diff --git a/.ipynb_checkpoints/V1_lab-dw-pandas-checkpoint.ipynb b/.ipynb_checkpoints/V1_lab-dw-pandas-checkpoint.ipynb new file mode 100644 index 00000000..a162046d --- /dev/null +++ b/.ipynb_checkpoints/V1_lab-dw-pandas-checkpoint.ipynb @@ -0,0 +1,579 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "25d7736c-ba17-4aff-b6bb-66eba20fbf4e", + "metadata": {}, + "source": [ + "# Lab | Pandas" + ] + }, + { + "cell_type": "markdown", + "id": "d1973e9e-8be6-4039-b70e-d73ee0d94c99", + "metadata": {}, + "source": [ + "In this lab, we will be working with the customer data from an insurance company, which can be found in the CSV file located at the following link: https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv\n", + "\n", + "The data includes information such as customer ID, state, gender, education, income, and other variables that can be used to perform various analyses.\n", + "\n", + "Throughout the lab, we will be using the pandas library in Python to manipulate and analyze the data. Pandas is a powerful library that provides various data manipulation and analysis tools, including the ability to load and manipulate data from a variety of sources, including CSV files." + ] + }, + { + "cell_type": "markdown", + "id": "8045146f-f4f7-44d9-8cd9-130d6400c73a", + "metadata": {}, + "source": [ + "### Data Description\n", + "\n", + "- Customer - Customer ID\n", + "\n", + "- ST - State where customers live\n", + "\n", + "- Gender - Gender of the customer\n", + "\n", + "- Education - Background education of customers \n", + "\n", + "- Customer Lifetime Value - Customer lifetime value(CLV) is the total revenue the client will derive from their entire relationship with a customer. In other words, is the predicted or calculated value of a customer over their entire duration as a policyholder with the insurance company. It is an estimation of the net profit that the insurance company expects to generate from a customer throughout their relationship with the company. Customer Lifetime Value takes into account factors such as the duration of the customer's policy, premium payments, claim history, renewal likelihood, and potential additional services or products the customer may purchase. It helps insurers assess the long-term profitability and value associated with retaining a particular customer.\n", + "\n", + "- Income - Customers income\n", + "\n", + "- Monthly Premium Auto - Amount of money the customer pays on a monthly basis as a premium for their auto insurance coverage. It represents the recurring cost that the insured person must pay to maintain their insurance policy and receive coverage for potential damages, accidents, or other covered events related to their vehicle.\n", + "\n", + "- Number of Open Complaints - Number of complaints the customer opened\n", + "\n", + "- Policy Type - There are three type of policies in car insurance (Corporate Auto, Personal Auto, and Special Auto)\n", + "\n", + "- Vehicle Class - Type of vehicle classes that customers have Two-Door Car, Four-Door Car SUV, Luxury SUV, Sports Car, and Luxury Car\n", + "\n", + "- Total Claim Amount - the sum of all claims made by the customer. It represents the total monetary value of all approved claims for incidents such as accidents, theft, vandalism, or other covered events.\n" + ] + }, + { + "cell_type": "markdown", + "id": "3a72419b-20fc-4905-817a-8c83abc59de6", + "metadata": {}, + "source": [ + "External Resources: https://towardsdatascience.com/filtering-data-frames-in-pandas-b570b1f834b9" + ] + }, + { + "cell_type": "markdown", + "id": "8f8ece17-e919-4e23-96c0-c7c59778436a", + "metadata": {}, + "source": [ + "## Challenge 1: Understanding the data\n", + "\n", + "In this challenge, you will use pandas to explore a given dataset. Your task is to gain a deep understanding of the data by analyzing its characteristics, dimensions, and statistical properties." + ] + }, + { + "cell_type": "markdown", + "id": "91437bd5-59a6-49c0-8150-ef0e6e6eb253", + "metadata": {}, + "source": [ + "- Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "- Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "- Identify the number of unique values for each column and determine which columns appear to be categorical. You should also describe the unique values of each categorical column and the range of values for numerical columns, and give your insights.\n", + "- Compute summary statistics such as mean, median, mode, standard deviation, and quartiles to understand the central tendency and distribution of the data for numerical columns. You should also provide your conclusions based on these summary statistics.\n", + "- Compute summary statistics for categorical columns and providing your conclusions based on these statistics." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dd4e8cd8-a6f6-486c-a5c4-1745b0c035f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Customer ST GENDER Education Customer Lifetime Value \\\n", + "0 RB50392 Washington NaN Master NaN \n", + "1 QZ44356 Arizona F Bachelor 697953.59% \n", + "2 AI49188 Nevada F Bachelor 1288743.17% \n", + "3 WW63253 California M Bachelor 764586.18% \n", + "4 GA49547 Washington M High School or Below 536307.65% \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0.0 1000.0 1/0/00 Personal Auto \n", + "1 0.0 94.0 1/0/00 Personal Auto \n", + "2 48767.0 108.0 1/0/00 Personal Auto \n", + "3 0.0 106.0 1/0/00 Corporate Auto \n", + "4 36357.0 68.0 1/0/00 Personal Auto \n", + "\n", + " Vehicle Class Total Claim Amount \n", + "0 Four-Door Car 2.704934 \n", + "1 Four-Door Car 1131.464935 \n", + "2 Two-Door Car 566.472247 \n", + "3 SUV 529.881344 \n", + "4 Four-Door Car 17.269323 \n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv('https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv')\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e17717df-3177-4de2-b436-7d04351a2009", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4008, 11)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "edf1a6f2-89fc-4539-af79-dbbe10f4ed0d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "df.describe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "aa2eb4d9-5120-4543-9b2a-08f97b60b288", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer object\n", + "ST object\n", + "GENDER object\n", + "Education object\n", + "Customer Lifetime Value object\n", + "Income float64\n", + "Monthly Premium Auto float64\n", + "Number of Open Complaints object\n", + "Policy Type object\n", + "Vehicle Class object\n", + "Total Claim Amount float64\n", + "dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9df94e8a-bb03-49be-908d-a92400a639b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Customer Lifetime Value should be float64, Number of Open Complaints is listed as obkject but should be float (or int)\n", + "df.nunique" + ] + }, + { + "cell_type": "markdown", + "id": "4a703890-63db-4944-b7ab-95a4f8185120", + "metadata": {}, + "source": [ + "## Challenge 2: analyzing the data" + ] + }, + { + "cell_type": "markdown", + "id": "0776a403-c56a-452f-ac33-5fd4fdb06fc7", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "id": "eedbc484-da4d-4f9c-9343-e1d44311a87e", + "metadata": {}, + "source": [ + "The marketing team wants to know the top 5 less common customer locations. Create a pandas Series object that contains the customer locations and their frequencies, and then retrieve the top 5 less common locations in ascending order." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2dca5073-4520-4f42-9390-4b92733284ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ST\n", + "AZ 25\n", + "WA 30\n", + "Washington 81\n", + "Nevada 98\n", + "Cali 120\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location = df['ST'].value_counts(ascending=True)\n", + "\n", + "# Retrieve the top 5 less common locations\n", + "least_common = location.head(5)\n", + "least_common" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d52f1396-9774-41ee-98a1-47f90a25b204", + "metadata": {}, + "outputs": [], + "source": [ + "#The five least common customer locations are AZ (25), WA (30), Washington (81), Nevada (98), and Cali (120)." + ] + }, + { + "cell_type": "markdown", + "id": "0ce80f43-4afa-43c7-a78a-c917444da4e0", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "The sales team wants to know the total number of policies sold for each type of policy. Create a pandas Series object that contains the policy types and their total number of policies sold, and then retrieve the policy type with the highest number of policies sold." + ] + }, + { + "cell_type": "markdown", + "id": "a9f13997-1555-4f98-aca6-970fda1d2c3f", + "metadata": {}, + "source": [ + "*Hint:*\n", + "- *Using value_counts() method simplifies this analysis.*\n", + "- *Futhermore, there is a method that returns the index of the maximum value in a column or row.*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b8d7dcec-dd84-4386-bb2b-398c922a5184", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Policy Type\n", + " Personal Auto 780\n", + " Corporate Auto 234\n", + " Special Auto 57\n", + " Name: count, dtype: int64,\n", + " ('Personal Auto', 780))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "counts = df['Policy Type'].value_counts()\n", + "highest = counts.idxmax(), counts.max()\n", + "\n", + "counts, highest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcfad6c1-9af2-4b0b-9aa9-0dc5c17473c0", + "metadata": {}, + "outputs": [], + "source": [ + "# The total policies sold are 780 for Personal Auto, 234 for Corporate Auto, and 57 for Special Auto." + ] + }, + { + "cell_type": "markdown", + "id": "0b863fd3-bf91-4d5d-86eb-be29ed9f5b70", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "The sales team wants to know if customers with Personal Auto have a lower income than those with Corporate Auto. How does the average income compare between the two policy types?" + ] + }, + { + "cell_type": "markdown", + "id": "b1386d75-2810-4aa1-93e0-9485aa12d552", + "metadata": {}, + "source": [ + "- Use *loc* to create two dataframes: one containing only Personal Auto policies and one containing only Corporate Auto policies.\n", + "- Calculate the average income for each policy.\n", + "- Print the results." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "0c0563cf-6f8b-463d-a321-651a972f82e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38180.69871794872, 41390.31196581197)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "personal = df.loc[df['Policy Type'] == 'Personal Auto']\n", + "corporate = df.loc[df['Policy Type'] == 'Corporate Auto']\n", + "\n", + "# Calculate the average income for each policy type\n", + "personal_income = personal['Income'].mean()\n", + "corporate_income = corporate['Income'].mean()\n", + "\n", + "personal_income, corporate_income\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0680caf-c656-404c-ad43-b535395d87db", + "metadata": {}, + "outputs": [], + "source": [ + "#Customers with Personal Auto policies have a slightly lower average income ($38,181) compared to those with Corporate Auto policies ($41,390)" + ] + }, + { + "cell_type": "markdown", + "id": "80b16c27-f4a5-4727-a229-1f88671cf4e2", + "metadata": {}, + "source": [ + "### Bonus: Exercise 4\n" + ] + }, + { + "cell_type": "markdown", + "id": "ac584986-299b-475f-ac2e-928c16c3f512", + "metadata": {}, + "source": [ + "Your goal is to identify customers with a high policy claim amount.\n", + "\n", + "Instructions:\n", + "\n", + "- Review again the statistics for total claim amount to gain an understanding of the data.\n", + "- To identify potential areas for improving customer retention and profitability, we want to focus on customers with a high policy claim amount. Consider customers with a high policy claim amount to be those in the top 25% of the total claim amount. Create a pandas DataFrame object that contains information about customers with a policy claim amount greater than the 75th percentile.\n", + "- Use DataFrame methods to calculate summary statistics about the high policy claim amount data. " + ] + }, + { + "cell_type": "markdown", + "id": "4e3af5f1-6023-4b05-9c01-d05392daa650", + "metadata": {}, + "source": [ + "*Note: When analyzing data, we often want to focus on certain groups of values to gain insights. Percentiles are a useful tool to help us define these groups. A percentile is a measure that tells us what percentage of values in a dataset are below a certain value. For example, the 75th percentile represents the value below which 75% of the data falls. Similarly, the 25th percentile represents the value below which 25% of the data falls. When we talk about the top 25%, we are referring to the values that fall above the 75th percentile, which represent the top quarter of the data. On the other hand, when we talk about the bottom 25%, we are referring to the values that fall below the 25th percentile, which represent the bottom quarter of the data. By focusing on these groups, we can identify patterns and trends that may be useful for making decisions and taking action.*\n", + "\n", + "*Hint: look for a method that gives you the percentile or quantile 0.75 and 0.25 for a Pandas Series.*" + ] + }, + { + "cell_type": "markdown", + "id": "2d234634-50bd-41e0-88f7-d5ba684455d1", + "metadata": {}, + "source": [ + "*Hint 2: check `Boolean selection according to the values of a single column` in https://towardsdatascience.com/filtering-data-frames-in-pandas-b570b1f834b9*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b731bca6-a760-4860-a27b-a33efa712ce0", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/lab-dw-pandas-checkpoint.ipynb b/.ipynb_checkpoints/lab-dw-pandas-checkpoint.ipynb new file mode 100644 index 00000000..a162046d --- /dev/null +++ b/.ipynb_checkpoints/lab-dw-pandas-checkpoint.ipynb @@ -0,0 +1,579 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "25d7736c-ba17-4aff-b6bb-66eba20fbf4e", + "metadata": {}, + "source": [ + "# Lab | Pandas" + ] + }, + { + "cell_type": "markdown", + "id": "d1973e9e-8be6-4039-b70e-d73ee0d94c99", + "metadata": {}, + "source": [ + "In this lab, we will be working with the customer data from an insurance company, which can be found in the CSV file located at the following link: https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv\n", + "\n", + "The data includes information such as customer ID, state, gender, education, income, and other variables that can be used to perform various analyses.\n", + "\n", + "Throughout the lab, we will be using the pandas library in Python to manipulate and analyze the data. Pandas is a powerful library that provides various data manipulation and analysis tools, including the ability to load and manipulate data from a variety of sources, including CSV files." + ] + }, + { + "cell_type": "markdown", + "id": "8045146f-f4f7-44d9-8cd9-130d6400c73a", + "metadata": {}, + "source": [ + "### Data Description\n", + "\n", + "- Customer - Customer ID\n", + "\n", + "- ST - State where customers live\n", + "\n", + "- Gender - Gender of the customer\n", + "\n", + "- Education - Background education of customers \n", + "\n", + "- Customer Lifetime Value - Customer lifetime value(CLV) is the total revenue the client will derive from their entire relationship with a customer. In other words, is the predicted or calculated value of a customer over their entire duration as a policyholder with the insurance company. It is an estimation of the net profit that the insurance company expects to generate from a customer throughout their relationship with the company. Customer Lifetime Value takes into account factors such as the duration of the customer's policy, premium payments, claim history, renewal likelihood, and potential additional services or products the customer may purchase. It helps insurers assess the long-term profitability and value associated with retaining a particular customer.\n", + "\n", + "- Income - Customers income\n", + "\n", + "- Monthly Premium Auto - Amount of money the customer pays on a monthly basis as a premium for their auto insurance coverage. It represents the recurring cost that the insured person must pay to maintain their insurance policy and receive coverage for potential damages, accidents, or other covered events related to their vehicle.\n", + "\n", + "- Number of Open Complaints - Number of complaints the customer opened\n", + "\n", + "- Policy Type - There are three type of policies in car insurance (Corporate Auto, Personal Auto, and Special Auto)\n", + "\n", + "- Vehicle Class - Type of vehicle classes that customers have Two-Door Car, Four-Door Car SUV, Luxury SUV, Sports Car, and Luxury Car\n", + "\n", + "- Total Claim Amount - the sum of all claims made by the customer. It represents the total monetary value of all approved claims for incidents such as accidents, theft, vandalism, or other covered events.\n" + ] + }, + { + "cell_type": "markdown", + "id": "3a72419b-20fc-4905-817a-8c83abc59de6", + "metadata": {}, + "source": [ + "External Resources: https://towardsdatascience.com/filtering-data-frames-in-pandas-b570b1f834b9" + ] + }, + { + "cell_type": "markdown", + "id": "8f8ece17-e919-4e23-96c0-c7c59778436a", + "metadata": {}, + "source": [ + "## Challenge 1: Understanding the data\n", + "\n", + "In this challenge, you will use pandas to explore a given dataset. Your task is to gain a deep understanding of the data by analyzing its characteristics, dimensions, and statistical properties." + ] + }, + { + "cell_type": "markdown", + "id": "91437bd5-59a6-49c0-8150-ef0e6e6eb253", + "metadata": {}, + "source": [ + "- Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "- Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "- Identify the number of unique values for each column and determine which columns appear to be categorical. You should also describe the unique values of each categorical column and the range of values for numerical columns, and give your insights.\n", + "- Compute summary statistics such as mean, median, mode, standard deviation, and quartiles to understand the central tendency and distribution of the data for numerical columns. You should also provide your conclusions based on these summary statistics.\n", + "- Compute summary statistics for categorical columns and providing your conclusions based on these statistics." