No,Basic,Bachelor,2/12/11,Employed,M,77524,Rural,Married,68,12,95,3,6,Corporate Auto,Corporate L2,Offer3,Call Center,64.799325,Four-Door Car,Small +YI68606,Oregon,2442.200921,No,Basic,High School or Below,2/12/11,Employed,F,75449,Rural,Divorced,61,3,31,0,1,Corporate Auto,Corporate L3,Offer3,Agent,130.775164,Two-Door Car,Medsize +AU11344,Oregon,5142.389806,No,Extended,Bachelor,1/15/11,Employed,F,35666,Rural,Divorced,131,12,76,0,1,Personal Auto,Personal L2,Offer2,Call Center,312.110029,SUV,Small +BG42047,Nevada,2511.944048,No,Basic,College,1/15/11,Medical Leave,M,17658,Suburban,Married,65,10,44,0,1,Personal Auto,Personal L3,Offer3,Web,312,Four-Door Car,Large +CF73234,Oregon,2629.315549,No,Basic,High School or Below,1/19/11,Unemployed,M,0,Suburban,Married,71,0,44,0,1,Corporate Auto,Corporate L1,Offer2,Branch,340.8,Four-Door Car,Large +VE85103,Nevada,2449.128459,No,Basic,College,1/8/11,Medical Leave,M,20567,Suburban,Married,72,24,76,4,1,Personal Auto,Personal L2,Offer4,Agent,345.6,Four-Door Car,Large +LN99977,California,4061.997378,No,Basic,College,1/27/11,Employed,F,30061,Suburban,Single,104,4,22,0,1,Special Auto,Special L2,Offer1,Web,499.2,Sports Car,Large +CR56473,Nevada,5252.511788,No,Basic,High School or Below,1/22/11,Unemployed,M,0,Suburban,Single,74,32,62,0,3,Corporate Auto,Corporate L3,Offer1,Agent,532.8,Four-Door Car,Medsize +YP32443,Oregon,4372.194536,No,Basic,Bachelor,1/23/11,Medical Leave,M,20354,Suburban,Married,116,23,0,0,1,Personal Auto,Personal L1,Offer3,Agent,556.8,SUV,Medsize +MQ46375,Oregon,15320.21872,No,Basic,Bachelor,1/2/11,Employed,M,36637,Suburban,Married,192,28,52,0,3,Corporate Auto,Corporate L2,Offer4,Branch,921.6,Luxury Car,Medsize +VU30980,California,9657.579498,Yes,Extended,High School or Below,1/31/11,Unemployed,M,0,Suburban,Married,131,34,61,0,9,Personal Auto,Personal L2,Offer1,Agent,628.8,SUV,Medsize +JX50349,Oregon,2472.469209,Yes,Basic,College,1/20/11,Employed,F,63860,Urban,Married,62,26,81,0,1,Personal Auto,Personal L1,Offer2,Agent,208.598246,Four-Door Car,Medsize +DH34004,California,6191.402312,No,Basic,College,2/6/11,Unemployed,M,0,Suburban,Married,199,4,29,3,1,Personal Auto,Personal L3,Offer2,Web,955.2,Luxury Car,Medsize +DU66880,Arizona,13583.6249,No,Premium,High School or Below,1/5/11,Employed,M,58544,Suburban,Married,114,19,48,0,2,Personal Auto,Personal L2,Offer1,Agent,769.788818,Four-Door Car,Medsize +QH87479,Oregon,27528.31132,No,Extended,High School or Below,1/6/11,Employed,F,54586,Rural,Married,76,1,91,0,2,Personal Auto,Personal L2,Offer3,Branch,122.590766,Two-Door Car,Large +MF87270,California,2952.581331,No,Basic,High School or Below,2/15/11,Employed,F,57248,Suburban,Married,74,31,17,0,1,Personal Auto,Personal L3,Offer2,Call Center,355.2,Four-Door Car,Small +PX99904,California,4949.389491,No,Extended,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,134,15,3,0,1,Corporate Auto,Corporate L1,Offer2,Branch,964.8,Sports Car,Small +TD43065,California,8209.924674,No,Basic,Bachelor,1/30/11,Employed,M,66037,Rural,Married,69,2,83,0,2,Personal Auto,Personal L3,Offer4,Branch,69.004181,Four-Door Car,Medsize +DU39756,Nevada,4170.687348,Yes,Basic,Master,1/17/11,Employed,F,29462,Suburban,Single,107,28,23,1,1,Corporate Auto,Corporate L2,Offer2,Branch,513.6,SUV,Large +GY65868,California,20600.23958,No,Extended,Bachelor,2/18/11,Employed,M,64541,Urban,Married,86,16,43,0,2,Personal Auto,Personal L3,Offer3,Agent,256.279637,Four-Door Car,Small +NG15645,California,2858.087414,No,Basic,Master,1/11/11,Employed,F,27382,Rural,Married,71,33,35,0,1,Personal Auto,Personal L2,Offer2,Web,134.104322,Four-Door Car,Medsize +HH69970,California,6282.082435,No,Extended,Bachelor,1/5/11,Employed,F,32311,Urban,Married,79,10,23,0,3,Corporate Auto,Corporate L3,Offer1,Agent,207.289724,Four-Door Car,Large +YJ57293,California,2776.842204,No,Extended,College,2/4/11,Medical Leave,M,23830,Suburban,Married,76,24,22,1,1,Corporate Auto,Corporate L3,Offer4,Web,364.8,Two-Door Car,Medsize +BV22194,Arizona,14194.15441,No,Basic,High School or Below,2/13/11,Employed,F,88178,Suburban,Married,70,32,78,0,2,Personal Auto,Personal L3,Offer2,Call Center,336,Two-Door Car,Medsize +UH22701,Oregon,9726.551005,No,Extended,Master,1/1/11,Employed,F,72236,Suburban,Married,80,2,29,0,2,Personal Auto,Personal L3,Offer2,Call Center,518.064733,Four-Door Car,Medsize +IA85970,California,8099.466122,No,Basic,Bachelor,2/7/11,Unemployed,F,0,Urban,Divorced,112,19,42,0,6,Personal Auto,Personal L3,Offer1,Branch,438.812143,SUV,Medsize +TC18240,Oregon,5020.473987,No,Basic,College,1/29/11,Employed,M,67890,Urban,Married,63,23,26,0,3,Personal Auto,Personal L3,Offer1,Agent,174.08854,Four-Door Car,Medsize +GE58317,Arizona,4834.710493,Yes,Basic,College,1/31/11,Employed,F,38713,Suburban,Divorced,66,31,69,4,6,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +GW42895,Oregon,17625.53763,No,Basic,Bachelor,1/25/11,Employed,F,77803,Urban,Married,63,30,18,0,2,Personal Auto,Personal L3,Offer2,Agent,217.554695,Four-Door Car,Medsize +FH77504,California,11009.13049,Yes,Premium,Bachelor,1/24/11,Employed,F,51643,Suburban,Single,283,16,43,0,1,Personal Auto,Personal L3,Offer2,Agent,1358.4,Luxury Car,Medsize +XK87182,Oregon,4502.207001,No,Premium,College,1/25/11,Employed,F,46402,Urban,Married,113,7,2,0,1,Personal Auto,Personal L3,Offer1,Agent,476.385575,Four-Door Car,Medsize +HB17438,Washington,10570.7888,No,Extended,Bachelor,2/21/11,Employed,M,92044,Urban,Married,132,7,77,0,3,Personal Auto,Personal L1,Offer4,Web,617.288574,SUV,Medsize +DH18269,Arizona,10614.64457,No,Extended,College,1/13/11,Medical Leave,M,16040,Suburban,Divorced,96,29,93,0,2,Personal Auto,Personal L3,Offer1,Branch,611.476898,Two-Door Car,Medsize +DP19820,Oregon,11436.42994,No,Extended,College,1/15/11,Unemployed,M,0,Suburban,Single,135,12,84,4,2,Personal Auto,Personal L2,Offer2,Branch,980.52817,SUV,Small +IK64989,Washington,4458.113369,Yes,Basic,Bachelor,1/2/11,Retired,M,17622,Suburban,Divorced,65,1,36,1,3,Personal Auto,Personal L2,Offer1,Agent,312,Four-Door Car,Medsize +MP85571,Arizona,5558.31428,No,Premium,Bachelor,2/20/11,Unemployed,F,0,Suburban,Single,188,5,61,4,1,Personal Auto,Personal L2,Offer3,Agent,2156.011022,SUV,Medsize +VO29645,Oregon,5169.49937,Yes,Basic,High School or Below,2/26/11,Medical Leave,M,12430,Suburban,Single,73,22,13,0,4,Personal Auto,Personal L3,Offer2,Call Center,350.4,Four-Door Car,Medsize +GP83239,California,7840.165778,Yes,Extended,College,1/14/11,Employed,M,58414,Suburban,Single,210,7,24,2,1,Personal Auto,Personal L3,Offer2,Agent,1008,Luxury SUV,Small +GQ21970,Nevada,24108.30057,No,Basic,Bachelor,1/28/11,Disabled,F,17257,Suburban,Single,70,1,88,0,2,Personal Auto,Personal L2,Offer1,Call Center,551.132139,Four-Door Car,Small +HP40365,Oregon,5638.046345,No,Basic,College,2/5/11,Employed,F,70492,Urban,Divorced,70,29,82,0,7,Personal Auto,Personal L2,Offer3,Web,328.362698,Two-Door Car,Medsize +UX87150,California,7680.147853,No,Extended,College,1/1/11,Employed,M,68229,Suburban,Married,96,11,41,0,5,Corporate Auto,Corporate L2,Offer4,Branch,460.8,Four-Door Car,Medsize +OZ30867,Oregon,8409.067687,No,Basic,High School or Below,2/23/11,Employed,F,33397,Suburban,Married,106,31,15,0,5,Personal Auto,Personal L3,Offer4,Call Center,508.8,SUV,Medsize +LC60153,California,12341.83389,No,Basic,Bachelor,1/13/11,Employed,M,72503,Urban,Single,106,29,99,0,2,Personal Auto,Personal L2,Offer3,Agent,295.821353,SUV,Large +OX87524,California,2611.128028,No,Basic,Master,2/20/11,Employed,F,90349,Suburban,Divorced,64,31,77,0,1,Personal Auto,Personal L3,Offer4,Branch,435.7186,Four-Door Car,Medsize +ZY78741,California,6081.481291,No,Extended,High School or Below,2/25/11,Unemployed,M,0,Suburban,Single,87,24,23,0,7,Corporate Auto,Corporate L2,Offer2,Agent,626.4,Four-Door Car,Large +DB79306,California,4416.345862,No,Basic,College,1/4/11,Employed,M,25480,Urban,Married,117,26,49,3,1,Personal Auto,Personal L1,Offer4,Web,486.545439,SUV,Small +EM77767,Oregon,10932.21496,No,Basic,College,2/19/11,Employed,F,72462,Urban,Married,68,8,70,0,2,Personal Auto,Personal L3,Offer2,Call Center,272.737308,Two-Door Car,Medsize +PH78214,Oregon,5427.174517,No,Basic,College,2/11/11,Medical Leave,F,27677,Suburban,Married,72,10,82,1,3,Personal Auto,Personal L3,Offer2,Agent,345.6,Four-Door Car,Medsize +LY17996,California,6190.316839,No,Extended,High School or Below,1/26/11,Medical Leave,M,25743,Suburban,Married,79,13,63,0,8,Personal Auto,Personal L3,Offer4,Branch,596.2476,Two-Door Car,Large +XV76553,Oregon,4523.752381,No,Basic,High School or Below,2/13/11,Employed,M,74935,Rural,Married,112,15,62,0,1,Corporate Auto,Corporate L3,Offer2,Branch,192.859737,SUV,Medsize +SD38003,California,2482.38724,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,71,13,50,0,1,Personal Auto,Personal L2,Offer1,Call Center,511.2,Four-Door Car,Medsize +QC30094,Oregon,6903.946532,No,Extended,High School or Below,2/5/11,Medical Leave,F,15921,Suburban,Married,92,9,12,1,4,Corporate Auto,Corporate L2,Offer1,Call Center,571.549745,Four-Door Car,Small +KH92987,Arizona,21740.02913,No,Extended,High School or Below,1/3/11,Employed,F,30095,Suburban,Married,136,0,94,0,2,Personal Auto,Personal L3,Offer1,Web,652.8,SUV,Medsize +OB32671,Oregon,37939.48817,No,Basic,High School or Below,1/31/11,Employed,F,20587,Urban,Married,106,14,21,0,2,Personal Auto,Personal L3,Offer3,Agent,363.77598,SUV,Small +CD26907,California,31215.68581,No,Basic,Bachelor,1/6/11,Unemployed,M,0,Suburban,Single,117,9,12,0,2,Personal Auto,Personal L3,Offer2,Web,1227.822079,Sports Car,Medsize +YY46839,Washington,8482.456771,No,Premium,High School or Below,1/30/11,Employed,F,29628,Suburban,Married,106,29,45,0,9,Corporate Auto,Corporate L2,Offer1,Agent,763.2,Two-Door Car,Medsize +HY36253,California,8490.284985,No,Extended,Bachelor,1/23/11,Disabled,M,28677,Rural,Divorced,78,3,30,0,2,Personal Auto,Personal L3,Offer3,Agent,131.515739,Four-Door Car,Medsize +KA62728,California,8886.610685,No,Premium,High School or Below,1/6/11,Employed,M,87094,Rural,Single,113,20,17,1,5,Personal Auto,Personal L2,Offer3,Agent,64.894362,Four-Door Car,Medsize +GH98275,California,4670.953723,No,Basic,College,2/15/11,Unemployed,F,0,Urban,Divorced,64,25,89,0,4,Corporate Auto,Corporate L2,Offer2,Call Center,181.810486,Four-Door Car,Medsize +DJ87316,Oregon,10209.9339,No,Extended,High School or Below,1/24/11,Employed,M,43736,Suburban,Married,128,0,88,0,3,Personal Auto,Personal L1,Offer1,Branch,614.4,SUV,Medsize +XC85830,Oregon,4118.588554,Yes,Premium,Bachelor,1/28/11,Employed,F,69379,Suburban,Single,103,14,79,0,1,Corporate Auto,Corporate L3,Offer1,Branch,494.4,Two-Door Car,Medsize +VK85405,California,7409.586372,No,Basic,High School or Below,1/29/11,Employed,F,80415,Urban,Single,62,24,15,0,2,Corporate Auto,Corporate L2,Offer1,Agent,281.372658,Two-Door Car,Medsize +ZP27971,California,3803.79853,No,Extended,High School or Below,1/1/11,Employed,M,26050,Suburban,Married,97,4,51,0,1,Personal Auto,Personal L3,Offer2,Branch,465.6,Four-Door Car,Small +QC95625,California,12157.32992,Yes,Premium,High School or Below,2/27/11,Employed,M,57449,Suburban,Single,103,6,28,0,2,Personal Auto,Personal L2,Offer1,Agent,494.4,Four-Door Car,Medsize +DN34058,Washington,28119.28723,No,Extended,Bachelor,1/21/11,Employed,F,68211,Suburban,Married,99,9,21,0,2,Corporate Auto,Corporate L1,Offer2,Branch,475.2,Four-Door Car,Small +VS80344,Arizona,8219.358756,No,Premium,Bachelor,2/16/11,Employed,F,28445,Urban,Married,103,18,72,0,6,Special Auto,Special L3,Offer1,Agent,427.762841,Two-Door Car,Medsize +SJ24275,Nevada,4803.24007,No,Basic,College,1/6/11,Employed,F,37313,Urban,Single,62,34,39,0,6,Personal Auto,Personal L2,Offer3,Branch,246.57631,Four-Door Car,Medsize +YB58105,California,10865.86075,No,Premium,High School or Below,2/14/11,Unemployed,M,0,Suburban,Single,110,27,48,1,2,Corporate Auto,Corporate L1,Offer1,Agent,1066.913401,Four-Door Car,Large +BP35803,California,3425.73115,No,Extended,College,1/17/11,Employed,F,29194,Urban,Single,89,28,31,0,1,Personal Auto,Personal L3,Offer2,Agent,424.466821,Four-Door Car,Medsize +CL73599,Arizona,8609.158215,Yes,Basic,Bachelor,1/14/11,Employed,F,79090,Urban,Married,107,2,74,0,3,Personal Auto,Personal L3,Offer2,Branch,289.040734,SUV,Medsize +ZR22245,Washington,4605.036646,Yes,Basic,College,1/28/11,Medical Leave,F,22571,Suburban,Single,63,29,51,0,9,Personal Auto,Personal L3,Offer2,Web,302.4,Four-Door Car,Large +JJ57298,Oregon,18634.72656,No,Extended,College,2/17/11,Unemployed,M,0,Suburban,Single,139,16,33,0,2,Corporate Auto,Corporate L3,Offer1,Call Center,1066.63167,SUV,Medsize +FF53048,Arizona,3465.52691,No,Extended,Master,2/15/11,Employed,F,48744,Suburban,Single,86,3,59,0,1,Personal Auto,Personal L3,Offer1,Agent,412.8,Two-Door Car,Small +HD83496,Arizona,2478.180205,No,Basic,Bachelor,1/8/11,Unemployed,M,0,Suburban,Single,71,24,32,0,1,Corporate Auto,Corporate L3,Offer2,Web,511.2,Four-Door Car,Large +DD94148,California,5792.439588,No,Basic,College,2/16/11,Employed,M,29530,Urban,Married,74,31,79,0,4,Personal Auto,Personal L2,Offer2,Web,222.478994,Two-Door Car,Medsize +FM52759,Nevada,5548.031892,Yes,Basic,Bachelor,1/13/11,Employed,M,67798,Suburban,Divorced,69,1,78,0,9,Personal Auto,Personal L3,Offer1,Agent,331.2,Four-Door Car,Medsize +OI39918,California,3443.301126,No,Extended,Bachelor,1/31/11,Medical Leave,M,16208,Suburban,Married,93,22,20,0,1,Personal Auto,Personal L3,Offer2,Call Center,446.4,Two-Door Car,Large +PC72443,Oregon,4529.072491,No,Premium,College,2/20/11,Employed,F,94757,Rural,Married,112,0,25,0,1,Personal Auto,Personal L3,Offer3,Agent,5.453269,Four-Door Car,Medsize +OQ15169,Washington,5597.12496,Yes,Extended,High School or Below,1/27/11,Employed,F,37995,Suburban,Married,139,16,50,0,1,Corporate Auto,Corporate L3,Offer1,Branch,667.2,SUV,Medsize +ZO89996,Oregon,2616.613903,Yes,Basic,College,2/25/11,Employed,M,72302,Suburban,Divorced,66,6,27,0,1,Personal Auto,Personal L1,Offer1,Agent,316.8,Two-Door Car,Medsize +OP70207,Oregon,10506.88413,No,Extended,College,2/14/11,Employed,M,37934,Urban,Divorced,137,2,58,1,8,Personal Auto,Personal L3,Offer1,Call Center,385.440163,Sports Car,Medsize +ID39569,Washington,10758.65568,No,Extended,High School or Below,1/19/11,Retired,M,19382,Suburban,Married,94,31,18,0,2,Personal Auto,Personal L3,Offer4,Agent,676.8,Four-Door Car,Medsize +RJ80405,Arizona,5498.661301,No,Basic,Bachelor,1/22/11,Employed,M,33191,Suburban,Married,70,9,80,0,9,Personal Auto,Personal L1,Offer3,Branch,443.53718,Four-Door Car,Medsize +NT21324,Arizona,2791.880258,No,Basic,College,1/27/11,Employed,M,72389,Urban,Married,70,3,76,0,1,Personal Auto,Personal L1,Offer2,Branch,206.158416,Four-Door Car,Medsize +IY98928,Arizona,5176.157299,No,Basic,Master,1/25/11,Employed,F,91475,Rural,Divorced,64,28,35,0,3,Personal Auto,Personal L1,Offer1,Agent,73.295606,Four-Door Car,Medsize +XJ81725,California,8166.878898,No,Premium,College,1/28/11,Unemployed,M,0,Suburban,Single,111,2,29,0,3,Personal Auto,Personal L2,Offer1,Agent,799.2,Four-Door Car,Medsize +FE62142,Oregon,4267.076892,No,Basic,Bachelor,2/26/11,Employed,F,43682,Rural,Married,107,12,73,0,1,Corporate Auto,Corporate L3,Offer3,Branch,148.003496,SUV,Medsize +ZH55575,California,5217.513287,Yes,Basic,Bachelor,2/17/11,Employed,F,39854,Urban,Divorced,66,6,4,0,7,Corporate Auto,Corporate L3,Offer2,Web,261.930545,Two-Door Car,Medsize +WI86229,Oregon,7807.216137,No,Extended,Master,1/24/11,Employed,M,52162,Urban,Divorced,99,1,63,0,4,Personal Auto,Personal L2,Offer1,Agent,251.152889,Two-Door Car,Large +QR42111,Arizona,5058.927182,No,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,134,32,27,0,1,Special Auto,Special L2,Offer1,Branch,643.2,SUV,Small +DN71979,Arizona,7772.579276,No,Basic,College,1/15/11,Employed,M,74755,Suburban,Divorced,195,10,10,0,1,Personal Auto,Personal L3,Offer1,Web,1404,Luxury Car,Medsize +IC22580,California,11533.96706,No,Extended,College,2/13/11,Employed,M,85339,Urban,Married,95,6,43,0,2,Personal Auto,Personal L1,Offer3,Agent,392.7457,Four-Door Car,Small +MX93069,Oregon,5073.282126,Yes,Extended,Doctor,1/30/11,Employed,M,57709,Suburban,Married,125,10,26,0,1,Personal Auto,Personal L3,Offer2,Branch,600,SUV,Medsize +TG37225,California,4636.54647,Yes,Basic,College,1/1/11,Retired,M,26802,Suburban,Married,66,7,43,1,5,Personal Auto,Personal L3,Offer2,Agent,316.8,Two-Door Car,Medsize +GY69750,Oregon,5296.838482,No,Basic,Master,1/14/11,Unemployed,M,0,Rural,Divorced,73,33,44,0,3,Personal Auto,Personal L3,Offer1,Branch,152.080908,Four-Door Car,Large +KX99703,Oregon,6273.911874,Yes,Extended,College,2/16/11,Retired,F,18577,Suburban,Divorced,86,21,76,0,6,Personal Auto,Personal L3,Offer1,Branch,412.8,Four-Door Car,Medsize +AA35519,Arizona,8002.308333,Yes,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,107,3,65,0,3,Personal Auto,Personal L2,Offer1,Agent,513.6,SUV,Medsize +FE99816,Nevada,15563.36944,No,Premium,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,253,15,40,5,7,Personal Auto,Personal L1,Offer3,Web,1214.4,Luxury Car,Medsize +YP92773,Washington,4723.821588,No,Premium,Bachelor,2/25/11,Employed,F,21546,Suburban,Married,119,20,66,1,1,Corporate Auto,Corporate L2,Offer3,Agent,625.395925,Two-Door Car,Medsize +CF26052,Arizona,8436.350708,No,Basic,Bachelor,1/16/11,Employed,F,49182,Rural,Married,70,6,86,0,2,Personal Auto,Personal L3,Offer1,Web,165.410515,Two-Door Car,Medsize +PR37714,California,7153.208425,No,Extended,Bachelor,2/23/11,Employed,F,32238,Suburban,Divorced,91,15,80,0,4,Personal Auto,Personal L3,Offer3,Branch,439.781453,Four-Door Car,Medsize +CE92675,California,6990.691643,No,Basic,College,2/21/11,Unemployed,F,0,Suburban,Single,68,24,2,0,2,Personal Auto,Personal L1,Offer2,Web,326.4,Four-Door Car,Large +BK47926,California,6375.079233,No,Extended,High School or Below,2/7/11,Employed,M,98118,Suburban,Single,83,28,68,3,3,Personal Auto,Personal L3,Offer2,Branch,398.4,Four-Door Car,Small +BY62906,Arizona,27990.35769,No,Basic,High School or Below,1/24/11,Employed,M,22971,Suburban,Married,101,24,8,0,2,Personal Auto,Personal L3,Offer2,Web,562.021558,SUV,Medsize +UY95661,California,4971.727892,No,Basic,Master,2/26/11,Employed,M,49161,Urban,Married,63,16,41,2,3,Personal Auto,Personal L2,Offer3,Branch,171.746945,Two-Door Car,Medsize +OS84395,Nevada,7611.949286,No,Extended,Bachelor,2/25/11,Employed,M,90252,Rural,Married,95,1,77,0,7,Corporate Auto,Corporate L2,Offer2,Web,122.924197,Four-Door Car,Medsize +JS53793,Arizona,2422.194555,No,Basic,Doctor,1/16/11,Employed,F,25036,Suburban,Married,61,11,30,1,1,Corporate Auto,Corporate L3,Offer2,Agent,292.8,Four-Door Car,Large +BV25135,California,4647.423581,No,Extended,Bachelor,2/11/11,Employed,M,28314,Suburban,Single,121,21,37,0,1,Personal Auto,Personal L3,Offer1,Agent,580.8,SUV,Medsize +AF17671,Washington,7765.228166,No,Extended,Bachelor,1/27/11,Employed,F,56337,Suburban,Married,97,26,25,0,3,Personal Auto,Personal L2,Offer4,Web,465.6,Four-Door Car,Medsize +AY30324,Oregon,6189.443994,No,Extended,Bachelor,1/6/11,Employed,F,99074,Urban,Married,77,4,40,1,9,Special Auto,Special L2,Offer4,Call Center,208.38907,Two-Door Car,Medsize +XE17270,California,3520.696547,No,Extended,High School or Below,2/2/11,Employed,M,31708,Suburban,Single,94,3,43,1,1,Personal Auto,Personal L1,Offer1,Agent,451.2,Two-Door Car,Medsize +LS46182,Nevada,2678.457672,No,Extended,Bachelor,2/11/11,Unemployed,M,0,Suburban,Single,83,3,85,1,1,Personal Auto,Personal L2,Offer1,Branch,398.4,Four-Door Car,Medsize +LH33181,Arizona,6274.564531,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,67,23,39,1,2,Personal Auto,Personal L3,Offer1,Agent,431.32052,Four-Door Car,Large +AT84725,Washington,4650.063763,Yes,Basic,College,1/10/11,Retired,M,28215,Suburban,Single,65,15,26,0,3,Personal Auto,Personal L3,Offer1,Agent,468,Two-Door Car,Medsize +TP33286,Washington,12010.93726,No,Premium,High School or Below,2/5/11,Unemployed,M,0,Suburban,Single,119,3,24,0,2,Corporate Auto,Corporate L2,Offer2,Agent,856.8,Four-Door Car,Medsize +YB79192,California,10193.77423,No,Extended,Bachelor,1/15/11,Employed,F,21119,Suburban,Married,128,1,79,0,4,Personal Auto,Personal L2,Offer1,Branch,614.4,SUV,Medsize +SC43870,California,15862.17507,No,Basic,Bachelor,1/29/11,Unemployed,M,0,Suburban,Single,66,14,16,0,2,Corporate Auto,Corporate L3,Offer1,Web,475.2,Four-Door Car,Medsize +OO72857,Oregon,17254.03699,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Married,69,33,49,1,2,Personal Auto,Personal L1,Offer1,Agent,331.2,Four-Door Car,Medsize +MO38559,Arizona,5294.230247,No,Basic,Doctor,2/3/11,Unemployed,F,0,Rural,Married,70,9,19,0,3,Personal Auto,Personal L2,Offer2,Call Center,20.521312,Four-Door Car,Medsize +RL65736,Oregon,6274.447705,No,Extended,High School or Below,2/14/11,Medical Leave,F,13662,Suburban,Single,85,29,37,0,3,Personal Auto,Personal L1,Offer1,Agent,408,Four-Door Car,Small +ID30085,Arizona,8007.399376,Yes,Basic,High School or Below,1/2/11,Unemployed,F,0,Suburban,Divorced,112,12,93,0,3,Personal Auto,Personal L2,Offer1,Web,537.6,Sports Car,Medsize +CO68055,Oregon,30966.31981,No,Basic,Bachelor,1/1/11,Unemployed,M,0,Suburban,Married,109,18,2,0,2,Personal Auto,Personal L1,Offer3,Branch,691.401424,SUV,Small +NX37589,Washington,2666.976685,No,Basic,Bachelor,2/8/11,Employed,F,79251,Suburban,Married,67,10,32,1,1,Personal Auto,Personal L3,Offer2,Web,321.6,Four-Door Car,Medsize +BX88206,Nevada,18572.01022,No,Basic,High School or Below,2/16/11,Employed,F,51294,Rural,Married,116,19,45,0,2,Corporate Auto,Corporate L3,Offer2,Web,113.237624,SUV,Medsize +AA30683,California,6595.101921,No,Premium,Bachelor,1/15/11,Unemployed,M,0,Suburban,Single,105,2,38,2,7,Personal Auto,Personal L3,Offer1,Web,847.717402,Four-Door Car,Medsize +BD13927,California,2243.473907,No,Basic,High School or Below,1/10/11,Unemployed,F,0,Suburban,Single,62,34,71,0,1,Personal Auto,Personal L2,Offer3,Branch,675.468453,Two-Door Car,Small +SJ71233,California,7423.929008,No,Basic,College,2/22/11,Unemployed,F,0,Suburban,Single,107,27,27,0,9,Personal Auto,Personal L2,Offer1,Branch,513.6,SUV,Medsize +WK52692,Oregon,4627.090729,No,Extended,College,1/16/11,Medical Leave,F,29124,Suburban,Married,129,15,41,4,1,Personal Auto,Personal L2,Offer1,Call Center,619.2,SUV,Medsize +OG67387,California,4413.255399,No,Basic,College,2/12/11,Unemployed,M,0,Suburban,Single,65,19,33,0,3,Personal Auto,Personal L3,Offer2,Call Center,312,Four-Door Car,Medsize +XR99310,California,3163.283136,No,Extended,College,1/15/11,Employed,M,97266,Suburban,Married,79,29,84,0,1,Special Auto,Special L3,Offer2,Agent,546.052144,Two-Door Car,Medsize +GU84478,Oregon,4908.124429,No,Basic,High School or Below,1/17/11,Employed,M,48207,Urban,Married,63,28,85,2,8,Personal Auto,Personal L1,Offer3,Branch,164.974886,Four-Door Car,Medsize +ZX29705,California,7850.590399,No,Basic,College,2/15/11,Unemployed,F,0,Suburban,Married,69,5,78,0,2,Corporate Auto,Corporate L3,Offer4,Web,331.2,Four-Door Car,Medsize +WN67367,California,3210.417377,No,Extended,Bachelor,1/18/11,Unemployed,F,0,Urban,Divorced,88,3,8,0,1,Personal Auto,Personal L3,Offer1,Web,325.917598,Four-Door Car,Large +QN67807,Arizona,5387.40977,No,Basic,Bachelor,1/17/11,Employed,M,97316,Urban,Married,67,13,18,0,7,Personal Auto,Personal L3,Offer2,Branch,309.076476,Two-Door Car,Large +AU77281,Oregon,2472.469209,Yes,Basic,College,1/20/11,Employed,F,63860,Urban,Married,62,26,81,0,1,Personal