Lecture 2: Notation and Terminology

DATA 311: Machine Learning

Dr. Irene Vrbik

University of British Columbia Okanagan

Outcomes

Define Statistical vs. Machine learning
Differentiate between Inference vs. Prediction
Understand the difference between Supervised vs Unsupervised Learning
Distinguish between Classification vs. Regression problems
Recognize and correctly interpret the common Notation¹

Motivating Example

The following data sets are from the ISLR2 supported files.
They will serve as motivating examples throughout this course.
The easiest way to access them in through the ISLR2 R package

# install.packages("ISLR2") NEVER INCLUDE install.packages IN YOUR SRIPTS
library(ISLR2)
attach(Wage)

Wage

The Wage data set comprise the wages from 3000 males from the Atlantic regions of the United States.
There are 11 variables (type ?Wage for details) :
- year, age, maritl, race, education, region, jobclass, health, health_ins, logwage, and wage
When analyzing this data, we might have different types of questions in mind …

To access the details for this dataset directly in RStudio use in your interactive Console:

?Wage

R is case sensitive

Note the difference between Wage (the data frame) and wage (a feature in the Wage data frame)

Visualization adapted from stackoverflow discussion

Exploration

How does wage differ across education status?

Code

library(ggplot2)
qplot(wage, data = Wage, facets = .~education)

Warning: `qplot()` was deprecated in ggplot2 3.4.0.

What is the age range in this data set?

range(age)

[1] 18 80

Introduction

Data:

input $x$ (features/independent variables/predictors)
output $y$ (response/dependent variables)

Approaches

There are two goals in analyzing this data…

Data Modeling Culture

Algorithmic Modeling Culture

Two Cultures

Data Modeling Culture:

Assumes data is generated by a specific stochastic process that they wish to model.

may be preferred for inference

Algorithmic Modeling:

Often treats the data generation process as unknown or complex.

may be preferred when prediction is your goal

Each camp is trying to observe how nature maps x to y and they want to be able to reproduce that y but theyre going to do this is slightly different ways

Data Modeling (Statistical Learning) Culture

The statisticians will attempt to model this natural phenomenon through some statistical process or stochastic model.
they want to model the process that gave rise to the data and understand how nature is associating the input(s) x with the output y
Favors traditional statistical models (e.g., linear regression, generalized linear models) chosen based on assumptions about the data.
e.g. if your house has an extra bedroom, you can expect your selling price to go up by $X. (theoretical mode could be a linear regression model)
Critique: often leads to rigid assumptions and irrelevant theories.

Algorithmic Modeling (ML) Culture

Treats the data mechanism as complex and unknown. nature is difficult to model we don’t really care if we have an accurate model of it.
Goal: To be able to accurate say what the y responses are going to be to future input variables x;
Leverages powerful machine learning algorithms (e.g., random forests, neural networks) with greater flexibility to model complex relationships.
Benefit: This often achieves better predictive accuracy; however those models may be complex for humans to interpret

I’m not trying to be pedantic about the difference between machine learning and statistical learning. Instead, I want to emphasize the importance of understanding the concepts of prediction and inference, as these goals will dictate which model you should choose. Depending on your goals, either culture might be more suitable.

Algorithmic Modeling (ML) Culture: Focuses on predictive algorithms, often treating the data generation process as unknown or complex.

Other thoughts by Pedram Jahangiry YT Machine Learning Concepts

Inference vs. Prediction

Inference goal: we might fit a linear model to understand how specific features (eg. square footage, number of bedrooms, or proximity to amenities) influence house prices.

Prediction goal: we might use random forests with the same features to predict housing prices, with less emphasis on interpreting each feature’s impact.

Inference

Objective: To understand the relationship between $x$ and $y$ in order to draw conclusions about the population or data generating mechanism.

Focus: Emphasizes the interpretability and simplicity of the model

Prediction

Objective: To accurately forecast the output (response $y$) for new, unseen data points based on existing patterns in the data.

Focus: Prioritizes accuracy of predictions, often using “black box” algorithms

Examples

Inference Examples:

Estimating the effect of a drug on blood pressure
testing if there is a significant difference between groups
determining the association between smoking and lung cancer

Prediction Examples:

Predicting house prices based on features like size and location
forecasting stock prices
classifying whether an email is spam or not
weather forecast

My take on the two cultures

Statistical Learning

Akin to the Data Modeling Culture; assumes a specific stochastic model (e.g., linear regression, logistic regression).
They prioritize interpretability and understanding the relationship between variables.
Primarily rooted in Statistics

Machine Learning

Akin to the Algorithmic Modeling Culture
doesn’t usually have strong predefined assumptions about the data structure
emphasizes predictive accuracy and the ability to handle complex, high-dimensional data
Primarily rooted in Computer Science

Statistical vs. Machine learning

The authors of ISLR chose “Statistical Learning” to emphasize their statistics-focused approach to machine learning, as opposed to a computer science emphasis.¹

A distinction often made is that statistical and machine learning serve a different purpose.

Statistical learning tends to focus on inference, while Machine learning tends to focus on prediction.

Takeaway Message

No single approach is universally superior
Both “camps” have their strengths and weaknesses
Our goal is to adopt a broad toolkit to handle a wide range of problems

iClicker Question

Which of the following is a strength of the algorithmic modeling culture compared to the data modeling culture?

Excels in predictive accuracy but lacks interpretability
Emphasizes interpretability and simplicity
Relies on strong assumptions about data structure.
Focuses mainly on inference

Supervised vs Unsupervised

Supervised Learning

Supervised learning is characterized by the presence of “answers” in the data set which are used to “supervise” (or “train”) the algorithm.

The data is comprised of both inputs $X$ (AKA predictors or features or independent variables) and outputs $Y$ (AKA response variable or dependent variables) (our “answers”).

$Y$ can be categorical, eg. cat/dog, spam/not spam, positive/negative/neutral
$Y$ can be numeric eg. wage, stock price

Classification vs. Regression

Depending on the format of $Y$ (i.e. categorical or numeric), supervised learning will perform one of the following tasks:

Classification: for predicting a discrete category/label based on the input data, or

Regression: for predicting a numerical values based on the input data.

Unsupervised Learning

Unsupervised learning attempts to learn relationships and patterns from data that are not labeled in any way.
In other words, we have only inputs $X$ and no $Y$.
Unsupervised learning is a more challenging task than supervised.
In supervised setting we do classification (predicting known categories), while in unsupervised learning we do clustering (discovering groups with no prior labels).

Source: https://vas3k.com/blog/machine_learning/

iClicker Question

What is the main difference between supervised and unsupervised learning?

Supervised learning only works with numbers, while unsupervised learning only works with text.
Supervised learning predicts categories, while unsupervised learning predicts continuous values.
Supervised learning and unsupervised learning are the same; they both use labeled data to make predictions.
Supervised learning uses labeled examples, while unsupervised learning tries to find patterns within unlabelled data.

iClicker Question

What is the main difference between classification and regression?

Classification only works with numbers, while regression only works with text.
Classification predicts categories, while regression predicts continuous values.
Classification is used for organizing data, while regression is used for finding patterns.
Classification and regression are the same; they both predict categories.

Notation

This section will cover some basic notation and refresh our memory on Matrices, Vectors, and scalars

Wage dataset

Let’s consider the Wage dataset from the ISLR2 package.