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dd4e8cd8-a6f6-486c-a5c4-1745b0c035f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Customer ST GENDER Education Customer Lifetime Value \\\n", + "0 RB50392 Washington NaN Master NaN \n", + "1 QZ44356 Arizona F Bachelor 697953.59% \n", + "2 AI49188 Nevada F Bachelor 1288743.17% \n", + "3 WW63253 California M Bachelor 764586.18% \n", + "4 GA49547 Washington M High School or Below 536307.65% \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0.0 1000.0 1/0/00 Personal Auto \n", + "1 0.0 94.0 1/0/00 Personal Auto \n", + "2 48767.0 108.0 1/0/00 Personal Auto \n", + "3 0.0 106.0 1/0/00 Corporate Auto \n", + "4 36357.0 68.0 1/0/00 Personal Auto \n", + "\n", + " Vehicle Class Total Claim Amount \n", + "0 Four-Door Car 2.704934 \n", + "1 Four-Door Car 1131.464935 \n", + "2 Two-Door Car 566.472247 \n", + "3 SUV 529.881344 \n", + "4 Four-Door Car 17.269323 \n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv('https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv')\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e17717df-3177-4de2-b436-7d04351a2009", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4008, 11)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "edf1a6f2-89fc-4539-af79-dbbe10f4ed0d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "df.describe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "aa2eb4d9-5120-4543-9b2a-08f97b60b288", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer object\n", + "ST object\n", + "GENDER object\n", + "Education object\n", + "Customer Lifetime Value object\n", + "Income float64\n", + "Monthly Premium Auto float64\n", + "Number of Open Complaints object\n", + "Policy Type object\n", + "Vehicle Class object\n", + "Total Claim Amount float64\n", + "dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9df94e8a-bb03-49be-908d-a92400a639b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Customer Lifetime Value should be float64, Number of Open Complaints is listed as obkject but should be float (or int)\n", + "df.nunique" + ] + }, + { + "cell_type": "markdown", + "id": "4a703890-63db-4944-b7ab-95a4f8185120", + "metadata": {}, + "source": [ + "## Challenge 2: analyzing the data" + ] + }, + { + "cell_type": "markdown", + "id": "0776a403-c56a-452f-ac33-5fd4fdb06fc7", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "id": "eedbc484-da4d-4f9c-9343-e1d44311a87e", + "metadata": {}, + "source": [ + "The marketing team wants to know the top 5 less common customer locations. Create a pandas Series object that contains the customer locations and their frequencies, and then retrieve the top 5 less common locations in ascending order." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2dca5073-4520-4f42-9390-4b92733284ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ST\n", + "AZ 25\n", + "WA 30\n", + "Washington 81\n", + "Nevada 98\n", + "Cali 120\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location = df['ST'].value_counts(ascending=True)\n", + "\n", + "# Retrieve the top 5 less common locations\n", + "least_common = location.head(5)\n", + "least_common" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d52f1396-9774-41ee-98a1-47f90a25b204", + "metadata": {}, + "outputs": [], + "source": [ + "#The five least common customer locations are AZ (25), WA (30), Washington (81), Nevada (98), and Cali (120)." + ] + }, + { + "cell_type": "markdown", + "id": "0ce80f43-4afa-43c7-a78a-c917444da4e0", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "The sales team wants to know the total number of policies sold for each type of policy. Create a pandas Series object that contains the policy types and their total number of policies sold, and then retrieve the policy type with the highest number of policies sold." + ] + }, + { + "cell_type": "markdown", + "id": "a9f13997-1555-4f98-aca6-970fda1d2c3f", + "metadata": {}, + "source": [ + "*Hint:*\n", + "- *Using value_counts() method simplifies this analysis.*\n", + "- *Futhermore, there is a method that returns the index of the maximum value in a column or row.*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b8d7dcec-dd84-4386-bb2b-398c922a5184", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Policy Type\n", + " Personal Auto 780\n", + " Corporate Auto 234\n", + " Special Auto 57\n", + " Name: count, dtype: int64,\n", + " ('Personal Auto', 780))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "counts = df['Policy Type'].value_counts()\n", + "highest = counts.idxmax(), counts.max()\n", + "\n", + "counts, highest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcfad6c1-9af2-4b0b-9aa9-0dc5c17473c0", + "metadata": {}, + "outputs": [], + "source": [ + "# The total policies sold are 780 for Personal Auto, 234 for Corporate Auto, and 57 for Special Auto." + ] + }, + { + "cell_type": "markdown", + "id": "0b863fd3-bf91-4d5d-86eb-be29ed9f5b70", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "The sales team wants to know if customers with Personal Auto have a lower income than those with Corporate Auto. How does the average income compare between the two policy types?" + ] + }, + { + "cell_type": "markdown", + "id": "b1386d75-2810-4aa1-93e0-9485aa12d552", + "metadata": {}, + "source": [ + "- Use *loc* to create two dataframes: one containing only Personal Auto policies and one containing only Corporate Auto policies.\n", + "- Calculate the average income for each policy.\n", + "- Print the results." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "0c0563cf-6f8b-463d-a321-651a972f82e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38180.69871794872, 41390.31196581197)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "personal = df.loc[df['Policy Type'] == 'Personal Auto']\n", + "corporate = df.loc[df['Policy Type'] == 'Corporate Auto']\n", + "\n", + "# Calculate the average income for each policy type\n", + "personal_income = personal['Income'].mean()\n", + "corporate_income = corporate['Income'].mean()\n", + "\n", + "personal_income, corporate_income\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0680caf-c656-404c-ad43-b535395d87db", + "metadata": {}, + "outputs": [], + "source": [ + "#Customers with Personal Auto policies have a slightly lower average income ($38,181) compared to those with Corporate Auto policies ($41,390)" + ] + }, + { + "cell_type": "markdown", + "id": "80b16c27-f4a5-4727-a229-1f88671cf4e2", + "metadata": {}, + "source": [ + "### Bonus: Exercise 4\n" + ] + }, + { + "cell_type": "markdown", + "id": "ac584986-299b-475f-ac2e-928c16c3f512", + "metadata": {}, + "source": [ + "Your goal is to identify customers with a high policy claim amount.\n", + "\n", + "Instructions:\n", + "\n", + "- Review again the statistics for total claim amount to gain an understanding of the data.\n", + "- To identify potential areas for improving customer retention and profitability, we want to focus on customers with a high policy claim amount. Consider customers with a high policy claim amount to be those in the top 25% of the total claim amount. Create a pandas DataFrame object that contains information about customers with a policy claim amount greater than the 75th percentile.\n", + "- Use DataFrame methods to calculate summary statistics about the high policy claim amount data. " + ] + }, + { + "cell_type": "markdown", + "id": "4e3af5f1-6023-4b05-9c01-d05392daa650", + "metadata": {}, + "source": [ + "*Note: When analyzing data, we often want to focus on certain groups of values to gain insights. Percentiles are a useful tool to help us define these groups. A percentile is a measure that tells us what percentage of values in a dataset are below a certain value. For example, the 75th percentile represents the value below which 75% of the data falls. Similarly, the 25th percentile represents the value below which 25% of the data falls. When we talk about the top 25%, we are referring to the values that fall above the 75th percentile, which represent the top quarter of the data. On the other hand, when we talk about the bottom 25%, we are referring to the values that fall below the 25th percentile, which represent the bottom quarter of the data. By focusing on these groups, we can identify patterns and trends that may be useful for making decisions and taking action.*\n", + "\n", + "*Hint: look for a method that gives you the percentile or quantile 0.75 and 0.25 for a Pandas Series.*" + ] + }, + { + "cell_type": "markdown", + "id": "2d234634-50bd-41e0-88f7-d5ba684455d1", + "metadata": {}, + "source": [ + "*Hint 2: check `Boolean selection according to the values of a single column` in https://towardsdatascience.com/filtering-data-frames-in-pandas-b570b1f834b9*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b731bca6-a760-4860-a27b-a33efa712ce0", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/V1_lab-dw-pandas.ipynb b/V1_lab-dw-pandas.ipynb new file mode 100644 index 00000000..a162046d --- /dev/null +++ b/V1_lab-dw-pandas.ipynb @@ -0,0 +1,579 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "25d7736c-ba17-4aff-b6bb-66eba20fbf4e", + "metadata": {}, + "source": [ + "# Lab | Pandas" + ] + }, + { + "cell_type": "markdown", + "id": "d1973e9e-8be6-4039-b70e-d73ee0d94c99", + "metadata": {}, + "source": [ + "In this lab, we will be working with the customer data from an insurance company, which can be found in the CSV file located at the following link: https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv\n", + "\n", + "The data includes information such as customer ID, state, gender, education, income, and other variables that can be used to perform various analyses.\n", + "\n", + "Throughout the lab, we will be using the pandas library in Python to manipulate and analyze the data. Pandas is a powerful library that provides various data manipulation and analysis tools, including the ability to load and manipulate data from a variety of sources, including CSV files." + ] + }, + { + "cell_type": "markdown", + "id": "8045146f-f4f7-44d9-8cd9-130d6400c73a", + "metadata": {}, + "source": [ + "### Data Description\n", + "\n", + "- Customer - Customer ID\n", + "\n", + "- ST - State where customers live\n", + "\n", + "- Gender - Gender of the customer\n", + "\n", + "- Education - Background education of customers \n", + "\n", + "- Customer Lifetime Value - Customer lifetime value(CLV) is the total revenue the client will derive from their entire relationship with a customer. In other words, is the predicted or calculated value of a customer over their entire duration as a policyholder with the insurance company. It is an estimation of the net profit that the insurance company expects to generate from a customer throughout their relationship with the company. Customer Lifetime Value takes into account factors such as the duration of the customer's policy, premium payments, claim history, renewal likelihood, and potential additional services or products the customer may purchase. It helps insurers assess the long-term profitability and value associated with retaining a particular customer.\n", + "\n", + "- Income - Customers income\n", + "\n", + "- Monthly Premium Auto - Amount of money the customer pays on a monthly basis as a premium for their auto insurance coverage. It represents the recurring cost that the insured person must pay to maintain their insurance policy and receive coverage for potential damages, accidents, or other covered events related to their vehicle.\n", + "\n", + "- Number of Open Complaints - Number of complaints the customer opened\n", + "\n", + "- Policy Type - There are three type of policies in car insurance (Corporate Auto, Personal Auto, and Special Auto)\n", + "\n", + "- Vehicle Class - Type of vehicle classes that customers have Two-Door Car, Four-Door Car SUV, Luxury SUV, Sports Car, and Luxury Car\n", + "\n", + "- Total Claim Amount - the sum of all claims made by the customer. It represents the total monetary value of all approved claims for incidents such as accidents, theft, vandalism, or other covered events.\n" + ] + }, + { + "cell_type": "markdown", + "id": "3a72419b-20fc-4905-817a-8c83abc59de6", + "metadata": {}, + "source": [ + "External Resources: https://towardsdatascience.com/filtering-data-frames-in-pandas-b570b1f834b9" + ] + }, + { + "cell_type": "markdown", + "id": "8f8ece17-e919-4e23-96c0-c7c59778436a", + "metadata": {}, + "source": [ + "## Challenge 1: Understanding the data\n", + "\n", + "In this challenge, you will use pandas to explore a given dataset. Your task is to gain a deep understanding of the data by analyzing its characteristics, dimensions, and statistical properties." + ] + }, + { + "cell_type": "markdown", + "id": "91437bd5-59a6-49c0-8150-ef0e6e6eb253", + "metadata": {}, + "source": [ + "- Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "- Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "- Identify the number of unique values for each column and determine which columns appear to be categorical. You should also describe the unique values of each categorical column and the range of values for numerical columns, and give your insights.\n", + "- Compute summary statistics such as mean, median, mode, standard deviation, and quartiles to understand the central tendency and distribution of the data for numerical columns. You should also provide your conclusions based on these summary statistics.\n", + "- Compute summary statistics for categorical columns and providing your conclusions based on these statistics." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dd4e8cd8-a6f6-486c-a5c4-1745b0c035f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Customer ST GENDER Education Customer Lifetime Value \\\n", + "0 RB50392 Washington NaN Master NaN \n", + "1 QZ44356 Arizona F Bachelor 697953.59% \n", + "2 AI49188 Nevada F Bachelor 1288743.17% \n", + "3 WW63253 California M Bachelor 764586.18% \n", + "4 GA49547 Washington M High School or Below 536307.65% \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0.0 1000.0 1/0/00 Personal Auto \n", + "1 0.0 94.0 1/0/00 Personal Auto \n", + "2 48767.0 108.0 1/0/00 Personal Auto \n", + "3 0.0 106.0 1/0/00 Corporate Auto \n", + "4 36357.0 68.0 1/0/00 Personal Auto \n", + "\n", + " Vehicle Class Total Claim Amount \n", + "0 Four-Door Car 2.704934 \n", + "1 Four-Door Car 1131.464935 \n", + "2 Two-Door Car 566.472247 \n", + "3 SUV 529.881344 \n", + "4 Four-Door Car 17.269323 \n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv('https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv')\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e17717df-3177-4de2-b436-7d04351a2009", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4008, 11)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "edf1a6f2-89fc-4539-af79-dbbe10f4ed0d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "df.describe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "aa2eb4d9-5120-4543-9b2a-08f97b60b288", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer object\n", + "ST object\n", + "GENDER object\n", + "Education object\n", + "Customer Lifetime Value object\n", + "Income float64\n", + "Monthly Premium Auto float64\n", + "Number of Open Complaints object\n", + "Policy Type object\n", + "Vehicle Class object\n", + "Total Claim Amount float64\n", + "dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9df94e8a-bb03-49be-908d-a92400a639b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Customer Lifetime Value should be float64, Number of Open Complaints is listed as obkject but should be float (or int)\n", + "df.nunique" + ] + }, + { + "cell_type": "markdown", + "id": "4a703890-63db-4944-b7ab-95a4f8185120", + "metadata": {}, + "source": [ + "## Challenge 2: analyzing the data" + ] + }, + { + "cell_type": "markdown", + "id": "0776a403-c56a-452f-ac33-5fd4fdb06fc7", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "id": "eedbc484-da4d-4f9c-9343-e1d44311a87e", + "metadata": {}, + "source": [ + "The marketing team wants to know the top 5 less common customer locations. Create a pandas Series object that contains the customer locations and their frequencies, and then retrieve the top 5 less common locations in ascending order." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2dca5073-4520-4f42-9390-4b92733284ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ST\n", + "AZ 25\n", + "WA 30\n", + "Washington 81\n", + "Nevada 98\n", + "Cali 120\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location = df['ST'].value_counts(ascending=True)\n", + "\n", + "# Retrieve the top 5 less common locations\n", + "least_common = location.head(5)\n", + "least_common" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d52f1396-9774-41ee-98a1-47f90a25b204", + "metadata": {}, + "outputs": [], + "source": [ + "#The five least common customer locations are AZ (25), WA (30), Washington (81), Nevada (98), and Cali (120)." + ] + }, + { + "cell_type": "markdown", + "id": "0ce80f43-4afa-43c7-a78a-c917444da4e0", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "The sales team wants to know the total number of policies sold for each type of policy. Create a pandas Series object that contains the policy types and their total number of policies sold, and then retrieve the policy type with the highest number of policies sold." + ] + }, + { + "cell_type": "markdown", + "id": "a9f13997-1555-4f98-aca6-970fda1d2c3f", + "metadata": {}, + "source": [ + "*Hint:*\n", + "- *Using value_counts() method simplifies this analysis.*\n", + "- *Futhermore, there is a method that returns the index of the maximum value in a column or row.*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b8d7dcec-dd84-4386-bb2b-398c922a5184", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Policy Type\n", + " Personal Auto 780\n", + " Corporate Auto 234\n", + " Special Auto 57\n", + " Name: count, dtype: int64,\n", + " ('Personal Auto', 780))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "counts = df['Policy Type'].value_counts()\n", + "highest = counts.idxmax(), counts.max()\n", + "\n", + "counts, highest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcfad6c1-9af2-4b0b-9aa9-0dc5c17473c0", + "metadata": {}, + "outputs": [], + "source": [ + "# The total policies sold are 780 for Personal Auto, 234 for Corporate Auto, and 57 for Special Auto." + ] + }, + { + "cell_type": "markdown", + "id": "0b863fd3-bf91-4d5d-86eb-be29ed9f5b70", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "The sales team wants to know if customers with Personal Auto have a lower income than those with Corporate Auto. How does the average income compare between the two policy types?" + ] + }, + { + "cell_type": "markdown", + "id": "b1386d75-2810-4aa1-93e0-9485aa12d552", + "metadata": {}, + "source": [ + "- Use *loc* to create two dataframes: one containing only Personal Auto policies and one containing only Corporate Auto policies.\n", + "- Calculate the average income for each policy.\n", + "- Print the results." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "0c0563cf-6f8b-463d-a321-651a972f82e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38180.69871794872, 41390.31196581197)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "personal = df.loc[df['Policy Type'] == 'Personal Auto']\n", + "corporate = df.loc[df['Policy Type'] == 'Corporate Auto']\n", + "\n", + "# Calculate the average income for each policy type\n", + "personal_income = personal['Income'].mean()\n", + "corporate_income = corporate['Income'].mean()\n", + "\n", + "personal_income, corporate_income\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0680caf-c656-404c-ad43-b535395d87db", + "metadata": {}, + "outputs": [], + "source": [ + "#Customers with Personal Auto policies have a slightly lower average income ($38,181) compared to those with Corporate Auto policies ($41,390)" + ] + }, + { + "cell_type": "markdown", + "id": "80b16c27-f4a5-4727-a229-1f88671cf4e2", + "metadata": {}, + "source": [ + "### Bonus: Exercise 4\n" + ] + }, + { + "cell_type": "markdown", + "id": "ac584986-299b-475f-ac2e-928c16c3f512", + "metadata": {}, + "source": [ + "Your goal is to identify customers with a high policy claim amount.\n", + "\n", + "Instructions:\n", + "\n", + "- Review again the statistics for total claim amount to gain an understanding of the data.\n", + "- To identify potential areas for improving customer retention and profitability, we want to focus on customers with a high policy claim amount. Consider customers with a high policy claim amount to be those in the top 25% of the total claim amount. Create a pandas DataFrame object that contains information about customers with a policy claim amount greater than the 75th percentile.