Auto,Personal L2,Offer2,Agent,208.598246,Four-Door Car,Medsize +DN46994,California,5403.586356,No,Basic,Bachelor,2/28/11,Employed,F,72633,Rural,Married,67,28,91,0,8,Personal Auto,Personal L3,Offer1,Agent,155.761761,Four-Door Car,Medsize +OW97322,Oregon,31410.92822,No,Premium,Bachelor,2/10/11,Employed,M,28013,Suburban,Married,266,25,30,0,2,Personal Auto,Personal L2,Offer2,Branch,1276.8,Luxury Car,Small +ZC97171,Arizona,7627.431532,No,Extended,High School or Below,2/15/11,Employed,F,60479,Rural,Single,96,1,44,0,3,Personal Auto,Personal L3,Offer3,Call Center,85.155359,Four-Door Car,Medsize +NG69817,California,7540.390159,No,Basic,Bachelor,1/24/11,Unemployed,F,0,Suburban,Single,68,24,42,0,2,Personal Auto,Personal L1,Offer1,Branch,519.757811,Two-Door Car,Small +BS95225,California,2617.704041,No,Basic,College,1/19/11,Medical Leave,M,14151,Suburban,Single,72,5,41,1,1,Personal Auto,Personal L2,Offer2,Branch,345.6,Four-Door Car,Medsize +AE93522,Washington,7212.143863,No,Basic,Bachelor,1/23/11,Employed,M,75891,Rural,Single,61,1,5,0,2,Corporate Auto,Corporate L2,Offer2,Branch,61.285525,Two-Door Car,Medsize +LP15901,Nevada,6671.766636,No,Basic,Bachelor,1/4/11,Unemployed,M,0,Suburban,Single,183,5,81,0,1,Personal Auto,Personal L2,Offer1,Agent,1317.6,Luxury SUV,Small +FB95495,California,5677.642084,No,Basic,College,1/12/11,Employed,M,53078,Suburban,Single,73,1,10,0,5,Personal Auto,Personal L3,Offer1,Branch,764.221884,Four-Door Car,Medsize +PE59735,Oregon,22952.06778,No,Extended,High School or Below,2/15/11,Disabled,F,20031,Rural,Married,86,4,83,0,2,Personal Auto,Personal L3,Offer1,Branch,109.69048,Four-Door Car,Medsize +WR73970,Arizona,2960.567044,No,Basic,Bachelor,2/20/11,Employed,M,92070,Suburban,Married,74,16,1,0,1,Corporate Auto,Corporate L2,Offer3,Branch,368.669336,Four-Door Car,Medsize +JD15492,Oregon,2446.681538,No,Basic,High School or Below,1/4/11,Employed,F,44509,Urban,Married,61,8,68,0,1,Personal Auto,Personal L2,Offer3,Call Center,226.731454,Four-Door Car,Medsize +OF46381,California,7659.71722,No,Basic,High School or Below,2/6/11,Unemployed,M,0,Suburban,Single,73,22,93,0,2,Personal Auto,Personal L2,Offer1,Agent,525.6,Two-Door Car,Small +GP85044,Arizona,4533.733641,No,Basic,Bachelor,2/12/11,Employed,M,91967,Rural,Married,113,4,74,0,1,Special Auto,Special L1,Offer1,Agent,156.736745,SUV,Medsize +OO64005,Oregon,2355.281389,No,Basic,Bachelor,2/13/11,Unemployed,F,0,Suburban,Married,63,20,5,0,1,Personal Auto,Personal L3,Offer1,Branch,302.4,Four-Door Car,Small +VB42222,Nevada,14316.84569,No,Premium,Bachelor,1/7/11,Employed,F,97379,Urban,Divorced,119,10,62,0,2,Personal Auto,Personal L1,Offer1,Web,354.764801,Four-Door Car,Medsize +ZR79373,Arizona,10179.71704,Yes,Premium,Bachelor,1/5/11,Retired,F,14290,Suburban,Married,271,20,40,0,1,Personal Auto,Personal L3,Offer1,Agent,1300.8,Luxury SUV,Medsize +KH12081,Arizona,8129.511,No,Basic,High School or Below,2/26/11,Unemployed,F,0,Suburban,Divorced,119,3,11,1,8,Personal Auto,Personal L3,Offer2,Branch,729.405742,SUV,Large +WV64743,Washington,13272.22792,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Single,194,31,11,0,4,Personal Auto,Personal L3,Offer3,Call Center,1396.8,Luxury Car,Medsize +ZT58755,Oregon,17817.46464,No,Basic,High School or Below,2/11/11,Unemployed,F,0,Urban,Married,68,4,71,0,2,Personal Auto,Personal L3,Offer1,Agent,256.916302,Four-Door Car,Medsize +WX52894,Nevada,25002.01883,No,Basic,College,1/10/11,Employed,M,21927,Rural,Married,71,32,40,0,2,Personal Auto,Personal L2,Offer2,Call Center,128.624785,Four-Door Car,Medsize +EO51920,Oregon,19955.25713,No,Extended,High School or Below,1/31/11,Employed,F,69096,Rural,Married,99,24,32,0,2,Corporate Auto,Corporate L3,Offer1,Agent,64.669515,Four-Door Car,Medsize +AQ34238,Oregon,4606.26977,No,Basic,Bachelor,2/27/11,Unemployed,M,0,Suburban,Single,72,8,14,2,8,Corporate Auto,Corporate L1,Offer1,Call Center,518.4,Four-Door Car,Medsize +EI10204,Oregon,15114.40241,Yes,Basic,High School or Below,1/19/11,Medical Leave,F,28513,Suburban,Married,100,4,22,1,2,Personal Auto,Personal L2,Offer2,Call Center,480,SUV,Medsize +GY23881,Oregon,4782.349875,No,Basic,High School or Below,2/28/11,Employed,M,81687,Suburban,Single,61,7,77,0,6,Personal Auto,Personal L2,Offer2,Call Center,292.8,Four-Door Car,Medsize +FL59259,Nevada,6317.373557,No,Extended,High School or Below,2/2/11,Medical Leave,F,13792,Suburban,Divorced,87,2,3,2,3,Personal Auto,Personal L3,Offer1,Web,620.19254,Four-Door Car,Medsize +RN45606,Nevada,16224.54182,No,Extended,High School or Below,2/13/11,Employed,F,32184,Rural,Married,136,14,91,1,2,Personal Auto,Personal L2,Offer1,Branch,266.146673,SUV,Medsize +OJ64812,Washington,9585.501257,No,Extended,Bachelor,2/25/11,Employed,M,26432,Suburban,Single,88,19,89,3,2,Personal Auto,Personal L3,Offer1,Branch,422.4,Four-Door Car,Medsize +AK11669,Arizona,10130.93442,No,Extended,Doctor,1/17/11,Employed,F,59232,Suburban,Divorced,85,6,75,0,2,Corporate Auto,Corporate L3,Offer3,Branch,408,Two-Door Car,Medsize +EM53324,Oregon,7343.52792,No,Basic,College,2/15/11,Unemployed,F,0,Suburban,Single,72,26,12,3,2,Personal Auto,Personal L3,Offer1,Branch,345.6,Four-Door Car,Medsize +JE99638,Arizona,7699.632103,No,Basic,Bachelor,2/3/11,Medical Leave,M,23577,Rural,Married,68,1,67,0,2,Personal Auto,Personal L3,Offer2,Agent,91.815153,Four-Door Car,Medsize +LR69185,Nevada,5739.823806,No,Extended,College,1/14/11,Unemployed,M,0,Suburban,Single,80,27,88,0,3,Personal Auto,Personal L2,Offer2,Agent,848.201438,Four-Door Car,Medsize +AS55478,Oregon,3874.86854,No,Extended,Bachelor,2/23/11,Employed,M,26670,Suburban,Married,98,23,13,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,541.229321,Four-Door Car,Small +OB52091,Washington,8112.323843,No,Basic,Bachelor,2/9/11,Employed,M,87403,Suburban,Divorced,68,1,63,0,2,Personal Auto,Personal L1,Offer1,Agent,456.290338,Four-Door Car,Medsize +AM28777,Oregon,2707.429536,No,Basic,College,1/4/11,Employed,F,51455,Rural,Married,67,16,85,0,1,Personal Auto,Personal L1,Offer2,Agent,11.046789,Four-Door Car,Medsize +AQ70385,Oregon,5686.961001,No,Basic,High School or Below,1/13/11,Employed,M,30242,Rural,Married,72,30,23,0,3,Personal Auto,Personal L3,Offer2,Branch,48.288036,Four-Door Car,Medsize +FL22732,Oregon,7381.623005,No,Basic,Bachelor,2/14/11,Employed,M,64311,Urban,Married,62,21,79,0,2,Personal Auto,Personal L2,Offer4,Agent,157.174836,Four-Door Car,Medsize +JD75068,Oregon,2724.262292,No,Basic,College,2/14/11,Unemployed,F,0,Suburban,Married,70,21,70,0,1,Corporate Auto,Corporate L3,Offer1,Agent,405.384524,Four-Door Car,Medsize +MM70762,Arizona,9075.768214,Yes,Basic,Master,1/26/11,Employed,M,37722,Rural,Single,116,8,23,0,8,Personal Auto,Personal L1,Offer1,Agent,158.077504,Sports Car,Medsize +JT46803,Oregon,2756.543334,No,Basic,Bachelor,1/9/11,Employed,F,42336,Rural,Single,69,12,56,0,1,Personal Auto,Personal L2,Offer3,Web,25.605349,Four-Door Car,Medsize +VO25938,Oregon,8382.478392,Yes,Basic,Bachelor,1/27/11,Employed,M,25998,Suburban,Married,71,16,38,0,2,Personal Auto,Personal L1,Offer2,Call Center,791.878042,Four-Door Car,Medsize +FP31685,Oregon,7868.0982,No,Basic,Bachelor,2/5/11,Employed,F,24887,Suburban,Single,68,33,6,0,2,Personal Auto,Personal L3,Offer2,Agent,326.4,Four-Door Car,Medsize +LP69867,Oregon,2851.645994,No,Extended,High School or Below,1/12/11,Unemployed,M,0,Suburban,Single,82,15,82,0,1,Personal Auto,Personal L3,Offer1,Agent,590.4,Four-Door Car,Medsize +BX88330,Washington,7615.369665,No,Basic,College,1/19/11,Employed,F,90918,Urban,Single,64,22,19,0,2,Personal Auto,Personal L2,Offer3,Agent,163.411884,Four-Door Car,Medsize +QQ86648,Oregon,5658.531248,No,Basic,High School or Below,1/20/11,Employed,M,78834,Suburban,Married,72,14,20,2,8,Personal Auto,Personal L1,Offer2,Call Center,345.6,Two-Door Car,Small +VE80757,Oregon,4307.464888,No,Basic,Bachelor,1/22/11,Unemployed,M,0,Suburban,Single,62,27,14,0,3,Personal Auto,Personal L1,Offer3,Branch,434.26667,Two-Door Car,Medsize +BE69929,Arizona,4820.704584,No,Basic,College,2/1/11,Employed,F,27872,Urban,Married,61,19,78,0,3,Personal Auto,Personal L3,Offer2,Branch,186.857059,Two-Door Car,Medsize +BM31989,Arizona,8754.16043,No,Premium,College,2/18/11,Employed,M,24012,Rural,Married,112,30,91,1,3,Personal Auto,Personal L3,Offer2,Agent,82.211282,Four-Door Car,Medsize +HW27766,Arizona,7259.328982,No,Extended,College,2/6/11,Medical Leave,M,16367,Suburban,Married,94,2,99,0,9,Personal Auto,Personal L3,Offer1,Branch,515.569363,Four-Door Car,Medsize +BC90645,California,2675.029491,No,Basic,Master,2/1/11,Employed,F,55479,Rural,Single,68,5,7,1,1,Personal Auto,Personal L2,Offer2,Branch,117.964245,Four-Door Car,Medsize +GC36679,Oregon,3305.129877,No,Extended,High School or Below,1/25/11,Employed,M,40778,Suburban,Single,86,1,59,0,1,Personal Auto,Personal L3,Offer2,Web,412.8,Four-Door Car,Medsize +VI74176,Arizona,8984.040021,No,Extended,High School or Below,2/22/11,Unemployed,M,0,Suburban,Single,137,22,68,3,6,Personal Auto,Personal L1,Offer2,Agent,1532.080871,SUV,Medsize +BX24569,California,3567.503755,Yes,Basic,Bachelor,1/7/11,Unemployed,M,0,Suburban,Married,102,28,11,0,1,Personal Auto,Personal L2,Offer2,Agent,660.430456,SUV,Medsize +DR32525,Arizona,23747.46699,No,Extended,College,2/25/11,Unemployed,M,0,Suburban,Single,96,29,22,4,2,Personal Auto,Personal L3,Offer3,Agent,460.8,Four-Door Car,Medsize +CP76842,Nevada,3352.87052,No,Extended,College,2/14/11,Employed,F,95438,Rural,Married,83,25,76,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,99.223092,Two-Door Car,Medsize +IH20118,Oregon,5169.49937,Yes,Basic,High School or Below,2/26/11,Medical Leave,M,12430,Suburban,Single,73,22,13,0,4,Personal Auto,Personal L3,Offer2,Call Center,350.4,Four-Door Car,Medsize +DA20472,California,8564.768226,Yes,Basic,High School or Below,2/17/11,Employed,M,95697,Rural,Married,107,29,29,0,9,Personal Auto,Personal L3,Offer2,Agent,178.006524,Sports Car,Medsize +DN67273,Oregon,8028.484649,No,Basic,High School or Below,1/8/11,Unemployed,F,0,Suburban,Single,74,26,84,0,2,Personal Auto,Personal L3,Offer1,Agent,532.8,Two-Door Car,Small +ZZ20738,California,9000.439546,No,Basic,High School or Below,1/28/11,Employed,F,28108,Suburban,Married,114,6,27,0,3,Personal Auto,Personal L2,Offer4,Agent,547.2,Sports Car,Medsize +AS18084,California,11638.89947,Yes,Basic,College,1/26/11,Medical Leave,F,25370,Suburban,Married,102,10,77,0,2,Personal Auto,Personal L2,Offer1,Branch,489.6,Sports Car,Large +FY21364,California,7376.795372,No,Basic,Bachelor,2/22/11,Unemployed,M,0,Suburban,Single,105,31,85,0,5,Corporate Auto,Corporate L1,Offer2,Agent,756,SUV,Medsize +LL73047,California,7892.088107,No,Basic,High School or Below,1/26/11,Disabled,F,28672,Suburban,Divorced,71,14,34,0,2,Personal Auto,Personal L2,Offer1,Branch,340.8,Four-Door Car,Medsize +CG15505,California,19160.98994,Yes,Extended,Master,2/20/11,Employed,F,22705,Suburban,Divorced,239,19,59,0,7,Personal Auto,Personal L3,Offer2,Agent,1294.700423,Luxury SUV,Medsize +ZZ22047,Washington,5548.031892,Yes,Basic,Bachelor,1/13/11,Employed,M,67798,Suburban,Divorced,69,1,78,0,9,Corporate Auto,Corporate L3,Offer1,Agent,331.2,Four-Door Car,Medsize +NG56399,Arizona,8319.5292,No,Basic,High School or Below,1/7/11,Employed,M,61367,Suburban,Divorced,70,7,85,0,2,Personal Auto,Personal L2,Offer3,Branch,498.533231,Two-Door Car,Medsize +MD45928,Arizona,13770.97618,Yes,Premium,High School or Below,2/1/11,Employed,F,59207,Suburban,Single,116,23,21,0,2,Personal Auto,Personal L3,Offer1,Agent,556.8,Four-Door Car,Medsize +OV29928,Washington,5225.253777,No,Basic,College,2/24/11,Employed,F,67423,Urban,Married,65,24,0,0,9,Corporate Auto,Corporate L3,Offer3,Agent,293.308765,Four-Door Car,Medsize +OR28030,California,16979.79757,Yes,Basic,Bachelor,1/17/11,Employed,M,35095,Suburban,Divorced,73,25,56,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,525.6,Two-Door Car,Small +LO48748,Oregon,7485.356469,No,Extended,Master,1/30/11,Employed,F,26380,Rural,Single,96,29,70,0,4,Personal Auto,Personal L1,Offer2,Web,177.36984,Four-Door Car,Large +FX95323,Oregon,2639.644171,No,Basic,College,1/31/11,Employed,M,88731,Rural,Married,66,10,72,0,1,Personal Auto,Personal L3,Offer4,Agent,148.971857,Four-Door Car,Medsize +AG85127,Oregon,8085.448545,No,Basic,Bachelor,1/14/11,Employed,M,61409,Urban,Married,68,30,80,0,2,Special Auto,Special L3,Offer3,Web,264.040157,Four-Door Car,Medsize +JN33628,California,12316.79698,No,Premium,Bachelor,2/22/11,Unemployed,M,0,Suburban,Married,167,30,40,0,5,Personal Auto,Personal L3,Offer2,Branch,1985.999807,SUV,Small +QU69375,Nevada,5568.947534,Yes,Extended,High School or Below,1/1/11,Unemployed,M,0,Suburban,Single,79,21,53,1,7,Corporate Auto,Corporate L2,Offer1,Agent,407.440238,Two-Door Car,Medsize +FM37864,California,3571.82831,No,Extended,Bachelor,1/9/11,Employed,F,74931,Urban,Divorced,89,13,16,0,1,Personal Auto,Personal L2,Offer1,Agent,230.84972,Two-Door Car,Large +IL23615,Oregon,3350.244285,No,Extended,College,2/21/11,Employed,M,74770,Suburban,Single,86,23,10,0,1,Personal Auto,Personal L2,Offer2,Branch,412.8,Four-Door Car,Large +FZ44411,Arizona,2716.190293,No,Extended,Bachelor,1/30/11,Unemployed,M,0,Suburban,Married,95,14,81,5,1,Corporate Auto,Corporate L2,Offer2,Call Center,619.267164,Four-Door Car,Medsize +JE32215,California,38887.9034,No,Premium,Bachelor,2/14/11,Employed,F,44299,Rural,Married,107,0,73,0,2,Personal Auto,Personal L2,Offer2,Branch,180.085807,Two-Door Car,Medsize +FQ88964,Arizona,2272.447229,No,Basic,College,2/25/11,Unemployed,M,0,Suburban,Single,71,22,10,1,1,Personal Auto,Personal L2,Offer3,Call Center,390.498822,Two-Door Car,Large +WW22291,California,2849.252467,No,Basic,Master,2/16/11,Employed,M,63326,Suburban,Divorced,72,2,34,0,1,Personal Auto,Personal L2,Offer2,Call Center,361.564021,Four-Door Car,Medsize +EV39637,Oregon,5328.320299,No,Basic,High School or Below,2/12/11,Unemployed,F,0,Suburban,Single,73,12,42,0,7,Personal Auto,Personal L1,Offer1,Branch,794.445585,Four-Door Car,Medsize +TG36139,California,4679.977728,No,Extended,High School or Below,2/10/11,Disabled,F,21720,Suburban,Single,128,5,7,0,1,Corporate Auto,Corporate L1,Offer4,Branch,837.905079,SUV,Medsize +XN25550,Oregon,5345.201117,No,Extended,College,1/2/11,Employed,M,55571,Suburban,Married,135,4,46,0,1,Personal Auto,Personal L2,Offer4,Agent,904.813121,SUV,Medsize +NG94966,California,2437.084486,No,Basic,College,2/27/11,Employed,M,34759,Suburban,Divorced,61,30,84,0,1,Personal Auto,Personal L3,Offer2,Agent,302.353842,Four-Door Car,Large +AD28349,Arizona,4637.544647,No,Basic,High School or Below,2/23/11,Unemployed,M,0,Suburban,Divorced,68,18,81,0,3,Personal Auto,Personal L3,Offer1,Call Center,352.130674,Four-Door Car,Medsize +VZ56705,Oregon,8804.584902,No,Basic,Bachelor,2/25/11,Employed,M,38638,Suburban,Married,74,5,84,0,2,Personal Auto,Personal L2,Offer1,Agent,355.2,Four-Door Car,Medsize +TQ82322,California,2438.689804,No,Basic,Bachelor,2/19/11,Employed,F,80927,Urban,Single,62,25,8,0,1,Personal Auto,Personal L2,Offer2,Branch,211.660971,Two-Door Car,Medsize +CB77819,California,4736.34799,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Single,65,33,1,0,3,Personal Auto,Personal L3,Offer1,Web,585.454243,Two-Door Car,Medsize +VG68427,Arizona,5608.155723,No,Basic,High School or Below,2/17/11,Employed,M,81914,Urban,Married,70,6,33,0,6,Corporate Auto,Corporate L2,Offer4,Branch,198.75466,Four-Door Car,Medsize +WO42164,Oregon,6465.223746,No,Extended,High School or Below,2/7/11,Unemployed,M,0,Suburban,Single,92,9,24,0,3,Personal Auto,Personal L3,Offer1,Call Center,662.4,Four-Door Car,Medsize +NL87371,Oregon,2435.245577,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Divorced,72,28,64,0,1,Personal Auto,Personal L3,Offer4,Web,345.6,Two-Door Car,Medsize +QW24080,Oregon,2111.993329,No,Basic,College,1/3/11,Unemployed,F,0,Suburban,Single,74,5,75,4,1,Personal Auto,Personal L2,Offer3,Branch,369.822544,Four-Door Car,Large +ZL53118,Arizona,2347.591802,No,Basic,High School or Below,2/1/11,Unemployed,M,0,Suburban,Single,69,14,10,1,1,Personal Auto,Personal L3,Offer1,Branch,757.89114,Four-Door Car,Medsize +GT19025,Oregon,3636.561567,No,Extended,Bachelor,1/23/11,Medical Leave,F,25407,Urban,Divorced,98,2,88,0,1,Personal Auto,Personal L1,Offer1,Branch,284.239719,Four-Door Car,Medsize +VN44400,California,5692.684466,No,Basic,College,2/4/11,Employed,F,86073,Urban,Married,70,2,96,0,3,Personal Auto,Personal L2,Offer3,Branch,291.587866,Two-Door Car,Medsize +JF45126,Nevada,4041.241758,No,Basic,Bachelor,1/18/11,Employed,M,23818,Suburban,Married,104,6,1,1,1,Personal Auto,Personal L2,Offer2,Branch,499.2,SUV,Medsize +SW94040,Oregon,7756.174223,No,Extended,College,2/22/11,Employed,F,21326,Suburban,Divorced,99,22,9,0,3,Personal Auto,Personal L1,Offer1,Agent,632.765462,Four-Door Car,Medsize +XI36396,California,3151.16213,No,Extended,Bachelor,1/18/11,Retired,M,18486,Suburban,Married,86,24,95,0,1,Personal Auto,Personal L2,Offer3,Agent,412.8,Four-Door Car,Medsize +CL38926,Oregon,7198.415033,No,Basic,Bachelor,2/15/11,Medical Leave,M,10458,Suburban,Single,102,11,29,0,4,Corporate Auto,Corporate L3,Offer2,Call Center,489.6,SUV,Medsize +CU10179,California,5263.921634,No,Extended,College,1/14/11,Employed,F,82528,Rural,Married,131,10,65,0,1,Personal Auto,Personal L1,Offer2,Agent,258.036918,Sports Car,Small +BK57087,California,4347.159852,No,Basic,College,1/1/11,Employed,F,38223,Suburban,Married,112,27,18,2,1,Personal Auto,Personal L3,Offer3,Branch,537.6,SUV,Medsize +LF94282,Nevada,2884.636779,No,Basic,Bachelor,1/2/11,Employed,M,63438,Rural,Married,72,32,67,0,1,Personal Auto,Personal L2,Offer2,Branch,36.732923,Two-Door Car,Medsize +BO46265,Oregon,6906.201903,No,Extended,College,2/18/11,Medical Leave,M,13432,Suburban,Married,92,5,82,0,8,Personal Auto,Personal L3,Offer1,Branch,610.567945,Four-Door Car,Small +VJ45879,California,4450.220503,No,Premium,Bachelor,1/28/11,Employed,M,26848,Rural,Married,114,10,50,0,1,Personal Auto,Personal L1,Offer4,Agent,100.557495,Two-Door Car,Medsize +FR12423,Oregon,24127.50402,Yes,Basic,Bachelor,1/26/11,Medical Leave,M,14072,Suburban,Divorced,71,13,3,0,2,Personal Auto,Personal L3,Offer1,Agent,511.2,Four-Door Car,Medsize +IY87065,California,5246.278375,Yes,Basic,Bachelor,1/21/11,Employed,F,28909,Suburban,Married,66,15,66,0,8,Corporate Auto,Corporate L1,Offer1,Agent,456.702735,Two-Door Car,Medsize +LR49944,Nevada,2744.73543,No,Basic,Doctor,2/25/11,Employed,F,35159,Rural,Married,68,0,73,0,1,Personal Auto,Personal L3,Offer1,Agent,150.501033,Two-Door Car,Large +LU40443,Oregon,5543.802692,No,Basic,Master,2/12/11,Employed,M,64255,Urban,Single,70,7,36,0,8,Personal Auto,Personal L2,Offer2,Web,193.86537,Four-Door Car,Medsize +HN54181,California,6013.038073,No,Extended,College,2/9/11,Unemployed,F,0,Suburban,Single,84,8,30,0,7,Personal Auto,Personal L1,Offer3,Agent,604.8,Four-Door Car,Small +GC52187,Nevada,3650.576237,No,Extended,College,2/23/11,Employed,F,88842,Urban,Married,90,32,42,0,1,Personal Auto,Personal L2,Offer4,Branch,350.75997,Two-Door Car,Large +FH22095,California,2520.818611,No,Basic,College,2/7/11,Employed,M,39377,Suburban,Married,64,7,53,0,1,Corporate Auto,Corporate L3,Offer2,Branch,307.2,Two-Door Car,Small +KY55245,California,5169.49937,Yes,Basic,High School or Below,2/26/11,Medical Leave,M,12430,Suburban,Single,73,22,13,0,4,Personal Auto,Personal L3,Offer2,Call Center,350.4,Four-Door Car,Medsize +ST43920,Arizona,2395.57,Yes,Basic,Doctor,1/27/11,Disabled,F,21986,Suburban,Divorced,63,1,9,0,1,Personal Auto,Personal L3,Offer2,Branch,333.696228,Two-Door Car,Medsize +GG84614,Oregon,3031.587812,No,Extended,High School or Below,1/8/11,Employed,F,27435,Suburban,Single,76,9,6,0,1,Personal Auto,Personal L3,Offer3,Branch,455.545318,Two-Door Car,Medsize +JW94491,California,11790.49617,Yes,Basic,College,1/3/11,Retired,M,25251,Suburban,Divorced,66,13,43,0,2,Personal Auto,Personal L2,Offer2,Web,316.8,Four-Door Car,Medsize +EW51866,Arizona,6755.076276,No,Extended,College,1/24/11,Employed,F,29881,Rural,Married,85,27,95,0,6,Personal Auto,Personal L2,Offer1,Call Center,17.92017,Four-Door Car,Medsize +KU13616,California,11315.20373,Yes,Premium,Bachelor,2/16/11,Disabled,F,11885,Suburban,Divorced,101,18,39,0,2,Personal Auto,Personal L2,Offer1,Agent,484.8,Four-Door Car,Medsize +CB15842,California,8207.702516,No,Basic,High School or Below,2/16/11,Employed,M,40420,Suburban,Married,104,2,10,0,7,Special Auto,Special L3,Offer1,Agent,499.2,SUV,Medsize +RN66968,California,5332.615013,No,Basic,High School or Below,1/3/11,Employed,M,74837,Suburban,Married,66,9,18,0,7,Personal Auto,Personal L3,Offer2,Agent,376.502488,Four-Door Car,Large +IQ30108,Oregon,3087.432549,No,Extended,High School or Below,1/28/11,Employed,M,67591,Urban,Married,77,2,78,0,1,Special Auto,Special L2,Offer3,Agent,198.080417,Four-Door Car,Medsize +VB23257,Oregon,4652.595489,No,Basic,Bachelor,1/5/11,Employed,M,47590,Rural,Single,119,14,25,0,1,Special Auto,Special L3,Offer1,Branch,121.327914,SUV,Medsize +CV13878,California,2489.751297,No,Basic,High School or Below,2/1/11,Employed,F,75474,Suburban,Married,62,12,7,0,1,Personal Auto,Personal L3,Offer2,Call Center,297.6,Two-Door Car,Medsize +FD14790,Oregon,18196.63824,No,Extended,Bachelor,2/10/11,Employed,M,57177,Suburban,Married,92,14,51,0,2,Personal Auto,Personal L1,Offer4,Branch,441.6,Four-Door Car,Small +VZ61940,Nevada,2668.731444,No,Basic,Doctor,2/7/11,Employed,F,52344,Urban,Married,66,4,7,0,1,Personal Auto,Personal L3,Offer3,Agent,182.607687,Four-Door Car,Small +PX66705,California,8257.014532,No,Basic,High School or Below,1/22/11,Employed,F,20072,Suburban,Married,70,26,34,0,2,Personal Auto,Personal L3,Offer2,Agent,487.814322,Four-Door Car,Medsize +XG66314,California,12465.92416,No,Basic,College,1/15/11,Employed,M,33604,Urban,Married,105,5,80,0,2,Personal Auto,Personal L3,Offer1,Branch,357.618596,SUV,Medsize +ZM40672,Oregon,6743.126791,No,Basic,Master,1/11/11,Unemployed,F,0,Suburban,Single,61,2,76,0,2,Corporate Auto,Corporate L3,Offer2,Agent,292.8,Two-Door Car,Small +VF21523,Nevada,2883.165412,No,Basic,High School or Below,1/18/11,Employed,F,37741,Suburban,Single,74,3,59,0,1,Corporate Auto,Corporate L3,Offer2,Web,355.2,Two-Door Car,Small +OM50417,Arizona,29973.41592,No,Extended,Bachelor,2/16/11,Employed,F,48471,Rural,Married,83,5,20,1,2,Personal Auto,Personal L2,Offer1,Call Center,208.904212,Four-Door Car,Medsize +SO54368,Oregon,4686.469674,Yes,Basic,College,2/12/11,Employed,M,58089,Suburban,Married,118,31,83,0,1,Personal Auto,Personal L2,Offer1,Agent,566.4,SUV,Medsize +XZ62430,Arizona,6057.07208,Yes,Extended,Bachelor,2/14/11,Retired,M,27681,Suburban,Married,83,13,62,0,9,Personal Auto,Personal L3,Offer2,Agent,398.4,Two-Door Car,Medsize +RZ51338,Arizona,6895.309989,No,Basic,Bachelor,1/24/11,Retired,M,28992,Suburban,Divorced,74,3,90,4,2,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Medsize +NV13794,Nevada,9549.113813,No,Basic,High School or Below,2/9/11,Employed,F,55986,Urban,Married,119,3,60,0,9,Personal Auto,Personal L1,Offer1,Agent,388.506303,SUV,Small +JB23570,California,10593.59462,No,Extended,College,2/12/11,Employed,M,94042,Suburban,Married,132,13,67,0,9,Corporate Auto,Corporate L2,Offer4,Branch,633.6,SUV,Medsize +MH24522,California,7735.465528,No,Basic,College,2/14/11,Unemployed,M,0,Suburban,Married,101,11,34,0,3,Personal Auto,Personal L2,Offer1,Call Center,563.284331,Sports Car,Small +TD78032,Washington,2306.427813,No,Basic,High School or Below,2/14/11,Unemployed,M,0,Suburban,Single,67,19,70,0,1,Corporate Auto,Corporate L1,Offer4,Call Center,482.4,Four-Door Car,Medsize +WW41496,Nevada,31234.89323,No,Extended,Bachelor,1/1/11,Employed,F,70164,Urban,Divorced,88,34,3,0,2,Personal Auto,Personal L3,Offer2,Agent,375.401079,Two-Door Car,Medsize +IF32545,Nevada,5096.673223,Yes,Basic,Master,1/28/11,Disabled,F,22886,Suburban,Divorced,65,9,81,0,3,Corporate Auto,Corporate L3,Offer1,Agent,312,Four-Door Car,Small +HF72557,Washington,3226.790317,No,Extended,Bachelor,2/6/11,Medical Leave,M,19948,Suburban,Divorced,89,17,84,0,1,Personal Auto,Personal L2,Offer1,Branch,427.2,Four-Door Car,Medsize +MD41042,Arizona,5896.536531,No,Basic,College,1/14/11,Employed,F,39293,Urban,Married,74,17,48,0,6,Personal Auto,Personal L3,Offer2,Web,352.740946,Two-Door Car,Medsize +UP31333,Washington,13869.92705,Yes,Basic,College,1/21/11,Employed,M,28432,Suburban,Married,118,1,59,0,2,Corporate Auto,Corporate L3,Offer2,Branch,612.300581,SUV,Small +UC35517,Oregon,18532.40504,No,Basic,College,1/22/11,Unemployed,M,0,Suburban,Single,70,1,30,0,2,Corporate Auto,Corporate L3,Offer4,Branch,504,Four-Door Car,Small +HS89788,Arizona,7716.439345,No,Basic,High School or Below,1/11/11,Unemployed,F,0,Suburban,Single,107,2,93,0,4,Personal Auto,Personal L1,Offer2,Branch,1166.754216,Sports Car,Medsize +SG82836,Oregon,6439.779016,No,Extended,High School or Below,1/14/11,Employed,M,47412,Suburban,Married,81,10,39,0,7,Personal Auto,Personal L2,Offer1,Branch,421.824276,Two-Door Car,Small +VM50666,California,9718.463569,No,Basic,Doctor,1/11/11,Unemployed,M,0,Suburban,Divorced,65,12,46,0,2,Special Auto,Special L3,Offer1,Branch,312,Four-Door Car,Large +MD70513,Washington,12759.27844,No,Basic,College,1/20/11,Employed,M,68351,Suburban,Single,107,16,90,0,2,Personal Auto,Personal L2,Offer1,Branch,725.339771,SUV,Medsize +YX96463,Oregon,5926.980962,No,Basic,Bachelor,2/7/11,Employed,F,58733,Suburban,Married,74,26,42,0,9,Corporate Auto,Corporate L2,Offer2,Call Center,355.2,Four-Door Car,Small +LH38387,Nevada,11389.94398,No,Extended,Bachelor,2/8/11,Employed,F,58187,Rural,Married,95,18,39,0,2,Personal Auto,Personal L3,Offer4,Branch,76.73348,Two-Door Car,Medsize +BY59578,California,3497.483075,No,Extended,College,1/23/11,Employed,M,63189,Suburban,Married,88,16,95,0,1,Personal Auto,Personal L3,Offer1,Agent,569.124597,Four-Door Car,Medsize +RN12107,Oregon,9476.901955,No,Premium,High School or Below,1/4/11,Unemployed,F,0,Suburban,Single,254,23,55,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,1828.8,Luxury Car,Medsize +MZ84108,Arizona,9853.773193,No,Extended,Bachelor,1/2/11,Employed,M,44006,Urban,Single,130,18,26,0,4,Personal Auto,Personal L3,Offer1,Branch,494.664784,Sports Car,Medsize +JG68387,Nevada,8099.40027,No,Basic,Bachelor,1/27/11,Employed,F,60932,Suburban,Married,101,7,35,0,3,Corporate Auto,Corporate L3,Offer1,Agent,484.8,SUV,Large +AQ94108,Oregon,8507.832473,No,Basic,College,2/26/11,Employed,F,56704,Rural,Married,71,33,50,0,2,Corporate Auto,Corporate L3,Offer1,Branch,84.715044,Four-Door Car,Medsize +NE85389,Oregon,23903.68234,No,Basic,High School or Below,1/10/11,Unemployed,F,0,Suburban,Married,74,12,72,1,2,Personal Auto,Personal L3,Offer2,Branch,355.2,Four-Door Car,Medsize +JQ35849,California,5360.557066,No,Basic,High School or Below,1/21/11,Employed,M,24254,Suburban,Married,68,11,84,0,5,Personal Auto,Personal L3,Offer4,Agent,326.4,Four-Door Car,Medsize +QU93024,California,29706.78459,No,Extended,Bachelor,1/26/11,Unemployed,M,0,Suburban,Single,128,15,37,0,2,Personal Auto,Personal L2,Offer1,Agent,1345.317161,SUV,Medsize +EQ90867,Oregon,5431.213625,No,Basic,College,2/19/11,Employed,M,57125,Suburban,Divorced,68,13,99,0,3,Corporate Auto,Corporate L1,Offer1,Agent,326.4,Four-Door Car,Small +PG67485,Nevada,9048.983447,Yes,Basic,High School or Below,1/24/11,Unemployed,M,0,Suburban,Married,119,9,8,0,3,Personal Auto,Personal L2,Offer2,Web,571.2,Sports Car,Medsize +OX62244,California,4359.74197,No,Basic,Bachelor,1/24/11,Unemployed,M,0,Suburban,Single,64,17,84,0,9,Personal Auto,Personal L1,Offer1,Branch,307.2,Four-Door Car,Medsize +MW98508,Oregon,2889.087654,No,Basic,College,2/13/11,Employed,F,72075,Rural,Married,73,32,1,2,1,Special Auto,Special L3,Offer2,Web,22.569825,Four-Door Car,Medsize +MM50888,Arizona,3056.217296,No,Extended,High School or Below,2/13/11,Employed,F,34317,Urban,Married,78,6,32,2,1,Personal Auto,Personal L3,Offer2,Web,263.592181,Two-Door Car,Medsize +QZ19741,Oregon,13815.7802,No,Premium,College,1/3/11,Employed,F,96745,Suburban,Married,179,14,25,5,3,Personal Auto,Personal L1,Offer2,Branch,859.2,SUV,Medsize +ET10831,Oregon,5116.727579,No,Basic,College,1/6/11,Employed,M,95427,Suburban,Single,65,2,85,0,5,Personal Auto,Personal L1,Offer1,Call Center,442.808018,Four-Door Car,Medsize +OL72669,Arizona,10033.28281,No,Premium,Bachelor,2/7/11,Unemployed,M,0,Suburban,Single,146,5,84,0,3,Corporate Auto,Corporate L3,Offer1,Call Center,1404.845849,SUV,Medsize +BM46418,Nevada,2772.835753,No,Basic,College,2/20/11,Employed,M,30606,Urban,Married,71,11,7,0,1,Personal Auto,Personal L3,Offer2,Branch,253.04739,Two-Door Car,Medsize +VD78722,Oregon,2647.519741,Yes,Basic,College,2/20/11,Employed,M,37876,Urban,Single,69,13,15,0,1,Personal Auto,Personal L2,Offer2,Agent,300.056383,Four-Door Car,Medsize +FL69981,California,4038.864803,No,Basic,Bachelor,2/23/11,Unemployed,F,0,Suburban,Married,110,17,59,0,1,Personal Auto,Personal L3,Offer2,Call Center,528,SUV,Medsize +EG10175,California,7781.89849,No,Extended,Master,2/16/11,Employed,F,57474,Urban,Divorced,97,21,44,0,3,Personal Auto,Personal L3,Offer1,Agent,280.037716,Two-Door Car,Large +WS60888,California,16473.16905,Yes,Basic,Bachelor,2/24/11,Retired,M,22828,Suburban,Married,106,11,54,0,2,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Medsize +LM58227,Oregon,5285.314179,No,Basic,High School or Below,1/14/11,Employed,F,65096,Suburban,Married,67,3,81,3,8,Personal Auto,Personal L2,Offer1,Call Center,321.6,Four-Door Car,Medsize +IK49861,Oregon,3107.588649,No,Extended,Bachelor,2/23/11,Unemployed,M,0,Rural,Married,88,1,66,0,1,Personal Auto,Personal L2,Offer2,Agent,87.135752,Two-Door Car,Medsize +RM87465,Arizona,5780.182197,Yes,Basic,High School or Below,2/26/11,Employed,M,51066,Suburban,Single,74,23,0,0,8,Personal Auto,Personal L2,Offer2,Call Center,787.993313,Four-Door Car,Medsize +BY75330,California,26939.51419,No,Basic,Bachelor,1/15/11,Employed,M,96866,Urban,Divorced,113,26,88,1,2,Personal Auto,Personal L2,Offer1,Agent,377.385724,SUV,Small +CF41619,Nevada,2329.459058,No,Basic,College,2/9/11,Employed,M,20934,Suburban,Married,61,14,35,1,1,Personal Auto,Personal L3,Offer2,Branch,292.8,Four-Door Car,Small +ZZ54454,Nevada,4589.940596,No,Premium,Master,1/10/11,Employed,M,32510,Suburban,Single,119,29,38,0,1,Personal Auto,Personal L2,Offer2,Agent,571.2,Two-Door Car,Small +CU84967,California,4428.031583,Yes,Basic,High School or Below,1/29/11,Employed,F,58577,Urban,Married,110,6,62,0,1,Personal Auto,Personal L3,Offer1,Agent,303.872752,SUV,Medsize +UR56056,Oregon,10881.77039,No,Extended,Bachelor,2/6/11,Employed,M,73268,Rural,Married,137,30,35,0,3,Personal Auto,Personal L3,Offer3,Agent,41.139806,SUV,Medsize +VN30344,California,5412.696604,No,Extended,College,1/22/11,Unemployed,M,0,Suburban,Single,80,8,44,0,3,Personal Auto,Personal L3,Offer2,Agent,576,Four-Door Car,Small +YE67531,Oregon,8382.630118,Yes,Basic,High School or Below,2/4/11,Retired,M,19683,Suburban,Married,117,17,41,1,9,Personal Auto,Personal L3,Offer1,Web,561.6,Sports Car,Medsize +EW67348,Nevada,4834.710493,Yes,Basic,College,1/31/11,Employed,F,38713,Suburban,Divorced,66,31,69,4,6,Personal Auto,Personal L3,Offer2,Call Center,316.8,Four-Door Car,Medsize +PD69398,Washington,21710.27538,No,Extended,College,2/26/11,Employed,M,62370,Rural,Married,94,4,10,2,2,Corporate Auto,Corporate L1,Offer2,Call Center,32.00761,Four-Door Car,Medsize +YT43943,California,2430.870824,No,Basic,High School or Below,2/17/11,Employed,F,28476,Suburban,Divorced,62,3,76,0,1,Personal Auto,Personal L3,Offer2,Agent,297.6,Four-Door Car,Medsize +ON74557,California,14651.6153,No,Extended,Bachelor,1/6/11,Employed,M,74915,Urban,Married,122,13,17,0,2,Personal Auto,Personal L2,Offer3,Branch,393.151377,SUV,Medsize +JL52508,Oregon,5073.282126,Yes,Extended,Doctor,1/30/11,Employed,M,57709,Suburban,Married,125,10,26,0,1,Personal Auto,Personal L2,Offer2,Branch,600,SUV,Medsize +UI62725,Oregon,5520.476175,No,Basic,Bachelor,1/2/11,Employed,M,94676,Suburban,Divorced,69,27,14,0,3,Corporate Auto,Corporate L3,Offer2,Agent,331.2,Four-Door Car,Medsize +LO75919,Arizona,6008.184526,No,Extended,Bachelor,1/1/11,Employed,M,43543,Urban,Married,76,11,62,0,8,Personal Auto,Personal L3,Offer1,Call Center,339.255348,Two-Door Car,Medsize +SM62247,Nevada,24543.19862,No,Extended,High School or Below,1/24/11,Employed,F,68297,Suburban,Single,212,6,42,3,2,Corporate Auto,Corporate L3,Offer2,Call Center,1272.487601,Luxury Car,Medsize +AF20716,Oregon,2429.374554,No,Basic,Bachelor,1/17/11,Employed,M,74241,Rural,Married,61,21,57,0,1,Personal Auto,Personal L3,Offer2,Agent,138.588291,Two-Door Car,Medsize +LQ22609,Arizona,3452.029549,No,Extended,College,1/11/11,Employed,F,61385,Rural,Married,86,25,35,0,1,Personal Auto,Personal L3,Offer2,Call Center,199.299449,Four-Door Car,Medsize +ZP80265,Oregon,4109.310394,No,Basic,Bachelor,1/11/11,Unemployed,M,0,Suburban,Single,62,0,23,0,8,Personal Auto,Personal L3,Offer1,Agent,446.4,Two-Door Car,Large +BO87401,Nevada,8714.922135,Yes,Basic,College,2/21/11,Unemployed,F,0,Suburban,Divorced,118,14,64,0,4,Personal Auto,Personal L1,Offer1,Agent,566.4,SUV,Medsize +SX20211,Oregon,8110.305608,No,Premium,College,1/22/11,Employed,M,52548,Suburban,Married,101,10,1,0,5,Personal Auto,Personal L3,Offer2,Call Center,587.504777,Four-Door Car,Medsize +EK61334,California,3669.83263,No,Extended,Bachelor,2/22/11,Unemployed,F,0,Urban,Married,95,22,17,0,1,Personal Auto,Personal L2,Offer3,Agent,429.657692,Four-Door Car,Medsize +QJ49871,Oregon,3893.305281,No,Basic,College,1/21/11,Employed,M,26605,Suburban,Married,100,33,13,0,1,Personal Auto,Personal L1,Offer3,Call Center,933.330936,SUV,Medsize +OO65445,Oregon,2496.476385,No,Basic,Bachelor,1/27/11,Unemployed,F,0,Urban,Married,67,25,32,0,1,Personal Auto,Personal L1,Offer1,Call Center,181.335364,Four-Door Car,Medsize +WP55297,Washington,4629.970602,No,Basic,Bachelor,1/10/11,Unemployed,M,0,Suburban,Single,70,23,32,0,7,Personal Auto,Personal L1,Offer2,Branch,754.945216,Four-Door Car,Large +WY12393,Washington,17684.65456,No,Basic,High School or Below,1/23/11,Employed,F,82667,Suburban,Single,64,5,65,1,2,Special Auto,Special L1,Offer1,Branch,307.2,Two-Door Car,Medsize +JF32940,Oregon,15663.65604,No,Extended,Bachelor,1/12/11,Employed,F,31789,Rural,Married,130,11,65,0,2,Personal Auto,Personal L2,Offer2,Agent,316.418786,SUV,Small +WX84274,Oregon,4940.124252,No,Basic,Bachelor,2/13/11,Unemployed,F,0,Suburban,Single,71,10,85,0,3,Corporate Auto,Corporate L3,Offer1,Agent,551.569883,Four-Door Car,Small +CW85845,California,2754.461855,No,Basic,High School or Below,1/8/11,Employed,F,25151,Urban,Married,69,22,19,0,1,Corporate Auto,Corporate L2,Offer2,Agent,318.040989,Four-Door Car,Medsize +IO57824,Arizona,2953.797658,No,Extended,Bachelor,2/2/11,Unemployed,M,0,Urban,Married,87,25,6,2,1,Personal Auto,Personal L2,Offer2,Web,414.190987,Four-Door Car,Medsize +AX86552,California,6198.793072,No,Extended,College,2/18/11,Medical Leave,M,24053,Suburban,Divorced,87,33,53,1,7,Personal Auto,Personal L2,Offer2,Web,624.532492,Four-Door Car,Medsize +LM84078,Oregon,12176.00621,No,Basic,College,2/21/11,Unemployed,M,0,Suburban,Single,117,5,3,0,2,Personal Auto,Personal L2,Offer3,Web,1373.258272,SUV,Medsize +GG87344,Oregon,4035.009284,No,Basic,College,1/4/11,Employed,F,55407,Urban,Married,101,30,68,1,1,Personal Auto,Personal L3,Offer3,Agent,275.341953,SUV,Medsize +LA35379,Oregon,2954.387586,No,Basic,Master,1/8/11,Employed,F,62461,Rural,Married,73,15,7,0,1,Personal Auto,Personal L1,Offer2,Agent,129.267408,Four-Door Car,Small +EZ43738,California,5204.64616,No,Basic,Bachelor,2/9/11,Medical Leave,F,29406,Suburban,Married,68,33,79,0,6,Personal Auto,Personal L3,Offer1,Agent,326.4,Four-Door Car,Medsize +DF49110,Oregon,8100.243093,No,Basic,Doctor,1/12/11,Employed,M,89420,Urban,Married,67,3,83,0,2,Personal Auto,Personal L1,Offer2,Call Center,212.455137,Four-Door Car,Medsize +IL32727,California,4443.631711,No,Extended,High School or Below,2/24/11,Unemployed,F,0,Suburban,Married,121,7,69,0,1,Personal Auto,Personal L2,Offer1,Agent,644.269611,SUV,Medsize +QV55524,Washington,7503.367741,No,Extended,College,2/6/11,Employed,M,52464,Suburban,Married,95,9,15,0,3,Personal Auto,Personal L2,Offer4,Agent,515.930856,Four-Door Car,Medsize +EB55390,Oregon,2548.509175,No,Basic,Master,2/12/11,Employed,F,43731,Urban,Married,64,35,12,2,1,Special Auto,Special L3,Offer3,Web,162.461078,Four-Door Car,Medsize +KB54415,Arizona,2473.368225,No,Basic,High School or Below,1/30/11,Disabled,M,13449,Suburban,Single,68,28,13,0,1,Personal Auto,Personal L2,Offer1,Agent,326.4,Four-Door Car,Large +PG14554,Arizona,32777.30467,No,Basic,Bachelor,2/26/11,Unemployed,M,0,Suburban,Married,115,3,22,0,2,Personal Auto,Personal L2,Offer1,Call Center,552,SUV,Small +QI63521,Nevada,19228.46362,No,Basic,High School or Below,2/24/11,Unemployed,M,0,Suburban,Single,187,14,32,0,2,Personal Auto,Personal L2,Offer1,Branch,897.6,Luxury SUV,Medsize +DC85335,Oregon,4538.117454,No,Basic,College,1/13/11,Employed,M,49821,Suburban,Married,61,26,48,4,3,Personal Auto,Personal L2,Offer4,Web,333.308611,Four-Door Car,Small +SR26762,California,7663.514373,No,Basic,Bachelor,2/7/11,Employed,F,34837,Rural,Married,63,32,27,0,2,Personal Auto,Personal L1,Offer1,Agent,72.828431,Four-Door Car,Medsize +UH86550,Oregon,4177.288153,No,Premium,College,1/17/11,Employed,F,44222,Urban,Married,104,19,3,0,1,Personal Auto,Personal L2,Offer3,Branch,413.196371,Four-Door Car,Medsize +ON72594,California,11776.00378,No,Extended,Master,2/26/11,Employed,F,58881,Urban,Married,97,8,51,0,2,Personal Auto,Personal L2,Offer4,Branch,354.885018,Four-Door Car,Medsize +LE28486,Oregon,3996.772165,No,Basic,College,2/5/11,Employed,F,46210,Rural,Married,100,2,44,0,1,Personal Auto,Personal L3,Offer1,Agent,46.315771,SUV,Medsize +EJ86526,Oregon,5490.775023,No,Basic,Bachelor,1/15/11,Employed,F,49480,Rural,Married,70,17,57,1,4,Corporate Auto,Corporate L2,Offer2,Web,72.686545,Four-Door Car,Medsize +DQ92905,Arizona,12989.81806,No,Basic,Bachelor,2/24/11,Unemployed,M,0,Suburban,Single,65,16,3,0,2,Personal Auto,Personal L3,Offer1,Web,312,Four-Door Car,Medsize +JL25091,California,4599.759229,No,Premium,Bachelor,2/27/11,Employed,M,79284,Rural,Single,117,9,59,1,1,Special Auto,Special L2,Offer3,Agent,156.452827,Four-Door Car,Medsize +HP42153,Washington,2351.878675,No,Basic,High School or Below,1/29/11,Medical Leave,F,12928,Suburban,Single,64,12,74,0,1,Personal Auto,Personal L3,Offer1,Agent,307.2,Four-Door Car,Medsize +OQ27893,Oregon,2903.242245,No,Basic,High School or Below,1/10/11,Employed,M,20510,Suburban,Married,74,32,63,0,1,Personal Auto,Personal L3,Offer2,Agent,355.2,Two-Door Car,Medsize +PB31909,California,3807.528493,No,Premium,College,1/19/11,Unemployed,M,0,Suburban,Single,115,16,89,0,1,Corporate Auto,Corporate L2,Offer1,Agent,828,Four-Door Car,Medsize +AL43715,Nevada,8310.704732,No,Premium,Master,1/29/11,Employed,M,67541,Rural,Married,104,10,45,0,6,Personal Auto,Personal L3,Offer4,Agent,203.886869,Four-Door Car,Medsize +YA70612,Oregon,8962.795984,No,Basic,Bachelor,2/14/11,Employed,M,97924,Suburban,Married,74,4,26,0,2,Personal Auto,Personal L2,Offer1,Branch,355.2,Two-Door Car,Medsize +LO37570,Arizona,12157.5413,No,Extended,High School or Below,1/7/11,Employed,M,40432,Suburban,Married,77,21,66,0,2,Personal Auto,Personal L3,Offer3,Agent,369.6,Four-Door Car,Medsize +XC83045,Nevada,16460.07754,No,Extended,Bachelor,2/9/11,Disabled,M,16869,Suburban,Divorced,222,28,57,0,3,Personal Auto,Personal L2,Offer1,Call Center,1065.6,Luxury SUV,Small +NC47038,Arizona,8788.532018,No,Basic,High School or Below,1/10/11,Employed,M,91171,Suburban,Married,110,3,64,0,8,Personal Auto,Personal L2,Offer2,Agent,771.39748,SUV,Medsize +DS31990,Oregon,5093.479191,No,Basic,High School or Below,1/12/11,Unemployed,M,0,Rural,Married,71,12,55,0,3,Personal Auto,Personal L3,Offer2,Call Center,150.878447,Two-Door Car,Large +CR99369,Arizona,5377.90796,No,Basic,High School or Below,2/16/11,Employed,M,34528,Urban,Married,69,22,0,2,7,Corporate Auto,Corporate L3,Offer1,Agent,183.602763,Four-Door Car,Large +RE68901,Washington,5635.746396,No,Basic,College,2/26/11,Employed,F,20303,Suburban,Married,71,24,84,0,3,Corporate Auto,Corporate L3,Offer1,Branch,340.8,Four-Door Car,Small +VQ97965,Oregon,3514.212939,No,Extended,Bachelor,2/23/11,Employed,F,73643,Rural,Single,89,2,2,0,1,Corporate Auto,Corporate L3,Offer2,Agent,147.486454,Four-Door Car,Medsize +ZK83518,California,4386.277558,Yes,Basic,College,2/11/11,Retired,M,10621,Suburban,Single,67,28,22,0,5,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +EJ77557,California,7294.5816,No,Extended,High School or Below,2/7/11,Employed,M,76407,Suburban,Married,91,22,85,0,9,Personal Auto,Personal L2,Offer1,Agent,436.8,Four-Door Car,Medsize +QJ62033,Arizona,2415.063816,No,Basic,High School or Below,2/6/11,Unemployed,M,0,Suburban,Single,71,20,4,0,1,Personal Auto,Personal L3,Offer2,Call Center,511.2,Four-Door Car,Medsize +OH23652,Oregon,4693.751128,No,Extended,Bachelor,2/6/11,Medical Leave,F,26607,Suburban,Married,122,3,73,0,1,Personal Auto,Personal L2,Offer1,Agent,585.6,SUV,Medsize +NE51159,Oregon,7481.825592,No,Extended,College,1/24/11,Employed,M,61783,Suburban,Married,94,17,20,0,6,Personal Auto,Personal L2,Offer2,Branch,658.125874,Four-Door Car,Small +GU56606,Nevada,5953.352957,No,Extended,Bachelor,1/5/11,Employed,M,20283,Suburban,Divorced,77,7,17,0,3,Personal Auto,Personal L1,Offer2,Branch,369.6,Two-Door Car,Medsize +HR28499,California,3890.964154,No,Extended,Bachelor,1/1/11,Employed,M,43578,Rural,Married,98,5,46,0,1,Personal Auto,Personal L1,Offer2,Agent,105.662175,Two-Door Car,Medsize +VK92827,California,5352.218989,No,Basic,Bachelor,1/26/11,Employed,M,93606,Suburban,Divorced,67,23,44,0,3,Personal Auto,Personal L3,Offer2,Branch,321.6,Four-Door Car,Small +DZ85842,California,8105.81483,No,Basic,High School or Below,2/27/11,Retired,M,17920,Suburban,Married,72,14,53,0,2,Personal Auto,Personal L1,Offer1,Branch,424.375364,Four-Door Car,Medsize +HX87528,California,3509.968806,No,Extended,College,1/28/11,Employed,M,51800,Urban,Single,92,29,12,0,1,Personal Auto,Personal L2,Offer1,Agent,299.452532,Four-Door Car,Medsize +FJ57446,Oregon,8434.119038,No,Basic,College,1/4/11,Employed,F,27694,Suburban,Single,108,3,3,0,7,Personal Auto,Personal L2,Offer3,Agent,741.850171,SUV,Small +GU91528,Oregon,4254.620669,Yes,Basic,High School or Below,2/3/11,Disabled,F,11904,Suburban,Single,61,34,11,2,3,Personal Auto,Personal L1,Offer1,Web,292.8,Two-Door Car,Small +LR92373,Nevada,2839.945741,No,Basic,Bachelor,1/7/11,Employed,F,53444,Urban,Divorced,72,10,67,1,1,Personal Auto,Personal L2,Offer1,Branch,315.703929,Four-Door Car,Medsize +LC90366,Nevada,16473.16905,Yes,Basic,Bachelor,2/24/11,Retired,M,22828,Suburban,Married,106,11,54,0,2,Personal Auto,Personal L2,Offer1,Agent,508.8,SUV,Medsize +UI36597,Oregon,31706.9251,No,Extended,Bachelor,2/2/11,Employed,M,50719,Suburban,Married,131,33,79,0,2,Personal Auto,Personal L2,Offer1,Call Center,870.626907,SUV,Small +MD33155,California,2580.849899,Yes,Basic,College,2/9/11,Employed,M,46900,Suburban,Married,66,13,59,0,1,Corporate Auto,Corporate L3,Offer2,Web,316.8,Four-Door Car,Medsize +MB20764,Oregon,17622.1332,No,Premium,High School or Below,2/18/11,Unemployed,M,0,Suburban,Single,252,31,10,0,3,Corporate Auto,Corporate L2,Offer4,Branch,1814.4,Luxury SUV,Medsize +JA76884,California,14435.67365,Yes,Premium,Master,1/26/11,Employed,M,60880,Rural,Married,119,25,89,0,2,Personal Auto,Personal L2,Offer1,Agent,109.906628,Two-Door Car,Medsize +BQ32117,California,12731.95161,Yes,Basic,Doctor,1/14/11,Employed,M,40870,Suburban,Married,105,3,56,0,2,Personal Auto,Personal L1,Offer1,Agent,504,SUV,Large +ZM45168,Oregon,2398.354197,No,Basic,College,2/14/11,Disabled,M,14321,Suburban,Single,65,20,72,0,1,Personal Auto,Personal L2,Offer1,Branch,423.823547,Four-Door Car,Medsize +BE25221,Arizona,6182.618843,No,Extended,High School or Below,2/7/11,Medical Leave,M,20072,Suburban,Married,82,35,51,0,9,Corporate Auto,Corporate L3,Offer1,Agent,473.266879,Four-Door Car,Medsize +II92123,Oregon,9431.376818,No,Extended,High School or Below,2/21/11,Employed,M,77365,Rural,Divorced,79,4,35,0,2,Personal Auto,Personal L2,Offer2,Agent,2.823303,Two-Door Car,Medsize +PN35535,California,4651.28429,No,Basic,College,2/25/11,Employed,F,98475,Suburban,Married,115,8,22,0,1,Personal Auto,Personal L1,Offer2,Web,552,SUV,Medsize +EI17022,Washington,12168.74492,Yes,Basic,Bachelor,2/5/11,Retired,M,14973,Suburban,Divorced,115,2,75,0,2,Corporate Auto,Corporate L3,Offer1,Branch,828,SUV,Medsize +OH41318,Washington,26122.12998,No,Extended,Master,1/7/11,Employed,M,83385,Suburban,Divorced,131,26,77,2,2,Personal Auto,Personal L3,Offer3,Web,704.337157,SUV,Medsize +ER52041,California,3237.305187,No,Extended,College,1/7/11,Unemployed,M,0,Suburban,Single,90,19,91,0,1,Personal Auto,Personal L3,Offer1,Call Center,659.435886,Four-Door Car,Medsize +PY57181,Oregon,9416.474669,No,Extended,College,2/20/11,Unemployed,M,0,Suburban,Married,86,9,83,1,2,Personal Auto,Personal L3,Offer2,Call Center,412.8,Four-Door Car,Medsize +CY12922,Arizona,2506.360995,No,Basic,College,1/31/11,Unemployed,M,0,Suburban,Single,73,8,19,0,1,Personal Auto,Personal L2,Offer2,Web,525.6,Four-Door Car,Small +YV85096,Oregon,5272.005079,No,Basic,Bachelor,2/19/11,Employed,F,98110,Urban,Married,65,3,77,0,8,Corporate Auto,Corporate L2,Offer1,Branch,176.287711,Four-Door Car,Medsize +DG34434,California,5246.278375,Yes,Basic,Bachelor,1/21/11,Employed,F,28909,Suburban,Married,66,15,66,0,8,Corporate Auto,Corporate L2,Offer1,Agent,456.702735,Two-Door Car,Medsize +DL14445,California,10611.56172,No,Extended,College,2/21/11,Unemployed,F,0,Suburban,Single,96,29,5,0,2,Personal Auto,Personal L2,Offer3,Branch,949.953253,Four-Door Car,Small +QL80621,Oregon,2249.874803,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Suburban,Divorced,62,6,2,0,1,Personal Auto,Personal L1,Offer1,Web,297.6,Four-Door Car,Medsize +NY57065,California,2816.756002,No,Basic,Bachelor,1/8/11,Employed,M,42937,Urban,Married,71,14,9,0,1,Corporate Auto,Corporate L1,Offer1,Call Center,251.779842,Two-Door Car,Small +EO17010,California,4751.280948,No,Basic,Master,2/12/11,Employed,M,30887,Urban,Married,119,15,18,0,1,Personal Auto,Personal L3,Offer3,Agent,444.167713,SUV,Large +LC47479,Oregon,28622.31443,No,Extended,College,1/11/11,Employed,M,35442,Suburban,Married,239,10,20,0,2,Personal Auto,Personal L2,Offer3,Branch,1147.2,Luxury Car,Small +GB92679,Nevada,8421.516848,No,Premium,High School or Below,1/5/11,Employed,F,95139,Rural,Married,103,25,27,0,6,Personal Auto,Personal L1,Offer1,Agent,34.023132,Four-Door Car,Medsize +VQ78876,Oregon,4660.399573,No,Basic,Bachelor,2/3/11,Employed,F,89834,Rural,Married,116,24,11,0,1,Corporate Auto,Corporate