# install.packages("ISLR2") 
library(ISLR2)
attach(Wage)

The Wage data set comprise the wages from 3000 males from the Atlantic regions of the United States.
There are 11 variables: year, age, maritl, race, education, region, jobclass, health, health_ins, logwage, and wage

Wage

       year age           maritl     race          education             region
231655 2006  18 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
86582  2004  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
161300 2003  45       2. Married 1. White    3. Some College 2. Middle Atlantic
155159 2003  43       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
11443  2005  50      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
376662 2008  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
450601 2009  44       2. Married 4. Other    3. Some College 2. Middle Atlantic
377954 2008  30 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
228963 2006  41 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
81404  2004  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302778 2007  45      4. Divorced 1. White    3. Some College 2. Middle Atlantic
305706 2007  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8690   2005  35 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
153561 2003  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
449654 2009  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447660 2009  51       2. Married 1. White    3. Some College 2. Middle Atlantic
160191 2003  37 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
230312 2006  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
301585 2007  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
153682 2003  37 1. Never Married 1. White    3. Some College 2. Middle Atlantic
158226 2003  38       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
11141  2005  40      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
448410 2009  75       2. Married 1. White    4. College Grad 2. Middle Atlantic
305116 2007  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
233002 2006  38 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
8684   2005  49       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
229379 2006  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86064  2004  34       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
378472 2008  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157244 2003  18 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
82694  2004  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
7690   2005  51       2. Married 1. White    3. Some College 2. Middle Atlantic
377879 2008  33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
9747   2005  34 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
233301 2006  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
157123 2003  56 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
230823 2006  70 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
80406  2004  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
228851 2006  32       2. Married 1. White    3. Some College 2. Middle Atlantic
153810 2003  27       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
81383  2004  28       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
303642 2007  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
87492  2004  43 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
8692   2005  50 1. Never Married 4. Other       1. < HS Grad 2. Middle Atlantic
86929  2004  39       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
380872 2008  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449480 2009  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
305136 2007  57       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
227963 2006  25 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
232863 2006  33 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
8621   2005  57       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379668 2008  71       2. Married 1. White    3. Some College 2. Middle Atlantic
84595  2004  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
154634 2003  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
450864 2009  30 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
84377  2004  22 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
234086 2006  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
154482 2003  28 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
85916  2004  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161065 2003  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12003  2005  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
228071 2006  54       2. Married 1. White    3. Some College 2. Middle Atlantic
13479  2005  69       2. Married 1. White         2. HS Grad 2. Middle Atlantic
81494  2004  41       2. Married 1. White    3. Some College 2. Middle Atlantic
159076 2003  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
159207 2003  49       2. Married 1. White    3. Some College 2. Middle Atlantic
447501 2009  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153767 2003  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
81071  2004  55       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
376442 2008  21 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
87299  2004  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228621 2006  31 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
232494 2006  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
228400 2006  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
451860 2009  40 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
157058 2003  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
159583 2003  60       2. Married 1. White    4. College Grad 2. Middle Atlantic
233759 2006  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
159224 2003  63       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374859 2008  44 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
11710  2005  47       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
86298  2004  61       2. Married 1. White    3. Some College 2. Middle Atlantic
453021 2009  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
161431 2003  24 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
305888 2007  42       3. Widowed 1. White         2. HS Grad 2. Middle Atlantic
232199 2006  25       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86568  2004  34      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
447500 2009  53       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
452506 2009  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
450908 2009  70       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
82573  2004  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
159196 2003  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156110 2003  33      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
14148  2005  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
232000 2006  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
453486 2009  74       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156065 2003  40       2. Married 2. Black    3. Some College 2. Middle Atlantic
229079 2006  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
450905 2009  43       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
10660  2005  33       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
449456 2009  62       2. Married 2. Black    4. College Grad 2. Middle Atlantic
374660 2008  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
87463  2004  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9273   2005  34       2. Married 1. White    3. Some College 2. Middle Atlantic
377517 2008  50 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
231592 2006  46      4. Divorced 1. White    3. Some College 2. Middle Atlantic
303825 2007  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
156310 2003  63      4. Divorced 2. Black    3. Some College 2. Middle Atlantic
303376 2007  38       2. Married 1. White    3. Some College 2. Middle Atlantic
230586 2006  35       2. Married 1. White    3. Some College 2. Middle Atlantic
450109 2009  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
379991 2008  66       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
87291  2004  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228517 2006  39       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
160971 2003  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307464 2007  51      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
449246 2009  55       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
233043 2006  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
377184 2008  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
8033   2005  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233687 2006  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447751 2009  43     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
230398 2006  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
378429 2008  59       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
447412 2009  57       2. Married 1. White    3. Some College 2. Middle Atlantic
13924  2005  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
87630  2004  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
84600  2004  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
451987 2009  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160246 2003  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
307755 2007  49      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
375007 2008  52      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
303430 2007  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379330 2008  60       2. Married 1. White    4. College Grad 2. Middle Atlantic
8339   2005  46       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
83190  2004  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
452580 2009  61       2. Married 1. White    4. College Grad 2. Middle Atlantic
302701 2007  32       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
83222  2004  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159871 2003  35 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
82108  2004  26 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
229714 2006  32 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
159048 2003  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302868 2007  22 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
10499  2005  51 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
84127  2004  44      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
11661  2005  35       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
86282  2004  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305327 2007  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
81655  2004  35 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
303953 2007  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
374752 2008  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159109 2003  43 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
159285 2003  33       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
159909 2003  60      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
378138 2008  38       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
9786   2005  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86191  2004  55       2. Married 1. White    3. Some College 2. Middle Atlantic
154759 2003  57       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
12122  2005  64       2. Married 1. White    4. College Grad 2. Middle Atlantic
306309 2007  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377137 2008  35       2. Married 2. Black    3. Some College 2. Middle Atlantic
375944 2008  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304068 2007  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156557 2003  58      4. Divorced 3. Asian    4. College Grad 2. Middle Atlantic
306779 2007  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
161021 2003  46       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
85966  2004  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453692 2009  55       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233313 2006  51       2. Married 1. White    3. Some College 2. Middle Atlantic
9681   2005  49       2. Married 1. White    3. Some College 2. Middle Atlantic
379875 2008  34 1. Never Married 1. White    3. Some College 2. Middle Atlantic
305250 2007  53       2. Married 1. White    3. Some College 2. Middle Atlantic
84642  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
451306 2009  50       2. Married 1. White    3. Some College 2. Middle Atlantic
228212 2006  37      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
157989 2003  39       2. Married 1. White    3. Some College 2. Middle Atlantic
88028  2004  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
155697 2003  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234523 2006  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
233149 2006  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13626  2005  27       2. Married 1. White    4. College Grad 2. Middle Atlantic
234640 2006  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453255 2009  44       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
154195 2003  37       2. Married 2. Black    3. Some College 2. Middle Atlantic
232628 2006  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85539  2004  26 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
377464 2008  39       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
230582 2006  25       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
9573   2005  31 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
84164  2004  58       2. Married 1. White    3. Some College 2. Middle Atlantic
11880  2005  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
85545  2004  27       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
153581 2003  40      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
232176 2006  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450900 2009  35       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
377900 2008  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232371 2006  29 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
12056  2005  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