\n", + "- Use DataFrame methods to calculate summary statistics about the high policy claim amount data. " + ] + }, + { + "cell_type": "markdown", + "id": "4e3af5f1-6023-4b05-9c01-d05392daa650", + "metadata": {}, + "source": [ + "*Note: When analyzing data, we often want to focus on certain groups of values to gain insights. Percentiles are a useful tool to help us define these groups. A percentile is a measure that tells us what percentage of values in a dataset are below a certain value. For example, the 75th percentile represents the value below which 75% of the data falls. Similarly, the 25th percentile represents the value below which 25% of the data falls. When we talk about the top 25%, we are referring to the values that fall above the 75th percentile, which represent the top quarter of the data. On the other hand, when we talk about the bottom 25%, we are referring to the values that fall below the 25th percentile, which represent the bottom quarter of the data. By focusing on these groups, we can identify patterns and trends that may be useful for making decisions and taking action.*\n", + "\n", + "*Hint: look for a method that gives you the percentile or quantile 0.75 and 0.25 for a Pandas Series.*" + ] + }, + { + "cell_type": "markdown", + "id": "2d234634-50bd-41e0-88f7-d5ba684455d1", + "metadata": {}, + "source": [ + "*Hint 2: check `Boolean selection according to the values of a single column` in https://towardsdatascience.com/filtering-data-frames-in-pandas-b570b1f834b9*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b731bca6-a760-4860-a27b-a33efa712ce0", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/file1.csv b/file1.csv new file mode 100644 index 00000000..0179d76a --- /dev/null +++ b/file1.csv @@ -0,0 +1,4009 @@ +Customer,ST,GENDER,Education,Customer Lifetime Value,Income,Monthly Premium Auto,Number of Open Complaints,Policy Type,Vehicle Class,Total Claim Amount +RB50392,Washington,NA,Master,,0,1000.0000000000,1/0/00,Personal Auto,Four-Door Car,2.704934 +QZ44356,Arizona,F,Bachelor,697953.59%,0,94.0000000000,1/0/00,Personal Auto,Four-Door Car,1131.464935 +AI49188,Nevada,F,Bachelor,1288743.17%,48767,108.0000000000,1/0/00,Personal Auto,Two-Door Car,566.472247 +WW63253,California,M,Bachelor,764586.18%,0,106.0000000000,1/0/00,Corporate Auto,SUV,529.881344 +GA49547,Washington,M,High School or Below,536307.65%,36357,68.0000000000,1/0/00,Personal Auto,Four-Door Car,17.269323 +OC83172,Oregon,F,Bachelor,825629.78%,62902,69.0000000000,1/0/00,Personal Auto,Two-Door Car,159.383042 +XZ87318,Oregon,F,College,538089.86%,55350,67.0000000000,1/0/00,Corporate Auto,Four-Door Car,321.6 +CF85061,Arizona,M,Master,721610.03%,0,101.0000000000,1/0/00,Corporate Auto,Four-Door Car,363.02968 +DY87989,Oregon,M,Bachelor,2412750.40%,14072,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,511.2 +BQ94931,Oregon,F,College,738817.81%,28812,93.0000000000,1/0/00,Special Auto,Four-Door Car,425.527834 +SX51350,California,M,College,473899.20%,0,67.0000000000,1/0/00,Personal Auto,Four-Door Car,482.4 +VQ65197,California,NA,College,819719.71%,0,110.0000000000,1/0/00,Personal Auto,SUV,528 +DP39365,California,NA,Master,879879.70%,77026,110.0000000000,1/2/00,Corporate Auto,Four-Door Car,472.029737 +SJ95423,Arizona,NA,High School or Below,881901.89%,99845,110.0000000000,1/1/00,Corporate Auto,SUV,528 +IL66569,California,NA,College,538443.17%,83689,70.0000000000,1/2/00,Corporate Auto,Four-Door Car,307.139132 +BW63560,Oregon,NA,Bachelor,746313.94%,24599,64.0000000000,1/1/00,Corporate Auto,Four-Door Car,42.920271 +FV94802,Nevada,NA,High School or Below,256686.78%,25049,67.0000000000,1/0/00,Personal Auto,Two-Door Car,454.245098 +OE15005,Cali,NA,College,394524.16%,28855,101.0000000000,1/0/00,Personal Auto,SUV,647.442031 +WC83389,Oregon,NA,College,571033.31%,51148,72.0000000000,1/0/00,Personal Auto,Four-Door Car,308.981664 +FL50705,California,NA,High School or Below,816261.71%,66140,101.0000000000,1/0/00,Corporate Auto,Four-Door Car,484.8 +ZK25313,Oregon,NA,High School or Below,287205.13%,57749,74.0000000000,1/0/00,Personal Auto,Two-Door Car,355.2 +QK46697,Washington,M,Bachelors,617710.93%,61040,79.0000000000,1/1/00,Personal Auto,Two-Door Car,20.382876 +YH23384,Arizona,NA,Bachelor,2412750.40%,14072,71.0000000000,1/0/00,Personal Auto,Four-Door Car,511.2 +TZ98966,Nevada,NA,Bachelor,245019.10%,0,73.0000000000,1/3/00,Corporate Auto,Four-Door Car,554.376763 +HM55802,California,NA,Bachelor,239210.79%,17870,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,439.2 +FS42516,Oregon,NA,College,580206.60%,97541,72.0000000000,1/0/00,Personal Auto,Four-Door Car,389.185006 +US89481,California,NA,Bachelor,394637.21%,0,111.0000000000,1/0/00,Personal Auto,Four-Door Car,799.2 +HS14476,Washington,M,College,916206.32%,29723,80.0000000000,1/0/00,Personal Auto,Four-Door Car,20.985105 +GE62437,AZ,NA,College,1290256.01%,86584,111.0000000000,1/2/00,Personal Auto,Four-Door Car,532.8 +EJ77678,Oregon,NA,Master,323536.05%,75690,80.0000000000,1/1/00,Personal Auto,Four-Door Car,384 +SV85652,Arizona,NA,College,245458.35%,23158,63.0000000000,1/1/00,Personal Auto,Four-Door Car,322.294043 +UL64533,Nevada,NA,High School or Below,1897545.61%,65999,237.0000000000,1/0/00,Corporate Auto,Luxury SUV,615.927769 +PF41800,California,NA,Bachelor,471532.13%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,308.15089 +HD95276,Washington,F,College,473787.17%,0,130.0000000000,1/0/00,Personal Auto,SUV,23.820158 +SK67821,Oregon,NA,Bachelor,493291.63%,37260,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,15.437681 +YV55495,Arizona,NA,High School or Below,574422.97%,68987,71.0000000000,1/0/00,Personal Auto,Four-Door Car,204.475147 +KY38074,California,NA,Bachelor,1389173.57%,42305,117.0000000000,1/0/00,Personal Auto,Four-Door Car,561.6 +DM79012,Oregon,NA,Master,738097.67%,65706,91.0000000000,1/0/00,Personal Auto,Four-Door Car,436.8 +CM61827,Oregon,NA,Bachelor,309003.41%,0,90.0000000000,1/0/00,Personal Auto,Two-Door Car,648 +WC35801,Arizona,NA,High School or Below,252163.31%,53243,66.0000000000,1/2/00,Personal Auto,Four-Door Car,157.397849 +QG25316,Nevada,NA,High School or Below,265206.18%,0,70.0000000000,1/1/00,Corporate Auto,Two-Door Car,484.318536 +MB98372,Oregon,NA,College,277104.50%,50071,71.0000000000,1/0/00,Corporate Auto,Two-Door Car,18.918935 +IL19217,California,NA,Bachelor,393900.64%,60021,99.0000000000,1/0/00,Personal Auto,Four-Door Car,882.871945 +SR38658,Arizona,NA,High School or Below,1223187.97%,43244,103.0000000000,1/0/00,Personal Auto,Sports Car,494.4 +YD87931,Washington,M,Doctor,495165.61%,46896,35354.0000000000,1/1/00,Personal Auto,Four-Door Car,31.707317 +HG65722,Oregon,NA,Doctor,1281910.29%,10105,172.0000000000,1/3/00,Personal Auto,SUV,0.517753 +BU27331,Arizona,NA,Bachelor,446851.05%,0,73.0000000000,1/3/00,Personal Auto,Four-Door Car,579.165954 +XM45289,Oregon,NA,High School or Below,551434.40%,23218,71.0000000000,1/0/00,Personal Auto,Two-Door Car,447.79344 +KP34198,California,NA,Bachelor,334387.53%,0,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,529.624084 +SH90947,Arizona,NA,High School or Below,229447.89%,0,62.0000000000,1/0/00,Personal Auto,Four-Door Car,313.023175 +WE95729,Oregon,NA,College,3670742.64%,24804,104.0000000000,1/0/00,Personal Auto,SUV,593.830288 +PY51963,California,NA,Bachelor,3347334.95%,33190,106.0000000000,1/0/00,Corporate Auto,SUV,508.8 +RB69909,Nevada,NA,High School or Below,798343.17%,36014,69.0000000000,1/3/00,Special Auto,Four-Door Car,173.956072 +NW21079,Washington,F,Master,487938.48%,67163,61.0000000000,1/2/00,Personal Auto,Two-Door Car,33.192803 +FR46645,California,NA,Bachelor,429399.73%,16701,113.0000000000,1/0/00,Personal Auto,Four-Door Car,831.625979 +SY17488,Arizona,NA,College,716439.55%,46623,91.0000000000,1/0/00,Corporate Auto,Four-Door Car,436.8 +AP67935,California,NA,College,761951.58%,64749,64.0000000000,1/0/00,Special Auto,Four-Door Car,302.56519 +FS37417,Arizona,NA,High School or Below,395800.28%,0,101.0000000000,1/0/00,Personal Auto,SUV,484.8 +ML29312,Oregon,NA,High School or Below,449949.33%,16969,124.0000000000,1/2/00,Personal Auto,SUV,704.768111 +UB61619,Oregon,NA,Master,405956.74%,11621,108.0000000000,1/0/00,Personal Auto,Four-Door Car,518.4 +CD86811,Arizona,NA,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +RU83859,California,NA,Bachelor,811033.31%,11489,105.0000000000,1/0/00,Personal Auto,Two-Door Car,504 +FG63582,Oregon,NA,Bachelor,333976.49%,0,94.0000000000,1/0/00,Personal Auto,Two-Door Car,863.327324 +NN71951,California,NA,High School or Below,2426101.78%,66525,100.0000000000,1/0/00,Personal Auto,SUV,104.331355 +WB37082,Arizona,NA,Bachelor,661397.37%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,676.391482 +SM52139,WA,NA,College,293069.35%,33663,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +FL82372,Oregon,NA,College,867219.43%,22547,112.0000000000,1/0/00,Corporate Auto,SUV,537.6 +DP45816,AZ,NA,High School or Below,1163866.93%,61486,97.0000000000,1/0/00,Personal Auto,Two-Door Car,465.258644 +GW33762,Oregon,NA,Bachelor,684615.03%,0,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +RZ33670,California,NA,College,1172777.65%,29879,102.0000000000,1/0/00,Personal Auto,Four-Door Car,500.254235 +PY70169,Oregon,NA,High School or Below,2264383.48%,93011,113.0000000000,1/0/00,Personal Auto,SUV,281.451042 +MO91628,Oregon,NA,Master,261447.43%,65186,65.0000000000,1/0/00,Personal Auto,Two-Door Car,5.434505 +HW87852,Oregon,NA,Master,245175.27%,26840,64.0000000000,1/2/00,Personal Auto,Four-Door Car,307.2 +HB20453,Oregon,NA,Bachelor,678127.02%,0,104.0000000000,1/1/00,Personal Auto,Sports Car,982.399613 +BN87372,Oregon,NA,Bachelor,497480.15%,75644,65.0000000000,1/3/00,Personal Auto,Two-Door Car,467.803638 +YX23800,Oregon,NA,Bachelor,859160.49%,38984,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +DZ87709,Oregon,NA,High School or Below,559216.14%,71811,71.0000000000,1/0/00,Personal Auto,Four-Door Car,29.03416 +XW13033,Nevada,NA,College,800947.28%,20961,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +SP81997,Washington,F,Master,,41275,96.0000000000,1/0/00,Personal Auto,Four-Door Car,41.122303 +OM82309,California,NA,Bachelor,5816655.35%,61321,186.0000000000,1/1/00,Personal Auto,Luxury Car,427.63121 +ZU35962,California,NA,College,802522.94%,0,77.0000000000,1/0/00,Personal Auto,Two-Door Car,25.807685 +VH85817,California,NA,High School or Below,578018.22%,51066,74.0000000000,1/0/00,Personal Auto,Four-Door Car,787.993313 +DT85712,California,NA,Doctor,411853.91%,34378,102.0000000000,1/0/00,Personal Auto,SUV,489.6 +YJ88573,Nevada,NA,Master,252307.02%,43072,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +SQ19467,Oregon,NA,College,655421.64%,25222,90.0000000000,1/0/00,Personal Auto,Four-Door Car,475.623251 +YB66933,Washington,F,Bachelor,538275.20%,77552,68.0000000000,1/1/00,Corporate Auto,Four-Door Car,45.215059 +ET79815,California,NA,College,592672.94%,23091,96.0000000000,1/5/00,Personal Auto,Four-Door Car,460.8 +QC35222,California,NA,Bachelor,268347.07%,48269,69.0000000000,1/3/00,Corporate Auto,Four-Door Car,282.151207 +CJ15590,Oregon,NA,Bachelor,269518.24%,32720,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +OI48267,California,NA,College,604702.52%,20396,76.0000000000,1/1/00,Personal Auto,Four-Door Car,364.8 +JY67916,Oregon,NA,College,1317101.28%,21513,119.0000000000,1/1/00,Personal Auto,Two-Door Car,679.827592 +OW15518,Washington,F,College,1595001.95%,0,87.0000000000,1/1/00,Personal Auto,Two-Door Car,46.041452 +CZ33664,Oregon,NA,Bachelor,252765.38%,80744,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,11.879037 +WK30175,Oregon,NA,Bachelor,267209.58%,52822,67.0000000000,1/0/00,Corporate Auto,Two-Door Car,350.529033 +ON44465,California,NA,High School or Below,531329.40%,0,77.0000000000,1/1/00,Personal Auto,Four-Door Car,863.3947 +TV87155,Oregon,NA,Bachelor,2094619.25%,69738,74.0000000000,1/1/00,Personal Auto,Four-Door Car,492.127532 +KH48895,AZ,NA,Master,837535.39%,17780,109.0000000000,1/0/00,Personal Auto,SUV,132.588288 +NZ30757,California,NA,Bachelor,480166.15%,18107,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +RI22468,AZ,NA,Bachelor,574594.33%,57740,74.0000000000,1/3/00,Personal Auto,Four-Door Car,269.905129 +FZ30935,Oregon,NA,College,606611.60%,32627,76.0000000000,1/0/00,Personal Auto,Two-Door Car,380.036697 +UG93476,California,NA,College,800230.83%,0,107.0000000000,1/0/00,Personal Auto,SUV,513.6 +AB96670,California,NA,College,239391.54%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,425.266308 +XK64261,Oregon,NA,Bachelor,476281.79%,65795,62.0000000000,1/1/00,Corporate Auto,Two-Door Car,49.011099 +EV68375,California,NA,College,433038.60%,60475,107.0000000000,1/0/00,Personal Auto,Four-Door Car,513.6 +UN51653,California,NA,High School or Below,940272.98%,0,130.0000000000,1/0/00,Personal Auto,SUV,936 +TO96662,Oregon,NA,Bachelor,696669.45%,41837,88.0000000000,1/0/00,Personal Auto,Four-Door Car,142.062768 +MR52087,California,NA,Bachelor,769406.43%,32303,65.0000000000,1/0/00,Personal Auto,Four-Door Car,45.152521 +DE75225,Oregon,NA,High School or Below,871756.11%,0,117.0000000000,1/1/00,Personal Auto,SUV,561.6 +EP80820,California,NA,Bachelor,592874.85%,40531,74.0000000000,1/0/00,Personal Auto,Two-Door Car,30.567357 +GU99037,Oregon,NA,College,245297.73%,79898,62.0000000000,1/1/00,Corporate Auto,Four-Door Car,271.606799 +WI57118,California,NA,College,670157.17%,56398,85.0000000000,1/0/00,Personal Auto,Four-Door Car,408 +GP39118,Washington,M,High School or Below,499655.27%,71600,63.0000000000,1/0/00,Personal Auto,Two-Door Car,46.158117 +MQ14219,AZ,NA,College,849269.88%,27804,109.0000000000,1/0/00,Personal Auto,SUV,784.8 +KN20603,Oregon,NA,Bachelor,771349.40%,45506,66.0000000000,1/2/00,Personal Auto,Four-Door Car,316.8 +SG20925,Washington,F,Master,518579.76%,99428,6464.0000000000,1/1/00,Personal Auto,Four-Door Car,48.046869 +JI70886,California,NA,High School or Below,729006.98%,0,102.0000000000,1/1/00,Corporate Auto,SUV,489.6 +VF72557,Oregon,NA,High School or Below,477294.38%,20993,133.0000000000,1/0/00,Personal Auto,SUV,638.4 +OX28638,AZ,NA,High School or Below,680649.14%,37839,86.0000000000,1/0/00,Personal Auto,Two-Door Car,465.633954 +SK55033,California,NA,Bachelor,246978.13%,92711,62.0000000000,1/0/00,Personal Auto,Two-Door Car,368.400146 +OO88645,California,NA,College,310392.30%,74665,78.0000000000,1/2/00,Corporate Auto,Four-Door Car,236.902001 +FM14335,Washington,F,College,1048491.54%,61108,89.0000000000,1/0/00,Personal Auto,Four-Door Car,49.451117 +CW82151,California,NA,Bachelor,890273.76%,46833,112.0000000000,1/0/00,Personal Auto,Sports Car,64.109663 +DY22043,Oregon,NA,High School or Below,549944.72%,88768,68.0000000000,1/0/00,Personal Auto,Two-Door Car,326.4 +SH36774,California,NA,High School or Below,1502359.86%,28262,192.0000000000,1/0/00,Personal Auto,Luxury SUV,921.6 +EM43724,Nevada,NA,Bachelor,250910.79%,33555,63.0000000000,1/0/00,Personal Auto,Four-Door Car,101.89645 +FH85960,Oregon,NA,College,3122174.81%,42780,113.0000000000,1/1/00,Personal Auto,Four-Door Car,542.4 +XA55993,Oregon,NA,Master,313350.34%,58850,78.0000000000,1/0/00,Personal Auto,Four-Door Car,143.747794 +GO36627,AZ,NA,College,383745.19%,21880,97.0000000000,1/0/00,Special Auto,Four-Door Car,424.077159 +QH48047,Oregon,NA,College,1179049.62%,25251,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +HS28694,Washington,F,High School or Below,282986.39%,25317,71.0000000000,1/0/00,Personal Auto,Two-Door Car,50.422181 +UH65059,AZ,NA,High School or Below,430580.83%,24188,109.0000000000,1/0/00,Personal Auto,Sports Car,523.2 +FV21968,Nevada,NA,Bachelor,597397.69%,41611,74.0000000000,1/0/00,Special Auto,Four-Door Car,113.801497 +QA87025,Oregon,NA,Bachelor,567044.24%,28406,72.0000000000,1/1/00,Personal Auto,Four-Door Car,192.87572 +TQ13499,AZ,NA,College,473174.93%,69833,118.0000000000,1/0/00,Personal Auto,Four-Door Car,828.662719 +BU44523,AZ,NA,High School or Below,802637.96%,0,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,532.8 +MS41162,AZ,NA,High School or Below,402296.35%,0,117.0000000000,1/0/00,Personal Auto,SUV,975.107098 +PU25891,Oregon,NA,High School or Below,961831.09%,80536,119.0000000000,1/0/00,Special Auto,Sports Car,53.798708 +LH92841,Washington,F,Bachelors,725595.38%,88891,89.0000000000,1/0/00,Personal Auto,Four-Door Car,50.528355 +SX26335,Oregon,NA,College,955292.69%,97732,79.0000000000,1/0/00,Personal Auto,Four-Door Car,289.9122 +AZ95587,AZ,F,Bachelor,1038855.32%,61222,89.0000000000,1/0/00,Special Auto,Four-Door Car,392.604371 +DS81757,Oregon,M,College,247012.12%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,721.242206 +OJ94107,AZ,M,Master,561906.85%,50335,140.0000000000,1/0/00,Personal Auto,SUV,456.52385 +LP84436,California,F,High School or Below,904711.92%,0,127.0000000000,1/0/00,Personal Auto,Sports Car,1087.995426 +FF22360,Washington,F,Doctor,268731.41%,82210,68.0000000000,1/4/00,Personal Auto,Four-Door Car,51.961915 +LM19287,Oregon,F,High School or Below,373150.46%,0,96.0000000000,1/0/00,Personal Auto,Four-Door Car,460.8 +ZU18643,Nevada,M,Bachelor,366077.03%,64495,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,251.992083 +AZ82578,California,F,College,792882.93%,0,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +XC67861,Arizona,F,Bachelor,501175.16%,28859,67.0000000000,1/3/00,Corporate Auto,Two-Door Car,321.6 +YC43143,Arizona,F,High School or Below,798825.83%,77330,99.0000000000,1/0/00,Personal Auto,Four-Door Car,99.257608 +EK59571,Oregon,M,College,388545.64%,0,105.0000000000,1/0/00,Corporate Auto,Four-Door Car,504 +PA38372,Washington,F,High School or Below,935773.78%,33060,117.0000000000,1/0/00,Personal Auto,Four-Door Car,56.731578 +RO18530,Washington,M,Master,254068.98%,42557,65.0000000000,1/0/00,Personal Auto,Four-Door Car,57.562324 +PD27940,Arizona,M,High School or Below,488516.25%,26372,126.0000000000,1/0/00,Personal Auto,SUV,604.8 +BS77946,Arizona,F,Bachelor,975330.71%,17514,127.0000000000,1/0/00,Personal Auto,SUV,8.312729 +YM50253,California,Femal,Bachelor,294615.37%,89270,74.0000000000,1/0/00,Personal Auto,Four-Door Car,316.599228 +NR15332,California,M,High School or Below,258111.09%,29757,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +RC62865,Oregon,M,College,351738.58%,51814,92.0000000000,1/0/00,Personal Auto,Four-Door Car,56.300724 +CC15295,Oregon,F,Bachelor,974335.01%,24028,82.0000000000,1/0/00,Personal Auto,Four-Door Car,393.6 +KA61892,Arizona,M,College,387364.70%,28142,105.0000000000,1/0/00,Personal Auto,Sports Car,701.708239 +OS94884,Arizona,F,Bachelor,764928.20%,52705,64.0000000000,1/1/00,Personal Auto,Two-Door Car,128.705563 +ND87334,California,M,High School or Below,228759.69%,0,63.0000000000,1/0/00,Corporate Auto,Two-Door Car,679.368378 +OY51402,Washington,F,High School or Below,825576.39%,54040,103.0000000000,1/0/00,Personal Auto,SUV,59.987126 +YL74911,California,F,College,871492.21%,0,118.0000000000,1/0/00,Personal Auto,SUV,566.4 +GK92563,Washington,F,Doctor,681923.12%,22492,85.0000000000,1/0/00,Personal Auto,Two-Door Car,61.654262 +HL53154,California,M,Bachelor,741619.73%,0,77.0000000000,1/2/00,Personal Auto,Four-Door Car,554.4 +RI78966,Oregon,M,Master,777115.90%,21876,68.0000000000,1/0/00,Personal Auto,Four-Door Car,465.41477 +IC13702,California,F,Bachelor,696834.19%,0,69.0000000000,1/1/00,Personal Auto,Four-Door Car,496.8 +BE10809,California,F,High School or Below,425028.26%,0,61.0000000000,1/1/00,Personal Auto,Four-Door Car,292.8 +HT87217,Oregon,F,High School or Below,1977656.65%,70699,82.0000000000,1/0/00,Personal Auto,Four-Door Car,256.813837 +TH95618,California,F,High School or Below,2134346.60%,0,74.0000000000,1/1/00,Personal Auto,Four-Door Car,355.2 +TS19868,California,M,College,241313.97%,27501,63.0000000000,1/0/00,Personal Auto,Four-Door Car,542.319401 +LP45550,Oregon,F,Doctor,1536384.72%,15897,101.0000000000,1/0/00,Personal Auto,Four-Door Car,303.148399 +QR87004,Nevada,F,College,845696.19%,25141,73.0000000000,1/1/00,Personal Auto,Four-Door Car,25.438063 +OE75747,Nevada,F,College,218964.25%,0,61.0000000000,1/3/00,Personal Auto,Four-Door Car,292.8 +DX91392,California,M,High School or Below,578018.22%,51066,74.0000000000,1/0/00,Personal Auto,Four-Door Car,787.993313 +AB72731,California,F,Bachelor,463998.16%,28358,117.0000000000,1/0/00,Personal Auto,Sports Car,84.024413 +GX84338,Washington,F,Doctor,382443.13%,62530,95.0000000000,1/0/00,Personal Auto,Four-Door Car,61.693771 +IS12901,Arizona,F,Bachelor,596811.89%,90972,74.0000000000,1/0/00,Personal Auto,Two-Door Car,232.926145 +BN90616,Washington,F,Bachelor,859033.50%,63110,72.0000000000,1/0/00,Personal Auto,Four-Door Car,68.179721 +HH90090,California,F,Bachelor,407663.47%,29549,104.0000000000,1/0/00,Personal Auto,Sports Car,710.433775 +IU25463,California,F,Bachelor,1225260.18%,0,115.0000000000,1/1/00,Personal Auto,Four-Door Car,552 +KC11055,Nevada,F,Bachelor,1693627.15%,39411,217.0000000000,1/2/00,Personal Auto,Luxury Car,1122.658899 +PD33979,Oregon,M,High School or Below,489243.55%,21709,62.0000000000,1/0/00,Personal Auto,Four-Door Car,408.374746 +NK71023,Nevada,M,Bachelor,994230.48%,67890,85.0000000000,1/0/00,Personal Auto,Four-Door Car,408 +AB13432,California,M,Bachelor,373583.81%,0,110.0000000000,1/0/00,Personal Auto,SUV,792 +OZ97704,California,F,High School or Below,1311752.22%,84311,111.0000000000,1/4/00,Personal Auto,SUV,532.8 +UF46533,California,F,College,457452.41%,99316,114.0000000000,1/0/00,Corporate Auto,SUV,754.358929 +XP47431,Arizona,F,Bachelor,547006.06%,54507,138.0000000000,1/0/00,Personal Auto,SUV,702.990032 +GK73582,California,F,Bachelor,297884.60%,64586,76.0000000000,1/0/00,Personal Auto,Four-Door Car,206.837111 +RV98763,Oregon,M,College,641096.75%,61709,82.0000000000,1/2/00,Personal Auto,Four-Door Car,275.395894 +II62831,California,M,Master,447902.31%,94656,111.0000000000,1/1/00,Special Auto,SUV,459.738128 +XK33449,California,F,High School or Below,238373.19%,0,69.0000000000,1/0/00,Special Auto,Two-Door Car,496.8 +TR85083,California,M,Bachelor,276449.37%,61085,70.0000000000,1/1/00,Personal Auto,Two-Door Car,336 +EO95328,Oregon,F,Bachelor,792010.54%,89284,67.0000000000,1/3/00,Personal Auto,Two-Door Car,321.6 +EN21086,Arizona,F,High School or Below,688909.80%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +YL83902,WA,F,Bachelor,327419.46%,31686,81.0000000000,1/0/00,Personal Auto,Four-Door Car,430.994107 +AZ62651,Oregon,M,High School or Below,995170.77%,56855,255.0000000000,1/0/00,Corporate Auto,Luxury SUV,1836 +ZW25874,Oregon,M,Bachelor,252155.57%,53703,67.0000000000,1/2/00,Special Auto,Four-Door Car,67.632476 +EH41854,WA,F,High School or Below,2370611.34%,0,96.0000000000,1/1/00,Personal Auto,Two-Door Car,844.481918 +MW70227,California,M,College,604702.52%,20396,76.0000000000,1/1/00,Personal Auto,Four-Door Car,364.8 +SL22297,California,F,Master,1114030.25%,27679,150.0000000000,1/0/00,Personal Auto,SUV,722.486994 +RV14138,Nevada,F,Bachelor,433406.41%,23904,123.0000000000,1/3/00,Personal Auto,SUV,590.4 +UO62808,Arizona,F,High School or Below,279974.79%,65351,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,481.027516 +ZX64745,California,M,College,792313.66%,0,113.0000000000,1/0/00,Personal Auto,SUV,1124.427734 +FL34139,California,M,High School or Below,368811.09%,0,63.0000000000,1/3/00,Personal Auto,Four-Door Car,669.682001 +TS11219,California,M,College,1206745.60%,0,116.0000000000,1/0/00,Personal Auto,SUV,1284.093173 +XX12304,California,F,College,292497.67%,64459,72.0000000000,1/0/00,Personal Auto,Four-Door Car,240.259479 +SD64087,California,M,College,1501409.27%,32961,190.0000000000,1/0/00,Corporate Auto,SUV,912 +OY38576,Oregon,F,High School or Below,927723.38%,71416,116.0000000000,1/0/00,Corporate Auto,SUV,556.8 +BG76355,WA,F,Bachelor,627412.39%,68964,78.0000000000,1/0/00,Personal Auto,Four-Door Car,115.086827 +IP66913,Cali,M,High School or Below,388664.74%,78108,98.0000000000,1/0/00,Personal Auto,Two-Door Car,470.4 +LE95702,Cali,M,College,438627.76%,10621,67.0000000000,1/0/00,Special Auto,Four-Door Car,321.6 +KX54357,WA,M,College,1136526.77%,84910,95.0000000000,1/0/00,Corporate Auto,Two-Door Car,383.167471 +EZ78112,Cali,Femal,High School or Below,561096.43%,77493,70.0000000000,1/0/00,Special Auto,Four-Door Car,307.963291 +XN16891,Arizona,M,College,291289.20%,81097,74.0000000000,1/0/00,Personal Auto,Four-Door Car,355.2 +XK31350,Oregon,Femal,College,691572.99%,96610,85.0000000000,1/0/00,Corporate Auto,Four-Door Car,520.364752 +CC30924,Oregon,M,College,626266.33%,30110,159.0000000000,1/0/00,Corporate Auto,Sports Car,466.436375 +IT78748,Oregon,Femal,High School or Below,650339.70%,22081,84.0000000000,1/0/00,Special Auto,Two-Door Car,451.670309 +KY33386,WA,Femal,High School or Below,800739.94%,0,112.0000000000,1/0/00,Personal Auto,Sports Car,537.6 +CO44221,Cali,M,College,292991.65%,98473,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +LK60013,Oregon,Femal,Bachelor,596955.30%,97431,74.0000000000,1/0/00,Personal Auto,Four-Door Car,355.2 +DE21533,Cali,M,Bachelor,547315.99%,93870,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +YS94121,Nevada,M,High School or Below,564539.67%,50366,72.0000000000,1/0/00,Personal Auto,Four-Door Car,428.734656 +UK68427,WA,M,High School or Below,636926.24%,34498,83.0000000000,1/0/00,Personal Auto,Two-Door Car,398.4 +TE49565,Oregon,Femal,College,1183376.73%,16552,103.0000000000,1/0/00,Personal Auto,SUV,494.4 +RA88421,Oregon,Femal,College,612110.79%,26787,77.0000000000,1/0/00,Personal Auto,Four-Door Car,369.6 +KQ51983,Nevada,M,College,515936.97%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,831.752839 +CD88896,Nevada,Femal,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,156.124914 +YV22553,Arizona,M,High School or Below,866861.13%,21474,114.0000000000,1/2/00,Corporate Auto,SUV,373.428187 +WU14435,Cali,M,Bachelor,496096.54%,18174,66.0000000000,1/0/00,Corporate Auto,Four-Door Car,395.934815 +XV84099,Arizona,Femal,Bachelor,550413.90%,0,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,350.4 +RI24911,Arizona,Male,College,750745.54%,60920,64.0000000000,1/0/00,Personal Auto,Two-Door Car,231.201886 +KO26461,Arizona,Male,High School or Below,3226985.14%,41520,90.0000000000,1/0/00,Personal Auto,Four-Door Car,289.904105 +HI14283,Oregon,Femal,Bachelor,565703.16%,0,152.0000000000,1/0/00,Personal Auto,SUV,729.6 +PT50227,Arizona,Male,High School or Below,506175.79%,0,68.0000000000,1/0/00,Personal Auto,Two-Door Car,326.4 +BH36570,Cali,Male,Bachelor,591278.38%,72208,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +TX17484,Cali,Femal,Bachelor,1518227.98%,53863,63.0000000000,1/0/00,Personal Auto,Four-Door Car,105.765111 +CT41158,WA,Male,College,1074703.09%,66446,136.0000000000,1/0/00,Corporate Auto,SUV,639.464548 +AO87348,WA,Male,College,205062.35%,0,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +DE55857,WA,Femal,Bachelor,246544.49%,64997,63.0000000000,1/1/00,Personal Auto,Four-Door Car,383.442328 +LF66923,Nevada,Femal,High School or Below,534312.13%,64460,66.0000000000,1/0/00,Corporate Auto,Two-Door Car,316.8 +CN24514,Arizona,Femal,College,811982.91%,46618,67.0000000000,1/0/00,Personal Auto,Four-Door Car,99.085943 +UW32074,Oregon,Femal,College,460526.52%,0,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,307.2 +HP36979,Cali,Male,College,640878.56%,49988,84.0000000000,1/5/00,Personal Auto,Two-Door Car,566.935022 +PP40919,Cali,Femal,College,237653.35%,0,91.0000000000,1/5/00,Personal Auto,Two-Door Car,436.8 +RO73268,Cali,M,Bachelor,321107.00%,16269,86.0000000000,1/0/00,Corporate Auto,Two-Door Car,412.8 +HO61691,Arizona,F,Bachelor,509452.23%,72006,64.0000000000,1/0/00,Personal Auto,Four-Door Car,307.2 +BS13062,Arizona,F,High School or Below,2575527.82%,0,81.0000000000,1/2/00,Personal Auto,Four-Door Car,388.8 +FO35655,Oregon,M,Bachelor,867222.97%,0,245.0000000000,1/0/00,Corporate Auto,Luxury SUV,2345.413441 +HR10526,Cali,M,Master,804473.07%,44320,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +IA63417,Arizona,F,High School or Below,400151.91%,19782,108.0000000000,1/0/00,Personal Auto,Two-Door Car,773.470977 +BH35016,Nevada,F,Bachelor,1670611.70%,63933,70.0000000000,1/0/00,Personal Auto,Two-Door Car,424.883448 +PK52952,Arizona,M,Doctor,854441.11%,28224,109.0000000000,1/0/00,Personal Auto,SUV,523.2 +OD76309,WA,F,College,780531.29%,21073,106.0000000000,1/1/00,Personal Auto,SUV,508.8 +IL28481,Oregon,M,Bachelor,611275.69%,63243,77.0000000000,1/0/00,Personal Auto,Four-Door Car,364.240307 +GY55092,Nevada,M,High School or Below,477294.38%,20993,133.0000000000,1/0/00,Personal Auto,SUV,638.4 +UF33451,Oregon,F,Bachelor,1097909.56%,94827,135.0000000000,1/0/00,Personal Auto,SUV,354.729129 +CF15558,Cali,F,Master,500426.38%,39161,63.0000000000,1/1/00,Personal Auto,Two-Door Car,283.995953 +JM62924,WA,M,Bachelor,1322304.38%,37534,84.0000000000,1/2/00,Personal Auto,Four-Door Car,403.2 +EM66435,Oregon,F,Bachelor,262331.54%,80210,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,20.543176 +QX45933,Cali,M,Bachelor,1784019.56%,0,62.0000000000,1/0/00,Personal Auto,Four-Door Car,385.115437 +JI71369,Cali,F,College,510611.18%,30110,64.0000000000,1/0/00,Personal Auto,Four-Door Car,140.165035 +JU93290,Arizona,F,College,1793060.45%,21708,68.0000000000,1/0/00,Personal Auto,Four-Door Car,326.4 +GU66096,Arizona,M,High School or Below,545734.26%,94731,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +UC33108,Cali,M,Bachelor,656364.41%,32375,83.0000000000,1/0/00,Personal Auto,Four-Door Car,398.4 +LW93867,Oregon,M,College,481252.52%,16531,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,102.879769 +OU78470,Arizona,F,Master,2932804.19%,32006,94.0000000000,1/0/00,Corporate Auto,Four-Door Car,56.868289 +XW90265,Arizona,F,Bachelor,577352.07%,81676,72.0000000000,1/0/00,Personal Auto,Two-Door Car,463.158502 +HS67749,Cali,M,College,684711.89%,71038,86.0000000000,1/0/00,Corporate Auto,Four-Door Car,205.444066 +VZ51506,Arizona,F,High School or Below,359531.29%,0,103.0000000000,1/0/00,Corporate Auto,Sports Car,741.6 +UI64281,Nevada,F,Master,2285561.21%,20832,65.0000000000,1/0/00,Personal Auto,Two-Door Car,56.371967 +AE98193,WA,M,High School or Below,785941.46%,0,113.0000000000,1/0/00,Personal Auto,SUV,813.6 +AZ74055,Oregon,M,High School or Below,411557.74%,52405,103.0000000000,1/0/00,Personal Auto,Four-Door Car,494.4 +XS76911,Arizona,F,High School or Below,502963.88%,0,133.0000000000,1/0/00,Personal Auto,Sports Car,795.864079 +AY40674,WA,F,Bachelor,482141.85%,26583,1005.0000000000,1/4/00,Personal Auto,SUV,614.4 +NA12740,Oregon,M,Master,500431.05%,25486,65.0000000000,1/0/00,Special Auto,Two-Door Car,72.438681 +UA84837,Arizona,M,College,863005.39%,24065,111.0000000000,1/0/00,Corporate Auto,Four-Door Car,532.8 +DJ51510,Arizona,F,High School or Below,932208.51%,70435,116.0000000000,1/0/00,Personal Auto,Four-Door Car,67.881546 +VM58985,Cali,M,College,1672756.06%,0,76.0000000000,1/2/00,Personal Auto,Two-Door Car,402.636829 +OH60605,Oregon,F,High School or Below,365253.24%,39679,92.0000000000,1/0/00,Personal Auto,Two-Door Car,641.388616 +UO98052,Nevada,M,College,615860.12%,0,89.0000000000,1/0/00,Personal Auto,Four-Door Car,342.481173 +NC53424,Cali,M,Bachelor,437608.40%,0,69.0000000000,1/4/00,Personal Auto,Two-Door Car,331.2 +LQ13873,Nevada,M,High School or Below,556945.62%,53565,71.0000000000,1/1/00,Personal Auto,Four-Door Car,340.8 +LA97014,WA,M,Bachelor,257651.30%,37574,66.0000000000,1/1/00,Personal Auto,Two-Door Car,412.101933 +NB79936,WA,M,Bachelor,834698.32%,48259,108.0000000000,1/0/00,Personal Auto,Two-Door Car,73.700573 +NT89061,Arizona,F,High School or Below,632392.39%,78532,78.0000000000,1/0/00,Personal Auto,Four-Door Car,374.4 +AF10970,Arizona,F,Bachelor,597314.34%,96163,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,350.4 +ZG48513,Cali,M,Bachelor,470667.70%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +JQ59145,Cali,Male,High School or Below,809341.03%,0,114.0000000000,1/1/00,Personal Auto,Sports Car,722.024742 +FE84989,WA,Male,College,503574.46%,72672,63.0000000000,1/0/00,Personal Auto,Four-Door Car,259.361117 +JT52858,Oregon,F,Bachelor,902786.72%,99002,112.0000000000,1/1/00,Personal Auto,Four-Door Car,537.6 +MC62068,California,Male,High School or Below,728888.48%,79494,91.0000000000,1/0/00,Personal Auto,Four-Door Car,396.295614 +EU27538,Oregon,Male,Master,1804247.94%,35704,225.0000000000,1/0/00,Personal Auto,Luxury Car,358.281562 +RH42306,Arizona,F,Bachelor,499206.30%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,653.388564 +US23612,Oregon,F,High School or Below,910226.78%,26049,118.0000000000,1/0/00,Personal Auto,Two-Door Car,121.032372 +WV76014,Arizona,Male,Doctor,254040.77%,70125,64.0000000000,1/0/00,Special Auto,Four-Door Car,92.813396 +RK96223,California,Male,College,1294189.19%,52369,110.0000000000,1/1/00,Personal Auto,SUV,528 +MF82000,WA,female,Bachelor,236534.86%,0,66.0000000000,1/2/00,Special Auto,Four-Door Car,159.636956 +FM46980,Arizona,Male,College,572076.51%,41770,72.0000000000,1/0/00,Personal Auto,Four-Door Car,476.156957 +SY56792,Oregon,Male,High School or Below,703553.41%,0,101.0000000000,1/0/00,Corporate Auto,Four-Door Car,727.2 +RF61565,California,M,College,263697.77%,31911,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +IM94808,Nevada,M,Bachelor,539583.20%,70051,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,42.078345 +VI14730,Oregon,M,High School or Below,838263.01%,19683,117.0000000000,1/1/00,Personal Auto,Sports Car,561.6 +YR34119,WA,F,College,3116174.52%,30916,112.0000000000,1/0/00,Personal Auto,SUV,200.11606 +RR77985,Oregon,F,Bachelor,288774.23%,0,80.0000000000,1/0/00,Personal Auto,Four-Door Car,676.944023 +QD28391,Washington,M,College,742584.53%,84302,62.0000000000,1/0/00,Personal Auto,Four-Door Car,76.609295 +WV17090,California,M,Bachelor,2558572.78%,0,116.0000000000,1/0/00,Corporate Auto,SUV,830.623064 +TM23514,Oregon,M,College,1027260.82%,60145,132.0000000000,1/0/00,Personal Auto,SUV,580.473259 +MQ68407,Oregon,F,Bachelor,437636.36%,63774,111.0000000000,1/0/00,Personal Auto,Four-Door Car,60.036683 +GJ59592,California,F,Bachelor,531889.66%,25134,67.0000000000,1/0/00,Corporate Auto,Four-Door Car,321.6 +FY56083,Oregon,M,Bachelor,471976.22%,37057,61.0000000000,1/1/00,Personal Auto,Four-Door Car,47.53101 +UA94723,Oregon,F,High School or Below,442803.16%,58577,110.0000000000,1/0/00,Personal Auto,SUV,303.872752 +FW91032,California,M,High School or Below,587917.61%,85857,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,100.620067 +DE34457,Oregon,F,Doctor,941690.85%,70602,116.0000000000,1/0/00,Personal Auto,SUV,481.339891 +HD32044,Oregon,F,Master,828815.56%,33816,106.0000000000,1/2/00,Corporate Auto,Four-Door Car,508.8 +HH30454,Oregon,M,Bachelor,3265483.83%,0,153.0000000000,1/0/00,Personal Auto,SUV,1101.6 +AH84063,Oregon,F,College,471945.01%,89642,121.0000000000,1/4/00,Corporate Auto,SUV,86.320022 +QA17596,California,F,Bachelor,390347.48%,60068,98.0000000000,1/0/00,Personal Auto,Two-Door Car,470.4 +XI41052,California,F,Bachelor,545725.97%,50044,139.0000000000,1/0/00,Personal Auto,SUV,667.2 +DI30528,California,F,Master,272535.64%,36650,69.0000000000,1/1/00,Personal Auto,Four-Door Car,56.60333 +SC66359,Arizona,F,College,443397.37%,50653,110.0000000000,1/0/00,Corporate Auto,SUV,262.865172 +EN61670,Arizona,F,Doctor,533246.27%,68931,66.0000000000,1/0/00,Personal Auto,Four-Door Car,309.577946 +DQ10761,Oregon,M,Bachelor,231509.50%,0,73.0000000000,1/1/00,Corporate Auto,Four-Door Car,350.4 +BQ51587,California,F,College,541195.37%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,365.364581 +JE21522,California,M,Bachelor,958733.23%,39266,80.0000000000,1/0/00,Personal Auto,Four-Door Car,384 +WS47147,California,M,College,2210350.72%,0,102.0000000000,1/0/00,Personal Auto,SUV,489.6 +ZA64638,Nevada,F,High School or Below,976494.53%,0,98.0000000000,1/1/00,Personal Auto,Four-Door Car,705.6 +EW38459,Nevada,F,Bachelor,256715.15%,40864,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,9.51528 +QW87316,Oregon,F,College,265062.28%,39035,68.0000000000,1/0/00,Personal Auto,Four-Door Car,244.564334 +IC43478,California,M,Bachelor,1126436.33%,34923,98.0000000000,1/0/00,Personal Auto,Two-Door Car,639.105556 +TE34064,California,M,High School or Below,216852.35%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,453.6 +WU60905,California,F,High School or Below,861066.75%,0,111.0000000000,1/0/00,Corporate Auto,SUV,532.8 +YM18992,California,F,College,283464.62%,24506,71.0000000000,1/0/00,Personal Auto,Two-Door Car,511.2 +PD55753,Oregon,M,High School or Below,893013.97%,0,82.0000000000,1/0/00,Personal Auto,Four-Door Car,554.522969 +KU56006,Arizona,F,College,553638.70%,52220,70.0000000000,1/1/00,Personal Auto,Four-Door Car,336 +MJ69973,Arizona,M,High School or Below,284085.43%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,402.449823 +TW43626,California,M,College,808288.10%,53554,67.0000000000,1/0/00,Personal Auto,Four-Door Car,327.020539 +XX84133,California,M,Bachelor,525473.43%,34476,67.0000000000,1/1/00,Corporate Auto,Four-Door Car,5.3953 +ZW84453,Arizona,F,Bachelor,511623.76%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,131.401291 +HO29524,California,M,College,303464.70%,68205,76.0000000000,1/0/00,Personal Auto,Two-Door Car,99.382943 +VE89726,California,female,High School or Below,802489.99%,0,119.0000000000,1/1/00,Personal Auto,SUV,856.8 +GE87503,California,M,High School or Below,1821114.32%,53690,154.0000000000,1/0/00,Personal Auto,SUV,739.2 +PX90263,Oregon,M,High School or Below,512156.33%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,518.4 +NI17718,California,female,High School or Below,215017.86%,0,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +FY32213,California,female,High School or Below,559538.99%,74454,71.0000000000,1/0/00,Personal Auto,Four-Door Car,340.8 +RZ13254,Nevada,female,Bachelor,756282.40%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +GN45013,Oregon,M,High School or Below,538585.32%,29664,71.0000000000,1/0/00,Personal Auto,Four-Door Car,340.8 +NM39588,Washington,F,Doctor,267805.83%,72450,66.0000000000,1/0/00,Corporate Auto,Four-Door Car,84.218363 +KU84464,Nevada,female,Bachelor,942256.79%,47272,79.0000000000,1/3/00,Personal Auto,Four-Door Car,64.546877 +YH43527,Oregon,female,College,360586.03%,21585,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,441.6 +RO30676,California,female,College,776259.06%,23827,106.0000000000,1/2/00,Personal Auto,Four-Door Car,37.910623 +QL59704,Arizona,female,College,2344490.05%,69906,74.0000000000,1/2/00,Corporate Auto,Four-Door Car,202.860399 +QH19450,California,female,High School or Below,255817.82%,0,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +SA54664,Washington,M,Master,265438.10%,73196,66.0000000000,1/1/00,Personal Auto,Four-Door Car,85.809817 +CI38330,Washington,M,Bachelor,254978.61%,72217,6464.0000000000,1/0/00,Personal Auto,Four-Door Car,91.146661 +WB38524,California,M,High School or Below,296959.33%,46131,74.0000000000,1/0/00,Personal Auto,Two-Door Car,355.2 +CE56187,Oregon,female,Master,436312.46%,54514,109.0000000000,1/3/00,Personal Auto,SUV,286.234931 +JL19416,California,female,High School or Below,588430.86%,0,161.0000000000,1/0/00,Personal Auto,SUV,1159.2 +JZ61422,Nevada,female,College,527219.16%,96668,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +LA13377,California,M,Doctor,550989.57%,78879,69.0000000000,1/1/00,Personal Auto,Four-Door Car,466.570791 +NC99948,Nevada,M,College,1631368.35%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +QD34785,Arizona,female,Bachelor,567805.02%,0,76.0000000000,1/0/00,Personal Auto,Four-Door Car,364.8 +RO26085,California,female,Bachelor,1210120.88%,0,112.0000000000,1/0/00,Personal Auto,Sports Car,1252.406235 +ES57969,Oregon,M,Bachelor,245357.08%,29735,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +JK55587,California,M,High School or Below,507566.27%,23082,65.0000000000,1/0/00,Special Auto,Four-Door Car,312 +RN97635,Arizona,M,Bachelor,321497.94%,53984,80.0000000000,1/0/00,Corporate Auto,Four-Door Car,421.484456 +BI76326,California,female,College,1227534.31%,52135,156.0000000000,1/0/00,Personal Auto,SUV,430.505942 +JA34909,California,female,College,272221.07%,17576,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,398.502948 +OJ90342,Oregon,female,Bachelor,245744.09%,29486,62.0000000000,1/0/00,Personal Auto,Four-Door Car,7.646763 +CM88932,Oregon,female,Master,355484.53%,58557,88.0000000000,1/0/00,Corporate Auto,Four-Door Car,55.510526 +JJ97525,California,M,Bachelor,492954.97%,25632,63.0000000000,1/0/00,Personal Auto,Two-Door Car,351.270869 +XV21647,California,female,High School or Below,803645.03%,0,112.0000000000,1/0/00,Personal Auto,Sports Car,806.4 +MC83487,Arizona,M,Bachelor,427691.53%,18768,68.0000000000,1/3/00,Corporate Auto,Four-Door Car,647.454583 +BL90769,California,female,Bachelor,3347334.95%,33190,106.0000000000,1/0/00,Personal Auto,SUV,508.8 +CR57148,Oregon,female,Master,596058.14%,47945,74.0000000000,1/0/00,Personal Auto,Two-Door Car,128.43823 +CP85232,Arizona,M,College,4479546.94%,58778,126.0000000000,1/0/00,Special Auto,SUV,302.033971 +YL74732,California,female,High School or Below,383211.81%,15192,100.0000000000,1/0/00,Personal Auto,SUV,480 +FG16766,California,female,Bachelor,683793.26%,51859,171.0000000000,1/0/00,Personal Auto,SUV,1003.160633 +NV55438,Nevada,female,High School or Below,528526.82%,23422,72.0000000000,1/0/00,Personal Auto,Two-Door Car,518.4 +RM10880,California,female,College,309651.12%,21604,79.0000000000,1/0/00,Corporate Auto,Four-Door Car,379.2 +GL56175,Arizona,M,College,358971.07%,79298,90.0000000000,1/0/00,Personal Auto,Four-Door Car,244.362072 +UK52289,Arizona,female,Bachelor,258240.85%,76731,64.0000000000,1/0/00,Special Auto,Four-Door Car,201.455005 +OT85112,Washington,M,College,340391.94%,38460,88.0000000000,1/1/00,Personal Auto,Four-Door Car,91.55098 +BC62782,Arizona,F,College,1357567.60%,48534,115.0000000000,1/1/00,Personal Auto,SUV,552 +TI19722,Washington,M,Doctor,343613.43%,30817,88.0000000000,1/0/00,Corporate Auto,Four-Door Car,91.834668 +JP30654,Oregon,F,College,2868582.79%,48412,104.0000000000,1/0/00,Personal Auto,SUV,707.430832 +UM45563,Washington,M,Bachelor,450267.97%,68798,114.0000000000,1/0/00,Personal Auto,SUV,92.915251 +EN60878,Oregon,M,Bachelor,618311.15%,23712,85.0000000000,1/0/00,Personal Auto,Four-Door Car,376.126419 +JF36291,California,M,College,387364.70%,28142,105.0000000000,1/0/00,Personal Auto,Sports Car,701.708239 +BK59444,California,F,Master,1892933.06%,72196,68.0000000000,1/0/00,Personal Auto,Four-Door Car,152.184244 +MK70700,California,M,Master,555329.58%,68197,69.0000000000,1/0/00,Personal Auto,Four-Door Car,176.819414 +IW71076,California,M,Bachelor,501125.92%,75248,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,104.454624 +AP98768,California,F,College,1044244.63%,0,98.0000000000,1/0/00,Personal Auto,Four-Door Car,941.718054 +OM24164,Nevada,M,Bachelor,219961.78%,0,65.0000000000,1/1/00,Personal Auto,Two-Door Car,468 +HR85211,Washington,female,Master,512317.09%,89879,63.0000000000,1/0/00,Personal Auto,Two-Door Car,94.030308 +VC87846,Oregon,M,High School or Below,748431.05%,46998,96.0000000000,1/0/00,Corporate Auto,Four-Door Car,460.8 +ZM92052,Oregon,M,Bachelor,261302.31%,57099,67.0000000000,1/0/00,Personal Auto,Two-Door Car,67.859881 +ON73702,Arizona,F,Bachelor,908063.97%,33897,114.0000000000,1/0/00,Corporate Auto,SUV,539.843003 +QQ90441,Nevada,F,High School or Below,1377097.62%,59207,116.0000000000,1/0/00,Personal Auto,Four-Door Car,556.8 +HU35721,Oregon,M,High School or Below,287682.29%,40171,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +YP47665,Washington,M,Doctor,540891.15%,80192,67.0000000000,1/0/00,Personal Auto,Four-Door Car,95.193157 +FU99476,Washington,M,High School or Below,677030.68%,74422,85.0000000000,1/1/00,Personal Auto,Four-Door Car,95.338505 +AG85615,Oregon,M,College,2414387.56%,0,87.0000000000,1/0/00,Special Auto,Four-Door Car,626.4 +OY74069,Arizona,F,College,353805.95%,0,67.0000000000,1/5/00,Personal Auto,Four-Door Car,321.6 +DJ91267,Nevada,F,Bachelor,2909123.94%,34226,244.0000000000,1/0/00,Personal Auto,Luxury SUV,494.395024 +KB72438,California,F,High School or Below,1983420.12%,65989,123.0000000000,1/1/00,Personal Auto,SUV,115.545086 +TR67616,Oregon,M,High School or Below,473136.70%,30686,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,19.938981 +GF65731,California,F,Master,3553784.60%,0,113.0000000000,1/0/00,Personal Auto,Sports Car,799.926741 +HB67642,Arizona,F,High School or Below,3461137.90%,20090,109.0000000000,1/0/00,Personal Auto,Sports Car,523.2 +DP84567,California,M,High School or Below,2021630.88%,0,183.0000000000,1/0/00,Personal Auto,Luxury SUV,878.4 +VV77534,Oregon,M,College,1397651.93%,77094,176.0000000000,1/0/00,Personal Auto,SUV,444.470676 +GL67540,California,F,College,590408.82%,97413,73.0000000000,1/0/00,Personal Auto,Four-Door Car,268.819985 +SV50502,Oregon,F,Master,559583.50%,79189,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,331.2 +UK59698,California,F,High School or Below,229430.36%,0,62.0000000000,1/0/00,Personal Auto,Two-Door Car,297.6 +OA57352,Arizona,F,College,627391.19%,18577,86.0000000000,1/0/00,Personal Auto,Four-Door Car,412.8 +ZF84449,Oregon,F,College,372672.80%,0,112.0000000000,1/1/00,Special Auto,Sports Car,806.4 +AX86150,Washington,M,High School or Below,265671.31%,62777,67.0000000000,1/0/00,Personal Auto,Two-Door Car,101.288069 +HG39060,Oregon,Male,Bachelor,511068.08%,0,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,532.8 +EM29359,Nevada,Male,College,712659.65%,17483,183.0000000000,1/0/00,Personal Auto,Luxury Car,1317.6 +SF57173,Oregon,Male,Master,460163.41%,84394,114.0000000000,1/0/00,Personal Auto,SUV,691.412378 +OT47603,Oregon,Male,College,915523.97%,0,127.0000000000,1/0/00,Personal Auto,Sports Car,804.811859 +SW31412,Oregon,F,College,1480805.62%,41440,62.0000000000,1/1/00,Personal Auto,Four-Door Car,297.6 +JS36322,Arizona,Male,High School or Below,890167.84%,0,136.0000000000,1/1/00,Personal Auto,Sports Car,1090.86434 +RE81445,Oregon,F,College,573459.82%,98132,71.0000000000,1/0/00,Personal Auto,Two-Door Car,50.587035 +RM24280,Oregon,F,High School or Below,417769.70%,0,112.0000000000,1/0/00,Personal Auto,Four-Door Car,537.6 +LC25393,California,Male,Bachelor,2777628.91%,88220,230.0000000000,1/0/00,Personal Auto,Luxury Car,151.528482 +UX38930,Arizona,F,Master,1036434.75%,58327,129.0000000000,1/0/00,Personal Auto,SUV,347.075948 +HD95496,Oregon,Male,Master,785190.14%,25950,66.0000000000,1/0/00,Personal Auto,Two-Door Car,271.697529 +RX24650,Oregon,Male,High School or Below,477294.38%,20993,133.0000000000,1/0/00,Corporate Auto,SUV,638.4 +DW19309,Oregon,Male,High School or Below,1422650.49%,65726,177.0000000000,1/0/00,Corporate Auto,SUV,849.6 +MT41386,Washington,M,Bachelors,287543.24%,84768,72.0000000000,1/0/00,Personal Auto,Two-Door Car,110.484661 +WZ40465,Washington,F,Bachelor,504129.96%,36234,63.0000000000,1/0/00,Personal Auto,Four-Door Car,113.534474 +DB42794,California,Male,College,436293.12%,58842,110.0000000000,1/0/00,Personal Auto,Four-Door Car,528 +JB50798,Oregon,F,Master,962452.44%,25629,124.0000000000,1/2/00,Corporate Auto,Sports Car,595.2 +IP69763,Washington,F,College,2191440.55%,77311,181.0000000000,1/0/00,Personal Auto,SUV,113.609508 +TE35785,California,Male,Doctor,694842.22%,0,196.0000000000,1/2/00,Personal Auto,Luxury SUV,1337.063487 +HX74855,Washington,M,High School or Below,247152.84%,95697,61.0000000000,1/0/00,Personal Auto,Two-Door Car,114.273025 +QN65180,Oregon,F,Bachelor,2190391.36%,22254,79.0000000000,1/0/00,Personal Auto,Four-Door Car,125.194389 +GE47180,Nevada,Male,High School or Below,902882.14%,65974,113.0000000000,1/0/00,Personal Auto,Sports Car,235.220971 +VQ38776,Oregon,F,College,530375.95%,0,76.0000000000,1/0/00,Personal Auto,Four-Door Car,395.34111 +BH86846,Washington,M,High School or Below,2070825.88%,92079,65.0000000000,1/1/00,Corporate Auto,Four-Door Car,114.798771 +IN17648,Nevada,Male,High School or Below,512376.81%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,772.798511 +DF95759,Oregon,Male,College,949234.30%,0,132.0000000000,1/0/00,Personal Auto,SUV,633.6 +QG45324,Oregon,F,High School or Below,820486.32%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +MN61620,Arizona,F,College,987729.57%,67752,131.0000000000,1/4/00,Personal Auto,Sports Car,168.517149 +YH86390,California,F,Bachelor,481500.97%,25398,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,307.2 +FY13480,California,Male,High School or Below,627701.17%,0,88.0000000000,1/0/00,Personal Auto,Four-Door Car,633.6 +YH61661,California,M,High School or Below,826063.98%,33321,105.0000000000,1/0/00,Special Auto,SUV,504 +NL93182,Nevada,M,Bachelor,254945.00%,0,78.0000000000,1/0/00,Corporate Auto,Four-Door Car,845.654042 +LN31673,Washington,NA,College,1131808.98%,38923,99.0000000000,1/2/00,Personal Auto,Four-Door Car,115.728852 +WE68644,Oregon,F,Bachelor,380392.18%,20325,100.0000000000,1/0/00,Personal Auto,Sports Car,668.29397 +EZ30498,Oregon,M,Bachelor,863540.35%,13129,117.0000000000,1/0/00,Personal Auto,SUV,700.901632 +QY74517,Oregon,F,High School or Below,551055.90%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,525.6 +NM88660,Nevada,M,Master,358588.41%,49080,91.0000000000,1/0/00,Corporate Auto,Four-Door Car,25.299 +MZ82036,Nevada,M,College,488925.28%,42536,63.0000000000,1/0/00,Personal Auto,Four-Door Car,375.330097 +ID20929,Oregon,M,Bachelor,275694.17%,29926,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,418.233667 +EY50028,Nevada,M,Doctor,328954.74%,0,86.0000000000,1/0/00,Corporate Auto,Two-Door Car,398.240791 +TT82373,California,F,Bachelor,1093717.85%,21450,138.0000000000,1/0/00,Personal Auto,Sports Car,938.513425 +OH64088,California,M,High School or Below,737556.79%,33345,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,338.619869 +SK97780,California,F,Bachelor,1011077.82%,15752,90.0000000000,1/0/00,Corporate Auto,Two-Door Car,339.344531 +IO33050,Oregon,F,High School or Below,511941.43%,40169,65.0000000000,1/1/00,Personal Auto,Four-Door Car,302.818833 +XA55917,California,F,College,853383.20%,26049,113.0000000000,1/1/00,Personal Auto,SUV,619.165344 +JK32620,Nevada,M,College,222476.80%,0,68.0000000000,1/0/00,Personal Auto,Four-Door Car,326.4 +RQ19236,Arizona,M,Doctor,804280.38%,55411,100.0000000000,1/0/00,Personal Auto,Sports Car,259.561195 +QC47433,Oregon,M,College,255443.71%,12459,70.0000000000,1/0/00,Personal Auto,Four-Door Car,336 +RA93608,Oregon,M,Bachelor,1807394.00%,64620,76.0000000000,1/1/00,Personal Auto,Two-Door Car,364.8 +XH97711,California,M,Bachelor,243050.66%,83140,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,179.161843 +AU96286,Oregon,F,Bachelor,316765.84%,0,92.0000000000,1/0/00,Corporate Auto,Four-Door Car,662.4 +KC17170,Arizona,F,Bachelor,546560.40%,54422,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,75.501852 +ZN47335,California,M,College,1035751.42%,68309,131.0000000000,1/0/00,Corporate Auto,SUV,306.983596 +EI46264,California,M,High School or Below,253781.39%,56621,65.0000000000,1/2/00,Personal Auto,Four-Door Car,84.026848 +EK87864,Arizona,F,College,282194.72%,38977,70.0000000000,1/0/00,Special Auto,Four-Door Car,139.489926 +GV45403,AZ,M,Bachelor,775712.81%,0,111.0000000000,1/0/00,Corporate Auto,Two-Door Car,607.4459 +QK31192,AZ,M,High School or Below,407913.27%,0,114.0000000000,1/0/00,Corporate Auto,Two-Door Car,631.124372 +LU89008,AZ,F,College,595554.46%,0,83.0000000000,1/0/00,Personal Auto,Four-Door Car,628.023494 +NS10490,Oregon,F,Bachelor,1415861.36%,83235,70.0000000000,1/0/00,Personal Auto,Two-Door Car,336 +KL98495,Nevada,M,College,848723.80%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,426.655599 +IU96845,AZ,M,College,628547.69%,32390,80.0000000000,1/0/00,Personal Auto,Four-Door Car,91.417923 +QL93655,Oregon,F,High School or Below,1147348.15%,66538,95.0000000000,1/0/00,Personal Auto,Two-Door Car,317.844812 +PF40592,Washington,F,College,494263.06%,23285,65.0000000000,1/0/00,Personal Auto,Two-Door Car,118.446235 +LZ34046,Oregon,M,Bachelor,2359468.02%,76358,66.0000000000,1/0/00,Personal Auto,Four-Door Car,86.461582 +JC80093,Washington,M,Master,257250.66%,21104,66.0000000000,1/0/00,Personal Auto,Four-Door Car,118.454974 +YE88490,AZ,F,College,538089.86%,55350,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +YC80498,California,F,College,477055.09%,12964,65.0000000000,1/0/00,Personal Auto,Two-Door Car,362.774545 +AI85843,AZ,F,Master,675665.14%,33288,86.0000000000,1/2/00,Personal Auto,Four-Door Car,221.856184 +XD66024,AZ,F,College,593601.18%,0,84.0000000000,1/0/00,Personal Auto,Four-Door Car,980.169081 +FY51713,AZ,F,Bachelor,357076.05%,56168,88.0000000000,1/0/00,Personal Auto,Four-Door Car,614.675906 +PH26378,California,M,College,601996.05%,0,92.0000000000,1/0/00,Personal Auto,Four-Door Car,662.4 +WQ18638,Oregon,M,High School or Below,542686.40%,23105,69.0000000000,1/0/00,Personal Auto,Two-Door Car,331.2 +KY14688,Oregon,F,Master,273031.38%,36218,68.0000000000,1/0/00,Personal Auto,Four-Door Car,145.252168 +TC97762,California,F,High School or Below,498268.14%,52275,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,374.240783 +QC87108,Oregon,F,College,876926.68%,49665,74.0000000000,1/0/00,Personal Auto,Four-Door Car,355.2 +CX12134,Nevada,M,High School or Below,422061.35%,32471,110.0000000000,1/0/00,Personal Auto,Two-Door Car,528 +SM73248,AZ,M,High School or Below,1153750.51%,0,86.0000000000,1/1/00,Corporate Auto,Two-Door Car,619.2 +CK19789,California,F,Master,588718.20%,62773,73.0000000000,1/0/00,Personal Auto,Four-Door Car,80.669257 +UV12583,California,F,College,470058.38%,76694,117.0000000000,1/0/00,Personal Auto,SUV,561.6 +JC11405,Oregon,M,High School or Below,1096395.72%,55687,276.0000000000,1/0/00,Personal Auto,Luxury SUV,1324.8 +KA89683,AZ,F,High School or Below,252317.12%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,504 +BG85305,Nevada,M,Doctor,375780.47%,36633,96.0000000000,1/1/00,Personal Auto,Four-Door Car,460.8 +UQ87917,Oregon,M,High School or Below,1294173.35%,77060,106.0000000000,1/0/00,Personal Auto,SUV,468.566133 +XN11823,Nevada,F,Bachelor,376446.51%,92600,94.0000000000,1/0/00,Corporate Auto,Two-Door Car,842.43785 +OS46571,California,M,High School or Below,688955.70%,0,66.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +PX17116,Nevada,M,College,362345.42%,0,111.0000000000,1/2/00,Corporate Auto,SUV,1171.93117 +RP19541,AZ,M,College,758211.38%,64801,64.0000000000,1/0/00,Personal Auto,Four-Door Car,268.471802 +ZR25747,Oregon,F,College,827774.56%,45257,103.0000000000,1/0/00,Corporate Auto,Two-Door Car,494.4 +NQ86532,California,M,High School or Below,257645.56%,26854,66.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +JY27336,Oregon,F,College,820538.79%,85840,102.0000000000,1/2/00,Corporate Auto,SUV,138.722385 +PB54378,Oregon,F,Doctor,1958246.89%,26463,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +SV38190,Nevada,F,Bachelor,648152.66%,30689,81.0000000000,1/0/00,Personal Auto,Four-Door Car,467.24802 +CV24005,Oregon,M,High School or Below,259931.09%,29590,66.0000000000,1/0/00,Corporate Auto,Two-Door Car,467.503236 +EX28656,Oregon,F,College,983033.76%,25965,253.0000000000,1/0/00,Personal Auto,Luxury SUV,1214.4 +CF57022,Oregon,M,Bachelor,1044265.14%,17269,139.0000000000,1/0/00,Personal Auto,SUV,667.2 +GM16780,Oregon,M,College,3605753.70%,90330,137.0000000000,1/3/00,Corporate Auto,Sports Car,192.085299 +BX94438,California,F,High School or Below,847003.68%,0,113.0000000000,1/0/00,Corporate Auto,SUV,619.973889 +RM41745,California,F,High School or Below,827878.65%,0,110.0000000000,1/0/00,Personal Auto,Four-Door Car,1002.782553 +XR70252,California,F,High School or Below,478893.26%,0,67.0000000000,1/1/00,Personal Auto,Two-Door Car,321.6 +YH92099,AZ,F,Bachelor,308799.99%,18558,80.0000000000,1/0/00,Special Auto,Four-Door Car,384 +SG81493,Arizona,M,Bachelor,444373.62%,46384,113.0000000000,1/0/00,Corporate Auto,Four-Door Car,251.774574 +ZX23819,Oregon,F,High School or Below,798408.65%,0,72.0000000000,1/0/00,Personal Auto,Two-Door Car,866.208321 +FJ54907,Oregon,F,College,718097.10%,42303,180.0000000000,1/0/00,Personal Auto,Luxury SUV,1210.920949 +CU26127,California,F,Bachelor,1565603.43%,71731,130.0000000000,1/0/00,Corporate Auto,SUV,599.648466 +YH60476,Oregon,M,High School or Below,578018.22%,51066,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,787.993313 +ZZ97035,California,M,College,2071494.04%,0,203.0000000000,1/0/00,Corporate Auto,Luxury Car,2027.724442 +GE82737,Nevada,F,Bachelor,533735.24%,0,86.0000000000,1/3/00,Personal Auto,Four-Door Car,619.2 +KY21873,Arizona,M,College,505082.62%,0,69.0000000000,1/0/00,Personal Auto,Two-Door Car,72.852047 +UA51318,Arizona,F,High School or Below,511662.40%,26173,68.0000000000,1/1/00,Corporate Auto,Four-Door Car,449.819671 +BV55014,Oregon,M,Bachelor,726873.70%,24445,63.0000000000,1/0/00,Personal Auto,Two-Door Car,302.4 +HX21307,Oregon,Male,College,261661.39%,72302,66.0000000000,1/0/00,Personal Auto,Two-Door Car,316.8 +LQ68252,Oregon,Male,High School or Below,373843.62%,27208,102.0000000000,1/0/00,Personal Auto,SUV,489.6 +CR92802,California,F,Master,272535.64%,36650,69.0000000000,1/1/00,Special Auto,Four-Door Car,56.60333 +SL35268,Arizona,Male,College,545386.12%,30855,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,259.060862 +RD62882,Arizona,F,Bachelor,684615.03%,0,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +JS42382,Oregon,Male,Master,617291.42%,99960,76.0000000000,1/0/00,Corporate Auto,Four-Door Car,364.8 +BT30554,Arizona,F,Bachelor,1034632.45%,0,98.0000000000,1/0/00,Personal Auto,Four-Door Car,470.4 +VP57424,Nevada,F,Bachelor,699700.86%,55873,88.0000000000,1/0/00,Personal Auto,Four-Door Car,299.356083 +VU19243,Arizona,F,High School or Below,419625.77%,18052,111.0000000000,1/0/00,Personal Auto,Four-Door Car,699.1679 +TA82973,Oregon,F,High School or Below,785810.98%,28937,104.0000000000,1/2/00,Personal Auto,SUV,117.959654 +GK71720,Oregon,F,High School or Below,606434.40%,0,86.0000000000,1/0/00,Personal Auto,Four-Door Car,545.240341 +OQ61223,California,Male,College,1749752.20%,0,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +LL62746,Oregon,Male,Doctor,897064.73%,12829,118.0000000000,1/0/00,Personal Auto,SUV,328.231432 +JQ56711,Oregon,F,Master,592311.72%,92163,73.0000000000,1/0/00,Personal Auto,Two-Door Car,66.568642 +AW77988,Oregon,Male,High School or Below,3585059.94%,17588,192.0000000000,1/0/00,Personal Auto,Luxury Car,1382.4 +QP84605,Washington,F,Bachelor,870984.53%,41546,111.0000000000,1/0/00,Corporate Auto,Four-Door Car,121.306839 +MY97912,Arizona,Male,College,1330933.52%,0,127.0000000000,1/0/00,Personal Auto,SUV,609.6 +IB87349,California,M,High School or Below,452850.49%,70340,113.0000000000,1/0/00,Special Auto,Four-Door Car,542.4 +AW73065,Oregon,F,High School or Below,279190.65%,0,74.0000000000,1/0/00,Personal Auto,Four-Door Car,532.8 +BW80872,Washington,M,High School or Below,443441.12%,34549,111.0000000000,1/0/00,Personal Auto,Four-Door Car,125.933005 +PX70175,Arizona,M,College,799600.75%,93459,99.0000000000,1/0/00,Personal Auto,Four-Door Car,655.41333 +KF75098,Arizona,M,Bachelor,512973.90%,86148,65.0000000000,1/2/00,Personal Auto,Four-Door Car,312 +IS50283,California,F,Bachelor,569717.52%,27048,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,345.6 +MY64920,Oregon,F,College,921713.06%,73259,115.0000000000,1/0/00,Personal Auto,SUV,673.34265 +KN34250,Oregon,F,College,1020892.76%,35482,129.0000000000,1/0/00,Corporate Auto,SUV,619.2 +GN46207,Oregon,F,Master,417068.73%,29462,107.0000000000,1/1/00,Personal Auto,SUV,513.6 +KL57176,Oregon,F,College,450540.58%,67801,115.0000000000,1/1/00,Personal Auto,SUV,23.810491 +MN94234,California,M,High School or Below,310756.86%,0,94.0000000000,1/4/00,Personal Auto,Two-Door Car,451.2 +JY90595,Arizona,M,High School or Below,552866.50%,16042,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +HK26543,California,M,High School or Below,504586.67%,28056,64.0000000000,1/1/00,Personal Auto,Four-Door Car,307.2 +PN86062,California,M,High School or Below,296272.25%,16495,85.0000000000,1/3/00,Corporate Auto,Four-Door Car,408 +VW27730,California,F,Master,866595.64%,41163,108.0000000000,1/0/00,Corporate Auto,SUV,231.922173 +SH55671,Arizona,F,College,1141344.12%,0,161.0000000000,1/1/00,Personal Auto,Sports Car,772.8 +MO56878,California,M,Bachelor,1548843.20%,33799,109.0000000000,1/3/00,Corporate Auto,SUV,664.980242 +VO38365,Washington,F,College,886114.95%,90125,110.0000000000,1/0/00,Corporate Auto,SUV,128.645946 +SV35618,Oregon,F,Bachelor,593474.15%,87747,147.0000000000,1/1/00,Personal Auto,SUV,46.492039 +RX12347,Nevada,M,College,354323.21%,35695,90.0000000000,1/0/00,Personal Auto,Four-Door Car,432 +FR55658,California,M,Master,349002.83%,90985,87.0000000000,1/0/00,Personal Auto,Four-Door Car,78.085149 +XS12556,California,F,College,368309.99%,0,101.0000000000,1/0/00,Corporate Auto,Sports Car,564.466556 +ZU73588,California,M,College,598977.39%,66839,154.0000000000,1/0/00,Personal Auto,Sports Car,739.2 +WT43034,California,F,High School or Below,1250084.30%,0,165.0000000000,1/0/00,Personal Auto,SUV,792 +VM13430,Oregon,F,Bachelor,860915.82%,79090,107.0000000000,1/0/00,Corporate Auto,SUV,289.040734 +TC78849,Oregon,M,Bachelor,249745.51%,24825,64.0000000000,1/0/00,Personal Auto,Two-Door Car,155.938593 +VC34764,California,M,College,701917.72%,26806,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +WO90953,Oregon,F,College,538792.63%,56835,67.0000000000,1/0/00,Personal Auto,Two-Door Car,326.549425 +IU47468,Oregon,F,Bachelor,616555.75%,0,88.0000000000,1/0/00,Special Auto,Two-Door Car,653.65668 +KO46064,California,M,Bachelor,273020.29%,46135,69.0000000000,1/0/00,Personal Auto,Four-Door Car,103.935601 +RB34917,Arizona,F,Bachelor,516211.69%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,809.532341 +BI38192,Oregon,F,High School or Below,793706.48%,22862,67.0000000000,1/0/00,Personal Auto,Two-Door Car,321.6 +PU18983,Oregon,F,High School or Below,860815.72%,21450,110.0000000000,1/2/00,Personal Auto,Sports Car,528 +SW79912,Oregon,M,Bachelor,263254.58%,95854,65.0000000000,1/0/00,Personal Auto,Two-Door Car,312 +ES39217,Oregon,F,Bachelor,778500.42%,44897,99.0000000000,1/1/00,Personal Auto,Four-Door Car,580.72531 +KP72427,Washington,M,High School or Below,2163983.86%,64455,108.0000000000,1/0/00,Personal Auto,SUV,133.735395 +UA19178,Oregon,F,Master,498082.50%,53265,62.0000000000,1/0/00,Personal Auto,Four-Door Car,238.005074 +PR53785,Arizona,F,High School or Below,745723.78%,0,198.0000000000,1/1/00,Personal Auto,Luxury Car,1577.674417 +XF57481,Washington,M,Master,1064093.93%,50450,90.0000000000,1/0/00,Personal Auto,Two-Door Car,135.892444 +CN90378,California,F,High School or Below,686250.83%,54780,88.0000000000,1/3/00,Personal Auto,Four-Door Car,135.26125 +KI56154,Nevada,M,High School or Below,904898.34%,0,119.0000000000,1/0/00,Personal Auto,Sports Car,571.2 +UI55951,California,M,Bachelor,554803.19%,67798,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +FF28650,Oregon,M,Bachelor,831268.16%,21442,118.0000000000,1/0/00,Personal Auto,SUV,566.4 +FS55302,California,M,Bachelor,238998.10%,27615,62.0000000000,1/1/00,Personal Auto,Four-Door Car,297.6 +TN79487,California,M,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +HG32616,Nevada,M,High School or Below,529574.17%,50200,135.0000000000,1/0/00,Personal Auto,Sports Car,637.063458 +UK41984,Arizona,F,Doctor,383960.61%,0,112.0000000000,1/2/00,Personal Auto,SUV,537.6 +LZ52266,California,F,High School or Below,373150.46%,0,96.0000000000,1/0/00,Personal Auto,Four-Door Car,460.8 +PM27367,California,F,Master,277890.37%,73570,70.0000000000,1/1/00,Special Auto,Two-Door Car,75.936096 +ZK21724,Oregon,F,High School or Below,401654.20%,0,111.0000000000,1/0/00,Personal Auto,SUV,799.2 +BH35482,Washington,M,Doctor,493094.93%,70412,61.0000000000,1/0/00,Corporate Auto,Two-Door Car,136.291083 +QE22757,Nevada,M,Doctor,249131.70%,36631,62.0000000000,1/0/00,Personal Auto,Four-Door Car,67.530904 +ON77649,Oregon,F,College,290887.59%,35895,73.0000000000,1/0/00,Personal Auto,Four-Door Car,312.921256 +RN82884,Arizona,F,College,428294.80%,40864,109.0000000000,1/1/00,Personal Auto,SUV,166.937747 +CQ75652,Oregon,M,College,834162.37%,0,118.0000000000,1/0/00,Personal Auto,Four-Door Car,566.4 +FF58467,Arizona,F,Master,509078.13%,93018,63.0000000000,1/0/00,Personal Auto,Four-Door Car,135.382194 +BS83666,Oregon,M,Bachelor,736618.83%,70014,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,17.742954 +WO29605,Oregon,F,College,243687.51%,48875,61.0000000000,1/0/00,Personal Auto,Two-Door Car,1.838367 +TL77607,California,M,Bachelor,885268.87%,67969,74.0000000000,1/0/00,Personal Auto,Four-Door Car,197.776009 +EZ50606,Oregon,F,High School or Below,2387547.68%,0,108.0000000000,1/0/00,Corporate Auto,SUV,612.102262 +OS39723,Oregon,F,Doctor,560049.65%,68665,69.0000000000,1/0/00,Personal Auto,Two-Door Car,331.2 +FN69743,California,M,College,463654.65%,26802,66.0000000000,1/1/00,Corporate Auto,Two-Door Car,316.8 +XW96958,Nevada,M,High School or Below,757334.51%,0,110.0000000000,1/0/00,Corporate Auto,Four-Door Car,1193.036154 +TU92578,California,M,College,1469663.55%,45345,125.0000000000,1/0/00,Personal Auto,SUV,600 +TL43709,Washington,M,Bachelors,897214.03%,89689,74.0000000000,1/0/00,Personal Auto,Four-Door Car,136.829537 +YE68736,California,F,Bachelor,772484.01%,32051,193.0000000000,1/1/00,Personal Auto,SUV,926.4 +OB96537,Oregon,M,Master,594667.07%,81139,74.0000000000,1/0/00,Special Auto,Four-Door Car,392.6364 +EU68825,Oregon,F,Master,800054.51%,63834,100.0000000000,1/1/00,Personal Auto,Sports Car,215.226476 +CC31456,Arizona,M,Bachelor,645756.10%,37548,81.0000000000,1/0/00,Special Auto,Four-Door Car,160.598662 +DJ77787,Arizona,F,High School or Below,728144.01%,0,69.0000000000,1/3/00,Personal Auto,Four-Door Car,371.803029 +LN26837,California,M,High School or Below,259243.78%,72421,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +YI92916,Nevada,M,Master,467842.34%,83102,116.0000000000,1/0/00,Corporate Auto,Four-Door Car,443.670399 +NW54906,Oregon,M,College,1386992.71%,28432,118.0000000000,1/0/00,Personal Auto,SUV,612.300581 +ME77513,Nevada,F,Master,871777.78%,83707,108.0000000000,1/0/00,Corporate Auto,Four-Door Car,290.391526 +UK76891,California,F,College,523398.68%,63259,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,316.795337 +SI26888,Nevada,F,High School or Below,476418.97%,0,67.0000000000,1/0/00,Personal Auto,Four-Door Car,405.527937 +YD74948,Oregon,F,College,247246.92%,63860,62.0000000000,1/0/00,Personal Auto,Four-Door Car,208.598246 +HB64268,Washington,M,Bachelor,281369.26%,43836,73.0000000000,1/0/00,Personal Auto,Four-Door Car,138.130879 +BW52697,California,F,College,550505.70%,86132,68.0000000000,1/0/00,Personal Auto,Two-Door Car,301.437365 +NL41409,Oregon,F,Bachelor,260620.85%,28519,66.0000000000,1/0/00,Personal Auto,Two-Door Car,456.473115 +OD69005,Arizona,F,High School or Below,1048194.38%,39102,88.0000000000,1/0/00,Personal Auto,Four-Door Car,152.338562 +ZZ91716,California,F,Bachelor,325676.64%,0,89.0000000000,1/0/00,Personal Auto,Four-Door Car,491.755368 +UK70255,California,F,College,3047578.05%,97298,128.0000000000,1/0/00,Personal Auto,Sports Car,48.517439 +QT25383,Nevada,M,High School or Below,636490.22%,41986,84.0000000000,1/2/00,Personal Auto,Two-Door Car,430.375049 +AW18068,Arizona,M,High School or Below,946850.93%,0,88.0000000000,1/0/00,Personal Auto,Two-Door Car,633.6 +NS45347,Oregon,F,College,563145.19%,17291,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +FV19421,California,M,Bachelor,778099.93%,0,74.0000000000,1/0/00,Personal Auto,Four-Door Car,246.489123 +XW89091,California,M,College,981652.83%,37256,62.0000000000,1/0/00,Personal Auto,Four-Door Car,128.969729 +YC11951,Oregon,M,High School or Below,751913.36%,96306,95.0000000000,1/1/00,Corporate Auto,Four-Door Car,185.355353 +UY18770,California,F,Bachelor,1017971.70%,14290,271.0000000000,1/0/00,Personal Auto,Luxury SUV,1300.8 +RA49085,California,F,College,277283.92%,37038,71.0000000000,1/1/00,Corporate Auto,Four-Door Car,9.071305 +BG84194,Oregon,M,College,403750.18%,90760,103.0000000000,1/2/00,Special Auto,SUV,133.475315 +PT64580,Washington,M,Master,419196.61%,77048,103.0000000000,1/0/00,Personal Auto,SUV,141.199465 +MR67738,Oregon,F,High School or Below,267686.79%,54480,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +DM95829,California,M,College,252395.96%,16244,68.0000000000,1/0/00,Personal Auto,Two-Door Car,623.223617 +DB75522,California,F,College,698840.16%,22436,89.0000000000,1/0/00,Special Auto,Four-Door Car,427.2 +LM34525,Washington,F,College,874205.78%,71592,72.0000000000,1/0/00,Personal Auto,Four-Door Car,141.725051 +WW30771,Arizona,M,Master,267331.96%,28728,67.0000000000,1/0/00,Personal Auto,Four-Door Car,321.6 +QP65569,Arizona,M,High School or Below,1215732.99%,57449,103.0000000000,1/0/00,Personal Auto,Four-Door Car,494.4 +TN50051,California,F,Doctor,295776.40%,83318,73.0000000000,1/0/00,Personal Auto,Two-Door Car,211.336937 +UO86707,Washington,M,Bachelors,717390.94%,75217,61.0000000000,1/1/00,Personal Auto,Four-Door Car,147.080303 +JA41698,Nevada,M,Bachelor,309953.80%,0,102.0000000000,1/5/00,Corporate Auto,SUV,862.762957 +NX18774,Oregon,M,Bachelor,841568.46%,55308,107.0000000000,1/0/00,Corporate Auto,SUV,513.6 +DA69469,Oregon,F,College,2684312.45%,36068,97.0000000000,1/0/00,Personal Auto,Two-Door Car,113.367765 +CN23147,Oregon,M,Bachelor,1305717.07%,48804,112.0000000000,1/1/00,Corporate Auto,Four-Door Car,537.6 +RA68844,Oregon,M,College,959995.02%,0,131.0000000000,1/0/00,Personal Auto,SUV,943.2 +GH42026,Oregon,M,Bachelor,853510.89%,55790,111.0000000000,1/0/00,Personal Auto,SUV,117.672722 +BD16530,Arizona,F,Bachelor,829348.19%,70258,69.0000000000,1/0/00,Personal Auto,Four-Door Car,225.145949 +JH91579,Oregon,F,Bachelor,684615.03%,0,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +WK23685,Oregon,F,Bachelor,663685.98%,47274,83.0000000000,1/1/00,Corporate Auto,Four-Door Car,182.432565 +GR62267,Washington,F,College,560908.25%,44705,71.0000000000,1/0/00,Personal Auto,Two-Door Car,148.173152 +PI78084,Arizona,M,High School or Below,507732.09%,0,73.0000000000,1/0/00,Personal Auto,Two-Door Car,525.6 +GF97874,Washington,F,Master,527562.70%,70446,65.0000000000,1/0/00,Personal Auto,Four-Door Car,155.570802 +ZH19885,Washington,F,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Personal Auto,Four-Door Car,156.124914 +UK25655,Oregon,F,Bachelor,343525.01%,64348,86.0000000000,1/0/00,Personal Auto,Two-Door Car,212.391975 +QR45101,Oregon,M,Bachelor,662461.18%,0,62.0000000000,1/0/00,Corporate Auto,Two-Door Car,297.6 +EL93539,California,M,Master,575744.23%,88997,72.0000000000,1/0/00,Special Auto,Four-Door Car,174.041566 +EE99484,Washington,F,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,156.124914 +DP46882,California,F,High School or Below,288645.16%,10312,78.0000000000,1/0/00,Corporate Auto,Four-Door Car,486.278557 +WP41146,California,F,High School or Below,534143.88%,0,72.0000000000,1/1/00,Personal Auto,Four-Door Car,345.6 +TK60799,Arizona,F,High School or Below,416001.81%,96263,103.0000000000,1/0/00,Personal Auto,SUV,1.924709 +DN29808,California,F,College,284624.54%,28919,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,518.4 +SS59521,Oregon,F,College,477025.66%,0,68.0000000000,1/1/00,Personal Auto,Two-Door Car,326.4 +NG66579,Oregon,M,Bachelor,505961.62%,41869,64.0000000000,1/0/00,Personal Auto,Two-Door Car,262.12205 +TC14209,Arizona,F,High School or Below,909574.46%,0,128.0000000000,1/0/00,Personal Auto,SUV,921.6 +ED50963,California,F,High School or Below,268886.40%,32808,68.0000000000,1/1/00,Personal Auto,Four-Door Car,541.695658 +GP40701,California,F,Bachelor,827763.76%,79780,68.0000000000,1/0/00,Personal Auto,Four-Door Car,326.4 +CP98451,Oregon,F,College,905793.53%,91025,112.0000000000,1/0/00,Personal Auto,SUV,327.682669 +NX52648,California,F,High School or Below,380175.04%,33043,95.0000000000,1/0/00,Personal Auto,Two-Door Car,456 +ZC32510,Arizona,M,High School or Below,933934.16%,69442,118.0000000000,1/3/00,Personal Auto,Four-Door Car,1265.570302 +NG27780,Oregon,M,College,252012.32%,0,70.0000000000,1/0/00,Corporate Auto,Four-Door Car,63.043197 +HN95240,Arizona,F,College,498409.53%,0,70.0000000000,1/0/00,Corporate Auto,Four-Door Car,336 +EB59129,Oregon,F,Bachelor,259574.80%,47234,65.0000000000,1/0/00,Personal Auto,Four-Door Car,15.631363 +RA70851,Oregon,M,High School or Below,743769.33%,86863,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +PM19162,Oregon,M,Bachelor,1453678.76%,25805,66.0000000000,1/2/00,Personal Auto,Four-Door Car,375.866091 +MS59005,Nevada,M,Bachelor,591330.59%,43676,76.0000000000,1/0/00,Personal Auto,Four-Door Car,364.8 +SU71163,Arizona,M,College,277166.30%,59855,74.0000000000,1/4/00,Personal Auto,Two-Door Car,355.2 +BD35676,Arizona,M,Master,2919436.64%,35296,126.0000000000,1/0/00,Personal Auto,SUV,452.616872 +NI44621,Oregon,F,Master,988038.58%,36576,125.0000000000,1/1/00,Personal Auto,SUV,113.450122 +EW33419,California,F,High School or Below,1511440.24%,28513,100.0000000000,1/1/00,Corporate Auto,SUV,480 +HX44948,Oregon,M,Bachelor,575991.08%,85448,72.0000000000,1/0/00,Special Auto,Four-Door Car,16.03451 +DL36983,Oregon,F,High School or Below,849516.42%,23791,110.0000000000,1/3/00,Personal Auto,Two-Door Car,615.27228 +XR87264,California,F,Bachelor,438118.42%,20597,112.0000000000,1/0/00,Personal Auto,Four-Door Car,615.256301 +NN99001,Arizona,F,College,699782.74%,56940,87.0000000000,1/0/00,Personal Auto,Four-Door Car,512.66245 +XV95530,Oregon,M,Bachelor,1143058.85%,93210,71.0000000000,1/0/00,Personal Auto,Two-Door Car,74.523935 +OL97871,Oregon,F,Bachelor,748248.61%,48992,94.0000000000,1/1/00,Personal Auto,Four-Door Car,426.072946 +HQ23708,Arizona,F,Master,859691.66%,53736,71.0000000000,1/0/00,Personal Auto,Two-Door Car,169.287785 +WR63188,Arizona,M,College,785496.08%,25378,66.0000000000,1/1/00,Personal Auto,Four-Door Car,419.464143 +NG82219,Oregon,F,Bachelor,258240.85%,76731,64.0000000000,1/0/00,Personal Auto,Four-Door Car,201.455005 +KU29408,Washington,M,Master,907576.82%,37722,116.0000000000,1/0/00,Corporate Auto,Sports Car,158.077504 +RE46783,California,F,Bachelor,411858.86%,69379,103.0000000000,1/0/00,Personal Auto,Two-Door Car,494.4 +RU94434,Oregon,M,High School or Below,1215732.99%,57449,103.0000000000,1/0/00,Personal Auto,Four-Door Car,494.4 +GI82355,Arizona,M,Bachelor,515281.96%,0,68.0000000000,1/0/00,Corporate Auto,Four-Door Car,326.4 +VO26340,Nevada,M,College,651297.65%,0,93.0000000000,1/0/00,Personal Auto,Two-Door Car,669.6 +NV61299,Arizona,F,Bachelor,2778969.24%,33806,89.0000000000,1/0/00,Corporate Auto,Four-Door Car,395.729716 +DX31066,Washington,F,College,266727.00%,94041,66.0000000000,1/0/00,Personal Auto,Four-Door Car,159.756733 +CY50337,Oregon,F,College,1092840.71%,74965,90.0000000000,1/0/00,Personal Auto,Four-Door Car,58.557552 +TJ20375,Arizona,F,High School or Below,761538.13%,34095,63.0000000000,1/0/00,Personal Auto,Two-Door Car,302.4 +EP72155,California,F,College,200435.07%,0,66.0000000000,1/4/00,Personal Auto,Four-Door Car,316.8 +JJ76159,California,M,College,243468.12%,96045,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,8.582971 +BG15419,Nevada,F,Bachelor,1419536.03%,86355,118.0000000000,1/0/00,Personal Auto,Sports Car,285.418473 +AO74776,California,F,High School or Below,942768.49%,27824,118.0000000000,1/0/00,Personal Auto,SUV,566.4 +HQ82233,California,M,High School or Below,1198242.09%,42995,101.0000000000,1/0/00,Personal Auto,SUV,410.508316 +OL72737,Oregon,F,High School or Below,310278.95%,21235,79.0000000000,1/0/00,Personal Auto,Two-Door Car,244.23135 +ZQ59828,California,M,High School or Below,422263.12%,74585,106.0000000000,1/0/00,Personal Auto,SUV,218.598065 +NZ15548,Oregon,M,Bachelor,402381.44%,41833,103.0000000000,1/0/00,Personal Auto,Four-Door Car,643.826716 +XK61304,California,F,College,529715.18%,23908,70.0000000000,1/0/00,Personal Auto,Four-Door Car,336 +EJ44139,Oregon,M,Bachelor,2142363.72%,0,65.0000000000,1/0/00,Personal Auto,Two-Door Car,312 +CM94425,Arizona,M,Bachelor,441620.62%,61953,113.0000000000,1/0/00,Personal Auto,SUV,497.047297 +OV54878,California,M,Bachelor,463903.52%,0,142.0000000000,1/0/00,Corporate Auto,SUV,1022.4 +JF57282,Nevada,M,Bachelor,486354.46%,0,137.0000000000,1/0/00,Personal Auto,SUV,657.6 +MY37953,Arizona,F,Bachelor,2583090.98%,73760,107.0000000000,1/1/00,Personal Auto,Sports Car,230.245772 +XP64922,Oregon,F,College,297431.49%,23333,74.0000000000,1/0/00,Corporate Auto,Four-Door Car,5.622751 +WL65572,California,M,College,206445.88%,0,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +LN50325,Arizona,F,High School or Below,1006460.83%,20440,128.0000000000,1/2/00,Corporate Auto,Sports Car,614.4 +HJ15383,Washington,M,Master,803240.19%,27658,68.0000000000,1/0/00,Personal Auto,Four-Door Car,160.07526 +KH59823,California,M,College,548921.41%,50943,139.0000000000,1/0/00,Special Auto,SUV,667.2 +YM79169,California,M,Bachelor,261275.67%,19003,71.0000000000,1/0/00,Personal Auto,Two-Door Car,34.651305 +DR38127,California,M,College,857346.39%,46703,108.0000000000,1/0/00,Personal Auto,Four-Door Car,678.100487 +PU42145,California,M,Bachelor,2412750.40%,14072,71.0000000000,1/0/00,Personal Auto,Four-Door Car,511.2 +KM33477,Oregon,M,College,855038.66%,21733,73.0000000000,1/0/00,Corporate Auto,Four-Door Car,525.6 +RI53167,Arizona,M,Bachelor,230864.80%,20811,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +OF77789,Arizona,F,High School or Below,425462.07%,11904,61.0000000000,1/2/00,Personal Auto,Two-Door Car,292.8 +YB33445,Oregon,F,College,898285.04%,43490,114.0000000000,1/4/00,Corporate Auto,SUV,174.588413 +BA17836,California,M,High School or Below,786816.60%,57340,67.0000000000,1/0/00,Corporate Auto,Four-Door Car,159.391681 +JS43228,California,M,College,770424.87%,49088,97.0000000000,1/0/00,Corporate Auto,Four-Door Car,698.4 +BB11622,Nevada,M,Master,1055217.00%,47761,131.0000000000,1/0/00,Personal Auto,SUV,232.711071 +HQ70429,Washington,F,College,1604510.95%,0,65.0000000000,1/0/00,Personal Auto,Two-Door Car,163.046956 +WK88044,Arizona,M,Bachelor,873783.75%,61281,110.0000000000,1/0/00,Personal Auto,SUV,79.865605 +LA80525,Nevada,M,Bachelor,545489.07%,0,82.0000000000,1/1/00,Corporate Auto,Two-Door Car,393.6 +EH16250,Arizona,M,Bachelor,770528.33%,25290,66.0000000000,1/0/00,Personal Auto,Four-Door Car,382.085897 +PU41872,Arizona,F,High School or Below,703926.24%,24239,88.0000000000,1/0/00,Personal Auto,Four-Door Car,48.348319 +HB85743,California,M,Bachelor,883808.56%,82664,114.0000000000,1/3/00,Personal Auto,SUV,133.425609 +MM71959,Arizona,M,Bachelor,873352.73%,83210,110.0000000000,1/0/00,Personal Auto,Sports Car,528 +MB83663,Oregon,F,Bachelor,959747.48%,38736,81.0000000000,1/0/00,Personal