L3,Offer1,Branch,43.15595,SUV,Medsize +YQ24856,California,6843.848971,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,66,18,21,0,2,Corporate Auto,Corporate L2,Offer2,Web,478.509797,Two-Door Car,Medsize +XV11038,California,9223.987144,No,Extended,College,2/25/11,Medical Leave,F,18814,Suburban,Single,122,20,94,0,3,Personal Auto,Personal L2,Offer2,Branch,585.6,Sports Car,Medsize +MG88768,California,4938.72766,No,Basic,College,2/4/11,Employed,M,82733,Rural,Married,62,5,12,0,9,Corporate Auto,Corporate L3,Offer2,Branch,72.101019,Four-Door Car,Medsize +RN36393,California,15114.40241,Yes,Basic,High School or Below,1/19/11,Medical Leave,F,28513,Suburban,Married,100,4,22,1,2,Personal Auto,Personal L2,Offer2,Call Center,480,SUV,Medsize +BU59722,Washington,5037.953998,No,Basic,High School or Below,1/9/11,Unemployed,M,0,Suburban,Married,68,28,23,1,9,Personal Auto,Personal L2,Offer3,Web,326.4,Four-Door Car,Medsize +JD86991,Oregon,5097.318657,No,Basic,Bachelor,2/22/11,Employed,M,67233,Urban,Married,63,10,26,0,3,Personal Auto,Personal L3,Offer3,Call Center,246.693624,Two-Door Car,Medsize +QM60216,Oregon,8906.991433,No,Extended,College,1/10/11,Employed,M,58718,Suburban,Single,226,11,0,0,1,Personal Auto,Personal L3,Offer1,Agent,1084.8,Luxury Car,Medsize +NJ43658,California,22721.47396,No,Basic,Master,1/11/11,Disabled,M,21724,Suburban,Married,198,4,51,0,2,Corporate Auto,Corporate L1,Offer1,Agent,1505.230405,Luxury SUV,Large +GL34504,California,9095.15235,No,Premium,High School or Below,1/19/11,Employed,F,65103,Suburban,Married,115,29,41,4,3,Personal Auto,Personal L3,Offer2,Branch,552,Four-Door Car,Small +YX51934,California,4898.957331,No,Basic,High School or Below,2/22/11,Employed,F,55071,Urban,Married,61,10,14,0,5,Personal Auto,Personal L2,Offer3,Call Center,231.516063,Four-Door Car,Medsize +FO83170,California,2916.380797,No,Basic,Doctor,2/3/11,Employed,M,85817,Rural,Married,72,0,31,0,1,Personal Auto,Personal L1,Offer4,Agent,154.987759,Four-Door Car,Medsize +JW33458,California,5729.855012,No,Basic,Master,2/15/11,Employed,F,92254,Urban,Married,70,7,94,0,7,Corporate Auto,Corporate L3,Offer3,Call Center,245.593225,Four-Door Car,Medsize +JP10227,California,12280.76661,Yes,Premium,College,1/1/11,Employed,M,88340,Suburban,Married,102,16,1,0,2,Corporate Auto,Corporate L2,Offer1,Branch,489.6,Two-Door Car,Medsize +HX90683,California,2472.469209,Yes,Basic,College,1/20/11,Employed,F,63860,Urban,Married,62,26,81,0,1,Personal Auto,Personal L2,Offer2,Agent,208.598246,Four-Door Car,Medsize +UC19334,California,4698.345864,No,Extended,High School or Below,1/9/11,Medical Leave,F,26411,Suburban,Married,126,25,9,1,1,Corporate Auto,Corporate L3,Offer3,Agent,604.8,SUV,Medsize +ED61615,California,7950.178237,No,Basic,High School or Below,1/21/11,Employed,M,26189,Suburban,Single,69,6,42,0,2,Personal Auto,Personal L2,Offer3,Agent,331.2,Four-Door Car,Small +CB78049,California,3299.339339,No,Extended,College,1/7/11,Employed,M,66114,Rural,Single,92,12,6,4,1,Personal Auto,Personal L2,Offer4,Branch,178.842061,Four-Door Car,Medsize +OS70004,California,7506.779365,No,Premium,College,2/25/11,Employed,M,49561,Suburban,Single,193,4,35,0,1,Personal Auto,Personal L3,Offer1,Branch,926.4,SUV,Medsize +SM67119,California,7123.694599,No,Basic,College,2/24/11,Disabled,F,16139,Suburban,Married,62,19,69,0,2,Personal Auto,Personal L3,Offer1,Branch,297.6,Four-Door Car,Large +RO77709,California,8008.095994,No,Basic,High School or Below,1/26/11,Employed,M,63775,Urban,Married,100,29,3,0,3,Corporate Auto,Corporate L1,Offer2,Call Center,462.753151,SUV,Small +QT27514,California,5318.89664,Yes,Basic,Bachelor,1/12/11,Employed,F,25134,Suburban,Married,67,3,0,0,6,Personal Auto,Personal L3,Offer2,Call Center,321.6,Four-Door Car,Small +ZT53375,California,5483.89085,No,Basic,Bachelor,1/7/11,Employed,M,87777,Urban,Single,68,16,1,0,7,Personal Auto,Personal L2,Offer1,Branch,257.708912,Two-Door Car,Medsize +LB35863,California,7244.497284,No,Basic,Bachelor,1/16/11,Unemployed,F,0,Suburban,Single,103,1,51,0,3,Personal Auto,Personal L1,Offer2,Agent,494.4,SUV,Small +JL95389,California,15558.44195,No,Basic,Bachelor,1/2/11,Employed,F,62922,Suburban,Married,194,26,80,0,7,Corporate Auto,Corporate L3,Offer1,Agent,1121.633645,Luxury Car,Medsize +MF30956,California,8945.689398,No,Basic,College,1/6/11,Employed,M,83761,Rural,Married,112,16,70,0,8,Corporate Auto,Corporate L2,Offer1,Web,270.227547,SUV,Medsize +FD36230,California,8441.667084,No,Basic,High School or Below,2/13/11,Employed,F,50801,Rural,Married,72,25,21,3,2,Personal Auto,Personal L2,Offer2,Agent,43.419028,Four-Door Car,Medsize +OE75629,California,2798.834343,No,Basic,College,1/29/11,Employed,M,48675,Suburban,Divorced,71,26,62,1,1,Corporate Auto,Corporate L3,Offer1,Web,340.8,Four-Door Car,Medsize +VV97308,California,7522.900704,No,Basic,High School or Below,1/26/11,Employed,M,55916,Suburban,Married,63,23,41,0,2,Personal Auto,Personal L2,Offer4,Agent,302.4,Four-Door Car,Medsize +LU17507,California,39033.08248,No,Basic,Bachelor,1/27/11,Unemployed,F,0,Suburban,Married,180,11,65,0,2,Personal Auto,Personal L2,Offer2,Call Center,864,Luxury SUV,Medsize +TW11115,California,2594.7935,No,Basic,High School or Below,1/24/11,Employed,F,30064,Urban,Married,65,20,23,0,1,Personal Auto,Personal L3,Offer1,Agent,296.852419,Two-Door Car,Large +ND42562,California,8991.124186,No,Extended,High School or Below,1/25/11,Unemployed,M,0,Suburban,Single,127,29,25,0,4,Personal Auto,Personal L3,Offer2,Call Center,1176.285998,Sports Car,Large +FZ29605,California,2332.095228,No,Basic,College,2/21/11,Unemployed,M,0,Suburban,Single,67,4,99,0,1,Corporate Auto,Corporate L1,Offer3,Web,482.4,Four-Door Car,Small +SC30127,California,9244.351881,No,Extended,Doctor,1/7/11,Medical Leave,F,12081,Suburban,Divorced,82,18,18,0,2,Personal Auto,Personal L3,Offer3,Agent,548.064933,Two-Door Car,Medsize +HI26883,California,6290.699249,No,Extended,Bachelor,1/21/11,Unemployed,M,0,Suburban,Single,95,11,23,0,5,Personal Auto,Personal L2,Offer1,Branch,684,Two-Door Car,Medsize +EW15755,California,9880.097141,No,Extended,Master,1/8/11,Employed,F,62326,Rural,Married,122,8,53,0,8,Personal Auto,Personal L1,Offer1,Agent,96.00936,SUV,Medsize +GH48839,California,11790.49617,Yes,Basic,College,1/3/11,Retired,M,25251,Suburban,Divorced,66,13,43,0,2,Corporate Auto,Corporate L3,Offer2,Web,316.8,Four-Door Car,Medsize +IX46908,California,5477.206072,No,Basic,College,2/28/11,Medical Leave,F,21289,Suburban,Married,71,15,98,0,3,Corporate Auto,Corporate L2,Offer2,Branch,340.8,Four-Door Car,Large +OO89057,California,4014.332715,No,Extended,Master,2/17/11,Employed,F,54054,Rural,Married,99,7,55,0,1,Personal Auto,Personal L2,Offer2,Branch,5.661684,Four-Door Car,Medsize +LX95134,California,3674.56826,No,Extended,College,2/1/11,Employed,F,84814,Suburban,Married,90,25,60,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,512.816507,Four-Door Car,Medsize +CX89767,California,4714.044733,No,Basic,High School or Below,1/17/11,Employed,F,46097,Urban,Married,61,9,73,4,3,Personal Auto,Personal L2,Offer2,Call Center,197.074966,Four-Door Car,Large +DI45039,California,2754.143877,No,Basic,College,1/3/11,Employed,F,58705,Rural,Married,69,19,95,0,1,Personal Auto,Personal L2,Offer4,Web,48.956424,Two-Door Car,Medsize +AI14767,California,40688.53442,No,Basic,High School or Below,2/19/11,Employed,F,37455,Suburban,Married,114,13,57,0,2,Personal Auto,Personal L3,Offer4,Call Center,547.2,SUV,Small +OJ38536,California,4563.859434,No,Basic,Doctor,1/13/11,Employed,F,62010,Suburban,Married,112,2,51,0,1,Personal Auto,Personal L3,Offer2,Agent,537.6,SUV,Medsize +TI90592,California,7430.347681,No,Extended,College,1/21/11,Employed,M,61568,Urban,Married,93,3,36,0,3,Corporate Auto,Corporate L1,Offer1,Agent,240.818954,Four-Door Car,Medsize +UN63889,California,2644.983484,No,Basic,Bachelor,2/12/11,Employed,M,90443,Urban,Divorced,66,11,15,0,1,Personal Auto,Personal L3,Offer3,Call Center,235.174197,Two-Door Car,Medsize +FZ94690,California,26220.03266,No,Extended,High School or Below,1/15/11,Employed,M,24743,Suburban,Divorced,84,8,23,0,2,Personal Auto,Personal L2,Offer2,Branch,1008.03551,Four-Door Car,Small +TL60066,California,2397.036098,Yes,Basic,High School or Below,1/29/11,Retired,F,22283,Suburban,Divorced,65,16,93,0,1,Personal Auto,Personal L1,Offer1,Branch,572.072106,Four-Door Car,Medsize +OL61964,California,5207.680496,No,Basic,Bachelor,2/16/11,Employed,M,74627,Urban,Married,65,21,61,0,6,Corporate Auto,Corporate L3,Offer1,Agent,176.735323,Four-Door Car,Medsize +DN77617,California,5907.078117,No,Basic,College,1/18/11,Employed,F,47306,Rural,Married,74,8,18,0,3,Corporate Auto,Corporate L2,Offer4,Branch,97.723235,Four-Door Car,Medsize +BV12771,California,27420.81318,No,Basic,College,2/27/11,Unemployed,M,0,Suburban,Married,112,23,20,0,2,Personal Auto,Personal L2,Offer3,Branch,537.6,SUV,Medsize +NA14154,California,5044.857229,No,Basic,Bachelor,1/24/11,Employed,M,59292,Urban,Married,64,14,92,0,4,Corporate Auto,Corporate L3,Offer2,Call Center,218.491318,Two-Door Car,Medsize +ZO54248,California,3090.13236,No,Extended,High School or Below,1/17/11,Employed,F,23970,Rural,Married,77,13,19,0,1,Personal Auto,Personal L2,Offer2,Call Center,43.959921,Four-Door Car,Medsize +CW13886,California,8514.394994,No,Basic,College,1/26/11,Employed,M,48428,Urban,Married,72,8,5,1,2,Personal Auto,Personal L2,Offer2,Call Center,223.728018,Four-Door Car,Medsize +TT63451,California,20925.89544,No,Basic,High School or Below,1/2/11,Employed,F,44342,Suburban,Married,74,24,60,0,2,Personal Auto,Personal L3,Offer4,Branch,355.2,Four-Door Car,Medsize +OW54561,California,3515.456573,No,Basic,College,2/21/11,Unemployed,M,0,Suburban,Single,103,30,13,2,1,Personal Auto,Personal L3,Offer3,Web,741.6,Sports Car,Small +EE34821,California,17666.56543,No,Basic,Bachelor,2/17/11,Unemployed,F,0,Suburban,Single,74,6,92,0,2,Corporate Auto,Corporate L1,Offer1,Web,355.2,Two-Door Car,Large +ZB85648,California,30313.30977,No,Extended,College,1/22/11,Employed,F,67117,Urban,Single,85,10,38,0,2,Personal Auto,Personal L3,Offer4,Web,329.423177,Two-Door Car,Medsize +IE57921,California,4726.869327,Yes,Extended,Bachelor,1/10/11,Medical Leave,F,13037,Suburban,Married,124,28,49,0,1,Personal Auto,Personal L2,Offer2,Agent,839.348464,SUV,Small +OY47486,California,5284.509533,No,Basic,College,2/25/11,Employed,M,71960,Rural,Single,67,12,40,0,9,Personal Auto,Personal L1,Offer2,Call Center,151.495249,Two-Door Car,Medsize +LV51815,California,2990.330995,No,Basic,High School or Below,2/11/11,Employed,F,73137,Urban,Married,74,14,45,1,1,Corporate Auto,Corporate L3,Offer1,Branch,227.797105,Four-Door Car,Medsize +VU99672,California,3548.071725,No,Extended,College,2/4/11,Unemployed,M,0,Urban,Married,96,10,77,0,1,Corporate Auto,Corporate L2,Offer1,Branch,446.122702,Four-Door Car,Large +SN69015,California,6371.320461,No,Extended,College,1/4/11,Employed,M,23797,Suburban,Married,81,10,57,0,3,Personal Auto,Personal L2,Offer2,Web,388.8,Four-Door Car,Medsize +UO54843,California,5372.351967,No,Basic,Bachelor,2/13/11,Employed,M,70286,Rural,Married,67,16,66,0,3,Corporate Auto,Corporate L3,Offer2,Web,130.143497,Four-Door Car,Medsize +ES34753,California,5165.202368,No,Extended,Master,1/25/11,Disabled,F,12904,Suburban,Married,132,17,31,0,1,Personal Auto,Personal L2,Offer1,Agent,633.6,SUV,Medsize +KE91683,California,8264.747863,No,Basic,High School or Below,2/2/11,Employed,F,42045,Rural,Married,103,7,12,0,3,Personal Auto,Personal L2,Offer1,Agent,40.839965,SUV,Medsize +YU23754,California,5193.770572,No,Basic,Master,1/16/11,Employed,F,24948,Urban,Married,65,3,51,0,4,Personal Auto,Personal L3,Offer2,Branch,280.352767,Four-Door Car,Medsize +AS77287,California,8099.571213,No,Basic,College,1/3/11,Disabled,M,25452,Suburban,Single,107,20,60,0,3,Personal Auto,Personal L3,Offer1,Agent,954.688499,Sports Car,Medsize +PD36660,California,8845.073706,No,Basic,High School or Below,1/14/11,Employed,F,95850,Urban,Married,109,3,16,0,3,Corporate Auto,Corporate L1,Offer1,Agent,328.502498,Sports Car,Medsize +BQ20851,California,8295.977271,No,Basic,Master,2/23/11,Employed,M,73556,Urban,Divorced,104,31,4,0,9,Personal Auto,Personal L3,Offer1,Agent,497.684017,SUV,Medsize +PW91494,California,9344.431622,No,Basic,High School or Below,2/18/11,Unemployed,F,0,Suburban,Married,64,25,96,1,2,Personal Auto,Personal L2,Offer2,Branch,307.2,Two-Door Car,Medsize +NZ83890,California,5081.741976,No,Basic,High School or Below,2/4/11,Unemployed,F,0,Rural,Married,69,17,76,0,7,Personal Auto,Personal L1,Offer3,Branch,93.697638,Two-Door Car,Medsize +QV24282,California,5363.531017,No,Basic,Bachelor,1/20/11,Employed,F,43879,Urban,Single,69,19,60,0,5,Corporate Auto,Corporate L3,Offer1,Branch,242.133552,Four-Door Car,Medsize +YF67162,California,2429.600516,No,Basic,High School or Below,1/28/11,Employed,F,23941,Suburban,Married,61,12,1,0,1,Corporate Auto,Corporate L2,Offer3,Agent,292.8,Four-Door Car,Medsize +YE20366,California,7183.071115,No,Basic,Bachelor,1/9/11,Medical Leave,M,14390,Suburban,Single,65,16,4,0,2,Personal Auto,Personal L2,Offer1,Agent,402.778867,Four-Door Car,Medsize +PN77420,California,5376.88732,No,Basic,College,2/23/11,Employed,M,30039,Suburban,Single,70,21,52,0,9,Corporate Auto,Corporate L3,Offer3,Agent,498.612632,Four-Door Car,Medsize +CF26207,California,7019.177186,Yes,Basic,College,1/23/11,Retired,M,26806,Suburban,Married,63,32,19,0,2,Personal Auto,Personal L2,Offer1,Agent,302.4,Four-Door Car,Medsize +WH24638,California,7079.170237,No,Extended,College,2/28/11,Employed,F,24450,Urban,Married,90,4,65,0,4,Personal Auto,Personal L2,Offer3,Agent,250.959093,Four-Door Car,Medsize +YQ16427,California,2415.83485,No,Basic,High School or Below,2/3/11,Unemployed,F,0,Suburban,Married,64,26,17,0,1,Personal Auto,Personal L3,Offer2,Web,360.217299,Four-Door Car,Large +AZ90068,California,8193.160528,No,Basic,College,2/26/11,Employed,M,89219,Suburban,Single,73,12,9,4,2,Personal Auto,Personal L3,Offer2,Branch,350.4,Four-Door Car,Medsize +PL59209,California,6952.651187,No,Basic,College,1/16/11,Unemployed,F,0,Suburban,Single,73,2,38,3,2,Corporate Auto,Corporate L1,Offer2,Agent,525.6,Four-Door Car,Medsize +VK93542,California,7465.980556,No,Basic,High School or Below,2/16/11,Unemployed,M,0,Suburban,Single,109,4,33,0,8,Personal Auto,Personal L3,Offer3,Branch,784.8,SUV,Medsize +NE70589,California,13220.80421,No,Basic,College,1/20/11,Disabled,M,29504,Suburban,Married,117,24,90,0,2,Personal Auto,Personal L2,Offer1,Branch,809.039071,SUV,Medsize +AT52647,California,4014.9185,No,Basic,High School or Below,2/22/11,Unemployed,F,0,Suburban,Single,113,35,29,0,1,Personal Auto,Personal L1,Offer2,Call Center,1305.275432,SUV,Medsize +CW38361,California,8744.727173,No,Basic,Bachelor,2/10/11,Employed,M,61706,Rural,Married,110,6,71,0,7,Corporate Auto,Corporate L3,Offer3,Call Center,223.905524,SUV,Small +BZ92811,California,5948.98896,No,Premium,High School or Below,2/20/11,Employed,F,88122,Suburban,Married,148,15,10,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,840.231575,SUV,Medsize +ON68006,California,5520.149969,No,Basic,Bachelor,1/16/11,Employed,F,26129,Suburban,Divorced,70,4,38,0,3,Personal Auto,Personal L2,Offer1,Agent,419.187114,Four-Door Car,Medsize +VG58889,California,5040.775434,No,Basic,Bachelor,1/31/11,Disabled,F,22350,Suburban,Married,66,9,3,0,5,Corporate Auto,Corporate L3,Offer1,Agent,316.8,Two-Door Car,Large +MI42935,California,5654.593045,No,Extended,Bachelor,1/4/11,Unemployed,F,0,Suburban,Single,83,0,12,0,7,Personal Auto,Personal L2,Offer3,Call Center,597.6,Four-Door Car,Medsize +OS21957,California,8896.500265,No,Basic,High School or Below,1/21/11,Employed,F,26201,Rural,Married,112,4,48,0,8,Personal Auto,Personal L2,Offer4,Call Center,168.901895,SUV,Small +JG21385,California,8715.945469,No,Extended,Bachelor,2/25/11,Unemployed,M,0,Suburban,Single,84,33,20,0,2,Personal Auto,Personal L3,Offer3,Branch,604.8,Four-Door Car,Medsize +CT62892,California,7868.808884,No,Basic,Bachelor,1/10/11,Unemployed,F,0,Suburban,Married,107,28,14,0,7,Personal Auto,Personal L3,Offer1,Agent,513.6,SUV,Small +IE97795,California,6878.008403,No,Extended,High School or Below,2/5/11,Employed,M,39020,Suburban,Married,87,0,4,0,5,Corporate Auto,Corporate L1,Offer3,Agent,485.01384,Four-Door Car,Small +DM59629,California,6411.675304,No,Extended,Bachelor,2/8/11,Employed,F,47606,Suburban,Divorced,81,24,50,0,4,Personal Auto,Personal L3,Offer3,Agent,388.8,Two-Door Car,Small +SH48087,California,10144.3094,No,Extended,College,1/29/11,Medical Leave,F,27231,Suburban,Married,88,0,7,0,2,Personal Auto,Personal L2,Offer1,Branch,422.4,Four-Door Car,Medsize +WG93963,California,8575.961719,No,Extended,College,2/10/11,Employed,F,39946,Suburban,Divorced,218,23,99,0,1,Personal Auto,Personal L1,Offer1,Branch,1046.4,Luxury SUV,Small +OQ88395,California,4510.542608,No,Basic,College,2/4/11,Employed,M,84300,Rural,Married,111,13,0,0,1,Corporate Auto,Corporate L3,Offer2,Branch,202.22495,SUV,Medsize +XH46220,California,3746.751625,Yes,Extended,College,2/26/11,Employed,F,41479,Rural,Married,94,14,38,1,1,Corporate Auto,Corporate L2,Offer2,Call Center,19.575683,Two-Door Car,Large +BK61065,California,5479.555081,Yes,Basic,Master,1/13/11,Employed,M,56005,Suburban,Married,68,31,30,1,3,Personal Auto,Personal L2,Offer1,Branch,326.4,Four-Door Car,Small +UD87700,California,7164.011997,No,Basic,High School or Below,2/10/11,Unemployed,M,0,Suburban,Single,108,19,97,0,9,Corporate Auto,Corporate L3,Offer1,Agent,1260.456194,SUV,Large +CO19402,California,13265.51039,No,Basic,Bachelor,1/9/11,Employed,F,99617,Rural,Married,109,1,62,0,2,Personal Auto,Personal L2,Offer3,Agent,74.934678,SUV,Medsize +KJ29915,California,5246.278375,Yes,Basic,Bachelor,1/21/11,Employed,F,28909,Suburban,Married,66,15,66,0,8,Personal Auto,Personal L2,Offer1,Agent,456.702735,Two-Door Car,Medsize +JX52708,California,4556.068318,No,Basic,Bachelor,2/14/11,Medical Leave,M,25617,Suburban,Divorced,63,22,3,0,3,Personal Auto,Personal L3,Offer2,Call Center,302.4,Two-Door Car,Medsize +OT42923,California,2751.250209,No,Basic,High School or Below,2/20/11,Employed,M,86788,Suburban,Single,70,32,68,0,1,Personal Auto,Personal L3,Offer2,Agent,336,Four-Door Car,Medsize +DL34364,California,2914.09461,No,Extended,High School or Below,1/25/11,Disabled,M,28523,Suburban,Married,77,15,12,0,1,Corporate Auto,Corporate L1,Offer3,Agent,369.6,Four-Door Car,Large +WX16610,California,5824.767025,No,Basic,Bachelor,2/20/11,Employed,F,38492,Urban,Married,72,27,34,0,3,Personal Auto,Personal L3,Offer2,Branch,207.901654,Four-Door Car,Medsize +NH76558,California,5755.18214,No,Basic,High School or Below,1/26/11,Employed,F,97657,Rural,Married,71,2,19,0,8,Personal Auto,Personal L2,Offer2,Branch,107.325235,Two-Door Car,Medsize +SQ14756,California,2424.690776,No,Basic,Master,1/29/11,Employed,M,49008,Suburban,Married,61,11,74,1,1,Personal Auto,Personal L1,Offer1,Branch,292.8,Four-Door Car,Medsize +EP64069,California,5138.244998,No,Basic,Bachelor,1/8/11,Employed,F,72264,Urban,Married,64,2,66,0,9,Corporate Auto,Corporate L3,Offer3,Web,272.649844,Four-Door Car,Medsize +IS63817,California,6047.02516,Yes,Extended,College,2/19/11,Employed,M,20396,Suburban,Married,76,15,60,1,4,Corporate Auto,Corporate L2,Offer1,Branch,364.8,Four-Door Car,Medsize +UC83161,California,6106.468745,No,Premium,High School or Below,1/4/11,Employed,F,60234,Rural,Married,152,14,98,0,1,Personal Auto,Personal L2,Offer3,Web,136.217066,SUV,Medsize +DL45122,California,3329.887725,No,Extended,Bachelor,2/17/11,Employed,M,75556,Suburban,Married,84,24,78,0,1,Corporate Auto,Corporate L3,Offer2,Agent,498.927007,Four-Door Car,Small +KB90953,California,40132.01135,No,Extended,Bachelor,2/24/11,Employed,F,98710,Urban,Married,123,21,42,0,2,Personal Auto,Personal L2,Offer2,Branch,587.391029,Sports Car,Medsize +EX72956,California,5095.365993,No,Basic,Bachelor,1/27/11,Employed,F,69461,Rural,Single,64,7,61,0,6,Personal Auto,Personal L2,Offer3,Branch,101.417253,Two-Door Car,Large +YN15016,California,4471.747876,No,Basic,High School or Below,2/26/11,Unemployed,M,0,Suburban,Single,68,35,98,2,9,Personal Auto,Personal L3,Offer1,Branch,489.6,Four-Door Car,Medsize +GW56797,California,8773.507548,No,Extended,High School or Below,2/6/11,Unemployed,M,0,Suburban,Single,87,24,53,0,2,Personal Auto,Personal L3,Offer4,Branch,626.4,Four-Door Car,Medsize +QR57842,California,10351.37265,No,Extended,College,1/7/11,Employed,F,73895,Suburban,Married,129,2,31,0,7,Corporate Auto,Corporate L1,Offer4,Branch,825.416826,SUV,Medsize +TB53616,California,10408.96865,Yes,Basic,High School or Below,2/18/11,Retired,M,20228,Suburban,Divorced,101,3,43,1,2,Personal Auto,Personal L3,Offer1,Branch,523.815839,SUV,Medsize +JN10602,California,8201.330033,No,Basic,Master,2/12/11,Employed,F,81785,Suburban,Divorced,67,12,44,0,2,Personal Auto,Personal L2,Offer1,Agent,321.6,Four-Door Car,Large +VI94769,California,2248.449633,Yes,Basic,Bachelor,1/29/11,Retired,F,24910,Suburban,Single,63,7,63,1,1,Personal Auto,Personal L1,Offer1,Branch,347.857619,Four-Door Car,Medsize +BQ60673,California,5205.024842,No,Basic,Bachelor,1/14/11,Employed,M,32946,Suburban,Married,66,13,7,0,6,Corporate Auto,Corporate L3,Offer1,Branch,316.8,Two-Door Car,Small +JK68578,California,15306.13396,No,Basic,High School or Below,2/6/11,Employed,F,83868,Rural,Married,189,30,91,0,7,Corporate Auto,Corporate L2,Offer1,Agent,134.836237,Luxury Car,Medsize +OI39449,California,8002.308333,Yes,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,107,3,65,0,3,Personal Auto,Personal L2,Offer1,Agent,513.6,SUV,Medsize +NJ29981,California,4553.185557,No,Extended,High School or Below,2/10/11,Unemployed,M,0,Suburban,Married,124,1,43,0,1,Corporate Auto,Corporate L3,Offer1,Branch,714.494746,SUV,Medsize +ZO16199,California,5354.365535,No,Basic,High School or Below,2/16/11,Disabled,F,17099,Suburban,Married,69,13,28,0,9,Personal Auto,Personal L2,Offer1,Web,331.2,Four-Door Car,Small +HB12866,California,7449.855125,No,Extended,High School or Below,2/26/11,Unemployed,F,0,Suburban,Single,206,7,82,0,1,Personal Auto,Personal L2,Offer2,Agent,1483.2,Luxury SUV,Large +DQ19344,California,3112.049841,No,Extended,College,2/24/11,Employed,M,33046,Rural,Married,79,14,26,0,1,Personal Auto,Personal L3,Offer4,Branch,181.538354,Four-Door Car,Medsize +GH35369,California,4386.277558,Yes,Basic,College,2/11/11,Retired,M,10621,Suburban,Single,67,28,22,0,5,Personal Auto,Personal L3,Offer1,Agent,321.6,Four-Door Car,Medsize +QR26617,California,4865.848218,No,Basic,Bachelor,2/19/11,Employed,M,21498,Suburban,Married,63,23,72,0,9,Corporate Auto,Corporate L1,Offer2,Agent,302.4,Four-Door Car,Medsize +QZ34525,California,6993.380588,No,Basic,Bachelor,2/21/11,Unemployed,M,0,Suburban,Single,66,7,59,0,2,Personal Auto,Personal L3,Offer1,Agent,439.701118,Four-Door Car,Medsize +IU62399,California,5860.48309,No,Basic,Bachelor,2/25/11,Employed,F,36889,Urban,Married,74,24,82,1,3,Personal Auto,Personal L2,Offer1,Agent,192.186026,Four-Door Car,Medsize +OH23893,California,9115.57169,No,Basic,Bachelor,2/15/11,Employed,F,69588,Rural,Married,114,19,45,0,6,Personal Auto,Personal L1,Offer1,Branch,173.080024,SUV,Medsize +ZX83542,California,5300.686394,No,Basic,Master,2/16/11,Disabled,M,26585,Urban,Married,69,26,23,0,4,Corporate Auto,Corporate L3,Offer1,Call Center,308.651195,Four-Door