84397  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
233497 2006  27       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
228458 2006  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230993 2006  49       2. Married 1. White    3. Some College 2. Middle Atlantic
153269 2003  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
305585 2007  45       2. Married 1. White    3. Some College 2. Middle Atlantic
302536 2007  33       2. Married 1. White    3. Some College 2. Middle Atlantic
307024 2007  63       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
233435 2006  49 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
12288  2005  39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
303912 2007  25 1. Never Married 4. Other       1. < HS Grad 2. Middle Atlantic
14404  2005  29 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
233441 2006  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377452 2008  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449474 2009  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
381113 2008  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
156406 2003  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
378714 2008  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
376309 2008  29       2. Married 2. Black    4. College Grad 2. Middle Atlantic
451901 2009  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
450725 2009  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
375024 2008  27 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
159821 2003  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229865 2006  56     5. Separated 3. Asian    4. College Grad 2. Middle Atlantic
83880  2004  36       2. Married 1. White    3. Some College 2. Middle Atlantic
9965   2005  23 1. Never Married 4. Other         2. HS Grad 2. Middle Atlantic
157250 2003  46       2. Married 1. White    3. Some College 2. Middle Atlantic
453371 2009  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
228243 2006  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
307645 2007  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156420 2003  54     5. Separated 1. White    3. Some College 2. Middle Atlantic
160039 2003  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233379 2006  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231082 2006  53       2. Married 1. White    3. Some College 2. Middle Atlantic
301920 2007  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
80687  2004  23       2. Married 1. White    4. College Grad 2. Middle Atlantic
450566 2009  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86450  2004  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
234600 2006  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307663 2007  59 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
303900 2007  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453852 2009  49 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
230477 2006  45       2. Married 3. Asian    3. Some College 2. Middle Atlantic
227901 2006  31      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
86826  2004  34 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
8653   2005  26 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
305209 2007  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
81173  2004  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451854 2009  41       2. Married 1. White    3. Some College 2. Middle Atlantic
228591 2006  36 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
302140 2007  38       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
153731 2003  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228955 2006  47       2. Married 1. White    3. Some College 2. Middle Atlantic
9621   2005  47     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
305165 2007  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
378023 2008  49       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
82989  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
82023  2004  32       3. Widowed 3. Asian    4. College Grad 2. Middle Atlantic
374706 2008  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
379611 2008  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
452592 2009  73       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
305871 2007  29 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
157388 2003  49       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
448936 2009  30 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
377039 2008  29       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82375  2004  36       2. Married 1. White    3. Some College 2. Middle Atlantic
449852 2009  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
301195 2007  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
228628 2006  45       2. Married 2. Black    4. College Grad 2. Middle Atlantic
85756  2004  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
160269 2003  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
301711 2007  58       2. Married 1. White    3. Some College 2. Middle Atlantic
304988 2007  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156809 2003  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
14133  2005  45       2. Married 1. White    3. Some College 2. Middle Atlantic
306552 2007  41      4. Divorced 1. White    3. Some College 2. Middle Atlantic
377157 2008  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
82901  2004  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159765 2003  32       2. Married 1. White    4. College Grad 2. Middle Atlantic
229546 2006  46       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
9730   2005  52       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
158570 2003  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
83618  2004  53       3. Widowed 1. White         2. HS Grad 2. Middle Atlantic
379620 2008  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449489 2009  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447879 2009  42       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
10076  2005  25 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
84867  2004  29 1. Never Married 1. White    3. Some College 2. Middle Atlantic
14063  2005  28       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
12822  2005  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
302239 2007  55       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
84949  2004  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11129  2005  41      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
450963 2009  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
154245 2003  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231844 2006  52       2. Married 1. White    3. Some College 2. Middle Atlantic
87485  2004  27       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306574 2007  33 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
154477 2003  58 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13319  2005  27       2. Married 1. White    4. College Grad 2. Middle Atlantic
452710 2009  52     5. Separated 2. Black         2. HS Grad 2. Middle Atlantic
156407 2003  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
153297 2003  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13996  2005  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
80386  2004  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12586  2005  41       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
234325 2006  54     5. Separated 1. White    4. College Grad 2. Middle Atlantic
305437 2007  23       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231481 2006  36 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
83198  2004  31     5. Separated 1. White    3. Some College 2. Middle Atlantic
231026 2006  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
303072 2007  46       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
305362 2007  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447780 2009  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87269  2004  33 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
307318 2007  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
302976 2007  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
302515 2007  25 1. Never Married 4. Other         2. HS Grad 2. Middle Atlantic
14041  2005  24      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
228348 2006  24 1. Never Married 1. White    3. Some College 2. Middle Atlantic
381272 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87402  2004  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451721 2009  42 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
8318   2005  30 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
447992 2009  55       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
377619 2008  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
153764 2003  60      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
158574 2003  40       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
374992 2008  41 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
155488 2003  80       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8969   2005  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86280  2004  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
451302 2009  35       2. Married 1. White    3. Some College 2. Middle Atlantic
448525 2009  55       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
381232 2008  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
304500 2007  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
156397 2003  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
9066   2005  68       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82172  2004  54       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
375305 2008  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
13745  2005  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87094  2004  53       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87118  2004  48       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
11498  2005  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87260  2004  30       2. Married 1. White    3. Some College 2. Middle Atlantic
303688 2007  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304050 2007  39       2. Married 4. Other    4. College Grad 2. Middle Atlantic
378178 2008  45       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
302298 2007  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
157594 2003  30 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
10835  2005  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
81344  2004  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
449687 2009  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
7980   2005  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
449444 2009  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10723  2005  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
154638 2003  33      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
85115  2004  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
232201 2006  37       2. Married 2. Black    4. College Grad 2. Middle Atlantic
452906 2009  41      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
301654 2007  33       2. Married 1. White    3. Some College 2. Middle Atlantic
307056 2007  50 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
161096 2003  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87060  2004  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
12303  2005  37       3. Widowed 1. White    3. Some College 2. Middle Atlantic
229331 2006  20 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
159410 2003  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
154322 2003  29      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
378567 2008  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
450843 2009  47       2. Married 1. White    3. Some College 2. Middle Atlantic
85580  2004  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
303657 2007  38       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231767 2006  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
82755  2004  31       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84630  2004  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
154919 2003  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
83800  2004  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
375159 2008  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452406 2009  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
375122 2008  30 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
87199  2004  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82912  2004  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379794 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307692 2007  47       2. Married 1. White    3. Some College 2. Middle Atlantic
7744   2005  28       2. Married 1. White    4. College Grad 2. Middle Atlantic
85617  2004  52      4. Divorced 1. White    3. Some College 2. Middle Atlantic
82419  2004  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
158170 2003  65       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
10787  2005  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
86679  2004  33       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
379950 2008  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380366 2008  27 1. Never Married 1. White    3. Some College 2. Middle Atlantic
377229 2008  48      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
14381  2005  38 1. Never Married 1. White    3. Some College 2. Middle Atlantic
380704 2008  58       2. Married 1. White    3. Some College 2. Middle Atlantic
154336 2003  40       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
303935 2007  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449322 2009  53       2. Married 2. Black    3. Some College 2. Middle Atlantic
447585 2009  25 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
154099 2003  42       2. Married 1. White    3. Some College 2. Middle Atlantic
83458  2004  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
228692 2006  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10081  2005  50     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
86122  2004  34       2. Married 1. White    3. Some College 2. Middle Atlantic