Auto,Two-Door Car,561.414794 +KR43119,California,M,College,450666.02%,0,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +KH24214,Oregon,M,College,1785797.23%,55437,64.0000000000,1/1/00,Personal Auto,Four-Door Car,445.287788 +AC40767,Washington,M,Bachelors,249780.82%,68041,6464.0000000000,1/0/00,Personal Auto,Two-Door Car,165.570243 +HP55391,Oregon,M,Master,542613.62%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,407.99684 +EG62398,California,F,High School or Below,799814.38%,29066,100.0000000000,1/0/00,Personal Auto,SUV,844.229478 +VS19949,Nevada,M,Bachelor,289762.07%,54337,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +AM92343,Oregon,F,High School or Below,1159950.22%,67616,96.0000000000,1/0/00,Personal Auto,Four-Door Car,340.306584 +GI68556,California,F,Bachelor,1514793.06%,41082,63.0000000000,1/0/00,Personal Auto,Two-Door Car,106.647493 +JT11876,WA,F,High School or Below,543576.78%,0,10202.0000000000,1/0/00,Personal Auto,Four-Door Car,626.116259 +XR64251,Nevada,F,Master,272535.64%,36650,69.0000000000,1/1/00,Personal Auto,Four-Door Car,56.60333 +MK34957,Oregon,F,College,1329771.23%,50631,112.0000000000,1/4/00,Special Auto,SUV,784.65781 +GP18756,California,M,College,992704.97%,19592,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +AP23850,WA,F,High School or Below,1777154.90%,0,114.0000000000,1/0/00,Personal Auto,Two-Door Car,547.2 +KQ65521,Arizona,F,College,1826927.02%,55761,115.0000000000,1/0/00,Personal Auto,Sports Car,86.27772 +EJ19449,California,F,College,272221.07%,17576,71.0000000000,1/0/00,Special Auto,Four-Door Car,398.502948 +QB70027,California,F,Bachelor,708321.24%,41449,89.0000000000,1/0/00,Personal Auto,Four-Door Car,63.516572 +QW47320,Cali,F,Bachelor,1017971.70%,14290,271.0000000000,1/0/00,Personal Auto,Luxury SUV,1300.8 +KH64733,Nevada,F,College,588950.91%,62007,73.0000000000,1/0/00,Personal Auto,Four-Door Car,120.015609 +ON59472,Arizona,M,High School or Below,1577139.34%,21921,206.0000000000,1/0/00,Corporate Auto,Luxury SUV,1254.137899 +HP94242,Arizona,F,Bachelor,528817.33%,42621,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +RV15398,Oregon,M,College,2758055.40%,0,87.0000000000,1/1/00,Personal Auto,Four-Door Car,417.6 +EA25683,WA,M,High School or Below,777853.23%,63786,196.0000000000,1/0/00,Corporate Auto,Luxury SUV,798.002689 +PW73754,Cali,F,High School or Below,734186.13%,0,104.0000000000,1/3/00,Personal Auto,Sports Car,82.041684 +MC71942,Cali,F,High School or Below,791919.70%,82877,99.0000000000,1/1/00,Personal Auto,Two-Door Car,22.819088 +OX72195,Arizona,M,College,216387.02%,0,63.0000000000,1/0/00,Corporate Auto,Two-Door Car,302.4 +YQ99152,Nevada,M,High School or Below,978780.88%,10475,88.0000000000,1/1/00,Personal Auto,Two-Door Car,422.4 +KI19439,Oregon,F,High School or Below,520764.08%,21952,66.0000000000,1/0/00,Personal Auto,Four-Door Car,316.8 +PM76175,Oregon,F,Bachelor,2114727.72%,49721,132.0000000000,1/0/00,Corporate Auto,Sports Car,639.971388 +US45383,Cali,M,College,1228076.66%,88340,102.0000000000,1/0/00,Personal Auto,Two-Door Car,489.6 +GT38956,Cali,F,College,244139.42%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +SN41301,Oregon,M,Bachelor,653556.06%,0,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,468 +BE62503,WA,F,College,920659.83%,24589,82.0000000000,1/0/00,Personal Auto,Two-Door Car,511.497882 +PA16884,Cali,F,Bachelor,411858.86%,69379,103.0000000000,1/0/00,Personal Auto,Two-Door Car,494.4 +NC58480,Nevada,F,Bachelor,483820.90%,73769,61.0000000000,1/2/00,Personal Auto,Four-Door Car,239.540223 +NS39326,Cali,F,College,462554.81%,66670,114.0000000000,1/0/00,Personal Auto,SUV,518.180364 +PN18507,Arizona,M,Bachelor,1404210.30%,88854,118.0000000000,1/0/00,Personal Auto,Two-Door Car,715.252366 +EK91340,Oregon,M,Bachelor,754661.35%,31266,193.0000000000,1/0/00,Corporate Auto,Luxury Car,926.4 +JY16280,Cali,F,High School or Below,251459.20%,43860,65.0000000000,1/0/00,Personal Auto,Four-Door Car,156.124914 +ZW71731,Cali,M,Bachelor,517035.84%,89284,133.0000000000,1/2/00,Corporate Auto,SUV,402.070719 +ZC24631,Oregon,M,College,1391737.72%,67267,89.0000000000,1/0/00,Corporate Auto,Four-Door Car,94.814032 +YR34689,Cali,F,High School or Below,1131813.08%,79270,95.0000000000,1/3/00,Personal Auto,Four-Door Car,456 +RT65829,Oregon,M,Bachelor,427636.36%,36692,109.0000000000,1/1/00,Personal Auto,Four-Door Car,523.2 +BZ12077,Oregon,F,High School or Below,432224.03%,0,119.0000000000,1/0/00,Personal Auto,SUV,571.2 +WM65373,Cali,F,College,800230.83%,0,107.0000000000,1/0/00,Corporate Auto,SUV,513.6 +NH35059,Nevada,M,College,388545.64%,0,105.0000000000,1/0/00,Corporate Auto,Four-Door Car,504 +QD38160,Oregon,M,College,447177.82%,0,135.0000000000,1/0/00,Personal Auto,SUV,972 +BM15160,Cali,F,High School or Below,849635.28%,44624,71.0000000000,1/1/00,Special Auto,Four-Door Car,73.883044 +VY79030,Arizona,F,College,2250088.35%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,340.8 +EV19512,Nevada,F,Master,1630196.76%,19614,85.0000000000,1/0/00,Personal Auto,Two-Door Car,574.024018 +TE13577,Oregon,F,College,231973.59%,0,64.0000000000,1/0/00,Personal Auto,Four-Door Car,632.715382 +WY97929,Arizona,M,College,871704.98%,83846,74.0000000000,1/3/00,Special Auto,Four-Door Car,355.2 +YG20683,WA,M,College,286011.17%,51159,72.0000000000,1/0/00,Personal Auto,Four-Door Car,4.238626 +FK75497,Cali,M,College,245340.83%,83772,62.0000000000,1/0/00,Personal Auto,Two-Door Car,42.248087 +NE60110,Arizona,M,College,598977.39%,66839,154.0000000000,1/0/00,Personal Auto,Sports Car,739.2 +TN36521,Arizona,F,College,2498022.55%,88440,70.0000000000,1/0/00,Personal Auto,Two-Door Car,27.145151 +HG33568,Arizona,F,Master,748263.95%,25666,63.0000000000,1/2/00,Personal Auto,Four-Door Car,270.002766 +TW17878,Oregon,F,High School or Below,245757.60%,52926,61.0000000000,1/0/00,Personal Auto,Four-Door Car,292.8 +ZO83562,Nevada,F,Bachelor,237974.12%,0,67.0000000000,1/0/00,Personal Auto,Four-Door Car,494.946438 +CH97539,WA,F,Bachelor,828696.44%,40001,70.0000000000,1/0/00,Personal Auto,Four-Door Car,142.567008 +CV29889,Cali,M,College,239391.54%,0,70.0000000000,1/0/00,Personal Auto,Four-Door Car,425.266308 +MO33320,Oregon,M,College,465715.95%,18024,65.0000000000,1/0/00,Personal Auto,Two-Door Car,312 +QZ81258,Oregon,F,College,1319792.89%,0,68.0000000000,1/3/00,Personal Auto,Four-Door Car,326.4 +NY56352,Oregon,F,Bachelor,280391.67%,23220,74.0000000000,1/0/00,Personal Auto,Four-Door Car,251.334247 +EA27048,Cali,F,High School or Below,864650.41%,64125,108.0000000000,1/0/00,Personal Auto,SUV,369.818708 +UT38865,Oregon,F,College,742587.06%,58042,62.0000000000,1/0/00,Corporate Auto,Four-Door Car,161.419528 +QC89139,Oregon,F,High School or Below,452873.74%,90034,112.0000000000,1/0/00,Corporate Auto,SUV,537.6 +LA14484,Nevada,M,High School or Below,222707.28%,27972,61.0000000000,1/0/00,Special Auto,Four-Door Car,292.8 +HN57556,Cali,F,High School or Below,729294.88%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,312 +CV31235,Arizona,M,Bachelor,318435.52%,50989,80.0000000000,1/0/00,Corporate Auto,Four-Door Car,255.999709 +WR45726,Arizona,F,Bachelor,1131520.37%,11885,101.0000000000,1/0/00,Special Auto,Four-Door Car,484.8 +LB25094,Cali,F,Bachelor,253070.51%,89451,63.0000000000,1/0/00,Special Auto,Four-Door Car,61.769564 +KW56110,Oregon,M,Bachelor,1836155.53%,0,182.0000000000,1/0/00,Personal Auto,Luxury Car,1310.4 +XO36233,WA,M,Bachelor,864153.00%,78904,109.0000000000,1/0/00,Personal Auto,SUV,250.001424 +ZX86243,Arizona,M,Doctor,327853.19%,70247,83.0000000000,1/1/00,Personal Auto,Four-Door Car,141.799422 +DW29763,Arizona,M,High School or Below,527198.21%,32653,67.0000000000,1/0/00,Personal Auto,Two-Door Car,321.6 +CT83377,WA,M,High School or Below,376363.77%,93595,97.0000000000,1/4/00,Special Auto,Four-Door Car,49.797016 +OQ90898,Cali,M,Master,1395556.96%,90279,115.0000000000,1/0/00,Personal Auto,SUV,372.175592 +GO77248,Oregon,F,College,500152.75%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,542.14385 +QW33258,Cali,M,Bachelor,708283.04%,53310,189.0000000000,1/3/00,Personal Auto,Luxury Car,1360.8 +OU79745,Cali,M,College,761948.28%,0,105.0000000000,1/0/00,Personal Auto,Four-Door Car,504 +VZ79886,Oregon,F,Bachelor,1255088.20%,22234,160.0000000000,1/0/00,Personal Auto,SUV,768 +FI92440,WA,F,High School or Below,3219660.04%,91375,99.0000000000,1/0/00,Personal Auto,Two-Door Car,72.632934 +YG85980,Nevada,F,High School or Below,679377.41%,22250,86.0000000000,1/0/00,Personal Auto,Two-Door Car,720.601429 +QM74621,Oregon,M,Bachelor,527231.97%,0,80.0000000000,1/0/00,Personal Auto,Four-Door Car,576 +EI71732,Oregon,F,Doctor,626534.33%,0,84.0000000000,1/1/00,Personal Auto,Four-Door Car,481.025786 +VN79010,Cali,F,High School or Below,854758.61%,51179,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,466.176731 +FI61723,Cali,M,Bachelor,278742.37%,38667,72.0000000000,1/0/00,Personal Auto,Four-Door Car,159.266473 +OH55411,Cali,F,Master,462680.11%,79487,114.0000000000,1/0/00,Corporate Auto,SUV,547.2 +TF10720,Nevada,F,Doctor,866336.40%,67763,107.0000000000,1/2/00,Personal Auto,Four-Door Car,41.283167 +NW30838,Nevada,M,High School or Below,387222.22%,0,62.0000000000,1/2/00,Corporate Auto,Four-Door Car,503.808329 +CB58476,Oregon,F,College,517081.15%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,859.599411 +WI69346,Cali,F,Master,896028.02%,71943,112.0000000000,1/0/00,Corporate Auto,SUV,305.653785 +FS76657,Oregon,F,College,547183.43%,53526,68.0000000000,1/0/00,Personal Auto,Four-Door Car,278.902846 +YX89016,Oregon,M,College,3493100.17%,35005,295.0000000000,1/0/00,Personal Auto,Luxury Car,1416 +PK28821,Cali,M,College,262039.23%,24721,67.0000000000,1/0/00,Personal Auto,Four-Door Car,139.963594 +MB51200,WA,M,College,1906949.95%,0,102.0000000000,1/2/00,Personal Auto,Four-Door Car,734.4 +XG44587,Arizona,M,Master,575744.23%,88997,72.0000000000,1/0/00,Personal Auto,Four-Door Car,174.041566 +FG91922,Arizona,M,Master,4022401.36%,48587,111.0000000000,1/0/00,Personal Auto,SUV,532.8 +OM99303,Arizona,F,High School or Below,270148.83%,76310,67.0000000000,1/0/00,Personal Auto,Two-Door Car,321.6 +RV67546,Cali,M,Bachelor,371243.05%,73205,92.0000000000,1/0/00,Personal Auto,Four-Door Car,37.299865 +UJ79253,Oregon,F,College,2185084.00%,51056,78.0000000000,1/0/00,Personal Auto,Four-Door Car,95.816516 +PN98247,Cali,M,College,784016.58%,58414,210.0000000000,1/2/00,Personal Auto,Luxury SUV,1008 +IB67546,Cali,F,Bachelor,823703.79%,23940,107.0000000000,1/0/00,Personal Auto,SUV,513.6 +OE19087,Cali,F,High School or Below,224347.39%,0,62.0000000000,1/0/00,Personal Auto,Four-Door Car,446.4 +CM95716,Cali,M,Bachelor,843446.41%,44216,71.0000000000,1/0/00,Personal Auto,Four-Door Car,72.205362 +MW62634,Cali,M,High School or Below,222707.28%,27972,61.0000000000,1/0/00,Corporate Auto,Four-Door Car,292.8 +QW67581,Arizona,F,High School or Below,517002.60%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +SN16059,Cali,F,Master,264144.61%,29305,66.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +OE51254,Cali,F,College,279068.30%,53882,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +RM42344,Oregon,M,College,274512.98%,91757,69.0000000000,1/1/00,Personal Auto,Four-Door Car,331.2 +GB35238,Cali,F,Bachelor,757953.27%,33906,64.0000000000,1/0/00,Personal Auto,Two-Door Car,401.592109 +ML82674,Oregon,M,Bachelor,1097878.03%,68158,139.0000000000,1/1/00,Personal Auto,SUV,253.183568 +EI85244,Cali,M,College,825506.01%,0,134.0000000000,1/3/00,Personal Auto,SUV,643.2 +DE28132,Oregon,M,College,474773.46%,42165,123.0000000000,1/0/00,Corporate Auto,SUV,799.673766 +TV25678,WA,M,College,354090.43%,0,101.0000000000,1/0/00,Personal Auto,SUV,727.2 +TY26512,Cali,M,Doctor,343613.43%,30817,88.0000000000,1/0/00,Personal Auto,Four-Door Car,91.834668 +OB69153,Cali,M,Bachelor,258218.53%,68074,65.0000000000,1/0/00,Personal Auto,Four-Door Car,27.987867 +QZ77637,Washington,F,College,1166509.78%,84978,35353.0000000000,1/1/00,Corporate Auto,Four-Door Car,166.77296 +XN41715,Cali,F,Master,739628.37%,71135,92.0000000000,1/1/00,Personal Auto,Four-Door Car,270.563995 +QR15857,Cali,F,College,433079.98%,0,61.0000000000,1/0/00,Personal Auto,Two-Door Car,292.8 +FL69363,Oregon,M,Master,907576.82%,37722,116.0000000000,1/0/00,Personal Auto,Sports Car,158.077504 +IS30295,Arizona,F,Bachelor,1463545.16%,0,139.0000000000,1/0/00,Personal Auto,SUV,667.2 +WA25797,Washington,Male,High School or Below,856476.82%,95697,107.0000000000,1/0/00,Personal Auto,Sports Car,178.006524 +NL59519,Cali,F,College,1156568.75%,64642,96.0000000000,1/0/00,Personal Auto,Four-Door Car,404.265696 +ZU93025,Oregon,F,College,277104.50%,50071,71.0000000000,1/0/00,Personal Auto,Two-Door Car,18.918935 +DK94262,Oregon,M,High School or Below,850712.88%,46754,106.0000000000,1/1/00,Personal Auto,SUV,513.818403 +UQ30615,Cali,M,College,758211.38%,64801,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,268.471802 +OR40060,Arizona,M,Bachelor,332309.25%,70410,83.0000000000,1/0/00,Personal Auto,Four-Door Car,131.828507 +DK32872,Nevada,F,High School or Below,523433.17%,66957,131.0000000000,1/1/00,Personal Auto,SUV,628.8 +FA46418,Nevada,F,High School or Below,2470959.96%,24213,78.0000000000,1/1/00,Personal Auto,Four-Door Car,374.4 +ER19995,Washington,F,College,1778627.78%,99790,6464.0000000000,1/0/00,Personal Auto,Four-Door Car,178.986788 +KI75855,Oregon,M,Master,255122.67%,79751,63.0000000000,1/0/00,Personal Auto,Two-Door Car,392.235698 +ND41876,Arizona,M,High School or Below,724771.37%,86122,182.0000000000,1/1/00,Personal Auto,Luxury SUV,873.6 +PN21042,Arizona,M,Bachelor,453884.78%,82297,116.0000000000,1/0/00,Personal Auto,Sports Car,0.382107 +GJ43254,Washington,M,College,3164210.46%,89057,98.0000000000,1/0/00,Corporate Auto,Two-Door Car,187.363583 +AL46984,Cali,M,High School or Below,873042.20%,43259,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.4 +JP58047,Oregon,M,College,833273.06%,0,79.0000000000,1/0/00,Personal Auto,Four-Door Car,379.2 +ZE85014,Cali,M,College,235774.70%,25064,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +KU88219,Arizona,M,Master,463716.40%,25816,119.0000000000,1/0/00,Personal Auto,Sports Car,571.2 +UU98729,Cali,M,Bachelor,535719.27%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,350.853987 +WS82822,Oregon,F,College,539197.10%,41662,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,217.973168 +YB49933,Arizona,M,Bachelor,369414.05%,96170,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +XC16387,Arizona,F,High School or Below,504041.24%,46072,64.0000000000,1/0/00,Personal Auto,Four-Door Car,25.934064 +XJ96748,Arizona,F,High School or Below,2749542.19%,37931,99.0000000000,1/0/00,Personal Auto,Four-Door Car,475.2 +TM98684,Oregon,M,High School or Below,484228.50%,35127,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +AY18433,Washington,F,High School or Below,2738281.89%,45473,76.0000000000,1/0/00,Special Auto,Two-Door Car,188.938397 +DM74502,Nevada,F,College,522710.19%,93087,131.0000000000,1/3/00,Corporate Auto,Sports Car,628.8 +FT56968,Arizona,M,High School or Below,259009.60%,22398,67.0000000000,1/2/00,Personal Auto,Four-Door Car,321.6 +OX36896,Cali,M,High School or Below,1053607.80%,92983,87.0000000000,1/1/00,Corporate Auto,Four-Door Car,153.205591 +BZ65376,Arizona,M,Bachelor,858127.87%,27689,239.0000000000,1/2/00,Personal Auto,Luxury SUV,2893.239678 +LN34660,Cali,F,College,946311.33%,69654,118.0000000000,1/0/00,Corporate Auto,SUV,629.532731 +JC29295,Cali,F,Bachelor,1344100.64%,80744,111.0000000000,1/0/00,Personal Auto,SUV,361.284757 +KJ87930,Cali,F,Bachelor,388650.48%,0,112.0000000000,1/0/00,Corporate Auto,SUV,1185.988301 +XT36360,Arizona,F,High School or Below,678489.37%,0,64.0000000000,1/1/00,Personal Auto,Four-Door Car,460.8 +IX35050,Arizona,M,Bachelor,2359468.02%,76358,66.0000000000,1/0/00,Special Auto,Four-Door Car,86.461582 +UN97379,Oregon,M,Bachelor,253862.63%,18608,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,340.8 +MR57294,Cali,M,High School or Below,563994.20%,73168,70.0000000000,1/0/00,Personal Auto,Four-Door Car,425.800112 +UG79499,Washington,M,Bachelor,1168137.43%,70930,99.0000000000,1/0/00,Personal Auto,Four-Door Car,190.43446 +UA50747,Washington,F,High School or Below,2599775.00%,62262,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,193.505325 +GL20444,Nevada,F,Master,1377836.93%,91474,113.0000000000,1/0/00,Corporate Auto,Two-Door Car,24.087774 +SP58110,Cali,F,Bachelor,492318.17%,61469,63.0000000000,1/5/00,Personal Auto,Four-Door Car,302.4 +XM91635,Arizona,F,High School or Below,227233.54%,16618,62.0000000000,1/0/00,Special Auto,Four-Door Car,219.288706 +TV82603,Cali,F,Bachelor,1489539.80%,48081,188.0000000000,1/0/00,Personal Auto,Luxury SUV,881.360959 +BB82067,Oregon,M,Doctor,975604.50%,67632,121.0000000000,1/0/00,Personal Auto,Sports Car,26.951627 +JP94676,Oregon,F,Bachelor,942297.41%,34115,119.0000000000,1/0/00,Personal Auto,SUV,466.122541 +VU53417,Arizona,M,High School or Below,383735.76%,23051,99.0000000000,1/0/00,Personal Auto,Two-Door Car,475.2 +IW54795,Cali,M,College,1095213.19%,23748,99.0000000000,1/0/00,Personal Auto,Four-Door Car,607.095655 +RN78170,Arizona,F,College,815913.66%,40589,69.0000000000,1/0/00,Corporate Auto,Four-Door Car,331.2 +IX55883,Cali,F,College,1948049.98%,50809,83.0000000000,1/0/00,Personal Auto,Four-Door Car,290.381707 +XM72420,Arizona,F,High School or Below,391936.67%,66676,97.0000000000,1/0/00,Personal Auto,Four-Door Car,558.099357 +GC15104,Nevada,F,Bachelor,798514.21%,52339,70.0000000000,1/3/00,Corporate Auto,Four-Door Car,336 +RX13282,Oregon,M,Bachelor,1216874.49%,14973,115.0000000000,1/0/00,Personal Auto,SUV,828 +QA85890,Arizona,F,High School or Below,584932.15%,0,83.0000000000,1/0/00,Corporate Auto,Four-Door Car,540.514115 +IR62668,Arizona,F,Bachelor,508583.66%,31546,65.0000000000,1/0/00,Personal Auto,Four-Door Car,100.049832 +AL96740,Cali,F,College,290393.98%,67763,73.0000000000,1/1/00,Personal Auto,Four-Door Car,59.861963 +SS48498,Washington,F,College,627317.34%,20836,79.0000000000,1/0/00,Corporate Auto,Four-Door Car,193.57032 +PE39479,Washington,M,College,1832141.90%,88592,76.0000000000,1/0/00,Corporate Auto,Four-Door Car,199.79727 +JH62891,Oregon,F,College,517870.42%,66943,65.0000000000,1/1/00,Special Auto,Four-Door Car,53.084753 +FI20423,Arizona,F,High School or Below,1402435.84%,81872,115.0000000000,1/0/00,Special Auto,Four-Door Car,256.43803 +PM13394,Washington,F,College,530943.59%,22404,70.0000000000,1/1/00,Personal Auto,Four-Door Car,211.136067 +YV67971,Cali,F,High School or Below,494980.38%,21342,62.0000000000,1/0/00,Personal Auto,Four-Door Car,74.350893 +QD31377,Cali,M,Bachelor,859566.53%,34621,108.0000000000,1/1/00,Corporate Auto,SUV,621.464468 +YG10247,Oregon,M,College,2295189.20%,62396,64.0000000000,1/0/00,Personal Auto,Four-Door Car,307.2 +FE73696,Oregon,M,High School or Below,379213.03%,97212,93.0000000000,1/0/00,Personal Auto,Two-Door Car,360.05589 +SW19699,Arizona,F,Bachelor,275574.80%,49648,70.0000000000,1/0/00,Personal Auto,Four-Door Car,65.954813 +QJ40732,Arizona,M,College,488033.96%,97984,61.0000000000,1/1/00,Personal Auto,Four-Door Car,407.450118 +HM76207,Cali,F,College,905190.53%,26308,114.0000000000,1/0/00,Corporate Auto,SUV,547.2 +NT59303,Oregon,F,College,1011544.62%,63528,256.0000000000,1/0/00,Personal Auto,Luxury Car,1228.8 +PU41393,Nevada,M,College,826907.54%,20225,114.0000000000,1/1/00,Special Auto,SUV,547.2 +QO86948,Nevada,M,High School or Below,807165.30%,0,112.0000000000,1/0/00,Personal Auto,SUV,806.4 +QN10888,Oregon,F,High School or Below,772699.36%,87620,64.0000000000,1/0/00,Personal Auto,Four-Door Car,24.063693 +VY19543,Cali,F,Bachelor,831113.59%,0,72.0000000000,1/0/00,Corporate Auto,Four-Door