Car,Large +CO16841,California,3630.269217,No,Basic,Bachelor,2/16/11,Unemployed,F,0,Suburban,Single,101,34,53,0,1,Corporate Auto,Corporate L2,Offer2,Web,727.2,SUV,Small +MV81355,California,8819.018934,Yes,Basic,High School or Below,1/10/11,Employed,M,99845,Suburban,Married,110,23,25,1,8,Personal Auto,Personal L2,Offer2,Branch,528,SUV,Medsize +HU22390,California,5389.499465,Yes,Extended,College,1/7/11,Employed,M,66429,Rural,Married,136,35,93,0,1,Corporate Auto,Corporate L3,Offer2,Agent,57.712985,Sports Car,Medsize +YS74016,California,3123.080994,Yes,Basic,Bachelor,2/19/11,Unemployed,M,0,Suburban,Married,101,1,83,4,1,Personal Auto,Personal L2,Offer1,Agent,960.115399,SUV,Large +PU33703,California,2435.321545,No,Basic,College,2/17/11,Employed,F,43721,Suburban,Married,61,5,84,0,1,Personal Auto,Personal L2,Offer2,Branch,292.8,Four-Door Car,Small +PJ59176,California,8754.233404,No,Basic,High School or Below,2/6/11,Employed,M,51209,Rural,Married,109,35,3,0,6,Personal Auto,Personal L3,Offer1,Call Center,39.49793,SUV,Medsize +ML68781,California,2628.563096,No,Basic,College,1/21/11,Employed,F,84498,Urban,Married,65,18,83,0,1,Personal Auto,Personal L3,Offer2,Branch,255.210049,Four-Door Car,Medsize +JI93499,California,6669.184698,No,Basic,High School or Below,1/17/11,Unemployed,M,0,Suburban,Married,65,30,5,1,2,Corporate Auto,Corporate L1,Offer3,Agent,312,Four-Door Car,Medsize +NY90858,California,6765.800532,No,Extended,College,2/24/11,Employed,M,59034,Urban,Married,85,0,85,0,3,Personal Auto,Personal L3,Offer1,Agent,378.75258,Four-Door Car,Medsize +IZ76711,California,10013.77995,No,Extended,Bachelor,2/8/11,Unemployed,F,0,Suburban,Married,135,26,38,0,3,Personal Auto,Personal L2,Offer2,Branch,773.690268,Sports Car,Medsize +BT78461,California,11288.17204,No,Basic,College,1/31/11,Employed,F,96399,Urban,Married,70,1,28,0,2,Personal Auto,Personal L1,Offer2,Agent,307.89535,Four-Door Car,Medsize +PS68884,California,4686.469674,Yes,Basic,College,2/12/11,Employed,M,58089,Suburban,Married,118,31,83,0,1,Corporate Auto,Corporate L3,Offer1,Agent,566.4,SUV,Medsize +EY71439,California,7131.731291,No,Basic,High School or Below,1/10/11,Unemployed,M,0,Suburban,Single,103,29,58,0,3,Corporate Auto,Corporate L2,Offer3,Call Center,741.6,Sports Car,Small +TO84268,California,9051.712161,No,Premium,Master,1/12/11,Employed,M,60964,Urban,Married,113,21,16,0,4,Personal Auto,Personal L2,Offer3,Agent,327.723713,Four-Door Car,Medsize +UH93563,California,5306.162741,No,Basic,College,2/24/11,Employed,M,42871,Suburban,Married,67,2,13,0,6,Corporate Auto,Corporate L3,Offer3,Web,321.6,Four-Door Car,Small +GD57363,California,5133.635886,No,Basic,College,2/27/11,Employed,M,38795,Rural,Married,65,23,64,0,3,Personal Auto,Personal L2,Offer2,Agent,98.354737,Four-Door Car,Medsize +LU36517,California,11124.60499,No,Premium,Bachelor,1/19/11,Unemployed,M,0,Suburban,Single,112,25,69,0,2,Personal Auto,Personal L2,Offer3,Agent,806.4,Two-Door Car,Small +DO93657,California,7285.103913,No,Extended,Master,1/9/11,Employed,M,57134,Suburban,Married,91,6,6,1,8,Personal Auto,Personal L3,Offer1,Branch,436.8,Two-Door Car,Medsize +EF41225,California,14627.92807,No,Extended,College,2/19/11,Employed,F,40711,Suburban,Married,121,12,38,0,2,Personal Auto,Personal L3,Offer3,Web,580.8,SUV,Medsize +CY97519,California,17086.75371,No,Basic,College,2/9/11,Employed,M,26334,Suburban,Married,63,3,73,2,2,Corporate Auto,Corporate L1,Offer2,Branch,453.6,Two-Door Car,Small +FO36473,California,4298.378567,No,Basic,Bachelor,2/17/11,Employed,F,31414,Suburban,Married,116,0,68,4,1,Personal Auto,Personal L3,Offer1,Call Center,556.8,SUV,Medsize +OD66412,California,5018.894421,No,Basic,Doctor,2/6/11,Employed,F,74423,Rural,Married,62,31,10,0,5,Personal Auto,Personal L2,Offer2,Agent,50.800186,Four-Door Car,Medsize +IW54903,California,7200.664877,Yes,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,66,16,77,0,2,Personal Auto,Personal L1,Offer2,Agent,316.8,Four-Door Car,Medsize +RF64040,California,9591.028253,No,Extended,Bachelor,1/3/11,Unemployed,F,0,Rural,Married,128,23,27,0,6,Corporate Auto,Corporate L3,Offer1,Call Center,150.952506,SUV,Medsize +CB17191,California,3240.667531,No,Extended,High School or Below,2/21/11,Employed,F,30646,Rural,Married,81,26,26,0,1,Corporate Auto,Corporate L2,Offer1,Agent,128.57791,Four-Door Car,Medsize +OI39301,California,8906.50609,No,Basic,High School or Below,2/2/11,Unemployed,F,0,Suburban,Single,118,28,33,0,3,Personal Auto,Personal L2,Offer2,Agent,566.4,SUV,Medsize +VY90611,California,2499.036551,No,Basic,Master,1/27/11,Employed,F,28264,Suburban,Divorced,63,22,9,0,1,Corporate Auto,Corporate L3,Offer2,Agent,364.622773,Two-Door Car,Small +KF96171,California,8167.992322,No,Premium,High School or Below,2/23/11,Unemployed,F,0,Suburban,Single,117,5,27,0,6,Personal Auto,Personal L2,Offer1,Call Center,842.4,Two-Door Car,Medsize +IJ36435,California,5811.61185,No,Extended,College,1/24/11,Unemployed,F,0,Urban,Married,79,10,22,0,8,Personal Auto,Personal L2,Offer3,Agent,304.550129,Four-Door Car,Medsize +GX40957,California,18732.2012,No,Basic,College,2/22/11,Employed,F,70187,Suburban,Married,117,4,61,0,2,Personal Auto,Personal L3,Offer3,Call Center,632.16097,Sports Car,Medsize +RT36566,California,5260.623466,No,Basic,Bachelor,1/1/11,Employed,F,31006,Suburban,Divorced,67,20,16,0,4,Personal Auto,Personal L3,Offer2,Call Center,321.6,Four-Door Car,Medsize +ML38237,California,8869.631143,No,Basic,High School or Below,1/19/11,Unemployed,F,0,Suburban,Married,119,12,57,0,4,Corporate Auto,Corporate L1,Offer1,Agent,571.2,SUV,Medsize +RR74547,California,2878.846941,No,Extended,High School or Below,2/23/11,Unemployed,M,0,Suburban,Single,85,33,69,0,1,Personal Auto,Personal L3,Offer3,Call Center,612,Four-Door Car,Large +PK26805,California,2810.957053,No,Basic,High School or Below,2/11/11,Employed,M,20371,Suburban,Married,71,19,14,1,1,Personal Auto,Personal L2,Offer4,Call Center,340.8,Four-Door Car,Medsize +KS36311,California,2701.039719,No,Basic,College,2/19/11,Employed,F,39141,Suburban,Married,68,22,7,0,1,Personal Auto,Personal L1,Offer2,Branch,402.456296,Four-Door Car,Small +ZZ69693,California,2449.580048,No,Basic,High School or Below,1/23/11,Unemployed,M,0,Suburban,Single,69,20,44,0,1,Corporate Auto,Corporate L3,Offer3,Branch,496.8,Four-Door Car,Large +FS70572,California,9445.925985,No,Extended,College,1/10/11,Employed,M,76837,Rural,Divorced,78,2,12,0,2,Corporate Auto,Corporate L2,Offer4,Call Center,23.788022,Four-Door Car,Small +LN87823,California,4414.577688,No,Basic,High School or Below,1/9/11,Unemployed,F,0,Suburban,Single,61,23,46,0,7,Personal Auto,Personal L2,Offer3,Agent,643.877067,Four-Door Car,Medsize +XL81489,California,6785.536334,No,Premium,Bachelor,2/25/11,Unemployed,F,0,Suburban,Single,197,6,22,0,1,Corporate Auto,Corporate L3,Offer1,Agent,1439.676002,Sports Car,Small +NQ32487,California,3600.934326,Yes,Basic,High School or Below,2/25/11,Retired,F,25147,Suburban,Single,101,7,54,0,1,Personal Auto,Personal L2,Offer1,Agent,694.598288,SUV,Medsize +XF60649,California,7452.939191,No,Basic,Bachelor,1/4/11,Unemployed,F,0,Suburban,Single,106,5,32,0,4,Personal Auto,Personal L2,Offer1,Web,763.2,SUV,Medsize +VA95584,California,12723.15311,No,Basic,Master,1/20/11,Employed,M,34665,Suburban,Married,64,29,58,0,2,Personal Auto,Personal L3,Offer2,Branch,450.85948,Two-Door Car,Small +FN80010,California,4312.642503,No,Basic,Master,1/3/11,Disabled,F,25404,Suburban,Divorced,112,16,4,0,1,Personal Auto,Personal L3,Offer1,Branch,578.175234,SUV,Medsize +QX22025,California,12148.94098,No,Basic,High School or Below,1/5/11,Employed,F,37025,Urban,Married,101,15,36,0,2,Corporate Auto,Corporate L1,Offer3,Branch,427.243803,SUV,Medsize +ZU63258,California,3549.747466,No,Basic,Bachelor,1/19/11,Unemployed,M,0,Suburban,Married,100,27,32,1,1,Personal Auto,Personal L3,Offer2,Agent,480,SUV,Medsize +IC74050,California,6153.394838,No,Premium,High School or Below,1/19/11,Disabled,F,23939,Suburban,Married,160,33,78,1,1,Personal Auto,Personal L2,Offer1,Call Center,768,SUV,Medsize +JX80723,California,6272.416823,No,Extended,College,2/4/11,Employed,M,76673,Rural,Divorced,80,2,59,1,4,Personal Auto,Personal L1,Offer1,Branch,56.082107,Four-Door Car,Medsize +CT50487,California,2851.161121,No,Basic,High School or Below,2/10/11,Employed,F,55274,Suburban,Married,71,14,35,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,484.728153,Two-Door Car,Medsize +VT16570,California,6781.125672,No,Extended,College,1/20/11,Employed,F,30324,Rural,Divorced,86,15,67,0,8,Corporate Auto,Corporate L2,Offer1,Call Center,143.943749,Four-Door Car,Medsize +YW94562,California,4985.239225,No,Basic,College,1/10/11,Employed,F,31702,Suburban,Married,63,13,3,1,7,Personal Auto,Personal L2,Offer1,Web,302.4,Four-Door Car,Medsize +JG83075,California,6725.043747,No,Extended,College,2/21/11,Unemployed,F,0,Suburban,Single,95,15,8,0,5,Corporate Auto,Corporate L3,Offer1,Agent,684,Four-Door Car,Medsize +SZ61563,California,36632.53432,No,Extended,Bachelor,1/21/11,Employed,M,70908,Urban,Divorced,132,0,71,1,2,Personal Auto,Personal L2,Offer1,Call Center,521.444011,SUV,Medsize +JO60130,California,5838.89915,Yes,Basic,High School or Below,1/6/11,Employed,M,81082,Urban,Married,73,5,85,0,4,Personal Auto,Personal L2,Offer2,Agent,281.295903,Four-Door Car,Large +BG55927,California,12206.89208,No,Premium,College,1/9/11,Disabled,F,17705,Suburban,Married,108,7,19,1,2,Personal Auto,Personal L3,Offer2,Agent,668.73901,Two-Door Car,Medsize +BS53322,California,14196.96535,No,Basic,High School or Below,1/6/11,Employed,F,77738,Urban,Married,118,18,47,0,2,Personal Auto,Personal L3,Offer2,Call Center,463.457352,SUV,Small +FZ13256,California,2670.797821,No,Basic,Bachelor,2/22/11,Unemployed,F,0,Suburban,Single,72,18,41,0,1,Corporate Auto,Corporate L1,Offer1,Web,366.277224,Four-Door Car,Medsize +CM38959,California,8033.910862,No,Basic,College,1/30/11,Employed,F,70311,Suburban,Married,66,18,15,0,2,Personal Auto,Personal L3,Offer1,Branch,341.395103,Two-Door Car,Medsize +FS38926,California,9685.542977,No,Extended,Bachelor,2/22/11,Employed,F,66022,Rural,Married,239,17,80,0,1,Personal Auto,Personal L2,Offer4,Web,538.229502,Luxury Car,Medsize +EN31802,California,36168.34106,No,Basic,High School or Below,1/9/11,Employed,M,74140,Suburban,Married,101,31,23,2,2,Personal Auto,Personal L1,Offer2,Web,484.8,SUV,Medsize +TO18404,California,10453.2558,No,Extended,Bachelor,1/22/11,Employed,F,73604,Urban,Divorced,88,12,75,0,2,Corporate Auto,Corporate L3,Offer2,Agent,398.19284,Two-Door Car,Medsize +VQ53427,California,5406.694854,No,Basic,College,1/14/11,Medical Leave,M,21855,Suburban,Married,74,21,49,1,6,Corporate Auto,Corporate L2,Offer1,Web,355.2,Four-Door Car,Medsize +OT50011,California,2671.166649,No,Basic,Master,1/26/11,Medical Leave,F,23305,Rural,Married,68,25,26,0,1,Personal Auto,Personal L2,Offer2,Branch,127.157137,Four-Door Car,Medsize +OO96627,California,3531.348165,No,Extended,High School or Below,2/11/11,Unemployed,M,0,Suburban,Single,98,23,46,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,958.502743,Two-Door Car,Small +BN77676,California,4835.569505,No,Basic,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,71,11,71,0,6,Personal Auto,Personal L2,Offer3,Agent,511.2,Four-Door Car,Medsize +JT64945,California,13422.06378,No,Basic,College,2/5/11,Employed,F,65024,Urban,Married,67,17,15,0,2,Personal Auto,Personal L2,Offer2,Call Center,189.869329,Four-Door Car,Medsize +BO58202,California,2424.224662,No,Basic,Bachelor,1/13/11,Disabled,F,22590,Rural,Single,67,7,61,0,1,Personal Auto,Personal L3,Offer1,Call Center,85.68352,Two-Door Car,Medsize +UR71715,California,2983.110414,No,Extended,College,1/16/11,Unemployed,M,0,Suburban,Single,91,3,57,0,1,Personal Auto,Personal L3,Offer4,Call Center,436.8,Four-Door Car,Small +GM84292,California,14723.40712,No,Extended,Master,1/13/11,Employed,F,38401,Suburban,Married,92,17,62,0,2,Corporate Auto,Corporate L1,Offer1,Agent,441.6,Four-Door Car,Medsize +DW20514,California,8438.463783,No,Basic,College,1/17/11,Disabled,M,25539,Suburban,Married,112,15,63,0,3,Personal Auto,Personal L3,Offer1,Web,585.069825,SUV,Small +WZ45123,California,14435.67365,Yes,Premium,Master,1/26/11,Employed,M,60880,Rural,Married,119,25,89,0,2,Personal Auto,Personal L2,Offer1,Agent,109.906628,Two-Door Car,Medsize +LW11571,California,2690.069754,No,Basic,Bachelor,2/7/11,Employed,M,87313,Suburban,Divorced,67,4,5,0,1,Personal Auto,Personal L1,Offer2,Agent,321.6,Four-Door Car,Small +TI48450,California,7948.544751,No,Basic,College,2/15/11,Employed,M,23916,Suburban,Married,68,33,86,0,2,Corporate Auto,Corporate L3,Offer4,Call Center,481.113765,Two-Door Car,Medsize +CZ62883,California,11378.88711,No,Extended,Bachelor,1/7/11,Employed,F,34854,Suburban,Married,95,35,50,0,2,Corporate Auto,Corporate L2,Offer2,Call Center,456,Four-Door Car,Medsize +BY88565,California,5219.754045,No,Basic,College,2/23/11,Employed,F,48203,Suburban,Divorced,66,20,47,0,6,Personal Auto,Personal L2,Offer4,Call Center,413.238845,Four-Door Car,Medsize +EB61889,California,9486.037005,No,Extended,High School or Below,2/28/11,Medical Leave,M,25322,Suburban,Divorced,126,23,52,0,3,Corporate Auto,Corporate L3,Offer3,Call Center,886.033554,Sports Car,Medsize +GX22027,California,4762.557323,No,Basic,Bachelor,2/4/11,Medical Leave,F,16656,Suburban,Married,63,11,53,1,9,Personal Auto,Personal L2,Offer1,Branch,302.4,Two-Door Car,Medsize +BN91755,California,4975.171042,No,Extended,Master,1/30/11,Employed,F,44723,Urban,Married,124,26,3,0,1,Personal Auto,Personal L2,Offer1,Call Center,341.088276,SUV,Medsize +OZ89964,California,4422.615495,No,Basic,High School or Below,1/30/11,Employed,M,35979,Suburban,Single,116,34,28,2,1,Personal Auto,Personal L3,Offer3,Call Center,556.8,Sports Car,Small +PV62467,California,4849.697945,No,Basic,College,1/27/11,Employed,F,36413,Rural,Married,61,21,76,0,3,Personal Auto,Personal L3,Offer1,Branch,153.013115,Four-Door Car,Medsize +QZ71100,California,19237.69976,No,Basic,Bachelor,2/17/11,Unemployed,M,0,Suburban,Single,196,31,78,0,2,Corporate Auto,Corporate L1,Offer2,Call Center,2092.523421,Luxury Car,Medsize +UA63517,California,8518.549119,No,Basic,Doctor,1/27/11,Unemployed,F,0,Suburban,Married,112,19,86,1,8,Personal Auto,Personal L3,Offer2,Branch,537.6,Sports Car,Medsize +BD69478,California,5194.654884,No,Basic,College,1/1/11,Employed,M,51883,Suburban,Married,66,8,99,0,9,Personal Auto,Personal L2,Offer2,Call Center,623.751121,Two-Door Car,Small +GV41938,California,46302.07562,No,Premium,High School or Below,2/6/11,Unemployed,F,0,Suburban,Married,151,33,94,1,2,Personal Auto,Personal L1,Offer1,Call Center,1087.2,SUV,Medsize +UA73107,California,2538.62632,Yes,Basic,Bachelor,2/17/11,Retired,M,18608,Suburban,Divorced,71,13,24,0,1,Corporate Auto,Corporate L3,Offer2,Web,340.8,Four-Door Car,Medsize +XU43725,California,14070.63897,No,Extended,College,1/16/11,Unemployed,F,0,Suburban,Single,127,0,71,0,2,Corporate Auto,Corporate L2,Offer1,Web,677.868206,SUV,Medsize +MT78037,California,2748.933734,No,Basic,High School or Below,2/3/11,Employed,M,55964,Suburban,Divorced,69,20,0,0,1,Personal Auto,Personal L2,Offer2,Branch,496.8,Four-Door Car,Medsize +FH81263,California,6006.211611,No,Basic,High School or Below,2/10/11,Employed,M,85510,Suburban,Married,74,19,68,0,4,Corporate Auto,Corporate L3,Offer1,Agent,355.2,Four-Door Car,Small +SZ94413,California,3286.440915,No,Extended,High School or Below,2/28/11,Employed,M,30706,Urban,Married,84,6,34,0,1,Personal Auto,Personal L2,Offer2,Agent,225.654806,Four-Door Car,Medsize +HI48554,California,2648.350463,No,Basic,High School or Below,1/16/11,Medical Leave,F,29587,Suburban,Married,69,8,68,0,1,Personal Auto,Personal L2,Offer4,Web,331.2,Two-Door Car,Small +YR30159,California,20936.33105,No,Basic,College,2/6/11,Employed,M,20309,Suburban,Divorced,181,5,12,0,2,Personal Auto,Personal L3,Offer1,Agent,1579.854155,Luxury Car,Medsize +EV15014,California,7194.233091,No,Basic,Bachelor,1/25/11,Unemployed,M,0,Suburban,Single,71,22,0,0,2,Personal Auto,Personal L3,Offer1,Branch,599.375099,Four-Door Car,Medsize +BM16805,California,11435.23124,No,Basic,College,1/25/11,Disabled,F,12470,Suburban,Married,103,30,52,1,2,Corporate Auto,Corporate L1,Offer1,Agent,618.688651,SUV,Medsize +IB60476,California,4064.107529,No,Basic,Master,1/25/11,Unemployed,M,0,Suburban,Married,107,31,41,0,1,Personal Auto,Personal L3,Offer4,Branch,513.6,Sports Car,Medsize +YC63458,California,5893.368906,No,Basic,Bachelor,1/22/11,Employed,F,86498,Rural,Married,74,13,13,1,5,Personal Auto,Personal L2,Offer3,Agent,8.529778,Two-Door Car,Medsize +VS42598,California,8256.2978,Yes,Basic,Bachelor,1/25/11,Employed,F,62902,Rural,Married,69,14,94,0,2,Personal Auto,Personal L1,Offer2,Web,159.383042,Two-Door Car,Medsize +BB65725,California,8061.198798,No,Basic,College,2/11/11,Employed,M,57293,Urban,Married,102,19,87,0,7,Corporate Auto,Corporate L3,Offer1,Agent,347.996042,Sports Car,Medsize +UZ86963,California,9333.076001,No,Extended,High School or Below,1/28/11,Unemployed,F,0,Suburban,Single,129,33,14,0,3,Corporate Auto,Corporate L2,Offer1,Agent,928.8,Sports Car,Medsize +RR39300,California,34243.51034,No,Extended,High School or Below,2/8/11,Employed,F,51255,Urban,Married,122,12,0,0,2,Personal Auto,Personal L2,Offer1,Call Center,421.70554,SUV,Medsize +IU25994,California,31516.5084,No,Extended,College,2/16/11,Unemployed,M,0,Suburban,Married,125,23,4,0,2,Corporate Auto,Corporate L3,Offer3,Branch,626.411563,SUV,Medsize +IO81315,California,2460.167359,No,Basic,College,2/21/11,Employed,F,69241,Rural,Married,61,14,84,0,1,Personal Auto,Personal L2,Offer3,Web,47.95916,Four-Door Car,Small +JC93010,California,4929.549699,Yes,Basic,Bachelor,1/26/11,Employed,M,25632,Suburban,Married,63,27,52,0,7,Personal Auto,Personal L2,Offer2,Call Center,351.270869,Two-Door Car,Medsize +XO56170,California,2866.824929,No,Basic,High School or Below,2/13/11,Employed,F,87428,Urban,Divorced,72,27,42,0,1,Personal Auto,Personal L3,Offer2,Agent,224.483337,Four-Door Car,Medsize +QS65968,California,8429.491575,No,Basic,Master,2/1/11,Employed,M,98796,Suburban,Married,104,22,32,0,3,Personal Auto,Personal L3,Offer4,Agent,499.2,SUV,Medsize +PT42203,California,8052.243508,No,Premium,College,1/25/11,Employed,M,78617,Rural,Married,101,3,95,0,3,Corporate Auto,Corporate L1,Offer4,Web,233.169575,Four-Door Car,Medsize +SX87181,California,4916.479717,No,Basic,Bachelor,2/6/11,Unemployed,F,0,Suburban,Single,65,21,61,0,7,Personal Auto,Personal L3,Offer1,Agent,312,Two-Door Car,Large +RE85409,California,5386.969384,No,Basic,High School or Below,2/21/11,Employed,M,93893,Rural,Married,67,16,70,0,8,Personal Auto,Personal L2,Offer3,Agent,98.66095,Four-Door Car,Medsize +YW95322,California,3508.905811,No,Extended,Bachelor,1/23/11,Employed,M,23629,Suburban,Married,88,15,81,0,1,Personal Auto,Personal L1,Offer3,Agent,633.6,Four-Door Car,Small +TL39187,California,6511.103163,No,Extended,Bachelor,2/23/11,Unemployed,M,0,Suburban,Single,91,24,28,0,8,Corporate Auto,Corporate L3,Offer3,Branch,655.404481,Two-Door Car,Medsize +XP41644,California,4335.676738,No,Basic,High School or Below,1/19/11,Employed,M,30574,Urban,Single,114,19,10,1,1,Corporate Auto,Corporate L2,Offer3,Web,396.105473,Sports Car,Medsize +FZ89300,California,3673.525732,No,Extended,Bachelor,1/31/11,Employed,F,69555,Urban,Single,92,16,59,0,1,Personal Auto,Personal L2,Offer1,Agent,255.277041,Four-Door Car,Medsize +ED80746,California,7426.462927,No,Extended,Bachelor,1/17/11,Medical Leave,M,19634,Suburban,Married,98,29,89,0,6,Corporate Auto,Corporate L3,Offer1,Branch,470.4,Two-Door Car,Small +BD35524,California,2640.488905,No,Basic,Bachelor,2/21/11,Disabled,M,15776,Suburban,Married,69,20,59,0,1,Personal Auto,Personal L2,Offer2,Call Center,337.596914,Two-Door Car,Medsize +EW68125,California,4889.765364,No,Basic,Bachelor,2/7/11,Employed,F,46819,Urban,Divorced,62,15,0,0,5,Personal Auto,Personal L2,Offer1,Agent,157.990123,Four-Door Car,Large +TT86956,California,10537.40467,No,Basic,Master,1/15/11,Employed,F,47950,Urban,Married,65,27,14,0,2,Personal Auto,Personal L3,Offer3,Call Center,301.867895,Four-Door Car,Large +KA67497,California,6385.617852,No,Basic,High School or Below,2/2/11,Unemployed,F,0,Suburban,Single,63,16,35,1,2,Personal Auto,Personal L3,Offer1,Agent,302.4,Two-Door Car,Medsize +TM68292,California,4564.512659,No,Basic,Master,1/6/11,Medical Leave,F,12626,Suburban,Single,69,31,15,4,3,Personal Auto,Personal L2,Offer4,Branch,331.2,Four-Door Car,Small +SC23927,California,4772.943848,Yes,Extended,High School or Below,2/18/11,Retired,M,20993,Suburban,Divorced,133,35,90,0,1,Personal Auto,Personal L2,Offer2,Agent,638.4,SUV,Medsize +BO92934,California,10387.24599,No,Extended,High School or Below,2/16/11,Disabled,M,24392,Suburban,Married,93,2,63,0,2,Personal Auto,Personal L1,Offer2,Agent,446.4,Four-Door Car,Small +XR82418,California,4984.618655,Yes,Basic,Bachelor,1/11/11,Employed,M,86305,Rural,Married,62,1,99,0,5,Personal Auto,Personal L1,Offer2,Call Center,80.73124,Four-Door Car,Medsize +XS56253,California,6600.477951,No,Basic,Bachelor,2/15/11,Unemployed,M,0,Suburban,Single,110,18,95,3,7,Personal Auto,Personal L3,Offer1,Agent,1011.772647,Sports Car,Medsize +UC34044,California,2591.749798,No,Basic,College,1/27/11,Employed,F,56701,Suburban,Married,65,34,36,0,1,Personal Auto,Personal L1,Offer4,Web,333.441673,Four-Door Car,Small +MU64306,California,8355.642928,No,Basic,College,2/6/11,Employed,M,57074,Rural,Married,105,28,19,0,3,Personal Auto,Personal L2,Offer2,Web,80.129332,SUV,Medsize +UI33675,California,5142.04553,No,Basic,Bachelor,1/21/11,Unemployed,M,0,Suburban,Single,72,17,87,0,8,Personal Auto,Personal L2,Offer2,Branch,345.6,Two-Door Car,Medsize +UX24010,California,5205.256308,No,Basic,Bachelor,1/4/11,Employed,F,53614,Suburban,Married,65,25,70,1,5,Personal Auto,Personal L1,Offer1,Agent,725.849253,Four-Door Car,Small +GC69429,California,14816.95159,No,Extended,Master,1/14/11,Unemployed,M,0,Suburban,Divorced,135,18,56,0,2,Personal Auto,Personal L2,Offer1,Branch,648,SUV,Medsize +XA27299,California,12812.43898,No,Extended,Bachelor,1/24/11,Unemployed,M,0,Suburban,Single,128,35,71,0,2,Personal Auto,Personal L2,Offer2,Agent,789.775123,SUV,Medsize +MT39460,California,2472.227293,No,Basic,Master,2/19/11,Employed,M,76441,Urban,Single,62,22,61,0,1,Personal Auto,Personal L2,Offer2,Branch,294.258612,Four-Door Car,Medsize +NM33351,California,35186.25611,No,Extended,Bachelor,2/26/11,Employed,F,86134,Rural,Divorced,98,17,78,0,2,Corporate Auto,Corporate L3,Offer1,Agent,3.246203,Two-Door Car,Small +IR29181,California,9336.123495,No,Premium,High School or Below,2/14/11,Employed,M,45262,Suburban,Married,117,25,32,0,7,Corporate Auto,Corporate L2,Offer1,Branch,842.4,Four-Door Car,Small +TE79454,California,14980.04626,No,Extended,Bachelor,1/8/11,Unemployed,F,0,Suburban,Single,222,26,50,0,8,Personal Auto,Personal L2,Offer1,Branch,1123.485329,Luxury Car,Medsize +US34108,California,4773.656279,No,Basic,Bachelor,2/19/11,Employed,F,27725,Suburban,Married,63,1,93,4,4,Personal Auto,Personal L1,Offer1,Branch,302.4,Four-Door Car,Medsize +LG45849,California,4698.521352,No,Premium,Doctor,1/19/11,Employed,M,27985,Suburban,Married,117,8,90,0,1,Personal Auto,Personal L2,Offer4,Call Center,561.6,Two-Door Car,Small +FI25204,California,3491.26162,No,Extended,Master,2/16/11,Employed,F,29673,Urban,Single,92,21,49,2,1,Corporate Auto,Corporate L3,Offer2,Branch,328.348506,Two-Door Car,Medsize +YM24620,California,4505.842815,No,Basic,Master,1/4/11,Employed,M,24790,Suburban,Married,113,4,39,0,1,Personal Auto,Personal L2,Offer3,Agent,767.242337,SUV,Small +UG49494,California,5765.502751,No,Basic,High School or Below,1/13/11,Employed,F,57846,Suburban,Single,73,7,42,1,3,Personal Auto,Personal L1,Offer1,Agent,481.014309,Four-Door Car,Medsize +VM77872,California,7685.652168,No,Premium,High School or Below,1/5/11,Unemployed,M,0,Suburban,Single,111,22,95,0,3,Corporate Auto,Corporate L3,Offer3,Branch,799.2,Four-Door Car,Large +EY49684,California,2309.876793,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Rural,Divorced,61,16,57,0,1,Personal Auto,Personal L3,Offer1,Agent,32.454659,Four-Door Car,Medsize +XB70333,California,6582.286333,No,Premium,High School or Below,1/17/11,Retired,M,10738,Suburban,Single,109,5,36,4,3,Personal Auto,Personal L3,Offer1,Agent,852.256188,Four-Door Car,Medsize +BC75105,California,2860.440918,No,Extended,College,1/23/11,Employed,M,45587,Urban,Divorced,81,8,49,5,1,Personal Auto,Personal L3,Offer3,Agent,380.595522,Four-Door Car,Medsize +BR22486,California,5039.435344,No,Basic,College,2/27/11,Employed,F,82940,Suburban,Single,63,12,56,0,3,Personal Auto,Personal L2,Offer3,Agent,332.847984,Four-Door Car,Medsize +JT27173,California,3979.282641,No,Basic,College,1/17/11,Employed,M,42633,Urban,Married,101,4,29,0,1,Corporate Auto,Corporate L2,Offer1,Agent,285.048692,SUV,Medsize +AT31367,California,6273.911874,Yes,Extended,College,2/16/11,Retired,F,18577,Suburban,Divorced,86,21,76,0,6,Corporate Auto,Corporate L2,Offer1,Branch,412.8,Four-Door Car,Medsize +EW17514,California,14435.67365,Yes,Premium,Master,1/26/11,Employed,M,60880,Rural,Married,119,25,89,0,2,Personal Auto,Personal L2,Offer1,Agent,109.906628,Two-Door Car,Medsize +QJ31447,California,19339.20282,No,Basic,Master,2/7/11,Employed,M,22582,Suburban,Married,61,0,74,0,2,Personal Auto,Personal L1,Offer2,Web,292.8,Four-Door Car,Medsize +BC85847,California,6872.043512,No,Basic,Bachelor,1/22/11,Unemployed,F,0,Suburban,Single,64,0,72,0,2,Corporate Auto,Corporate L1,Offer1,Call Center,585.058877,Four-Door Car,Small +FP53421,California,7613.706014,No,Basic,High School or Below,1/19/11,Retired,M,25944,Suburban,Divorced,70,20,34,0,2,Personal Auto,Personal L3,Offer4,Branch,336,Four-Door Car,Medsize +ZF54421,California,6369.262355,Yes,Extended,High School or Below,1/20/11,Employed,M,34498,Suburban,Single,83,30,72,0,7,Personal Auto,Personal L2,Offer2,Branch,398.4,Two-Door Car,Small +EG81847,California,14255.23041,No,Extended,High School or Below,1/29/11,Employed,F,31027,Suburban,Single,124,30,66,1,2,Personal Auto,Personal L1,Offer1,Call Center,597.578875,SUV,Medsize +SE21603,California,2469.088506,No,Basic,Bachelor,1/23/11,Unemployed,M,0,Suburban,Single,71,10,20,0,1,Corporate Auto,Corporate L3,Offer1,Branch,484.87847,Four-Door Car,Medsize +RA47157,California,3451.25106,No,Extended,High School or Below,2/18/11,Employed,M,45609,Urban,Married,87,4,30,0,1,Corporate Auto,Corporate L2,Offer4,Agent,246.515921,Two-Door Car,Medsize +ZA45956,California,13736.1325,Yes,Premium,Master,2/13/11,Disabled,F,16181,Suburban,Divorced,181,22,79,0,8,Personal Auto,Personal L2,Offer1,Web,1261.319869,SUV,Medsize +PB93081,California,6360.649533,No,Premium,High School or Below,2/10/11,Employed,M,41195,Rural,Married,160,32,33,0,1,Corporate Auto,Corporate L3,Offer4,Branch,323.1897,SUV,Small +ZE49470,California,4770.984146,No,Basic,Master,1/28/11,Employed,F,76194,Urban,Single,119,5,85,0,1,Personal Auto,Personal L2,Offer1,Agent,388.313599,SUV,Large +QW72605,California,10296.9965,No,Extended,Bachelor,1/27/11,Unemployed,F,0,Suburban,Single,138,11,84,0,9,Personal Auto,Personal L2,Offer2,Call Center,666.977979,SUV,Large +MG53211,California,3237.923545,No,Extended,College,1/8/11,Employed,F,60097,Urban,Single,82,11,62,0,1,Personal Auto,Personal L3,Offer3,Branch,278.735779,Four-Door Car,Medsize +YB49540,California,5254.019142,No,Basic,College,1/19/11,Employed,F,95017,Suburban,Married,65,5,36,0,3,Personal Auto,Personal L3,Offer2,Web,324.99944,Four-Door Car,Medsize +FY77803,California,10129.50677,No,Basic,High School or Below,1/11/11,Unemployed,F,0,Suburban,Married,68,34,31,0,2,Corporate Auto,Corporate L1,Offer4,Call Center,326.4,Four-Door Car,Medsize +KX64629,California,2228.525238,No,Basic,College,1/18/11,Unemployed,F,0,Suburban,Single,64,3,26,0,1,Personal Auto,Personal L3,Offer4,Call Center,744.924331,Four-Door Car,Medsize +IN28584,California,16501.06524,No,Extended,Bachelor,1/2/11,Employed,F,83547,Rural,Married,137,6,14,1,2,Personal Auto,Personal L2,Offer1,Call Center,75.663572,SUV,Medsize +FP66891,California,2178.520191,No,Basic,Bachelor,1/17/11,Unemployed,M,0,Suburban,Single,65,18,63,0,1,Personal Auto,Personal L1,Offer1,Agent,319.49223,Four-Door Car,Large +TT97465,California,14642.14003,No,Basic,College,2/15/11,Employed,M,57561,Suburban,Married,62,18,57,1,2,Corporate Auto,Corporate L3,Offer1,Agent,298.430234,Four-Door Car,Medsize +AM88377,California,5049.765309,No,Basic,Bachelor,2/23/11,Retired,F,10180,Suburban,Married,65,17,99,0,4,Corporate Auto,Corporate L2,Offer1,Branch,455.654032,Two-Door Car,Medsize +JA47688,California,3544.541005,No,Extended,Master,2/27/11,Employed,M,40658,Suburban,Single,90,25,20,0,1,Personal Auto,Personal L2,Offer3,Branch,502.873215,Two-Door Car,Medsize +GP87031,California,3210.136249,No,Extended,College,1/30/11,Medical Leave,F,23554,Suburban,Divorced,86,7,17,0,1,Corporate Auto,Corporate L3,Offer4,Web,412.8,Four-Door Car,Small +ZV43350,California,4531.366283,No,Premium,Bachelor,2/11/11,Unemployed,F,0,Suburban,Married,119,30,95,0,1,Personal Auto,Personal L2,Offer1,Branch,571.2,Four-Door Car,Medsize +TG37259,California,3373.869214,No,Extended,Master,1/22/11,Employed,M,28989,Suburban,Married,85,12,7,0,1,Personal Auto,Personal L2,Offer2,Call Center,408,Four-Door Car,Medsize +KM22467,California,5451.802287,No,Basic,Bachelor,1/6/11,Employed,M,55898,Suburban,Married,69,35,87,0,6,Personal Auto,Personal L3,Offer1,Agent,441.951758,Two-Door Car,Medsize +JB32090,California,3045.05813,No,Extended,High School or Below,1/6/11,Employed,F,53441,Suburban,Married,76,11,78,0,1,Personal Auto,Personal L3,Offer4,Agent,364.8,Two-Door Car,Medsize +EY78874,California,2715.68743,No,Basic,Doctor,2/11/11,Medical Leave,M,20848,Suburban,Married,71,9,76,0,1,Corporate Auto,Corporate L1,Offer4,Agent,350.143872,Four-Door Car,Small +ZT60177,California,3802.994357,No,Basic,High School or Below,2/20/11,Unemployed,F,0,Suburban,Single,108,4,29,0,1,Personal Auto,Personal L3,Offer1,Web,932.654942,Sports Car,Medsize +RV92809,California,5498.940679,Yes,Basic,College,2/5/11,Medical Leave,M,22520,Suburban,Married,73,17,64,0,3,Personal Auto,Personal L2,Offer1,Branch,350.4,Four-Door Car,Medsize +VI69768,California,23990.14738,No,Basic,Bachelor,1/25/11,Employed,M,69781,Suburban,Married,119,25,49,0,2,Personal Auto,Personal L1,Offer2,Call Center,849.208601,SUV,Small +NP40205,California,7901.427389,No,Extended,Bachelor,2/3/11,Employed,M,99711,Rural,Married,98,24,24,0,7,Corporate Auto,Corporate L3,Offer2,Branch,11.549207,Four-Door Car,Small +LZ56963,California,8596.567628,No,Basic,College,1/8/11,Employed,F,25785,Suburban,Single,112,8,22,1,4,Corporate Auto,Corporate L2,Offer1,Call Center,537.6,SUV,Small +CO56168,California,3964.527997,No,Basic,High School or Below,1/24/11,Employed,M,62638,Urban,Married,100,20,62,0,1,Personal Auto,Personal L2,Offer2,Agent,441.988868,SUV,Small +HJ64239,California,8262.629249,No,Basic,College,1/1/11,Unemployed,F,0,Suburban,Single,113,25,55,0,3,Corporate Auto,Corporate L3,Offer1,Agent,813.6,SUV,Medsize +WX80471,California,6676.726314,No,Extended,High School or Below,1/27/11,Employed,M,56875,Rural,Married,84,0,70,0,6,Personal Auto,Personal L2,Offer3,Branch,145.448401,Two-Door Car,Medsize +EH51056,California,2750.878284,No,Basic,High School or Below,1/20/11,Employed,M,93102,Suburban,Married,68,24,2,0,1,Personal Auto,Personal L2,Offer4,Branch,578.945761,Two-Door Car,Small +DK19711,California,5495.183322,No,Basic,College,1/30/11,Employed,M,25564,Urban,Divorced,71,29,58,0,6,Personal Auto,Personal L3,Offer1,Agent,228.515513,Four-Door Car,Medsize +ZJ71004,California,2471.278718,No,Basic,Bachelor,1/20/11,Employed,F,29918,Rural,Married,62,1,53,0,1,Personal Auto,Personal L3,Offer4,Web,108.892382,Four-Door Car,Medsize +CE68841,California,4128.385865,No,Basic,Bachelor,1/15/11,Employed,F,95891,Rural,Married,102,3,13,0,1,Corporate Auto,Corporate L1,Offer1,Agent,34.235959,SUV,Medsize +HX41374,California,15234.7459,No,Extended,High School or Below,1/14/11,Employed,M,72988,Rural,Married,127,6,77,0,2,Personal Auto,Personal L3,Offer3,Call Center,276.503559,SUV,Medsize +QE13586,California,6366.225775,Yes,Extended,High School or Below,1/7/11,Employed,M,44368,Suburban,Married,80,5,72,0,3,Personal Auto,Personal L2,Offer2,Call Center,384,Two-Door Car,Large +PA20570,California,6575.451884,No,Extended,Bachelor,2/2/11,Employed,M,84146,Suburban,Married,82,0,79,0,7,Personal Auto,Personal L1,Offer4,Agent,464.714188,Four-Door Car,Medsize +MB91424,California,7425.269244,No,Basic,College,2/10/11,Employed,M,36259,Suburban,Married,63,14,60,0,2,Corporate Auto,Corporate L3,Offer4,Branch,302.4,Four-Door Car,Medsize +QW98193,California,3924.416277,No,Basic,College,1/27/11,Employed,M,56480,Suburban,Single,101,32,65,0,1,Corporate Auto,Corporate L2,Offer3,Branch,617.650751,SUV,Medsize +TS53731,California,8660.838974,No,Basic,College,2/20/11,Employed,F,79674,Rural,Married,107,29,50,0,3,Personal Auto,Personal L2,Offer3,Call Center,9.275859,SUV,Medsize +WK55963,California,8130.651447,No,Basic,College,1/2/11,Employed,M,61036,Suburban,Married,68,2,75,0,2,Corporate Auto,Corporate L3,Offer3,Web,413.25233,Two-Door Car,Medsize +CE71123,California,12751.27591,No,Basic,Bachelor,2/20/11,Employed,F,33235,Rural,Single,110,18,79,0,2,Personal Auto,Personal L2,Offer1,Call Center,113.804117,SUV,Small +KK38827,California,4170.687348,Yes,Basic,Master,1/17/11,Employed,F,29462,Suburban,Single,107,28,23,1,1,Personal Auto,Personal L2,Offer2,Branch,513.6,SUV,Large +YH81239,California,6405.738932,No,Extended,High School or Below,1/13/11,Employed,M,48131,Suburban,Divorced,82,6,86,0,3,Personal Auto,Personal L3,Offer1,Call Center,393.6,Four-Door Car,Medsize +MD32702,California,3573.291869,No,Basic,Bachelor,1/6/11,Unemployed,F,0,Suburban,Single,109,25,21,1,1,Personal Auto,Personal L3,Offer1,Call Center,523.2,SUV,Medsize +UK79109,California,9095.049868,Yes,Basic,College,1/11/11,Employed,M,37937,Suburban,Married,116,11,42,0,5,Corporate Auto,Corporate L1,Offer2,Call Center,556.8,SUV,Medsize +TV37646,California,4794.116328,No,Basic,College,2/12/11,Employed,F,70012,Suburban,Married,119,22,33,0,1,Personal Auto,Personal L3,Offer4,Agent,755.19863,SUV,Small +QS35019,California,14435.67365,Yes,Premium,Master,1/26/11,Employed,M,60880,Rural,Married,119,25,89,0,2,Personal Auto,Personal L2,Offer1,Agent,109.906628,Two-Door Car,Medsize +RJ62038,California,8166.512251,No,Extended,High School or Below,2/26/11,Unemployed,M,0,Suburban,Single,82,34,5,0,2,Personal Auto,Personal L1,Offer2,Web,590.4,Four-Door Car,Small +VX94337,California,8807.609658,No,Basic,High School or Below,2/14/11,Employed,M,59762,Suburban,Divorced,113,27,91,0,3,Corporate Auto,Corporate L3,Offer3,Call Center,542.4,SUV,Medsize +GM54723,California,9061.63365,No,Basic,Bachelor,2/2/11,Unemployed,M,0,Suburban,Single,65,19,87,0,2,Corporate Auto,Corporate L2,Offer1,Branch,413.288528,Four-Door Car,Small +ET39822,California,8256.2978,Yes,Basic,Bachelor,1/25/11,Employed,F,62902,Rural,Married,69,14,94,0,2,Personal Auto,Personal L2,Offer2,Web,159.383042,Two-Door Car,Medsize +WA94988,California,19327.87406,No,Extended,Bachelor,2/3/11,Employed,F,57245,Suburban,Single,124,25,15,0,2,Corporate Auto,Corporate L3,Offer2,Call Center,681.577742,Sports Car,Small +WZ23060,California,7050.972166,No,Premium,Bachelor,2/16/11,Employed,F,39040,Suburban,Married,174,4,34,0,1,Personal Auto,Personal L2,Offer2,Web,835.2,SUV,Medsize +HK84372,California,2409.7007,No,Basic,High School or Below,2/6/11,Unemployed,M,0,Suburban,Single,70,14,95,0,1,Personal Auto,Personal L2,Offer1,Agent,504,Four-Door Car,Small +WG28563,California,5519.513075,No,Basic,Doctor,1/4/11,Employed,F,70914,Rural,Married,68,15,82,0,3,Personal Auto,Personal L3,Offer1,Agent,77.695518,Four-Door Car,Medsize +KE70943,California,10090.40808,No,Extended,College,1/20/11,Employed,F,97238,Suburban,Divorced,126,6,91,0,3,Personal Auto,Personal L3,Offer3,Web,604.8,SUV,Medsize +LD76400,California,31316.61358,No,Extended,Bachelor,1/31/11,Employed,F,42522,Suburban,Married,132,3,85,0,2,Corporate Auto,Corporate L1,Offer3,Agent,909.876614,SUV,Medsize +DR54244,California,2590.840183,No,Basic,High School or Below,2/4/11,Unemployed,F,0,Suburban,Married,67,16,66,0,1,Personal Auto,Personal L3,Offer1,Call Center,321.6,Four-Door Car,Medsize +FV63234,California,4957.1612,No,Basic,Bachelor,2/28/11,Unemployed,F,0,Suburban,Divorced,67,3,69,0,7,Personal Auto,Personal L2,Offer2,Branch,321.6,Four-Door Car,Medsize +IV60781,California,4014.453113,Yes,Extended,Doctor,1/8/11,Employed,F,37384,Suburban,Married,99,9,17,0,1,Personal Auto,Personal L1,Offer2,Agent,475.2,Four-Door Car,Medsize +AK59340,California,5601.138061,No,Basic,High School or Below,1/5/11,Employed,M,42360,Rural,Single,71,29,62,0,8,Corporate Auto,Corporate L3,Offer1,Branch,99.509191,Four-Door Car,Medsize +NF78904,California,7370.61684,No,Basic,Bachelor,1/12/11,Employed,F,67871,Rural,Married,61,1,21,0,2,Corporate Auto,Corporate L2,Offer1,Branch,10.475529,Four-Door Car,Medsize +IS55638,California,15503.72309,No,Basic,College,2/18/11,Employed,F,29932,Suburban,Married,64,34,5,0,2,Personal Auto,Personal L2,Offer1,Branch,319.710124,Two-Door Car,Medsize +RD40721,California,5384.731816,No,Extended,High School or Below,1/11/11,Unemployed,M,0,Suburban,Divorced,78,14,68,0,5,Corporate Auto,Corporate L3,Offer3,Agent,748.774773,Four-Door Car,Medsize +ZF70768,California,4050.280057,No,Premium,High School or Below,1/1/11,Employed,M,82758,Rural,Married,101,16,37,0,1,Personal Auto,Personal L2,Offer2,Branch,179.430114,Two-Door Car,Large +FH68849,California,12765.77704,No,Basic,Bachelor,1/23/11,Unemployed,F,0,Suburban,Single,117,13,47,0,2,Personal Auto,Personal L2,Offer2,Web,842.4,SUV,Medsize +ZO42514,California,9159.005771,No,Premium,Bachelor,2/26/11,Employed,F,96331,Urban,Divorced,114,33,38,0,9,Personal Auto,Personal L3,Offer3,Agent,491.027024,Two-Door Car,Medsize +FR66336,California,5325.724541,Yes,Basic,High School or Below,2/21/11,Unemployed,M,0,Suburban,Married,73,17,44,0,7,Personal Auto,Personal L3,Offer2,Call Center,496.474767,Two-Door Car,Medsize +MQ84363,California,11072.03193,No,Extended,Bachelor,2/28/11,Employed,M,58971,Urban,Divorced,94,12,75,1,2,Corporate Auto,Corporate L1,Offer1,Agent,318.882053,Four-Door Car,Medsize +UC75204,California,12851.42404,No,Basic,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,186,11,31,0,8,Personal Auto,Personal L3,Offer1,Branch,1339.2,Luxury SUV,Small +WN56695,California,8607.482071,No,Premium,College,2/11/11,Unemployed,M,0,Suburban,Married,118,30,52,0,7,Personal Auto,Personal L2,Offer1,Web,566.4,Four-Door Car,Medsize +MF59279,California,4222.977602,No,Basic,Bachelor,2/15/11,Unemployed,M,0,Suburban,Single,63,26,78,0,7,Personal Auto,Personal L1,Offer1,Agent,302.4,Two-Door Car,Small +US30122,California,61134.68307,No,Basic,College,2/28/11,Unemployed,M,0,Suburban,Single,198,2,75,0,2,Corporate Auto,Corporate L3,Offer2,Branch,2275.265075,Luxury Car,Medsize +IM15403,California,9368.27103,No,Extended,College,2/1/11,Employed,M,44980,Urban,Divorced,81,2,27,0,2,Corporate Auto,Corporate L2,Offer3,Agent,333.478333,Two-Door Car,Medsize +IH18704,California,4365.256633,No,Basic,Master,1/30/11,Disabled,M,23566,Suburban,Married,112,3,43,0,1,Personal Auto,Personal L2,Offer2,Agent,537.6,SUV,Medsize +FP27229,California,3384.468426,No,Extended,College,1/5/11,Employed,F,54603,Suburban,Single,86,29,68,0,1,Corporate Auto,Corporate L3,Offer1,Agent,412.8,Four-Door Car,Medsize +ZA60820,California,2409.003095,No,Basic,High School or Below,1/14/11,Unemployed,M,0,Suburban,Single,67,7,72,0,1,Personal Auto,Personal L2,Offer2,Call Center,482.4,Two-Door Car,Medsize +WT65970,California,7209.088399,No,Extended,High School or Below,1/2/11,Unemployed,F,0,Suburban,Single,99,0,53,0,5,Personal Auto,Personal L2,Offer1,Agent,715.039363,Four-Door Car,Medsize +IX10511,California,3875.541141,No,Basic,College,2/8/11,Unemployed,M,0,Suburban,Single,117,11,29,0,1,Personal Auto,Personal L3,Offer1,Branch,842.4,Sports Car,Medsize +XB71208,California,2735.469265,No,Basic,College,2/14/11,Employed,F,96314,Urban,Single,69,2,76,0,1,Personal Auto,Personal L3,Offer2,Agent,296.995798,Four-Door Car,Medsize +QI99143,California,3092.632781,No,Extended,Bachelor,1/28/11,Employed,F,31168,Urban,Married,78,14,42,0,1,Corporate Auto,Corporate L1,Offer1,Agent,289.386343,Four-Door Car,Medsize +XQ19310,California,5006.609577,No,Basic,High School or Below,1/16/11,Unemployed,F,0,Suburban,Single,71,16,4,0,5,Personal Auto,Personal L3,Offer2,Call Center,358.985713,Two-Door Car,Medsize +HK40573,California,14382.56463,No,Extended,College,1/8/11,Employed,M,52174,Urban,Married,121,22,25,0,2,Personal Auto,Personal L2,Offer1,Call Center,403.737293,SUV,Medsize +NN65590,California,2762.801339,No,Basic,College,2/10/11,Employed,F,72335,Suburban,Single,69,23,35,0,1,Personal Auto,Personal L1,Offer2,Web,331.2,Four-Door Car,Medsize +NG15940,California,3997.476302,No,Basic,High School or Below,1/16/11,Unemployed,M,0,Suburban,Single,62,25,79,1,3,Corporate Auto,Corporate L3,Offer3,Agent,552.845318,Four-Door Car,Medsize +UE96503,California,5599.668502,No,Basic,Doctor,2/5/11,Unemployed,M,0,Suburban,Married,73,1,60,0,5,Corporate Auto,Corporate L2,Offer4,Web,350.4,Four-Door Car,Medsize +AE90216,California,4974.801539,Yes,Basic,Bachelor,1/18/11,Employed,M,75644,Suburban,Divorced,65,5,68,3,9,Personal Auto,Personal L2,Offer2,Branch,467.803638,Two-Door Car,Medsize +LJ20215,California,3435.649178,No,Extended,High School or Below,1/23/11,Unemployed,F,0,Suburban,Single,95,18,75,0,1,Corporate Auto,Corporate L3,Offer1,Agent,679.052398,Four-Door Car,Medsize +PF78020,California,5574.618901,No,Basic,College,2/15/11,Employed,M,20075,Suburban,Married,71,0,28,0,3,Personal Auto,Personal L2,Offer1,Agent,371.679189,Four-Door Car,Small +IU71285,California,6889.518761,No,Extended,Bachelor,1/16/11,Employed,F,33786,Rural,Divorced,89,15,94,1,3,Personal Auto,Personal L2,Offer1,Call Center,75.110004,Two-Door Car,Large +RM93459,California,17497.52201,Yes,Basic,College,2/28/11,Unemployed,M,0,Suburban,Divorced,73,9,94,0,2,Personal Auto,Personal L3,Offer1,Agent,350.4,Two-Door Car,Medsize +XV53963,California,10986.22795,No,Extended,High School or Below,1/10/11,Employed,M,96721,Suburban,Married,138,4,50,1,7,Personal Auto,Personal L3,Offer2,Web,662.4,SUV,Medsize +ZK71157,California,5358.163394,No,Basic,Bachelor,2/27/11,Employed,F,40833,Urban,Single,69,13,84,0,6,Corporate Auto,Corporate L1,Offer2,Call Center,294.591676,Four-Door Car,Medsize +FS31523,California,8532.718297,No,Extended,High School or Below,2/1/11,Unemployed,F,0,Suburban,Married,122,32,6,2,7,Personal Auto,Personal L3,Offer2,Call Center,585.6,SUV,Small +NH99355,California,4634.730197,No,Basic,High School or Below,1/6/11,Unemployed,M,0,Suburban,Married,62,29,59,0,3,Personal Auto,Personal L2,Offer3,Call Center,297.6,Four-Door Car,Medsize +EZ11341,California,8080.948098,No,Basic,College,1/20/11,Employed,M,85210,Rural,Single,68,34,9,0,2,Personal Auto,Personal L1,Offer3,Branch,32.714226,Two-Door Car,Medsize +QE52050,California,5678.050167,Yes,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,76,8,44,0,3,Corporate Auto,Corporate L3,Offer2,Agent,364.8,Four-Door Car,Small +YT92071,California,5243.538258,No,Basic,Master,1/30/11,Employed,F,44851,Suburban,Divorced,66,28,51,0,3,Corporate Auto,Corporate L2,Offer3,Web,439.762045,Four-Door Car,Medsize +LO14234,California,12263.10529,No,Premium,High School or Below,1/10/11,Unemployed,M,0,Suburban,Single,174,13,30,0,8,Personal Auto,Personal L2,Offer2,Agent,1724.234933,SUV,Medsize +HH49378,California,30859.36361,No,Basic,Master,2/20/11,Employed,M,69872,Rural,Married,111,35,10,2,2,Corporate Auto,Corporate L3,Offer2,Web,218.395525,Sports Car,Medsize +JY66887,California,16320.76716,No,Extended,High School or Below,2/27/11,Unemployed,F,0,Suburban,Single,247,5,12,3,5,Personal Auto,Personal L2,Offer2,Branch,1778.4,Luxury Car,Medsize +HZ39601,California,13447.37157,No,Extended,College,2/21/11,Retired,F,26708,Suburban,Divorced,122,10,24,0,2,Personal Auto,Personal L2,Offer2,Call Center,585.6,SUV,Medsize +TV35668,California,2722.210707,Yes,Basic,College,2/2/11,Medical Leave,F,17576,Suburban,Married,71,29,70,0,1,Personal Auto,Personal L3,Offer2,Call Center,398.502948,Four-Door Car,Medsize +BK83393,California,32317.03275,No,Basic,Bachelor,2/11/11,Employed,F,55475,Urban,Divorced,116,18,75,0,2,Personal Auto,Personal L3,Offer1,Agent,412.471,SUV,Medsize +ZN98560,California,7896.706446,No,Basic,College,2/12/11,Unemployed,M,0,Rural,Married,111,22,21,0,8,Corporate Auto,Corporate L1,Offer1,Branch,190.120714,SUV,Medsize +ZR81759,California,2820.741005,No,Basic,Master,2/2/11,Employed,M,35855,Urban,Married,70,13,51,0,1,Personal Auto,Personal L3,Offer3,Web,278.208622,Two-Door Car,Medsize +SV46904,California,6904.081112,No,Extended,High School or Below,1/24/11,Unemployed,F,0,Suburban,Single,98,26,31,0,4,Personal Auto,Personal L2,Offer2,Agent,1032.329445,Four-Door Car,Medsize +YN69214,California,7689.714281,No,Basic,Bachelor,1/14/11,Unemployed,M,0,Suburban,Single,73,3,73,0,2,Personal Auto,Personal L1,Offer2,Web,617.705323,Four-Door Car,Medsize +ZI69514,California,4821.213012,No,Basic,College,1/24/11,Employed,M,63391,Rural,Married,64,28,48,4,3,Corporate Auto,Corporate L3,Offer3,Agent,119.587974,Four-Door Car,Medsize +NL33789,California,4077.501164,No,Basic,Bachelor,1/20/11,Employed,F,53093,Rural,Divorced,103,3,62,0,1,Corporate Auto,Corporate L2,Offer2,Call Center,98.991733,SUV,Medsize +LU53495,California,2888.853662,No,Basic,College,1/3/11,Employed,M,65412,Rural,Married,73,1,74,1,1,Personal Auto,Personal L2,Offer3,Branch,101.753098,Four-Door Car,Medsize +HN89408,California,3653.12609,No,Premium,College,1/12/11,Unemployed,M,0,Suburban,Single,107,32,43,0,1,Corporate Auto,Corporate L3,Offer1,Branch,770.4,Four-Door Car,Medsize +PF71940,California,4836.747754,No,Extended,Bachelor,1/3/11,Unemployed,F,0,Suburban,Single,136,8,2,0,1,Personal Auto,Personal L2,Offer1,Branch,979.2,SUV,Small +VJ49806,California,13009.18057,No,Basic,College,2/12/11,Unemployed,M,0,Suburban,Single,61,2,81,0,2,Personal Auto,Personal L2,Offer1,Agent,380.069056,Two-Door Car,Medsize +GY40926,California,2612.528734,No,Basic,College,1/26/11,Employed,M,37073,Suburban,Married,66,16,35,0,1,Personal Auto,Personal L3,Offer2,Branch,316.8,Four-Door Car,Medsize +II32272,California,25390.54546,No,Extended,High School or Below,2/17/11,Disabled,F,19359,Suburban,Married,129,0,62,0,2,Personal Auto,Personal L3,Offer4,Call Center,928.8,Sports Car,Medsize +NG68910,California,8901.055724,No,Basic,High School or