452287 2009  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82373  2004  49       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
448894 2009  41       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
81495  2004  37       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
155436 2003  58       2. Married 1. White    3. Some College 2. Middle Atlantic
231274 2006  28 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
158044 2003  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153953 2003  50       2. Married 1. White    3. Some College 2. Middle Atlantic
450724 2009  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160958 2003  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376843 2008  30       2. Married 1. White    3. Some College 2. Middle Atlantic
229069 2006  49       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
9667   2005  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
450052 2009  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448988 2009  58       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
82603  2004  45 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
7878   2005  44       2. Married 1. White    3. Some College 2. Middle Atlantic
14321  2005  35      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
8396   2005  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447417 2009  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87860  2004  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
232031 2006  61       2. Married 1. White    3. Some College 2. Middle Atlantic
378256 2008  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155519 2003  34 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
304018 2007  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
9841   2005  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448723 2009  50 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
233955 2006  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8039   2005  39       2. Married 1. White    3. Some College 2. Middle Atlantic
448678 2009  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
306092 2007  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153618 2003  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
157194 2003  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
306995 2007  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304167 2007  56 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
12086  2005  61       2. Married 1. White    4. College Grad 2. Middle Atlantic
12979  2005  56     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
451080 2009  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
85699  2004  42       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
81085  2004  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
228178 2006  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
12945  2005  48 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
450263 2009  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
301266 2007  50       2. Married 1. White    3. Some College 2. Middle Atlantic
157405 2003  31       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
161083 2003  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
8459   2005  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
451331 2009  47       2. Married 2. Black    3. Some College 2. Middle Atlantic
305396 2007  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
451170 2009  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306067 2007  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
303214 2007  47       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
452388 2009  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302942 2007  36       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
11666  2005  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
378911 2008  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82114  2004  37       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
7969   2005  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
379907 2008  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
232187 2006  34       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
379987 2008  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448271 2009  44 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
378868 2008  61       2. Married 1. White    4. College Grad 2. Middle Atlantic
11319  2005  40      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
155212 2003  37       2. Married 1. White    3. Some College 2. Middle Atlantic
160678 2003  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86604  2004  38       2. Married 1. White    3. Some College 2. Middle Atlantic
227990 2006  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8348   2005  30       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
156680 2003  51       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
158692 2003  39 1. Never Married 1. White    3. Some College 2. Middle Atlantic
231182 2006  56       2. Married 2. Black    3. Some College 2. Middle Atlantic
306711 2007  44 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12734  2005  51      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
229031 2006  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449980 2009  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
160714 2003  47       2. Married 1. White    3. Some College 2. Middle Atlantic
302861 2007  51       2. Married 3. Asian    3. Some College 2. Middle Atlantic
230508 2006  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12537  2005  63       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
450603 2009  61 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
86119  2004  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448869 2009  33 1. Never Married 1. White    3. Some College 2. Middle Atlantic
451086 2009  35     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
154643 2003  28       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304493 2007  50       2. Married 3. Asian    3. Some College 2. Middle Atlantic
303813 2007  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
376113 2008  23       2. Married 1. White    4. College Grad 2. Middle Atlantic
86394  2004  45       2. Married 1. White    3. Some College 2. Middle Atlantic
301315 2007  63       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
232504 2006  59       2. Married 2. Black    3. Some College 2. Middle Atlantic
10753  2005  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
157040 2003  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
305092 2007  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12728  2005  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447357 2009  57       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
159513 2003  52      4. Divorced 1. White    3. Some College 2. Middle Atlantic
161380 2003  54       2. Married 1. White    3. Some College 2. Middle Atlantic
14457  2005  30       2. Married 1. White    3. Some College 2. Middle Atlantic
158761 2003  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
154582 2003  38 1. Never Married 1. White    3. Some College 2. Middle Atlantic
158274 2003  47       2. Married 1. White    3. Some College 2. Middle Atlantic
378307 2008  39 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
9863   2005  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155729 2003  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87848  2004  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305240 2007  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
159441 2003  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
80586  2004  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
83515  2004  18 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
231410 2006  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
81995  2004  50       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
232366 2006  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
229698 2006  53 1. Never Married 1. White    3. Some College 2. Middle Atlantic
449667 2009  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
81457  2004  27 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
83804  2004  56       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
154652 2003  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
159717 2003  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
302069 2007  50       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
13267  2005  49 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
8550   2005  42 1. Never Married 1. White    3. Some College 2. Middle Atlantic
449709 2009  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
157793 2003  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
302529 2007  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157309 2003  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451256 2009  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
159735 2003  25 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
85268  2004  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
453542 2009  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
158301 2003  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
307764 2007  33       2. Married 1. White    3. Some College 2. Middle Atlantic
231800 2006  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
12439  2005  52      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
7412   2005  46      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
86091  2004  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159115 2003  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10935  2005  32 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
447841 2009  42      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
234010 2006  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
453198 2009  27       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376184 2008  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
160130 2003  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
306716 2007  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
304809 2007  34       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
11522  2005  44       2. Married 2. Black    3. Some College 2. Middle Atlantic
306077 2007  40       2. Married 1. White    3. Some College 2. Middle Atlantic
301911 2007  51       2. Married 2. Black    4. College Grad 2. Middle Atlantic
155698 2003  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450165 2009  64       2. Married 1. White    4. College Grad 2. Middle Atlantic
159956 2003  54       2. Married 1. White    3. Some College 2. Middle Atlantic
380945 2008  42 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
301907 2007  31       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
159358 2003  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
233565 2006  32       2. Married 1. White    3. Some College 2. Middle Atlantic
301859 2007  51       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
302193 2007  75       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
161261 2003  28       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
451254 2009  28 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
305400 2007  32 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
233567 2006  53       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
380078 2008  36       2. Married 1. White    3. Some College 2. Middle Atlantic
80581  2004  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87755  2004  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
13685  2005  35       2. Married 2. Black    4. College Grad 2. Middle Atlantic
83327  2004  46     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
159834 2003  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
84809  2004  43       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
87700  2004  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305809 2007  37      4. Divorced 1. White    3. Some College 2. Middle Atlantic
380902 2008  59      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
158812 2003  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
306821 2007  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
231279 2006  37 1. Never Married 1. White    3. Some College 2. Middle Atlantic
12575  2005  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232850 2006  25       2. Married 1. White    3. Some College 2. Middle Atlantic
379119 2008  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
81696  2004  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
378745 2008  52       2. Married 2. Black    4. College Grad 2. Middle Atlantic
304502 2007  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
80930  2004  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
9157   2005  37 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
377201 2008  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160496 2003  51     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
306557 2007  40      4. Divorced 1. White    3. Some College 2. Middle Atlantic
302928 2007  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
7880   2005  64       2. Married 1. White    3. Some College 2. Middle Atlantic
379439 2008  54       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
155174 2003  50       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
80508  2004  32       2. Married 1. White    4. College Grad 2. Middle Atlantic
81575  2004  37       2. Married 2. Black    4. College Grad 2. Middle Atlantic
231191 2006  19 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
232830 2006  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85999  2004  42       2. Married 1. White    3. Some College 2. Middle Atlantic
450673 2009  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
447485 2009  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
453584 2009  18 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
8016   2005  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160160 2003  62       2. Married 1. White    3. Some College 2. Middle Atlantic
380311 2008  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11315  2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
232256 2006  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
80679  2004  32 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
229791 2006  48 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