Car,311.329282 +XC15133,Nevada,F,Master,257402.04%,34990,65.0000000000,1/0/00,Personal Auto,Four-Door Car,42.689135 +ST43550,Oregon,M,Bachelor,572732.71%,99934,71.0000000000,1/0/00,Special Auto,Four-Door Car,460.323855 +FX36546,Washington,M,Master,367914.21%,60804,92.0000000000,1/0/00,Personal Auto,Four-Door Car,213.225001 +JX68983,Oregon,M,Bachelor,274451.96%,94648,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +HX78576,Cali,F,High School or Below,563674.03%,24516,71.0000000000,1/0/00,Personal Auto,Four-Door Car,300.607591 +ZQ11381,Arizona,M,Bachelor,1687038.82%,61063,85.0000000000,1/0/00,Personal Auto,Four-Door Car,262.504882 +ON39271,Cali,M,Master,273800.20%,0,74.0000000000,1/0/00,Personal Auto,Two-Door Car,263.365432 +SB18278,Oregon,M,Bachelor,464470.05%,0,64.0000000000,1/0/00,Corporate Auto,Four-Door Car,307.2 +ZT30559,Cali,F,High School or Below,474668.65%,15169,63.0000000000,1/0/00,Personal Auto,Four-Door Car,302.4 +XI41106,Arizona,M,College,1687432.82%,55390,71.0000000000,1/0/00,Corporate Auto,Two-Door Car,256.268091 +ZS88847,Oregon,F,Bachelor,238760.61%,27592,62.0000000000,1/0/00,Personal Auto,Four-Door Car,297.6 +RU49126,Washington,F,College,446533.57%,61846,112.0000000000,1/0/00,Personal Auto,SUV,215.8182 +KR62797,Arizona,F,High School or Below,459162.59%,83297,113.0000000000,1/0/00,Personal Auto,SUV,542.4 +ZJ73220,Arizona,F,College,1309258.58%,0,188.0000000000,1/0/00,Special Auto,Luxury Car,1353.6 +FY62633,Oregon,M,Bachelor,911226.66%,0,90.0000000000,1/0/00,Personal Auto,Four-Door Car,432 +CU36986,Cali,F,High School or Below,416516.66%,55897,104.0000000000,1/0/00,Personal Auto,Four-Door Car,499.2 +WZ53904,Arizona,M,Bachelor,265998.06%,21297,71.0000000000,1/0/00,Personal Auto,Four-Door Car,45.507952 +AA71604,Arizona,F,Master,1198659.21%,87560,98.0000000000,1/1/00,Personal Auto,Two-Door Car,470.4 +TD10493,Oregon,F,High School or Below,289873.27%,0,96.0000000000,1/4/00,Personal Auto,Four-Door Car,691.2 +LY97989,Oregon,F,Bachelor,289424.39%,0,85.0000000000,1/0/00,Personal Auto,Four-Door Car,408 +VX39856,Arizona,F,Doctor,350045.44%,89398,86.0000000000,1/0/00,Personal Auto,Four-Door Car,82.409922 +TP51897,Cali,F,College,262180.86%,36843,68.0000000000,1/3/00,Corporate Auto,Four-Door Car,357.642982 +QQ89253,Oregon,F,College,1022180.50%,0,134.0000000000,1/0/00,Personal Auto,SUV,643.2 +EI91403,Cali,M,High School or Below,257827.10%,34946,65.0000000000,1/0/00,Personal Auto,Two-Door Car,420.35698 +QG15435,Arizona,F,College,624259.57%,75680,78.0000000000,1/0/00,Personal Auto,Four-Door Car,136.787725 +FZ55002,Nevada,F,Doctor,522028.10%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +HX77930,Washington,F,College,313643.21%,49532,79.0000000000,1/1/00,Personal Auto,Four-Door Car,220.186677 +UN37063,Arizona,M,Bachelor,452536.58%,10269,65.0000000000,1/0/00,Personal Auto,Two-Door Car,170.798204 +VB87946,Cali,M,College,497035.73%,49714,63.0000000000,1/3/00,Personal Auto,Four-Door Car,266.165535 +AB60627,Cali,M,High School or Below,1546778.90%,77517,129.0000000000,1/0/00,Corporate Auto,SUV,98.921782 +TA34903,Oregon,M,High School or Below,583889.92%,81082,73.0000000000,1/0/00,Personal Auto,Four-Door Car,281.295903 +AQ51368,Oregon,F,Bachelor,1065688.20%,72540,88.0000000000,1/0/00,Corporate Auto,Two-Door Car,631.743039 +NZ26102,Oregon,F,High School or Below,228961.87%,0,65.0000000000,1/0/00,Personal Auto,Four-Door Car,468 +GB45753,Cali,M,High School or Below,543980.42%,61546,68.0000000000,1/0/00,Corporate Auto,Two-Door Car,29.209521 +BV79904,Cali,F,Master,795615.01%,44818,67.0000000000,1/1/00,Personal Auto,Two-Door Car,136.883999 +OB49075,Arizona,M,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +DS97676,Oregon,F,College,255505.15%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,518.4 +JO63462,Cali,M,Bachelor,330799.90%,79797,84.0000000000,1/0/00,Corporate Auto,Two-Door Car,31.755601 +NJ10602,Washington,F,College,845905.32%,92717,70.0000000000,1/0/00,Personal Auto,Two-Door Car,224.27582 +RS24501,Oregon,F,College,1335012.09%,28919,173.0000000000,1/0/00,Personal Auto,SUV,830.4 +VT78274,Arizona,M,College,493122.13%,0,68.0000000000,1/0/00,Personal Auto,Four-Door Car,480.159011 +SU56153,Nevada,M,Bachelor,777683.52%,63568,65.0000000000,1/0/00,Corporate Auto,Two-Door Car,390.792553 +MN20737,Nevada,F,College,255367.22%,73935,64.0000000000,1/1/00,Corporate Auto,Four-Door Car,72.071195 +KL43114,Arizona,F,High School or Below,487646.97%,0,66.0000000000,1/0/00,Corporate Auto,Two-Door Car,316.8 +YQ15567,Oregon,F,Bachelor,903430.58%,18846,115.0000000000,1/0/00,Personal Auto,SUV,552 +TR88637,Arizona,F,High School or Below,810591.08%,38893,103.0000000000,1/0/00,Personal Auto,SUV,41.965252 +TC88986,Oregon,M,High School or Below,561968.91%,0,153.0000000000,1/0/00,Special Auto,SUV,1027.000029 +XX88577,Cali,M,Bachelor,1572713.06%,84824,196.0000000000,1/0/00,Corporate Auto,SUV,319.820747 +NE49052,Cali,F,High School or Below,661801.64%,20068,86.0000000000,1/0/00,Corporate Auto,Four-Door Car,411.011162 +KX17826,Oregon,M,Doctor,467004.80%,0,125.0000000000,1/0/00,Corporate Auto,SUV,600 +CC91503,Arizona,F,High School or Below,1016936.98%,0,135.0000000000,1/0/00,Personal Auto,Sports Car,648 +WH32183,Cali,M,Bachelor,832307.40%,97245,70.0000000000,1/0/00,Personal Auto,Four-Door Car,4.110585 +ES90681,Cali,F,College,241776.00%,51808,61.0000000000,1/1/00,Personal Auto,Four-Door Car,351.149904 +DW96592,Cali,M,Bachelor,804487.24%,71391,67.0000000000,1/0/00,Personal Auto,Four-Door Car,284.000172 +MT23134,Oregon,M,High School or Below,532572.45%,0,73.0000000000,1/0/00,Personal Auto,Two-Door Car,496.474767 +BM69081,Arizona,M,Bachelor,694752.40%,0,100.0000000000,1/0/00,Personal Auto,SUV,925.137143 +MB90871,Oregon,F,College,584741.52%,23496,77.0000000000,1/0/00,Special Auto,Four-Door Car,13.164097 +GT62080,Washington,M,High School or Below,,55561,63.0000000000,1/0/00,Personal Auto,Four-Door Car,227.872071 +QL77686,Nevada,F,College,472478.61%,23986,119.0000000000,1/0/00,Corporate Auto,SUV,463.335061 +ON77827,Arizona,F,Master,279022.80%,22974,71.0000000000,1/0/00,Personal Auto,Four-Door Car,180.667969 +KP18988,Oregon,F,High School or Below,2153133.28%,0,101.0000000000,1/0/00,Personal Auto,Four-Door Car,484.8 +TI92884,Arizona,M,Bachelor,1262283.27%,61844,106.0000000000,1/0/00,Personal Auto,Sports Car,508.8 +JH73503,Arizona,M,Doctor,2017196.15%,24804,73.0000000000,1/0/00,Personal Auto,Two-Door Car,350.4 +YE97964,Cali,F,Bachelor,1646436.59%,27760,104.0000000000,1/0/00,Personal Auto,SUV,302.764283 +VA30351,Oregon,F,High School or Below,559538.99%,74454,71.0000000000,1/0/00,Personal Auto,Four-Door Car,340.8 +PV55726,Oregon,F,Master,417068.73%,29462,107.0000000000,1/1/00,Personal Auto,SUV,513.6 +UC88305,Arizona,F,College,266544.71%,52266,68.0000000000,1/0/00,Corporate Auto,Two-Door Car,141.922839 +TS53809,Oregon,M,Bachelor,709891.41%,0,70.0000000000,1/0/00,Personal Auto,Two-Door Car,349.783046 +ZV32120,Cali,M,Doctor,397134.51%,23599,103.0000000000,1/0/00,Corporate Auto,SUV,494.4 +FB80807,Oregon,M,Bachelor,552821.28%,36088,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +AS55677,Cali,F,High School or Below,833899.58%,70534,104.0000000000,1/0/00,Personal Auto,Four-Door Car,54.065538 +WA15684,Oregon,M,College,3844585.59%,27398,125.0000000000,1/1/00,Personal Auto,SUV,600 +SA50567,Nevada,M,Bachelor,544855.52%,85296,68.0000000000,1/0/00,Personal Auto,Four-Door Car,342.515136 +KJ31611,Arizona,M,High School or Below,1080806.60%,31063,92.0000000000,1/0/00,Personal Auto,Four-Door Car,441.6 +VL37375,Cali,M,Bachelor,618509.65%,0,92.0000000000,1/0/00,Personal Auto,Two-Door Car,1027.177255 +KN21017,Nevada,M,High School or Below,320822.59%,52367,81.0000000000,1/0/00,Personal Auto,Four-Door Car,275.989978 +PX44289,Arizona,M,College,548010.41%,58651,71.0000000000,1/0/00,Personal Auto,Four-Door Car,472.599683 +AM97901,Nevada,F,College,2298615.39%,84831,192.0000000000,1/0/00,Special Auto,Sports Car,1336.931716 +RE42925,Oregon,M,Bachelor,1310792.59%,49088,114.0000000000,1/1/00,Corporate Auto,SUV,547.2 +TR81766,Cali,F,College,746292.63%,70263,93.0000000000,1/0/00,Corporate Auto,Two-Door Car,7.345946 +CH85057,Oregon,F,Doctor,1146399.10%,45354,285.0000000000,1/0/00,Personal Auto,Luxury SUV,540.141566 +UP71482,Arizona,M,High School or Below,723613.25%,0,63.0000000000,1/0/00,Personal Auto,Four-Door Car,383.363758 +EG40670,Cali,F,Bachelor,623268.79%,28334,83.0000000000,1/0/00,Special Auto,Four-Door Car,537.765151 +HV83672,Oregon,F,Bachelor,2839332.99%,38772,90.0000000000,1/0/00,Personal Auto,Four-Door Car,321.873474 +MG10140,Oregon,F,College,374675.16%,41479,94.0000000000,1/1/00,Personal Auto,Two-Door Car,19.575683 +TC44716,Cali,M,Bachelor,2156933.73%,23909,119.0000000000,1/0/00,Personal Auto,SUV,571.2 +QO65264,Cali,M,College,501208.37%,48328,63.0000000000,1/0/00,Personal Auto,Two-Door Car,108.138715 +EB66698,Cali,M,High School or Below,337185.84%,86689,85.0000000000,1/0/00,Corporate Auto,Two-Door Car,408 +OT52034,Cali,M,Bachelor,386477.68%,24204,99.0000000000,1/1/00,Personal Auto,Four-Door Car,707.303416 +CH85444,Oregon,M,College,414571.19%,25943,110.0000000000,1/0/00,Corporate Auto,Two-Door Car,1067.333126 +PU85769,Cali,M,High School or Below,515607.27%,0,73.0000000000,1/0/00,Personal Auto,Four-Door Car,807.947292 +UI73201,Cali,M,College,366737.50%,62375,92.0000000000,1/0/00,Personal Auto,Two-Door Car,618.630955 +SL50592,Cali,F,High School or Below,783568.35%,0,71.0000000000,1/0/00,Corporate Auto,Four-Door Car,404.272806 +XP11075,Arizona,M,Bachelor,1456726.84%,0,148.0000000000,1/0/00,Personal Auto,SUV,710.4 +SI31236,Oregon,M,Bachelor,1017133.90%,70200,65.0000000000,1/0/00,Corporate Auto,Four-Door Car,312 +JN26745,Nevada,F,Bachelor,413577.52%,0,112.0000000000,1/0/00,Special Auto,Four-Door Car,707.977614 +VK48036,Oregon,F,College,551149.11%,79027,70.0000000000,1/0/00,Corporate Auto,Four-Door Car,336 +JX76668,Washington,F,High School or Below,1131424.39%,62935,141.0000000000,1/0/00,Personal Auto,Sports Car,232.242326 +DS45802,Cali,F,High School or Below,541461.73%,26893,68.0000000000,1/0/00,Personal Auto,Four-Door Car,68.226001 +OA96690,Oregon,F,High School or Below,742159.35%,47406,94.0000000000,1/1/00,Personal Auto,Four-Door Car,287.149807 +EM27919,Cali,M,Bachelor,445811.34%,17622,65.0000000000,1/1/00,Personal Auto,Four-Door Car,312 +QO41043,Oregon,F,College,1447612.49%,27572,124.0000000000,1/0/00,Corporate Auto,SUV,595.2 +OV50124,Oregon,F,College,493688.84%,0,72.0000000000,1/2/00,Personal Auto,Two-Door Car,391.636628 +PR31642,Oregon,F,Bachelor,452527.65%,32802,114.0000000000,1/0/00,Personal Auto,SUV,547.2 +BU41599,Washington,F,Master,558176.13%,62739,70.0000000000,1/0/00,Personal Auto,Two-Door Car,239.328571 +TK30357,Cali,F,Bachelor,1413434.74%,90844,118.0000000000,1/0/00,Personal Auto,SUV,232.674417 +NF31087,Nevada,F,High School or Below,2472318.31%,44685,69.0000000000,1/0/00,Personal Auto,Four-Door Car,331.2 +NH16984,Cali,F,Bachelor,283806.78%,0,80.0000000000,1/0/00,Personal Auto,Four-Door Car,336.50961 +OS75493,Cali,F,High School or Below,384848.36%,42589,98.0000000000,1/0/00,Corporate Auto,Four-Door Car,470.4 +VT63298,Oregon,M,Bachelor,1950447.39%,0,72.0000000000,1/0/00,Personal Auto,Four-Door Car,345.6 +QS75550,Washington,F,Bachelors,248004.59%,93383,62.0000000000,1/0/00,Corporate Auto,Two-Door Car,244.212286 +SZ16483,Arizona,F,High School or Below,436137.29%,79583,109.0000000000,1/2/00,Personal Auto,Four-Door Car,523.2 +VM92311,Arizona,F,High School or Below,252907.75%,89129,64.0000000000,1/0/00,Personal Auto,Four-Door Car,328.870868 +NJ46849,Arizona,M,College,250444.48%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,496.8 +WZ31900,Oregon,F,Bachelor,864970.06%,94389,107.0000000000,1/0/00,Corporate Auto,SUV,85.063708 +RG30482,Oregon,F,College,1366835.53%,0,197.0000000000,1/0/00,Personal Auto,SUV,1418.4 +ZM86949,Oregon,F,High School or Below,2063508.46%,84106,64.0000000000,1/0/00,Personal Auto,Two-Door Car,334.408717 +QQ39596,Arizona,F,College,251753.36%,0,69.0000000000,1/0/00,Personal Auto,Four-Door Car,42.096415 +FH51383,Cali,F,High School or Below,532667.77%,76717,66.0000000000,1/0/00,Personal Auto,Two-Door Car,300.528579 +BJ53923,Arizona,M,High School or Below,260027.21%,51978,66.0000000000,1/0/00,Corporate Auto,Four-Door Car,144.782152 +CZ96653,Oregon,F,Bachelor,853479.28%,47325,107.0000000000,1/0/00,Personal Auto,SUV,64.598216 +FB23788,Oregon,M,High School or Below,882883.50%,86721,111.0000000000,1/0/00,Corporate Auto,SUV,532.8 +NT43594,Nevada,F,Bachelor,224844.96%,24910,63.0000000000,1/1/00,Personal Auto,Four-Door Car,347.857619 +RJ85627,Washington,F,Bachelor,1230276.24%,43817,62.0000000000,1/1/00,Personal Auto,Four-Door Car,245.447622 +KJ86296,Oregon,M,High School or Below,455659.30%,0,73.0000000000,1/2/00,Personal Auto,Four-Door Car,525.6 +PI47776,Oregon,F,Bachelor,253070.51%,89451,63.0000000000,1/0/00,Corporate Auto,Four-Door Car,61.769564 +MD73554,Cali,M,College,525198.40%,59537,66.0000000000,1/0/00,Personal Auto,Two-Door Car,316.8 +UX92071,Oregon,M,High School or Below,674311.93%,0,199.0000000000,1/0/00,Personal Auto,Luxury SUV,955.2 +YG44474,Oregon,M,College,1401472.13%,54193,117.0000000000,1/0/00,Corporate Auto,SUV,720.752945 +UH45301,Oregon,M,College,943891.56%,86946,118.0000000000,1/0/00,Personal Auto,Four-Door Car,340.656963 +RY92647,Cali,F,Bachelor,1050677.17%,0,92.0000000000,1/0/00,Personal Auto,Four-Door Car,546.524896 +IK12620,Arizona,F,High School or Below,421391.86%,12160,109.0000000000,1/0/00,Personal Auto,Four-Door Car,489.411833 +GQ66762,Cali,M,College,477368.64%,33701,63.0000000000,1/0/00,Personal Auto,Four-Door Car,171.325856 +YT69858,Washington,F,Bachelor,544142.01%,85702,67.0000000000,1/0/00,Personal Auto,Two-Door Car,249.085887 +XD85577,Cali,M,Bachelor,284226.69%,69417,73.0000000000,1/1/00,Personal Auto,Four-Door Car,30.874869 +TM65736,Oregon,M,Master,305955.03%,38644,78.0000000000,1/1/00,Personal Auto,Four-Door Car,361.455219 +VJ51327,Cali,F,High School or Below,2031499.76%,63209,102.0000000000,1/2/00,Personal Auto,SUV,207.320041 +GS98873,Arizona,F,Bachelor,323912.47%,16061,88.0000000000,1/0/00,Personal Auto,Four-Door Car,633.6 +CW49887,California,F,Master,462680.11%,79487,114.0000000000,1/0/00,Special Auto,SUV,547.2 +MY31220,California,F,College,899704.02%,54230,112.0000000000,1/0/00,Personal Auto,Two-Door Car,537.6 +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, +,,,,,,,,,, \ No newline at end of file diff --git a/lab-dw-pandas.ipynb b/lab-dw-pandas.ipynb index fbd46831..a162046d 100644 --- a/lab-dw-pandas.ipynb +++ b/lab-dw-pandas.ipynb @@ -82,12 +82,244 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "dd4e8cd8-a6f6-486c-a5c4-1745b0c035f4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Customer ST GENDER Education Customer Lifetime Value \\\n", + "0 RB50392 Washington NaN Master NaN \n", + "1 QZ44356 Arizona F Bachelor 697953.59% \n", + "2 AI49188 Nevada F Bachelor 1288743.17% \n", + "3 WW63253 California M Bachelor 764586.18% \n", + "4 GA49547 Washington M High School or Below 536307.65% \n", + "\n", + " Income Monthly Premium Auto Number of Open Complaints Policy Type \\\n", + "0 0.0 1000.0 1/0/00 Personal Auto \n", + "1 0.0 94.0 1/0/00 Personal Auto \n", + "2 48767.0 108.0 1/0/00 Personal Auto \n", + "3 0.0 106.0 1/0/00 Corporate Auto \n", + "4 36357.0 68.0 1/0/00 Personal Auto \n", + "\n", + " Vehicle Class Total Claim Amount \n", + "0 Four-Door Car 2.704934 \n", + "1 Four-Door Car 1131.464935 \n", + "2 Two-Door Car 566.472247 \n", + "3 SUV 529.881344 \n", + "4 Four-Door Car 17.269323 \n" + ] + } + ], "source": [ - "# Your code here" + "import pandas as pd\n", + "\n", + "df = pd.read_csv('https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv')\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e17717df-3177-4de2-b436-7d04351a2009", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4008, 11)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify the dimensions of the dataset by determining the number of rows and columns it contains.\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "edf1a6f2-89fc-4539-af79-dbbe10f4ed0d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Determine the data types of each column and evaluate whether they are appropriate for the nature of the variable. You should also provide suggestions for fixing any incorrect data types.\n", + "df.describe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "aa2eb4d9-5120-4543-9b2a-08f97b60b288", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Customer object\n", + "ST object\n", + "GENDER object\n", + "Education object\n", + "Customer Lifetime Value object\n", + "Income float64\n", + "Monthly Premium Auto float64\n", + "Number of Open Complaints object\n", + "Policy Type object\n", + "Vehicle Class object\n", + "Total Claim Amount float64\n", + "dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9df94e8a-bb03-49be-908d-a92400a639b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Customer Lifetime Value should be float64, Number of Open Complaints is listed as obkject but should be float (or int)\n", + "df.nunique" ] }, { @@ -116,12 +348,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "2dca5073-4520-4f42-9390-4b92733284ed", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ST\n", + "AZ 25\n", + "WA 30\n", + "Washington 81\n", + "Nevada 98\n", + "Cali 120\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location = df['ST'].value_counts(ascending=True)\n", + "\n", + "# Retrieve the top 5 less common locations\n", + "least_common = location.head(5)\n", + "least_common" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d52f1396-9774-41ee-98a1-47f90a25b204", + "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "#The five least common customer locations are AZ (25), WA (30), Washington (81), Nevada (98), and Cali (120)." ] }, { @@ -144,6 +407,35 @@ "- *Futhermore, there is a method that returns the index of the maximum value in a column or row.*\n" ] }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b8d7dcec-dd84-4386-bb2b-398c922a5184", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Policy Type\n", + " Personal Auto 780\n", + " Corporate Auto 234\n", + " Special Auto 57\n", + " Name: count, dtype: int64,\n", + " ('Personal Auto', 780))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "counts = df['Policy Type'].value_counts()\n", + "highest = counts.idxmax(), counts.max()\n", + "\n", + "counts, highest" + ] + }, { "cell_type": "code", "execution_count": null, @@ -151,7 +443,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# The total policies sold are 780 for Personal Auto, 234 for Corporate Auto, and 57 for Special Auto." ] }, { @@ -176,12 +468,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "0c0563cf-6f8b-463d-a321-651a972f82e5", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38180.69871794872, 41390.31196581197)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "personal = df.loc[df['Policy Type'] == 'Personal Auto']\n", + "corporate = df.loc[df['Policy Type'] == 'Corporate Auto']\n", + "\n", + "# Calculate the average income for each policy type\n", + "personal_income = personal['Income'].mean()\n", + "corporate_income = corporate['Income'].mean()\n", + "\n", + "personal_income, corporate_income\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0680caf-c656-404c-ad43-b535395d87db", + "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "#Customers with Personal Auto policies have a slightly lower average income ($38,181) compared to those with Corporate Auto policies ($41,390)" ] }, { @@ -251,7 +571,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.11.7" } }, "nbformat": 4,