Below,2/20/11,Employed,M,46814,Suburban,Married,113,7,19,0,3,Corporate Auto,Corporate L1,Offer4,Agent,542.4,SUV,Medsize +XK43825,California,4704.176131,No,Basic,College,2/25/11,Unemployed,M,0,Suburban,Married,68,10,48,1,3,Personal Auto,Personal L3,Offer3,Call Center,326.4,Two-Door Car,Medsize +LA29810,California,6240.903564,No,Extended,College,2/23/11,Employed,F,68332,Suburban,Married,79,23,21,3,8,Personal Auto,Personal L2,Offer2,Branch,379.2,Four-Door Car,Medsize +BU71528,California,8053.268897,No,Premium,College,2/1/11,Disabled,M,17301,Suburban,Married,105,1,11,0,5,Personal Auto,Personal L1,Offer2,Call Center,638.543326,Four-Door Car,Small +OM73267,California,5229.445752,No,Basic,High School or Below,1/11/11,Employed,F,69545,Suburban,Married,65,17,97,0,8,Corporate Auto,Corporate L3,Offer1,Call Center,312,Four-Door Car,Medsize +IW72280,California,5035.035257,No,Basic,Doctor,2/14/11,Employed,F,37405,Urban,Married,63,8,99,3,4,Corporate Auto,Corporate L2,Offer2,Branch,287.556107,Four-Door Car,Medsize +PH47195,California,5492.388442,No,Extended,Bachelor,2/20/11,Employed,M,74271,Rural,Divorced,136,1,79,0,1,Personal Auto,Personal L2,Offer1,Call Center,174.327925,Sports Car,Medsize +KU85991,California,2592.437797,Yes,Basic,High School or Below,1/2/11,Employed,M,72421,Suburban,Married,65,8,23,0,1,Corporate Auto,Corporate L3,Offer2,Call Center,312,Four-Door Car,Small +LK49091,California,3657.585449,No,Extended,Bachelor,2/2/11,Employed,F,62650,Rural,Married,92,0,42,0,1,Personal Auto,Personal L2,Offer2,Branch,148.820742,Four-Door Car,Large +OK96130,California,5319.311913,No,Extended,High School or Below,2/12/11,Employed,M,37331,Suburban,Married,134,26,7,0,1,Personal Auto,Personal L2,Offer2,Agent,898.914194,SUV,Medsize +MN83273,California,41787.90343,Yes,Premium,High School or Below,1/31/11,Employed,F,46587,Suburban,Divorced,119,34,74,2,2,Personal Auto,Personal L3,Offer1,Call Center,571.2,Four-Door Car,Medsize +NY89701,California,5977.410465,No,Extended,Bachelor,2/5/11,Employed,F,25320,Urban,Married,76,10,70,1,8,Personal Auto,Personal L3,Offer1,Agent,269.065636,Four-Door Car,Large +FL30667,California,9298.887011,No,Extended,College,1/19/11,Employed,F,22094,Suburban,Married,79,2,34,1,2,Corporate Auto,Corporate L1,Offer4,Branch,460.889274,Four-Door Car,Small +AW27717,California,20531.64534,No,Extended,High School or Below,1/8/11,Disabled,F,12503,Rural,Single,92,4,31,0,2,Personal Auto,Personal L3,Offer1,Branch,120.69808,Four-Door Car,Medsize +OL28568,California,8725.292767,No,Premium,Bachelor,2/7/11,Employed,M,69772,Suburban,Single,112,17,38,0,9,Personal Auto,Personal L2,Offer3,Branch,537.6,Four-Door Car,Medsize +EA52579,California,7687.296987,No,Basic,Bachelor,2/26/11,Unemployed,F,0,Suburban,Divorced,109,0,5,0,3,Personal Auto,Personal L1,Offer3,Call Center,523.2,SUV,Medsize +WZ96432,California,9150.137599,No,Basic,Master,2/19/11,Employed,F,32370,Suburban,Married,115,2,77,0,4,Corporate Auto,Corporate L3,Offer1,Branch,552,SUV,Medsize +HC90344,California,20370.76787,No,Basic,Bachelor,2/9/11,Unemployed,F,0,Suburban,Single,73,0,21,1,2,Corporate Auto,Corporate L2,Offer1,Branch,525.6,Four-Door Car,Medsize +SG59507,California,2775.671887,No,Basic,College,2/11/11,Employed,F,38222,Rural,Divorced,71,6,8,0,1,Personal Auto,Personal L2,Offer2,Call Center,166.78838,Four-Door Car,Medsize +HE85298,California,4384.348683,No,Basic,High School or Below,1/7/11,Employed,F,32272,Rural,Married,110,6,5,0,1,Corporate Auto,Corporate L3,Offer2,Branch,6.342791,SUV,Medsize +CR83581,California,7712.057483,No,Basic,College,2/5/11,Disabled,M,27816,Suburban,Married,118,4,90,5,3,Personal Auto,Personal L2,Offer1,Agent,566.4,SUV,Small +MB15338,California,11472.23701,No,Basic,College,2/3/11,Employed,M,62134,Rural,Single,73,13,14,0,2,Personal Auto,Personal L2,Offer2,Web,25.333594,Two-Door Car,Medsize +YR10848,California,4118.588554,Yes,Premium,Bachelor,1/28/11,Employed,F,69379,Suburban,Single,103,14,79,0,1,Personal Auto,Personal L3,Offer1,Branch,494.4,Two-Door Car,Medsize +KA69047,California,3450.073829,No,Extended,Bachelor,2/2/11,Employed,M,68082,Rural,Single,88,24,53,0,1,Personal Auto,Personal L3,Offer2,Web,39.579516,Four-Door Car,Medsize +XE72624,California,2536.885365,No,Basic,High School or Below,2/15/11,Employed,F,34653,Suburban,Married,64,18,72,0,1,Corporate Auto,Corporate L1,Offer4,Branch,307.2,Four-Door Car,Small +UN77671,California,7330.190221,No,Extended,College,1/23/11,Employed,F,26906,Rural,Married,92,17,12,0,3,Personal Auto,Personal L3,Offer3,Branch,106.528651,Two-Door Car,Medsize +RN72721,California,8886.296424,No,Basic,High School or Below,1/21/11,Disabled,F,20903,Suburban,Married,117,4,40,0,8,Personal Auto,Personal L2,Offer4,Branch,561.6,SUV,Medsize +LO94085,California,3193.156111,No,Extended,College,1/30/11,Employed,F,80580,Rural,Married,81,11,22,2,1,Personal Auto,Personal L1,Offer4,Web,41.694266,Two-Door Car,Medsize +JR89623,California,2698.693364,No,Basic,High School or Below,2/21/11,Employed,F,76025,Rural,Married,67,29,0,0,1,Corporate Auto,Corporate L3,Offer2,Branch,151.021648,Four-Door Car,Medsize +VF65535,California,42937.34691,No,Extended,College,1/18/11,Employed,F,64937,Urban,Single,122,27,43,0,2,Corporate Auto,Corporate L2,Offer3,Agent,328.82872,SUV,Medsize +CF95802,California,8151.719109,No,Basic,College,2/10/11,Unemployed,M,0,Suburban,Single,114,9,27,0,5,Personal Auto,Personal L2,Offer2,Branch,820.8,SUV,Small +XX88364,California,8622.835375,Yes,Basic,Bachelor,2/18/11,Employed,M,97361,Suburban,Single,73,6,85,0,2,Corporate Auto,Corporate L3,Offer1,Agent,350.4,Four-Door Car,Medsize +CK15380,California,2784.911238,No,Basic,High School or Below,2/12/11,Disabled,F,20814,Urban,Married,72,16,57,0,1,Personal Auto,Personal L2,Offer3,Call Center,288.594641,Four-Door Car,Medsize +HS97983,California,30647.63125,No,Premium,High School or Below,2/20/11,Unemployed,F,0,Suburban,Single,105,8,29,0,2,Personal Auto,Personal L2,Offer1,Agent,1212.054819,Four-Door Car,Small +CC92362,California,8936.370357,No,Premium,Bachelor,1/6/11,Disabled,M,18141,Suburban,Married,116,2,87,0,3,Personal Auto,Personal L3,Offer2,Call Center,722.404711,Four-Door Car,Small +JW21133,California,6480.099944,No,Extended,Bachelor,2/10/11,Medical Leave,M,18820,Suburban,Married,95,3,51,4,8,Personal Auto,Personal L3,Offer1,Branch,456,Two-Door Car,Small +YP72749,California,2449.789611,No,Basic,Bachelor,2/16/11,Employed,F,44662,Urban,Single,63,3,51,1,1,Corporate Auto,Corporate L1,Offer1,Agent,165.098152,Four-Door Car,Medsize +KW99972,California,10524.71154,No,Extended,High School or Below,1/9/11,Employed,F,40332,Urban,Married,132,10,59,2,5,Personal Auto,Personal L3,Offer1,Branch,463.604317,Sports Car,Medsize +NW62233,California,5314.958536,No,Basic,Master,1/28/11,Employed,M,66467,Urban,Married,66,17,65,0,3,Personal Auto,Personal L2,Offer4,Web,294.705573,Two-Door Car,Medsize +HJ62427,California,3522.480373,No,Extended,College,1/2/11,Employed,F,90804,Rural,Married,87,1,95,0,1,Personal Auto,Personal L1,Offer1,Agent,169.386126,Four-Door Car,Medsize +TA31436,California,8132.702789,No,Basic,Bachelor,1/9/11,Employed,F,36737,Suburban,Married,102,13,20,0,8,Corporate Auto,Corporate L3,Offer1,Agent,512.861063,Sports Car,Large +ZK67670,California,31758.35391,No,Extended,Master,1/28/11,Employed,F,44207,Urban,Married,99,23,57,0,2,Corporate Auto,Corporate L2,Offer3,Agent,407.638917,Four-Door Car,Medsize +QK82654,California,19849.73509,No,Premium,College,1/15/11,Unemployed,M,0,Suburban,Single,286,3,3,0,9,Personal Auto,Personal L2,Offer1,Agent,2059.2,Luxury SUV,Small +GY43856,California,4349.30875,Yes,Basic,College,2/10/11,Employed,F,75648,Rural,Married,108,28,10,0,1,Corporate Auto,Corporate L3,Offer2,Branch,112.660916,SUV,Large +BA87216,California,20878.41013,No,Extended,College,1/20/11,Employed,M,50555,Suburban,Divorced,88,9,45,0,2,Personal Auto,Personal L2,Offer4,Web,422.4,Four-Door Car,Large +OH83983,California,3528.044252,Yes,Extended,Doctor,2/1/11,Employed,M,31278,Suburban,Married,92,24,95,4,1,Personal Auto,Personal L2,Offer1,Branch,441.6,Two-Door Car,Medsize +ZU83252,California,8703.727127,No,Basic,Master,2/9/11,Employed,F,61897,Rural,Married,72,7,79,0,2,Personal Auto,Personal L3,Offer3,Web,3.406136,Four-Door Car,Medsize +DN92191,California,8383.677045,No,Basic,Master,2/8/11,Employed,M,68717,Suburban,Divorced,70,4,33,0,2,Personal Auto,Personal L3,Offer4,Branch,810.907059,Four-Door Car,Small +XR74007,California,3540.206231,No,Extended,Bachelor,1/31/11,Employed,F,62863,Rural,Married,88,18,52,0,1,Corporate Auto,Corporate L1,Offer3,Agent,94.507735,Four-Door Car,Medsize +GB32334,California,5379.482798,No,Basic,College,2/10/11,Employed,F,24702,Urban,Married,68,13,63,0,8,Personal Auto,Personal L3,Offer2,Web,214.91451,Four-Door Car,Large +QW59726,California,2944.780529,No,Basic,Master,1/12/11,Employed,F,87274,Suburban,Married,73,2,30,1,1,Personal Auto,Personal L2,Offer2,Agent,350.4,Four-Door Car,Medsize +XO43812,California,8028.179882,No,Basic,Master,2/22/11,Employed,M,56482,Suburban,Married,199,4,75,0,1,Personal Auto,Personal L1,Offer4,Call Center,955.2,Luxury SUV,Medsize +UI75273,California,7522.068229,No,Extended,High School or Below,1/27/11,Employed,F,47727,Suburban,Married,94,25,33,0,3,Corporate Auto,Corporate L3,Offer2,Call Center,451.2,Two-Door Car,Medsize +MR76405,California,9470.063102,No,Extended,College,2/26/11,Employed,F,46530,Rural,Married,80,12,46,1,2,Corporate Auto,Corporate L2,Offer1,Agent,118.556928,Four-Door Car,Medsize +VF65251,California,6674.177684,No,Basic,College,1/3/11,Unemployed,M,0,Suburban,Single,189,23,14,0,1,Personal Auto,Personal L2,Offer4,Branch,1737.320276,Luxury SUV,Large +GH31245,California,12694.88894,No,Basic,High School or Below,1/24/11,Employed,F,73274,Urban,Married,105,6,90,0,2,Corporate Auto,Corporate L3,Offer3,Branch,284.211516,SUV,Medsize +UW20734,California,3590.693623,No,Extended,College,1/9/11,Employed,F,82918,Rural,Married,89,28,50,0,1,Personal Auto,Personal L2,Offer2,Branch,29.828668,Two-Door Car,Small +KK61203,California,3934.099422,No,Premium,High School or Below,2/14/11,Medical Leave,M,20920,Suburban,Married,103,25,88,0,1,Personal Auto,Personal L2,Offer1,Web,494.4,Four-Door Car,Medsize +UQ54273,California,11790.49617,Yes,Basic,College,1/3/11,Retired,M,25251,Suburban,Divorced,66,13,43,0,2,Personal Auto,Personal L3,Offer2,Web,316.8,Four-Door Car,Medsize +PV48046,California,5267.760257,No,Extended,Master,2/19/11,Employed,M,39722,Suburban,Divorced,133,9,62,0,1,Personal Auto,Personal L3,Offer1,Call Center,638.4,SUV,Large +QW21219,California,16468.22079,Yes,Basic,High School or Below,1/27/11,Unemployed,F,0,Suburban,Divorced,63,4,52,0,2,Corporate Auto,Corporate L1,Offer2,Agent,685.12694,Four-Door Car,Medsize +PR80703,California,5745.95924,No,Basic,Bachelor,2/9/11,Employed,F,51335,Rural,Married,71,17,88,0,9,Personal Auto,Personal L3,Offer1,Branch,171.685669,Four-Door Car,Medsize +OI44122,California,8845.185533,No,Basic,Bachelor,2/14/11,Employed,M,45600,Suburban,Married,113,6,96,0,3,Personal Auto,Personal L2,Offer1,Agent,617.936885,SUV,Medsize +YM44855,California,6570.970605,No,Premium,Master,2/14/11,Employed,F,52951,Rural,Single,167,3,43,1,1,Personal Auto,Personal L1,Offer1,Branch,289.77269,SUV,Small +CS35098,California,10212.01913,No,Extended,College,1/11/11,Employed,M,93920,Urban,Married,84,20,13,0,2,Corporate Auto,Corporate L3,Offer2,Web,213.027868,Four-Door Car,Medsize +VV57998,California,2556.674379,No,Basic,Bachelor,1/2/11,Unemployed,M,0,Suburban,Single,71,17,22,0,1,Corporate Auto,Corporate L2,Offer1,Agent,340.8,Four-Door Car,Medsize +ZC17826,California,15552.39651,No,Basic,Bachelor,1/4/11,Unemployed,M,0,Suburban,Single,64,2,99,0,2,Personal Auto,Personal L2,Offer1,Call Center,307.2,Four-Door Car,Medsize +WD85096,California,4904.462754,No,Basic,Master,1/21/11,Disabled,F,27593,Urban,Married,63,31,78,0,6,Corporate Auto,Corporate L3,Offer1,Agent,241.232198,Two-Door Car,Medsize +LZ57827,California,13931.35067,No,Basic,Bachelor,1/12/11,Employed,M,37695,Urban,Married,118,11,62,0,2,Personal Auto,Personal L2,Offer1,Branch,352.311743,SUV,Medsize +CV70978,California,7756.437921,No,Basic,Bachelor,2/1/11,Employed,M,97592,Suburban,Divorced,65,10,7,0,2,Personal Auto,Personal L2,Offer4,Agent,312,Four-Door Car,Medsize +GQ42004,California,11232.9821,No,Basic,College,2/2/11,Unemployed,M,0,Suburban,Married,74,12,68,0,2,Personal Auto,Personal L3,Offer2,Call Center,355.2,Four-Door Car,Small +AV93209,California,12487.58095,No,Premium,High School or Below,1/11/11,Employed,F,31283,Suburban,Married,104,18,3,0,2,Personal Auto,Personal L3,Offer1,Agent,499.2,Four-Door Car,Medsize +BV27017,California,17602.51146,No,Premium,College,2/6/11,Unemployed,F,0,Suburban,Divorced,161,1,68,1,2,Corporate Auto,Corporate L1,Offer1,Agent,772.8,SUV,Medsize +VU71619,California,13277.08425,No,Basic,Bachelor,1/10/11,Employed,M,96402,Urban,Married,110,29,41,0,2,Personal Auto,Personal L3,Offer3,Agent,379.897943,SUV,Medsize +FM12425,California,19337.90103,No,Extended,College,2/8/11,Employed,M,26488,Suburban,Divorced,247,21,39,0,7,Personal Auto,Personal L2,Offer1,Web,1321.584957,Luxury SUV,Medsize +DY27031,California,4448.564599,No,Basic,High School or Below,1/28/11,Unemployed,M,0,Suburban,Single,70,27,24,3,3,Personal Auto,Personal L1,Offer1,Agent,432.835989,Four-Door Car,Large +UE75424,California,10732.50747,No,Extended,Doctor,2/22/11,Employed,M,75728,Rural,Married,133,24,68,0,4,Corporate Auto,Corporate L3,Offer1,Call Center,44.159065,SUV,Medsize +MU67498,California,7200.664877,Yes,Basic,College,1/26/11,Unemployed,F,0,Suburban,Married,66,16,77,0,2,Corporate Auto,Corporate L2,Offer2,Agent,316.8,Four-Door Car,Medsize +IX32007,California,2864.820306,No,Basic,Bachelor,1/6/11,Unemployed,M,0,Suburban,Single,109,2,8,4,1,Personal Auto,Personal L2,Offer3,Call Center,1145.746845,SUV,Small +DF86803,California,5308.434428,No,Basic,High School or Below,2/14/11,Unemployed,M,0,Suburban,Single,73,9,43,0,3,Corporate Auto,Corporate L3,Offer1,Agent,525.6,Four-Door Car,Medsize +JS10224,California,18321.24471,No,Basic,College,2/16/11,Employed,F,76726,Rural,Married,65,27,26,0,2,Personal Auto,Personal L2,Offer2,Branch,10.36741,Four-Door Car,Medsize +HA93483,California,4319.145955,No,Basic,Bachelor,2/12/11,Disabled,F,11811,Suburban,Married,110,20,20,0,1,Personal Auto,Personal L2,Offer2,Branch,808.618307,Sports Car,Small +WW80551,California,6556.099198,No,Basic,High School or Below,1/3/11,Unemployed,M,0,Suburban,Single,63,6,58,0,2,Personal Auto,Personal L3,Offer1,Branch,453.6,Four-Door Car,Small +WI89701,California,5705.899103,No,Basic,College,1/11/11,Unemployed,F,0,Suburban,Married,74,2,34,0,9,Personal Auto,Personal L3,Offer1,Branch,432.4081,Two-Door Car,Medsize +JQ81164,California,6656.15047,No,Extended,College,1/28/11,Disabled,F,26628,Suburban,Married,85,15,28,0,6,Corporate Auto,Corporate L1,Offer1,Agent,408,Two-Door Car,Large +KA25468,California,4905.321482,No,Basic,Master,2/3/11,Employed,M,46177,Suburban,Married,61,8,32,0,8,Personal Auto,Personal L3,Offer1,Web,379.075927,Four-Door Car,Small +IW31117,California,5620.587184,No,Basic,Doctor,2/16/11,Employed,M,21142,Rural,Single,71,16,79,0,4,Personal Auto,Personal L2,Offer1,Agent,79.293115,Two-Door Car,Large +MI91352,California,8382.478392,Yes,Basic,Bachelor,1/27/11,Employed,M,25998,Suburban,Married,71,16,38,0,2,Personal Auto,Personal L1,Offer2,Call Center,791.878042,Four-Door Car,Medsize +CP93345,California,2857.992725,No,Basic,Bachelor,2/15/11,Employed,F,85300,Urban,Divorced,73,8,39,2,1,Corporate Auto,Corporate L3,Offer2,Call Center,319.867735,Four-Door Car,Large +CZ20440,California,4291.056403,No,Basic,High School or Below,1/28/11,Unemployed,F,0,Suburban,Single,62,1,2,1,7,Corporate Auto,Corporate L2,Offer1,Agent,403.991524,Four-Door Car,Large +KZ35883,California,33288.16185,No,Premium,College,2/3/11,Employed,F,91541,Rural,Married,118,23,3,0,2,Personal Auto,Personal L2,Offer2,Branch,51.549119,Four-Door Car,Medsize +SJ30138,California,4145.0234,No,Basic,High School or Below,1/2/11,Unemployed,M,0,Suburban,Divorced,118,12,88,0,1,Corporate Auto,Corporate L3,Offer1,Call Center,566.4,SUV,Medsize +AO77635,California,4005.720666,No,Basic,College,1/2/11,Employed,F,28987,Rural,Married,102,8,98,0,1,Personal Auto,Personal L2,Offer3,Branch,245.693546,SUV,Medsize +PJ36160,California,16272.74322,No,Basic,Bachelor,2/9/11,Employed,M,83589,Urban,Single,103,27,65,0,2,Personal Auto,Personal L2,Offer3,Agent,366.0396,SUV,Small +XT41916,California,5143.865361,No,Basic,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,72,9,84,0,3,Personal Auto,Personal L3,Offer1,Agent,375.204446,Four-Door Car,Medsize +EA61783,California,26232.85024,No,Basic,Bachelor,1/15/11,Employed,F,35868,Suburban,Single,110,20,51,0,2,Personal Auto,Personal L3,Offer2,Branch,528,SUV,Medsize +IS12075,California,5100.088201,No,Basic,High School or Below,1/26/11,Unemployed,F,0,Suburban,Single,71,9,2,1,7,Corporate Auto,Corporate L1,Offer3,Web,653.726919,Four-Door Car,Small +QV14053,California,2708.019336,No,Basic,High School or Below,1/5/11,Employed,M,53807,Rural,Divorced,68,25,69,0,1,Personal Auto,Personal L3,Offer4,Web,63.760358,Two-Door Car,Medsize +ZZ68210,California,30745.96199,No,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Single,110,27,89,0,2,Personal Auto,Personal L2,Offer1,Call Center,1004.755092,Four-Door Car,Medsize +BT57285,California,4563.872603,No,Extended,High School or Below,2/13/11,Unemployed,M,0,Suburban,Married,124,32,39,0,1,Personal Auto,Personal L1,Offer1,Agent,595.2,SUV,Medsize +UF88512,California,7442.570447,No,Extended,Bachelor,1/17/11,Employed,M,57517,Suburban,Single,96,14,61,0,8,Corporate Auto,Corporate L3,Offer2,Web,460.8,Four-Door Car,Medsize +RI76399,California,17636.42483,No,Basic,High School or Below,2/26/11,Employed,F,37109,Suburban,Married,63,7,70,0,2,Corporate Auto,Corporate L2,Offer1,Agent,302.4,Two-Door Car,Medsize +OY95386,California,8418.573784,No,Basic,Bachelor,2/5/11,Unemployed,F,0,Suburban,Married,115,21,62,0,9,Personal Auto,Personal L2,Offer3,Branch,552,SUV,Medsize +BJ58596,California,2486.428407,No,Basic,High School or Below,2/24/11,Unemployed,F,0,Suburban,Single,72,22,55,0,1,Corporate Auto,Corporate L3,Offer2,Branch,518.4,Two-Door Car,Large +HV75193,California,2866.595388,No,Basic,Master,2/7/11,Disabled,F,26924,Urban,Married,73,12,80,0,1,Personal Auto,Personal L2,Offer1,Call Center,262.086021,Four-Door Car,Medsize +LI81655,California,6638.122296,No,Premium,Master,2/26/11,Employed,M,21586,Suburban,Married,167,31,44,1,1,Personal Auto,Personal L2,Offer4,Agent,801.6,Sports Car,Medsize +XP61922,California,2530.705137,Yes,Basic,Bachelor,1/21/11,Employed,F,89451,Rural,Single,63,11,2,0,1,Personal Auto,Personal L3,Offer2,Web,61.769564,Four-Door Car,Medsize +JA12512,California,5556.282281,No,Basic,Bachelor,2/16/11,Employed,F,97424,Urban,Married,68,25,13,0,5,Personal Auto,Personal L3,Offer1,Agent,230.436256,Two-Door Car,Medsize +FP20500,California,6264.6336,No,Extended,Bachelor,2/18/11,Unemployed,M,0,Suburban,Single,89,5,16,0,3,Corporate Auto,Corporate L1,Offer1,Agent,850.175941,Two-Door Car,Medsize +MS88882,California,5639.402141,No,Extended,College,1/11/11,Disabled,M,24636,Suburban,Single,77,5,72,0,6,Personal Auto,Personal L3,Offer2,Agent,480.925301,Two-Door Car,Medsize +QH52104,California,3903.383926,No,Premium,Master,1/18/11,Unemployed,M,0,Suburban,Single,104,25,87,0,1,Personal Auto,Personal L2,Offer1,Call Center,499.2,Four-Door Car,Medsize +BM92346,California,3919.366722,Yes,Extended,High School or Below,1/5/11,Employed,F,66676,Suburban,Married,97,0,40,0,1,Personal Auto,Personal L1,Offer3,Agent,558.099357,Four-Door Car,Small +NS23754,California,2566.782278,No,Basic,High School or Below,2/9/11,Employed,F,21375,Suburban,Married,65,14,66,0,1,Corporate Auto,Corporate L3,Offer3,Call Center,312,Four-Door Car,Large +ZG54759,California,2837.007353,No,Basic,College,1/17/11,Employed,F,41408,Urban,Divorced,73,4,89,1,1,Corporate Auto,Corporate L2,Offer1,Branch,268.710908,Four-Door Car,Medsize +LI31082,California,12741.84754,Yes,Basic,Bachelor,1/7/11,Employed,F,73054,Urban,Married,106,34,36,1,2,Personal Auto,Personal L2,Offer1,Branch,419.365958,SUV,Medsize +UY51200,California,8888.886826,No,Basic,College,1/9/11,Employed,M,77104,Urban,Married,112,21,65,1,6,Corporate Auto,Corporate L3,Offer1,Agent,436.494292,SUV,Medsize +UV44323,California,4903.131185,No,Extended,College,1/6/11,Unemployed,F,0,Suburban,Married,133,11,95,0,1,Personal Auto,Personal L2,Offer2,Branch,638.4,SUV,Large +TO55166,California,2600.002868,No,Basic,Bachelor,1/12/11,Employed,M,72766,Rural,Married,65,23,93,0,1,Personal Auto,Personal L2,Offer3,Branch,91.464233,Two-Door Car,Medsize +TZ28073,California,4341.363555,No,Basic,Bachelor,1/10/11,Employed,M,23352,Suburban,Married,112,0,86,0,1,Personal Auto,Personal L3,Offer2,Branch,537.6,SUV,Medsize +UF31027,California,4298.664542,No,Basic,College,1/28/11,Employed,F,76778,Urban,Married,107,31,46,1,1,Personal Auto,Personal L3,Offer1,Agent,500.665061,SUV,Small +UV48386,California,2698.048753,No,Basic,Master,1/25/11,Employed,M,40154,Suburban,Married,67,24,17,0,1,Corporate Auto,Corporate L1,Offer1,Branch,360.670642,Four-Door Car,Medsize +HO74982,California,5382.761801,No,Basic,Bachelor,1/24/11,Employed,F,74888,Suburban,Married,68,19,36,3,7,Personal Auto,Personal L3,Offer3,Call Center,335.936021,Two-Door Car,Small +BD12981,California,5732.686642,No,Basic,College,1/30/11,Employed,F,39337,Urban,Single,74,29,1,1,9,Personal Auto,Personal L2,Offer1,Agent,277.225868,Four-Door Car,Medsize +JC18314,California,7089.046071,No,Extended,Bachelor,1/10/11,Employed,M,28121,Suburban,Divorced,90,16,0,0,4,Personal Auto,Personal L1,Offer2,Agent,432,Two-Door Car,Medsize +BP90016,California,8302.321168,No,Basic,Master,2/27/11,Employed,M,78032,Urban,Married,103,8,49,0,3,Corporate Auto,Corporate L3,Offer3,Agent,323.607074,SUV,Small +PS23376,California,5671.09467,No,Basic,High School or Below,2/26/11,Employed,F,69668,Rural,Married,70,34,33,0,4,Corporate Auto,Corporate L2,Offer1,Branch,64.855035,Two-Door Car,Large +LX30483,California,3371.528475,No,Basic,College,2/1/11,Unemployed,F,0,Suburban,Single,102,2,36,3,1,Personal Auto,Personal L2,Offer1,Agent,489.6,SUV,Medsize +FQ93665,California,18939.50603,No,Basic,High School or Below,1/20/11,Employed,F,21911,Suburban,Married,67,16,34,0,2,Corporate Auto,Corporate L3,Offer2,Agent,705.42264,Four-Door Car,Small +LG73224,California,2670.63599,No,Basic,High School or Below,1/20/11,Employed,M,52572,Suburban,Single,68,16,73,0,1,Personal Auto,Personal L2,Offer4,Web,379.281455,Four-Door Car,Medsize +WJ92113,California,14031.70468,No,Premium,Bachelor,2/24/11,Employed,F,91061,Suburban,Married,116,22,95,0,2,Personal Auto,Personal L2,Offer1,Agent,556.8,Four-Door Car,Medsize +ZT26848,California,8314.306568,No,Basic,High School or Below,1/19/11,Employed,M,40447,Urban,Married,105,1,79,0,6,Personal Auto,Personal L3,Offer1,Agent,377.561463,SUV,Medsize +SO42230,California,7126.263963,No,Extended,Master,2/17/11,Medical Leave,F,22490,Rural,Married,90,8,96,0,8,Personal Auto,Personal L3,Offer1,Agent,88.765534,Two-Door Car,Large +VB65967,California,27430.14468,No,Extended,Bachelor,1/18/11,Employed,M,49331,Urban,Married,138,3,58,0,2,Personal Auto,Personal L2,Offer1,Branch,386.258495,SUV,Medsize +ED82243,California,7019.177186,Yes,Basic,College,1/23/11,Retired,M,26806,Suburban,Married,63,32,19,0,2,Personal