450800 2009  35       2. Married 1. White    3. Some College 2. Middle Atlantic
230173 2006  61       2. Married 1. White    3. Some College 2. Middle Atlantic
228889 2006  47       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
7978   2005  55      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
374363 2008  28      4. Divorced 4. Other         2. HS Grad 2. Middle Atlantic
380398 2008  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
452862 2009  27 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
228899 2006  22       2. Married 2. Black    3. Some College 2. Middle Atlantic
232593 2006  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
231255 2006  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306356 2007  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
158824 2003  31 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
380061 2008  59      4. Divorced 1. White    3. Some College 2. Middle Atlantic
376529 2008  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304383 2007  32       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
10445  2005  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
229647 2006  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
377052 2008  43       2. Married 1. White    3. Some College 2. Middle Atlantic
380800 2008  44 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
450000 2009  57       2. Married 1. White    3. Some College 2. Middle Atlantic
233715 2006  49       2. Married 2. Black    4. College Grad 2. Middle Atlantic
304660 2007  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233026 2006  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
80647  2004  58       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
87572  2004  59       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
11809  2005  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
233001 2006  60       2. Married 1. White    3. Some College 2. Middle Atlantic
305553 2007  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379752 2008  44       2. Married 1. White    3. Some College 2. Middle Atlantic
380738 2008  70       2. Married 2. Black    3. Some College 2. Middle Atlantic
447577 2009  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
87038  2004  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154076 2003  41       2. Married 1. White    3. Some College 2. Middle Atlantic
374391 2008  29       2. Married 1. White    3. Some College 2. Middle Atlantic
449807 2009  42       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
307460 2007  51      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
449365 2009  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378727 2008  48       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
156087 2003  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12157  2005  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
301568 2007  31       2. Married 1. White    3. Some College 2. Middle Atlantic
10832  2005  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160170 2003  19 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
453712 2009  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87395  2004  35       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
305387 2007  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
229944 2006  45       2. Married 1. White    3. Some College 2. Middle Atlantic
380031 2008  58       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231476 2006  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
154504 2003  30 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
231749 2006  54     5. Separated 1. White 5. Advanced Degree 2. Middle Atlantic
377308 2008  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8330   2005  44       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
154617 2003  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
87791  2004  73      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
230102 2006  65       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
157248 2003  28       2. Married 1. White    4. College Grad 2. Middle Atlantic
447647 2009  53       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231197 2006  53       2. Married 1. White    3. Some College 2. Middle Atlantic
379516 2008  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
451555 2009  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
158257 2003  57       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
81725  2004  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
305274 2007  51 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
379947 2008  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84795  2004  50       2. Married 1. White    3. Some College 2. Middle Atlantic
83423  2004  53       2. Married 1. White    3. Some College 2. Middle Atlantic
301999 2007  54       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
305108 2007  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
375810 2008  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153403 2003  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
154768 2003  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
302561 2007  55      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
153724 2003  45 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
84494  2004  44 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
83214  2004  37       3. Widowed 1. White    4. College Grad 2. Middle Atlantic
378589 2008  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
307823 2007  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
303202 2007  52 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
452445 2009  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
159137 2003  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451436 2009  27 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
232410 2006  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307670 2007  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159052 2003  30       2. Married 1. White    3. Some College 2. Middle Atlantic
155165 2003  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
13246  2005  48       2. Married 1. White    3. Some College 2. Middle Atlantic
158241 2003  33 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
379243 2008  29 1. Never Married 1. White    3. Some College 2. Middle Atlantic
9196   2005  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
450568 2009  52       2. Married 1. White    3. Some College 2. Middle Atlantic
7781   2005  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
10997  2005  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
153426 2003  42 1. Never Married 1. White    3. Some College 2. Middle Atlantic
80273  2004  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
374547 2008  49       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85217  2004  46       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
377128 2008  40       2. Married 1. White    3. Some College 2. Middle Atlantic
158403 2003  41 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
228131 2006  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
452170 2009  36       2. Married 1. White    3. Some College 2. Middle Atlantic
154530 2003  34       2. Married 2. Black    3. Some College 2. Middle Atlantic
81780  2004  24 1. Never Married 1. White    3. Some College 2. Middle Atlantic
378629 2008  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
305370 2007  33       2. Married 2. Black    4. College Grad 2. Middle Atlantic
301646 2007  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12249  2005  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302635 2007  48 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
8793   2005  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12032  2005  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
13257  2005  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
156095 2003  27 1. Never Married 1. White    3. Some College 2. Middle Atlantic
232674 2006  58       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
378952 2008  52      4. Divorced 2. Black    4. College Grad 2. Middle Atlantic
304280 2007  60 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
376160 2008  39       2. Married 1. White    3. Some College 2. Middle Atlantic
86736  2004  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
305599 2007  31 1. Never Married 1. White    3. Some College 2. Middle Atlantic
9903   2005  45       3. Widowed 1. White         2. HS Grad 2. Middle Atlantic
13558  2005  43 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
378086 2008  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
80963  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
376772 2008  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453319 2009  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231608 2006  47      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
87803  2004  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
154604 2003  31      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
304641 2007  40       2. Married 2. Black    4. College Grad 2. Middle Atlantic
452853 2009  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
85681  2004  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452452 2009  38      4. Divorced 1. White    3. Some College 2. Middle Atlantic
8297   2005  50       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
233667 2006  63       2. Married 1. White    3. Some College 2. Middle Atlantic
377125 2008  35       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
380656 2008  29 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
374314 2008  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306069 2007  29       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306727 2007  62      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
379612 2008  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
153785 2003  56       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
157154 2003  58       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
306904 2007  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
9761   2005  49       2. Married 1. White    3. Some College 2. Middle Atlantic
86702  2004  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
158105 2003  61      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
379806 2008  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
449268 2009  47       2. Married 3. Asian    3. Some College 2. Middle Atlantic
83615  2004  41     5. Separated 1. White    4. College Grad 2. Middle Atlantic
378890 2008  71       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
230899 2006  47       2. Married 1. White    3. Some College 2. Middle Atlantic
9311   2005  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
7750   2005  31 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
302750 2007  56       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
231066 2006  44 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
157343 2003  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
9952   2005  36 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
233281 2006  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
86503  2004  55       2. Married 1. White    3. Some College 2. Middle Atlantic
14172  2005  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
14341  2005  50       2. Married 1. White    3. Some College 2. Middle Atlantic
231725 2006  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
377627 2008  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
375298 2008  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84172  2004  28 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
154047 2003  30       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
375008 2008  46 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
86259  2004  48      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
230737 2006  42      4. Divorced 1. White    3. Some College 2. Middle Atlantic
378052 2008  23       2. Married 1. White    4. College Grad 2. Middle Atlantic
155909 2003  60       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
375457 2008  34       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
155588 2003  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
306550 2007  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
82560  2004  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379734 2008  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376576 2008  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
158927 2003  24 1. Never Married 1. White    3. Some College 2. Middle Atlantic
374739 2008  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
83417  2004  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
14351  2005  23 1. Never Married 4. Other    4. College Grad 2. Middle Atlantic
159265 2003  56       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
157150 2003  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
451548 2009  58       2. Married 1. White    3. Some College 2. Middle Atlantic
302614 2007  30       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
453033 2009  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
84994  2004  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
227948 2006  50      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
380920 2008  43 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
231461 2006  37       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
160102 2003  49      4. Divorced 1. White    3. Some College 2. Middle Atlantic
449353 2009  31       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
448411 2009  54       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
306810 2007  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
155681 2003  70       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10055  2005  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
233682 2006  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157882 2003  34       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
302173 2007  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231216 2006  28     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
9850   2005  38       2. Married 1. White    3. Some College 2. Middle Atlantic
161403 2003  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377645 2008  52 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
84260  2004  34 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
155985 2003  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
306353 2007  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
228023 2006  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156832 2003  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304488 2007  63       2. Married 1. White    4. College Grad 2. Middle Atlantic
305737 2007  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
303148 2007  31       2. Married 1. White    3. Some College 2. Middle Atlantic
302080 2007  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
447857 2009  21 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
233741 2006  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
85657  2004  18 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
379124 2008  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
157694 2003  33 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
83479  2004  32       2. Married 1. White    3. Some College 2. Middle Atlantic
450888 2009  29 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
14252  2005  28       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
14421  2005  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
301908 2007  28       3. Widowed 1. White       1. < HS Grad 2. Middle Atlantic
452061 2009  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304906 2007  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302424 2007  53       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
159404 2003  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231750 2006  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
305745 2007  55       2. Married 1. White    3. Some College 2. Middle Atlantic
376178 2008  37       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
450343 2009  68       2. Married 1. White    4. College Grad 2. Middle Atlantic
160548 2003  65       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
302678 2007  37 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
302085 2007  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
159635 2003  19 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
81174  2004  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
82948  2004  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
82251  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
379828 2008  45       2. Married 1. White    3. Some College 2. Middle Atlantic
450063 2009  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
9535   2005  37       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
154111 2003  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
305404 2007  66       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
85550  2004  35       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
447980 2009  33 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
14481  2005  44       2. Married 1. White    3. Some College 2. Middle Atlantic
85819  2004  48 1. Never Married 1. White    3. Some College 2. Middle Atlantic
450651 2009  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82222  2004  41       2. Married 1. White    3. Some College 2. Middle Atlantic
12508  2005  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
377741 2008  74      4. Divorced 2. Black 5. Advanced Degree 2. Middle Atlantic
302139 2007  33 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
153833 2003  62       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85624  2004  56      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
230790 2006  29 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
449764 2009  56 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
449202 2009  47       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
13741  2005  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302523 2007  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
81623  2004  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
13718  2005  45      4. Divorced 2. Black    3. Some College 2. Middle Atlantic
10378  2005  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
161366 2003  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9215   2005  56       2. Married 3. Asian    3. Some College 2. Middle Atlantic
157493 2003  47       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
302363 2007  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11991  2005  38       2. Married 1. White    3. Some College 2. Middle Atlantic
449684 2009  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11238  2005  44       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
159751 2003  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
452407 2009  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233537 2006  61 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
229847 2006  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9864   2005  30       2. Married 2. Black    3. Some College 2. Middle Atlantic
447299 2009  49      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
231895 2006  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
230128 2006  31       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
12999  2005  35 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
160782 2003  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379257 2008  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161228 2003  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232829 2006  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234092 2006  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84421  2004  47       2. Married 3. Asian    3. Some College 2. Middle Atlantic
157953 2003  60       2. Married 1. White    3. Some College 2. Middle Atlantic
86497  2004  28 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
7737   2005  28       2. Married 1. White    3. Some College 2. Middle Atlantic
13471  2005  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
448820 2009  29       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85643  2004  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
453480 2009  32 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
85241  2004  33      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
156206 2003  40      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
84713  2004  42       2. Married 1. White    3. Some College 2. Middle Atlantic
155666 2003  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83567  2004  39       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
449541 2009  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
448368 2009  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377037 2008  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231115 2006  29       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
305375 2007  49       2. Married 2. Black    3. Some College 2. Middle Atlantic
303226 2007  47       2. Married 2. Black    3. Some College 2. Middle Atlantic
85015  2004  46       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
228219 2006  41      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
379558 2008  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160043 2003  43      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
82149  2004  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156798 2003  42       2. Married 1. White    3. Some College 2. Middle Atlantic
9029   2005  56       2. Married 2. Black    4. College Grad 2. Middle Atlantic
157633 2003  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9820   2005  29       2. Married 2. Black    3. Some College 2. Middle Atlantic
448635 2009  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
81776  2004  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86230  2004  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84040  2004  44 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
11619  2005  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87714  2004  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14549  2005  29       2. Married 1. White    3. Some College 2. Middle Atlantic
83620  2004  42      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
378744 2008  68       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10047  2005  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
11784  2005  30       2. Married 2. Black    4. College Grad 2. Middle Atlantic
12453  2005  39       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
378962 2008  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
230457 2006  49       2. Married 1. White    3. Some College 2. Middle Atlantic
447527 2009  36 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
154701 2003  44       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
453719 2009  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153784 2003  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160819 2003  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
380247 2008  30       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
81823  2004  33 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
155141 2003  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156716 2003  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
7546   2005  30       2. Married 4. Other    3. Some College 2. Middle Atlantic
374359 2008  25 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
301939 2007  52       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
306511 2007  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452755 2009  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
8667   2005  62       2. Married 1. White    4. College Grad 2. Middle Atlantic
450499 2009  57       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
156050 2003  32       2. Married 1. White    4. College Grad 2. Middle Atlantic
160046 2003  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87749  2004  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
8363   2005  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234293 2006  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
448089 2009  48 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
453187 2009  35 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
447835 2009  46      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
307486 2007  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82464  2004  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
155315 2003  30 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
380158 2008  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
375387 2008  55       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
85776  2004  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229893 2006  55      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
229973 2006  40       2. Married 1. White    3. Some College 2. Middle Atlantic
13960  2005  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234361 2006  27       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301929 2007  49       2. Married 1. White    3. Some College 2. Middle Atlantic
306789 2007  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
230376 2006  50       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
380304 2008  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
306501 2007  57       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
376743 2008  72       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
230371 2006  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
304137 2007  31 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
374823 2008  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451590 2009  63       2. Married 2. Black    3. Some College 2. Middle Atlantic
227916 2006  48       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
7993   2005  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
159388 2003  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
304858 2007  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
230749 2006  44       2. Married 1. White    3. Some College 2. Middle Atlantic
86325  2004  32       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
154901 2003  60       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
81954  2004  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
451332 2009  48       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
379839 2008  36       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
449978 2009  31       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233080 2006  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307530 2007  29       2. Married 1. White    3. Some College 2. Middle Atlantic
161327 2003  46      4. Divorced 1. White    3. Some College 2. Middle Atlantic
158949 2003  35      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
448811 2009  50       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
11623  2005  25       2. Married 1. White    3. Some College 2. Middle Atlantic
10265  2005  33 1. Never Married 1. White    3. Some College 2. Middle Atlantic
379315 2008  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230661 2006  51       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
81295  2004  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305243 2007  59       2. Married 1. White    3. Some College 2. Middle Atlantic
228627 2006  62     5. Separated 2. Black       1. < HS Grad 2. Middle Atlantic
13060  2005  28     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
375312 2008  40       2. Married 1. White    3. Some College 2. Middle Atlantic
156535 2003  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304223 2007  29       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307620 2007  34       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
85969  2004  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13360  2005  66       2. Married 1. White    4. College Grad 2. Middle Atlantic
11113  2005  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305667 2007  45       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
234017 2006  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
12837  2005  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302321 2007  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
81373  2004  60 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
160726 2003  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452148 2009  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229256 2006  32       2. Married 1. White    3. Some College 2. Middle Atlantic