Auto,Personal L2,Offer1,Agent,302.4,Four-Door Car,Medsize +AU62013,California,24826.89127,No,Basic,Doctor,2/25/11,Employed,F,67572,Urban,Married,102,7,55,0,2,Personal Auto,Personal L1,Offer1,Branch,296.209127,Sports Car,Small +TT68630,California,3351.213465,No,Extended,Bachelor,1/27/11,Employed,F,90213,Suburban,Married,83,3,12,0,1,Personal Auto,Personal L1,Offer2,Call Center,398.4,Two-Door Car,Medsize +RV82726,California,4437.842056,No,Premium,High School or Below,2/4/11,Employed,M,22768,Suburban,Married,112,16,69,0,1,Personal Auto,Personal L3,Offer4,Branch,537.6,Four-Door Car,Medsize +VC11777,California,5187.653993,No,Basic,High School or Below,2/23/11,Employed,F,80521,Suburban,Single,65,20,43,2,9,Personal Auto,Personal L1,Offer1,Branch,342.913243,Four-Door Car,Small +HZ68892,California,4584.137063,No,Basic,College,1/16/11,Employed,M,85245,Suburban,Married,115,6,96,0,1,Personal Auto,Personal L2,Offer2,Call Center,556.568103,Sports Car,Large +RY44243,California,5945.616886,No,Basic,College,1/17/11,Employed,F,65602,Rural,Married,73,11,14,0,3,Personal Auto,Personal L2,Offer3,Agent,61.570877,Four-Door Car,Medsize +DR77989,California,4785.909313,No,Basic,College,1/25/11,Unemployed,M,0,Urban,Divorced,68,16,12,0,7,Personal Auto,Personal L1,Offer1,Call Center,199.23876,Four-Door Car,Medsize +PU25344,California,7275.894536,No,Basic,Bachelor,1/27/11,Unemployed,M,0,Suburban,Single,106,24,77,0,6,Personal Auto,Personal L2,Offer1,Call Center,1247.79856,SUV,Large +NC80854,California,4940.940943,No,Basic,College,1/9/11,Unemployed,F,0,Suburban,Single,71,22,57,0,9,Personal Auto,Personal L2,Offer3,Agent,511.750971,Four-Door Car,Medsize +PG90331,California,18635.90451,No,Basic,College,2/14/11,Disabled,M,11656,Suburban,Married,70,19,8,0,2,Personal Auto,Personal L2,Offer3,Agent,336,Two-Door Car,Medsize +TI14001,California,7507.455372,Yes,Basic,College,2/6/11,Employed,M,60920,Urban,Single,64,10,61,0,2,Corporate Auto,Corporate L3,Offer2,Agent,231.201886,Two-Door Car,Medsize +FP51143,California,2130.35457,No,Basic,College,1/30/11,Unemployed,M,0,Suburban,Single,62,16,79,0,1,Corporate Auto,Corporate L2,Offer1,Branch,446.4,Two-Door Car,Medsize +LK19630,California,2907.43603,No,Basic,High School or Below,1/30/11,Employed,F,52216,Suburban,Married,72,8,55,1,1,Personal Auto,Personal L2,Offer1,Web,362.026936,Four-Door Car,Medsize +JK16503,California,4916.405552,No,Basic,High School or Below,2/7/11,Unemployed,M,0,Suburban,Married,67,17,21,0,4,Personal Auto,Personal L1,Offer1,Branch,321.6,Two-Door Car,Medsize +WG29557,California,5067.514799,No,Basic,Master,2/7/11,Employed,M,74919,Urban,Married,63,10,31,0,9,Personal Auto,Personal L2,Offer2,Branch,206.24435,Four-Door Car,Medsize +EQ96084,California,7822.304151,No,Extended,Bachelor,1/15/11,Employed,F,33963,Rural,Divorced,99,10,3,0,4,Corporate Auto,Corporate L3,Offer4,Web,222.626234,Four-Door Car,Medsize +WH28633,California,2897.278535,No,Basic,College,1/25/11,Employed,M,75041,Rural,Single,74,30,42,0,1,Personal Auto,Personal L2,Offer3,Agent,56.05058,Four-Door Car,Medsize +KN50049,California,18882.63699,No,Premium,College,2/12/11,Medical Leave,M,24054,Suburban,Single,176,14,61,0,2,Personal Auto,Personal L1,Offer1,Branch,1133.801271,SUV,Medsize +RN48574,California,6273.911874,Yes,Extended,College,2/16/11,Retired,F,18577,Suburban,Divorced,86,21,76,0,6,Corporate Auto,Corporate L3,Offer1,Branch,412.8,Four-Door Car,Medsize +PD11073,California,7614.830065,No,Extended,College,2/3/11,Employed,F,35045,Urban,Married,96,21,47,0,5,Personal Auto,Personal L3,Offer1,Agent,420.606785,Four-Door Car,Medsize +FS86064,California,2117.989147,No,Basic,Bachelor,2/16/11,Unemployed,M,0,Suburban,Single,64,0,78,0,1,Personal Auto,Personal L3,Offer1,Branch,426.248686,Four-Door Car,Medsize +JU47573,California,2290.681171,No,Basic,Bachelor,1/29/11,Unemployed,F,0,Suburban,Single,64,30,85,0,1,Personal Auto,Personal L3,Offer1,Branch,482.778155,Four-Door Car,Large +VN59368,California,6521.368813,Yes,Extended,College,1/9/11,Employed,F,72608,Suburban,Married,82,26,19,3,8,Personal Auto,Personal L2,Offer2,Agent,393.6,Four-Door Car,Medsize +UI19516,California,16909.92767,No,Extended,College,2/22/11,Employed,M,65620,Urban,Divorced,213,16,0,0,4,Corporate Auto,Corporate L2,Offer3,Agent,766.322388,Luxury Car,Medsize +ZV55368,California,5709.358709,No,Basic,High School or Below,2/27/11,Employed,M,75650,Rural,Married,71,24,53,0,8,Corporate Auto,Corporate L2,Offer4,Agent,104.918485,Four-Door Car,Medsize +OS54451,California,2627.831472,No,Basic,Bachelor,2/11/11,Employed,M,31964,Rural,Married,67,30,90,0,1,Personal Auto,Personal L2,Offer2,Web,120.060283,Four-Door Car,Medsize +IP93821,California,3600.934326,Yes,Basic,High School or Below,2/25/11,Retired,F,25147,Suburban,Single,101,7,54,0,1,Personal Auto,Personal L1,Offer1,Agent,694.598288,SUV,Medsize +AR17553,California,6111.053244,No,Extended,Master,2/6/11,Medical Leave,M,22944,Suburban,Married,80,26,83,0,5,Corporate Auto,Corporate L1,Offer3,Branch,488.272759,Four-Door Car,Medsize +SM10031,California,2933.498052,No,Extended,Master,1/8/11,Unemployed,M,0,Suburban,Married,78,22,98,0,1,Personal Auto,Personal L3,Offer1,Branch,398.421636,Four-Door Car,Medsize +CK14803,California,4325.491222,No,Basic,College,2/2/11,Employed,M,94242,Rural,Divorced,107,15,70,0,1,Personal Auto,Personal L2,Offer2,Branch,52.121929,SUV,Large +CJ35075,California,4665.245047,No,Basic,High School or Below,2/20/11,Unemployed,F,0,Suburban,Single,68,16,35,1,3,Personal Auto,Personal L1,Offer3,Agent,326.4,Four-Door Car,Medsize +NA56063,California,43019.01278,No,Extended,College,1/22/11,Unemployed,M,0,Suburban,Married,132,24,49,0,2,Corporate Auto,Corporate L3,Offer3,Branch,904.378268,SUV,Large +CA62597,California,7482.851041,No,Basic,Bachelor,2/25/11,Unemployed,F,0,Suburban,Married,101,17,20,0,3,Corporate Auto,Corporate L2,Offer1,Agent,978.257137,SUV,Medsize +ZO23305,California,4929.549699,Yes,Basic,Bachelor,1/26/11,Employed,M,25632,Suburban,Married,63,27,52,0,7,Personal Auto,Personal L2,Offer2,Call Center,351.270869,Two-Door Car,Medsize +UD20999,California,2537.667511,No,Basic,Master,2/22/11,Unemployed,M,0,Suburban,Married,68,32,28,0,1,Corporate Auto,Corporate L3,Offer2,Branch,326.4,Four-Door Car,Medsize +FQ66351,California,5322.291688,No,Extended,Bachelor,1/16/11,Employed,F,33681,Suburban,Single,138,13,21,1,1,Personal Auto,Personal L2,Offer1,Agent,873.127345,SUV,Large +AB69140,California,25093.57037,No,Basic,Master,2/18/11,Employed,M,36007,Suburban,Married,70,14,85,0,2,Personal Auto,Personal L2,Offer1,Branch,336,Four-Door Car,Small +CT53265,California,2656.846648,No,Basic,College,2/5/11,Medical Leave,F,18834,Suburban,Married,69,20,89,0,1,Personal Auto,Personal L3,Offer2,Agent,453.895633,Two-Door Car,Medsize +WN91223,California,11073.10572,No,Extended,Master,1/2/11,Employed,M,82807,Urban,Divorced,92,15,20,0,2,Personal Auto,Personal L3,Offer3,Agent,302.458432,Four-Door Car,Medsize +MP48946,California,2499.469914,No,Basic,High School or Below,1/20/11,Employed,F,72021,Rural,Married,62,26,13,0,1,Corporate Auto,Corporate L1,Offer2,Agent,50.740536,Two-Door Car,Medsize +NE79174,California,5386.512585,No,Basic,Bachelor,2/23/11,Employed,M,41228,Suburban,Married,70,2,99,3,7,Personal Auto,Personal L3,Offer2,Web,336,Two-Door Car,Medsize +UI77960,California,6656.200678,No,Extended,High School or Below,2/18/11,Employed,F,39834,Suburban,Married,83,26,65,0,3,Personal Auto,Personal L2,Offer4,Web,398.4,Four-Door Car,Medsize +VD69291,California,2702.692335,No,Basic,College,1/31/11,Disabled,M,22415,Suburban,Married,69,0,79,0,1,Personal Auto,Personal L1,Offer3,Branch,352.894843,Four-Door Car,Large +XD54132,California,2567.346739,No,Basic,High School or Below,2/6/11,Employed,F,61900,Suburban,Single,64,11,64,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,307.2,Four-Door Car,Medsize +AT33529,California,2776.748342,No,Basic,Doctor,1/8/11,Employed,F,30893,Rural,Divorced,70,25,13,0,1,Corporate Auto,Corporate L2,Offer3,Branch,85.416096,Four-Door Car,Medsize +AT79008,California,9065.25926,No,Premium,Bachelor,2/8/11,Employed,F,40006,Rural,Divorced,114,34,18,1,7,Personal Auto,Personal L2,Offer1,Branch,132.568435,Two-Door Car,Medsize +UZ14076,California,32104.69957,No,Premium,High School or Below,2/16/11,Employed,F,89546,Suburban,Married,266,4,18,1,2,Corporate Auto,Corporate L3,Offer3,Agent,2452.894264,Luxury SUV,Large +EP10645,California,18677.85248,No,Extended,College,2/17/11,Unemployed,M,0,Suburban,Married,86,17,14,0,2,Personal Auto,Personal L2,Offer1,Agent,538.649619,Four-Door Car,Medsize +PW78930,California,2982.196702,No,Basic,Bachelor,2/24/11,Employed,M,79523,Rural,Married,74,34,40,0,1,Personal Auto,Personal L2,Offer3,Agent,132.023007,Four-Door Car,Medsize +ZC97968,California,2736.352663,No,Basic,College,2/14/11,Disabled,M,17533,Suburban,Married,73,10,1,0,1,Personal Auto,Personal L3,Offer1,Agent,350.4,Two-Door Car,Medsize +SF30642,California,8996.774075,No,Basic,High School or Below,2/13/11,Employed,M,49706,Suburban,Married,113,13,95,0,3,Personal Auto,Personal L3,Offer2,Call Center,617.515196,SUV,Medsize +AH22694,California,5850.451386,No,Basic,Doctor,1/24/11,Employed,M,24317,Suburban,Married,73,2,35,1,3,Corporate Auto,Corporate L1,Offer1,Call Center,350.4,Four-Door Car,Medsize +SM87252,California,5843.614767,No,Basic,College,1/15/11,Employed,M,77498,Urban,Single,74,17,10,0,5,Personal Auto,Personal L3,Offer1,Branch,249.151199,Two-Door Car,Medsize +MA60552,California,4015.400868,No,Basic,Bachelor,2/19/11,Employed,M,28088,Suburban,Married,102,8,61,0,1,Personal Auto,Personal L2,Offer1,Agent,489.6,SUV,Small +PE51299,California,10781.61334,No,Basic,High School or Below,1/22/11,Employed,M,73026,Suburban,Married,67,29,81,0,2,Personal Auto,Personal L1,Offer2,Branch,321.6,Four-Door Car,Small +JR22900,California,18484.80858,No,Basic,College,2/11/11,Employed,F,36153,Urban,Married,117,27,6,1,2,Corporate Auto,Corporate L3,Offer2,Agent,323.424189,Sports Car,Medsize +DP19210,California,9191.733549,No,Basic,Master,2/8/11,Employed,F,23823,Suburban,Married,115,5,39,0,6,Corporate Auto,Corporate L2,Offer2,Branch,567.48055,Sports Car,Medsize +XP76338,California,4711.038869,No,Basic,Bachelor,1/3/11,Employed,M,24843,Suburban,Married,61,20,17,2,4,Personal Auto,Personal L2,Offer1,Agent,331.325638,Four-Door Car,Medsize +MW46400,California,7634.855287,No,Premium,High School or Below,1/28/11,Unemployed,F,0,Suburban,Single,106,9,64,0,3,Corporate Auto,Corporate L3,Offer1,Branch,763.2,Four-Door Car,Medsize +FB71914,California,30205.01297,No,Extended,College,2/17/11,Unemployed,M,0,Suburban,Married,89,7,4,0,2,Personal Auto,Personal L2,Offer3,Agent,469.359715,Four-Door Car,Medsize +OH15780,California,12280.76661,Yes,Premium,College,1/1/11,Employed,M,88340,Suburban,Married,102,16,1,0,2,Personal Auto,Personal L2,Offer1,Branch,489.6,Two-Door Car,Medsize +QO56615,California,2980.010499,No,Extended,College,2/9/11,Medical Leave,F,13535,Suburban,Married,80,7,53,1,1,Personal Auto,Personal L3,Offer2,Agent,384,Four-Door Car,Small +EL67979,California,17223.06591,No,Basic,College,1/11/11,Employed,M,22346,Suburban,Single,64,7,44,0,2,Personal Auto,Personal L3,Offer4,Call Center,307.2,Four-Door Car,Large +OW68478,California,12298.6863,Yes,Basic,High School or Below,2/20/11,Medical Leave,M,17101,Suburban,Single,113,1,88,0,2,Corporate Auto,Corporate L1,Offer1,Call Center,542.4,SUV,Medsize +SF13677,California,2843.149061,No,Extended,High School or Below,2/4/11,Unemployed,M,0,Suburban,Single,81,23,60,0,1,Personal Auto,Personal L3,Offer1,Call Center,583.2,Four-Door Car,Large +MP80287,California,9498.473472,No,Extended,College,2/4/11,Unemployed,F,0,Suburban,Single,90,13,52,0,2,Personal Auto,Personal L2,Offer4,Call Center,432,Two-Door Car,Medsize +UK45178,California,2224.555883,No,Basic,Bachelor,2/12/11,Unemployed,F,0,Suburban,Single,67,1,77,1,1,Personal Auto,Personal L1,Offer1,Agent,482.4,Two-Door Car,Small +JC29850,California,7506.964816,No,Basic,Bachelor,1/26/11,Unemployed,M,0,Suburban,Married,67,16,12,1,2,Corporate Auto,Corporate L3,Offer1,Call Center,321.6,Two-Door Car,Medsize +IK44574,California,5608.819189,No,Basic,Bachelor,2/17/11,Employed,M,28483,Suburban,Married,72,18,92,0,5,Corporate Auto,Corporate L2,Offer3,Agent,345.6,Four-Door Car,Medsize +KE98143,California,2700.676449,No,Basic,Master,2/23/11,Employed,F,89362,Rural,Single,67,8,72,0,1,Personal Auto,Personal L2,Offer4,Branch,116.209568,Four-Door Car,Medsize +XN28388,California,4130.382954,No,Basic,College,2/2/11,Unemployed,F,0,Suburban,Single,66,30,29,2,3,Corporate Auto,Corporate L3,Offer1,Agent,523.030597,Four-Door Car,Small +AX38728,California,2966.944264,No,Extended,College,2/19/11,Unemployed,M,0,Suburban,Married,81,14,75,0,1,Personal Auto,Personal L2,Offer1,Branch,388.8,Two-Door Car,Medsize +IX18485,California,9594.248898,No,Extended,High School or Below,2/1/11,Retired,F,27443,Suburban,Divorced,86,3,1,2,2,Personal Auto,Personal L2,Offer1,Agent,685.048914,Four-Door Car,Medsize +KB42322,California,6761.107268,No,Extended,Bachelor,1/11/11,Employed,F,70829,Suburban,Divorced,85,14,10,0,3,Personal Auto,Personal L3,Offer4,Web,553.174109,Four-Door Car,Medsize +RW54189,California,5747.268347,No,Basic,Bachelor,1/20/11,Employed,M,23504,Suburban,Married,73,2,66,0,8,Personal Auto,Personal L3,Offer4,Call Center,350.4,Four-Door Car,Small +FV70604,California,5048.512037,No,Premium,Bachelor,2/4/11,Unemployed,F,0,Suburban,Single,142,10,51,0,1,Corporate Auto,Corporate L1,Offer1,Agent,880.435943,SUV,Medsize +PC23709,California,5714.562292,No,Basic,Bachelor,2/25/11,Employed,F,74905,Rural,Single,72,16,35,0,3,Personal Auto,Personal L3,Offer1,Call Center,167.028453,Four-Door Car,Medsize +RB75458,California,2230.275142,No,Basic,High School or Below,2/11/11,Unemployed,M,0,Suburban,Single,65,13,29,0,1,Personal Auto,Personal L2,Offer2,Agent,712.71287,Four-Door Car,Medsize +RX14132,California,7228.005386,No,Basic,High School or Below,1/6/11,Employed,M,25926,Suburban,Married,61,28,68,0,2,Personal Auto,Personal L1,Offer4,Agent,292.8,Two-Door Car,Small +AF36894,California,4392.982538,No,Basic,Bachelor,2/2/11,Employed,M,33640,Suburban,Married,113,20,20,0,1,Corporate Auto,Corporate L3,Offer4,Agent,542.4,SUV,Medsize +UY32623,California,3593.12645,No,Extended,College,2/5/11,Disabled,F,18213,Suburban,Divorced,96,12,43,1,1,Corporate Auto,Corporate L2,Offer1,Branch,460.8,Four-Door Car,Large +AL95338,California,6679.139606,No,Extended,High School or Below,2/10/11,Unemployed,F,0,Suburban,Single,91,3,94,0,5,Personal Auto,Personal L2,Offer1,Agent,655.2,Four-Door Car,Medsize +WL28610,California,4146.409412,No,Basic,High School or Below,1/1/11,Unemployed,F,0,Suburban,Divorced,116,25,5,1,1,Corporate Auto,Corporate L3,Offer3,Branch,556.8,SUV,Medsize +AC73173,California,3694.647081,No,Basic,Bachelor,2/20/11,Unemployed,M,0,Suburban,Married,102,13,84,0,1,Personal Auto,Personal L2,Offer3,Call Center,610.617285,SUV,Large +GV76798,California,4781.821034,No,Premium,Master,1/24/11,Employed,F,30361,Urban,Married,119,28,48,1,1,Personal Auto,Personal L2,Offer2,Branch,373.289571,Four-Door Car,Medsize +SP29219,California,3885.456401,Yes,Premium,College,2/28/11,Unemployed,M,0,Suburban,Married,105,3,92,0,1,Personal Auto,Personal L3,Offer1,Branch,504,Four-Door Car,Large +CI30899,California,4737.411455,No,Basic,College,1/13/11,Unemployed,F,0,Suburban,Single,68,2,26,0,3,Personal Auto,Personal L3,Offer1,Branch,326.4,Two-Door Car,Small +MI49191,California,9410.670129,No,Premium,Bachelor,1/7/11,Employed,M,96060,Suburban,Married,117,6,57,0,3,Corporate Auto,Corporate L1,Offer1,Branch,561.6,Four-Door Car,Large +YP16210,California,5878.447428,No,Basic,College,1/2/11,Employed,F,25398,Suburban,Married,74,23,2,0,3,Personal Auto,Personal L3,Offer4,Branch,465.922152,Four-Door Car,Large +CO91673,California,4547.321823,No,Basic,Bachelor,2/14/11,Medical Leave,F,29031,Suburban,Married,61,7,19,2,3,Personal Auto,Personal L2,Offer2,Agent,292.8,Four-Door Car,Medsize +CC93587,California,5926.38544,No,Basic,College,1/26/11,Employed,M,92949,Urban,Married,74,21,84,0,3,Personal Auto,Personal L1,Offer2,Web,337.305815,Two-Door Car,Medsize +MX48796,California,4873.672682,No,Basic,Bachelor,2/14/11,Unemployed,F,0,Suburban,Single,68,3,5,0,5,Corporate Auto,Corporate L3,Offer1,Agent,356.08323,Four-Door Car,Medsize +IC80537,California,2580.849899,Yes,Basic,College,2/9/11,Employed,M,46900,Suburban,Married,66,13,59,0,1,Corporate Auto,Corporate L2,Offer2,Web,316.8,Four-Door Car,Medsize +AA93585,California,7083.642205,No,Premium,College,1/30/11,Employed,M,97024,Urban,Married,177,0,68,0,1,Personal Auto,Personal L2,Offer2,Branch,686.815162,SUV,Medsize +SR41132,California,30104.51969,No,Extended,High School or Below,2/11/11,Unemployed,F,0,Suburban,Single,94,15,7,0,2,Corporate Auto,Corporate L3,Offer4,Branch,848.737364,Two-Door Car,Small +IT11766,California,4148.570285,No,Basic,Bachelor,1/29/11,Employed,F,61896,Urban,Married,104,25,97,0,1,Personal Auto,Personal L2,Offer4,Call Center,461.306722,SUV,Medsize +QO68842,California,2518.743544,No,Basic,Doctor,2/10/11,Employed,F,39317,Rural,Single,64,22,46,0,1,Personal Auto,Personal L2,Offer2,Branch,77.695607,Four-Door Car,Medsize +RY47606,California,3843.965188,No,Extended,Bachelor,1/16/11,Employed,M,43987,Suburban,Married,96,29,17,0,1,Personal Auto,Personal L3,Offer2,Call Center,460.8,Four-Door Car,Medsize +CX22458,California,9075.768214,Yes,Basic,Master,1/26/11,Employed,M,37722,Rural,Single,116,8,23,0,8,Personal Auto,Personal L3,Offer1,Agent,158.077504,Sports Car,Medsize +TL44525,California,2619.337376,Yes,Basic,Bachelor,2/5/11,Employed,M,78618,Urban,Divorced,66,7,56,0,1,Corporate Auto,Corporate L1,Offer1,Agent,225.578841,Two-Door Car,Medsize +CZ57208,California,15245.25495,No,Basic,Bachelor,1/1/11,Employed,F,30205,Suburban,Single,195,24,1,0,4,Personal Auto,Personal L3,Offer1,Agent,1329.957905,Luxury SUV,Large +LM97847,California,2615.13922,No,Basic,College,1/9/11,Employed,M,57023,Urban,Single,67,11,59,0,1,Personal Auto,Personal L2,Offer2,Agent,250.652309,Four-Door Car,Medsize +IK96366,California,5551.398167,No,Extended,College,2/22/11,Employed,M,36918,Suburban,Divorced,76,28,77,3,3,Personal Auto,Personal L1,Offer1,Branch,364.8,Two-Door Car,Medsize +SJ86522,California,6827.044423,No,Basic,High School or Below,1/12/11,Unemployed,M,0,Suburban,Single,102,5,26,0,9,Corporate Auto,Corporate L3,Offer2,Agent,956.689634,SUV,Medsize +UU42868,California,5619.689084,Yes,Premium,High School or Below,1/26/11,Unemployed,M,0,Suburban,Married,153,25,5,0,1,Corporate Auto,Corporate L2,Offer2,Web,1027.000029,SUV,Medsize +GX11087,California,3907.028747,No,Basic,High School or Below,1/28/11,Unemployed,F,0,Suburban,Single,109,2,8,0,1,Personal Auto,Personal L2,Offer1,Agent,666.042098,SUV,Medsize +JR41742,California,3622.872124,No,Basic,College,1/25/11,Unemployed,M,0,Suburban,Single,108,23,52,0,1,Corporate Auto,Corporate L3,Offer1,Branch,1254.177129,SUV,Medsize +RA89822,California,34611.37896,Yes,Basic,High School or Below,1/14/11,Employed,F,20090,Suburban,Married,109,10,59,0,2,Personal Auto,Personal L2,Offer2,Agent,523.2,Sports Car,Medsize +IJ25462,California,2845.520933,No,Basic,Bachelor,2/7/11,Employed,M,86631,Suburban,Divorced,73,7,44,1,1,Personal Auto,Personal L2,Offer3,Agent,400.832857,Four-Door Car,Small +ZP86347,California,5500.577411,No,Extended,College,2/12/11,Employed,F,44019,Rural,Married,138,20,60,0,1,Personal Auto,Personal L3,Offer3,Agent,165.478147,SUV,Medsize +HO82823,California,3358.532935,No,Extended,Bachelor,1/6/11,Employed,F,59367,Rural,Married,84,6,48,0,1,Personal Auto,Personal L3,Offer2,Agent,6.880385,Four-Door Car,Medsize +EA54906,California,7501.661322,No,Extended,High School or Below,2/23/11,Employed,F,38874,Urban,Divorced,94,6,86,0,3,Corporate Auto,Corporate L1,Offer2,Branch,331.170924,Four-Door Car,Medsize +BC64697,California,11663.98572,No,Premium,College,2/17/11,Unemployed,F,0,Suburban,Married,107,12,34,0,2,Personal Auto,Personal L3,Offer3,Call Center,513.6,Four-Door Car,Small +VV68726,California,5133.397765,No,Basic,High School or Below,1/26/11,Disabled,F,28647,Suburban,Divorced,69,11,59,0,3,Personal Auto,Personal L2,Offer1,Agent,331.2,Four-Door Car,Small +QR91631,California,8732.090534,No,Basic,High School or Below,1/20/11,Employed,F,51205,Urban,Married,72,4,52,0,2,Personal Auto,Personal L1,Offer2,Branch,185.530076,Two-Door Car,Medsize +OT56964,California,9424.256842,No,Basic,Master,2/10/11,Employed,M,46897,Urban,Married,118,13,11,0,3,Corporate Auto,Corporate L3,Offer1,Agent,322.575677,SUV,Medsize +YX35990,California,5479.555081,Yes,Basic,Master,1/13/11,Employed,M,56005,Suburban,Married,68,31,30,1,3,Corporate Auto,Corporate L2,Offer1,Branch,326.4,Four-Door Car,Small +RN61682,California,2114.738469,No,Basic,Bachelor,2/19/11,Unemployed,F,0,Suburban,Single,72,30,69,5,1,Personal Auto,Personal L2,Offer3,Web,518.4,Four-Door Car,Medsize +BB10681,California,4140.648654,No,Extended,College,1/17/11,Unemployed,F,0,Suburban,Divorced,123,5,35,2,1,Corporate Auto,Corporate L3,Offer1,Branch,590.4,SUV,Medsize +FH43628,California,25464.82059,Yes,Extended,College,2/1/11,Retired,F,13663,Suburban,Single,97,1,66,0,2,Personal Auto,Personal L2,Offer1,Branch,465.6,Four-Door Car,Small +WZ45103,California,5678.050167,Yes,Extended,Bachelor,1/19/11,Unemployed,F,0,Suburban,Married,76,8,44,0,3,Personal Auto,Personal L2,Offer2,Agent,364.8,Four-Door Car,Small +CB59349,California,16261.5855,No,Extended,Master,1/20/11,Employed,M,60646,Suburban,Married,134,31,42,0,2,Personal Auto,Personal L3,Offer2,Agent,643.2,SUV,Medsize +RX91025,California,19872.262,No,Premium,High School or Below,1/31/11,Unemployed,M,0,Suburban,Single,185,26,35,0,2,Personal Auto,Personal L3,Offer1,Agent,1950.725547,SUV,Small +AC13887,California,4628.995325,No,Basic,Bachelor,1/9/11,Unemployed,M,0,Suburban,Single,67,25,21,0,4,Corporate Auto,Corporate L1,Offer1,Branch,482.4,Two-Door Car,Medsize +TF56202,California,5032.165498,No,Basic,College,2/12/11,Employed,M,66367,Suburban,Divorced,64,6,48,0,3,Personal Auto,Personal L3,Offer2,Call Center,307.2,Two-Door Car,Small +YM19146,California,4100.398533,No,Premium,College,1/6/11,Employed,F,47761,Suburban,Single,104,16,58,0,1,Personal Auto,Personal L2,Offer1,Branch,541.282007,Four-Door Car,Large +LA72316,California,23405.98798,No,Basic,Bachelor,2/10/11,Employed,M,71941,Urban,Married,73,18,89,0,2,Personal Auto,Personal L1,Offer2,Web,198.234764,Four-Door Car,Medsize +PK87824,California,3096.511217,Yes,Extended,College,2/12/11,Employed,F,21604,Suburban,Divorced,79,14,28,0,1,Corporate Auto,Corporate L3,Offer1,Branch,379.2,Four-Door Car,Medsize +TD14365,California,8163.890428,No,Extended,Bachelor,2/6/11,Unemployed,M,0,Suburban,Single,85,9,37,3,2,Corporate Auto,Corporate L2,Offer1,Branch,790.784983,Four-Door Car,Medsize +UP19263,California,7524.442436,No,Extended,College,2/3/11,Employed,M,21941,Suburban,Married,96,34,3,0,3,Personal Auto,Personal L2,Offer3,Branch,691.2,Four-Door Car,Large +Y167826,California,2611.836866,No,Extended,College,2/14/11,Unemployed,M,0,Suburban,Single,77,3,90,0,1,Corporate Auto,Corporate L3,Offer4,Call Center,369.6,Two-Door Car,Medsize \ No newline at end of file diff --git a/ss_transformer.pkl b/ss_transformer.pkl new file mode 100644 index 0000000..5113269 Binary files /dev/null and b/ss_transformer.pkl differ