306650 2007  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452276 2009  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
302510 2007  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
81228  2004  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
228440 2006  45       2. Married 1. White    3. Some College 2. Middle Atlantic
228053 2006  56 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
10471  2005  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231759 2006  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
155837 2003  60       2. Married 1. White    4. College Grad 2. Middle Atlantic
302024 2007  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301193 2007  48      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
158905 2003  39      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
453630 2009  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
303454 2007  51       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
228501 2006  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
304450 2007  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378489 2008  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86991  2004  28 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
153315 2003  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
231642 2006  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234448 2006  31       2. Married 1. White         2. HS Grad 2. Middle Atlantic
80744  2004  72       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374333 2008  50       2. Married 1. White    3. Some College 2. Middle Atlantic
304748 2007  36       2. Married 1. White    3. Some College 2. Middle Atlantic
232443 2006  27 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
451096 2009  27       2. Married 1. White    3. Some College 2. Middle Atlantic
82862  2004  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
380709 2008  20 1. Never Married 1. White    3. Some College 2. Middle Atlantic
376073 2008  49       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
301216 2007  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
233939 2006  41       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
451070 2009  53 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
449595 2009  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
158200 2003  32       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
9638   2005  47       2. Married 1. White    3. Some College 2. Middle Atlantic
157436 2003  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452319 2009  31       2. Married 2. Black    3. Some College 2. Middle Atlantic
302474 2007  32       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
230090 2006  50      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
306734 2007  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234336 2006  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
8827   2005  55       2. Married 1. White    3. Some College 2. Middle Atlantic
8301   2005  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
85748  2004  25       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376569 2008  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378593 2008  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158180 2003  63     5. Separated 2. Black         2. HS Grad 2. Middle Atlantic
82969  2004  31 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
228806 2006  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
380329 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304795 2007  28       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
14455  2005  36 1. Never Married 1. White    3. Some College 2. Middle Atlantic
304663 2007  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
87070  2004  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
380220 2008  35       2. Married 1. White    3. Some College 2. Middle Atlantic
12400  2005  46      4. Divorced 1. White    3. Some College 2. Middle Atlantic
303868 2007  37       2. Married 1. White    3. Some College 2. Middle Atlantic
7845   2005  41      4. Divorced 2. Black    3. Some College 2. Middle Atlantic
234319 2006  59       2. Married 2. Black    3. Some College 2. Middle Atlantic
233042 2006  51       2. Married 1. White    3. Some College 2. Middle Atlantic
233381 2006  26 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
157856 2003  34       2. Married 2. Black    3. Some College 2. Middle Atlantic
82387  2004  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301852 2007  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
82525  2004  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449130 2009  25 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
84343  2004  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452636 2009  36       2. Married 2. Black    3. Some College 2. Middle Atlantic
233211 2006  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233851 2006  34     5. Separated 2. Black         2. HS Grad 2. Middle Atlantic
12233  2005  34 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12501  2005  55       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
153789 2003  39       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
87826  2004  40       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
8875   2005  32       2. Married 1. White    3. Some College 2. Middle Atlantic
229950 2006  63       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85730  2004  38 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
377504 2008  67       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
13650  2005  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155246 2003  31       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
227999 2006  41 1. Never Married 1. White    3. Some College 2. Middle Atlantic
157775 2003  47       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
453565 2009  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8927   2005  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
380898 2008  21       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
85375  2004  22 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
153469 2003  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
83341  2004  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
8279   2005  36       2. Married 1. White    3. Some College 2. Middle Atlantic
307337 2007  36 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13148  2005  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84841  2004  54      4. Divorced 1. White    3. Some College 2. Middle Atlantic
85515  2004  27       2. Married 1. White    3. Some College 2. Middle Atlantic
86629  2004  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231027 2006  35 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
157246 2003  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13588  2005  42     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
376203 2008  41       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
83057  2004  35 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
230814 2006  34 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
305515 2007  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
307267 2007  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
88046  2004  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302698 2007  29 1. Never Married 1. White    3. Some College 2. Middle Atlantic
232536 2006  32 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
158406 2003  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
452654 2009  30 1. Never Married 1. White    3. Some College 2. Middle Atlantic
155330 2003  33 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
307313 2007  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159448 2003  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155833 2003  46       2. Married 1. White    3. Some College 2. Middle Atlantic
307280 2007  63       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
7401   2005  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11845  2005  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307683 2007  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
8589   2005  45      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
375802 2008  48 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
305144 2007  28       2. Married 1. White    3. Some College 2. Middle Atlantic
453214 2009  65      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
8360   2005  50 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
377324 2008  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302793 2007  48       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
154537 2003  30       2. Married 1. White    3. Some College 2. Middle Atlantic
232060 2006  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83048  2004  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
376922 2008  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87672  2004  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234303 2006  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374328 2008  41      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
158629 2003  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231349 2006  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377297 2008  49 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
230086 2006  62       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
81256  2004  31 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
306063 2007  43      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
378700 2008  43       2. Married 2. Black    4. College Grad 2. Middle Atlantic
86261  2004  43 1. Never Married 1. White    3. Some College 2. Middle Atlantic
450507 2009  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
159849 2003  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301682 2007  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
448787 2009  29 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
82646  2004  52       2. Married 1. White    3. Some College 2. Middle Atlantic
81754  2004  46 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
14268  2005  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
85704  2004  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233733 2006  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229393 2006  38 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
83536  2004  32       2. Married 1. White    3. Some College 2. Middle Atlantic
375861 2008  28 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
14368  2005  33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
85295  2004  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231204 2006  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13498  2005  31 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
302692 2007  48      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
307635 2007  50       2. Married 2. Black    4. College Grad 2. Middle Atlantic
83924  2004  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
80239  2004  31       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
379220 2008  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453870 2009  54      4. Divorced 1. White    3. Some College 2. Middle Atlantic
85521  2004  24 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
9738   2005  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157529 2003  65       2. Married 1. White    4. College Grad 2. Middle Atlantic
307581 2007  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380007 2008  30     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
453715 2009  45       2. Married 1. White    3. Some College 2. Middle Atlantic
381016 2008  35     5. Separated 1. White    4. College Grad 2. Middle Atlantic
8356   2005  46       2. Married 4. Other 5. Advanced Degree 2. Middle Atlantic
156461 2003  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380325 2008  71       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156598 2003  39       2. Married 1. White    3. Some College 2. Middle Atlantic
450872 2009  41 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
305335 2007  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449727 2009  76      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
452029 2009  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
232822 2006  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
158958 2003  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
233370 2006  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
161344 2003  25       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233394 2006  62       2. Married 1. White    3. Some College 2. Middle Atlantic
233584 2006  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
448801 2009  37 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
302882 2007  32       2. Married 1. White    3. Some College 2. Middle Atlantic
306349 2007  55       2. Married 1. White    3. Some College 2. Middle Atlantic
452162 2009  36       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231483 2006  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82643  2004  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
305066 2007  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
11473  2005  34      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
86233  2004  39       2. Married 1. White    3. Some College 2. Middle Atlantic
12787  2005  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
233174 2006  54       2. Married 1. White    3. Some College 2. Middle Atlantic
303344 2007  60       2. Married 1. White    4. College Grad 2. Middle Atlantic
307057 2007  48 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
301337 2007  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
81731  2004  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
157918 2003  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160058 2003  37 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
159843 2003  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
157233 2003  54       2. Married 1. White    3. Some College 2. Middle Atlantic
231489 2006  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
452313 2009  32 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
233665 2006  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
157818 2003  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376459 2008  38       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
13375  2005  62       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
154265 2003  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156078 2003  28       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
303231 2007  61       2. Married 1. White    4. College Grad 2. Middle Atlantic
159873 2003  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
228330 2006  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451634 2009  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159186 2003  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160564 2003  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
447672 2009  31       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
452613 2009  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12504  2005  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
302206 2007  46       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
234624 2006  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159256 2003  40      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
14460  2005  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233287 2006  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
452861 2009  43 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
88065  2004  30       2. Married 1. White    3. Some College 2. Middle Atlantic
7550   2005  58       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
302313 2007  60       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
82600  2004  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
380306 2008  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
13488  2005  47       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
153493 2003  59      4. Divorced 1. White    3. Some College 2. Middle Atlantic
227880 2006  36       2. Married 1. White    3. Some College 2. Middle Atlantic
378323 2008  39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
81976  2004  40       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
155452 2003  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
450962 2009  29 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
11853  2005  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
156191 2003  58       2. Married 2. Black    3. Some College 2. Middle Atlantic
87661  2004  18 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
82514  2004  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
378030 2008  30       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
157381 2003  48       2. Married 1. White    3. Some College 2. Middle Atlantic
86485  2004  27       2. Married 1. White    4. College Grad 2. Middle Atlantic
10930  2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
307771 2007  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85202  2004  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233889 2006  20 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
7496   2005  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453337 2009  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
376076 2008  45       2. Married 2. Black    3. Some College 2. Middle Atlantic
160307 2003  59       2. Married 1. White    3. Some College 2. Middle Atlantic
161341 2003  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
11390  2005  67      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
301389 2007  26 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
304303 2007  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87441  2004  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12175  2005  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12033  2005  43       2. Married 1. White    3. Some College 2. Middle Atlantic
82301  2004  34 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
83227  2004  44      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
153765 2003  53       2. Married 1. White    3. Some College 2. Middle Atlantic
158059 2003  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
375572 2008  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
448806 2009  30 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
82280  2004  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
153375 2003  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380151 2008  30       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
230950 2006  38      4. Divorced 1. White    3. Some College 2. Middle Atlantic
14546  2005  25       2. Married 1. White    3. Some College 2. Middle Atlantic
450602 2009  59       3. Widowed 2. Black         2. HS Grad 2. Middle Atlantic
81692  2004  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
158659 2003  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
306889 2007  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379968 2008  60       2. Married 1. White    4. College Grad 2. Middle Atlantic
10750  2005  40       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
155530 2003  28       2. Married 1. White    3. Some College 2. Middle Atlantic
86633  2004  34       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
378686 2008  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
10144  2005  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87286  2004  28 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
87895  2004  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
375523 2008  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451283 2009  38       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
14519  2005  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
380780 2008  58      4. Divorced 1. White    3. Some College 2. Middle Atlantic
86239  2004  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
10984  2005  32 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
231862 2006  27       2. Married 1. White    4. College Grad 2. Middle Atlantic
449495 2009  51 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
448715 2009  50       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
448977 2009  25 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
234530 2006  60       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
86190  2004  62       2. Married 1. White    3. Some College 2. Middle Atlantic
230114 2006  53       2. Married 1. White    3. Some College 2. Middle Atlantic
447347 2009  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
155626 2003  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
376579 2008  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
451819 2009  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
155900 2003  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
8505   2005  40       2. Married 2. Black    3. Some College 2. Middle Atlantic
234613 2006  57       2. Married 1. White    3. Some College 2. Middle Atlantic
11832  2005  31       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
11081  2005  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
301246 2007  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
375987 2008  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156259 2003  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
85655  2004  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448836 2009  27       2. Married 1. White    4. College Grad 2. Middle Atlantic
153902 2003  19 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
305415 2007  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
9743   2005  44     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
230054 2006  32 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12519  2005  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
227962 2006  31       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83739  2004  42       2. Married 1. White    3. Some College 2. Middle Atlantic
157490 2003  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
82456  2004  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
159012 2003  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
88116  2004  33      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
376549 2008  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
87170  2004  40       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
11435  2005  29 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
85129  2004  35 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
448698 2009  34 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
154709 2003  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
379618 2008  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
161267 2003  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
380753 2008  39       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
153467 2003  42       2. Married 3. Asian    3. Some College 2. Middle Atlantic
231484 2006  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
379211 2008  45      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
156236 2003  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450978 2009  52      4. Divorced 1. White    3. Some College 2. Middle Atlantic
84773  2004  27      4. Divorced 1. White    3. Some College 2. Middle Atlantic
449829 2009  46       2. Married 1. White    3. Some College 2. Middle Atlantic
305946 2007  59       2. Married 1. White    3. Some College 2. Middle Atlantic
12507  2005  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154311 2003  19 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
154975 2003  64       2. Married 1. White    4. College Grad 2. Middle Atlantic
307420 2007  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
228741 2006  45     5. Separated 2. Black         2. HS Grad 2. Middle Atlantic
376605 2008  53       2. Married 1. White    3. Some College 2. Middle Atlantic
304583 2007  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159573 2003  39       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
375743 2008  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449387 2009  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
83565  2004  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
7664   2005  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157200 2003  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230665 2006  31 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12813  2005  28       2. Married 1. White    3. Some College 2. Middle Atlantic
302409 2007  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
83416  2004  56       3. Widowed 1. White    4. College Grad 2. Middle Atlantic
83964  2004  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13483  2005  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232794 2006  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447864 2009  28 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
452049 2009  19 1. Never Married 1. White    3. Some College 2. Middle Atlantic
87163  2004  48       2. Married 1. White    3. Some College 2. Middle Atlantic
157204 2003  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
80604  2004  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
161272 2003  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87121  2004  45 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
231993 2006  52       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
377133 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449641 2009  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156429 2003  45      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
12311  2005  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379397 2008  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
84236  2004  47       2. Married 1. White    3. Some College 2. Middle Atlantic
451645 2009  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8988   2005  49       2. Married 2. Black    3. Some College 2. Middle Atlantic
307325 2007  57      4. Divorced 1. White    3. Some College 2. Middle Atlantic
11919  2005  77       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11403  2005  48       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
88019  2004  56       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
306940 2007  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
155528 2003  44 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
301789 2007  49       2. Married 2. Black    3. Some College 2. Middle Atlantic
378048 2008  58       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
8841   2005  46       2. Married 1. White    3. Some College 2. Middle Atlantic
85602  2004  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
304529 2007  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157296 2003  61       2. Married 1. White    3. Some College 2. Middle Atlantic
155829 2003  62      4. Divorced 1. White    3. Some College 2. Middle Atlantic
379034 2008  47       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
153627 2003  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229223 2006  35       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
380392 2008  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158726 2003  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377495 2008  18 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
230878 2006  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453110 2009  27       2. Married 2. Black    3. Some College 2. Middle Atlantic
85888  2004  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
376196 2008  29       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
228775 2006  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153559 2003  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
304567 2007  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
83140  2004  41       2. Married 1. White    3. Some College 2. Middle Atlantic
450085 2009  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
378923 2008  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87254  2004  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9513   2005  66 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
156960 2003  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
80462  2004  28       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304074 2007  42       2. Married 1. White    3. Some College 2. Middle Atlantic
306048 2007  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
448446 2009  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
448106 2009  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86335  2004  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
230002 2006  64       2. Married 1. White    3. Some College 2. Middle Atlantic
447211 2009  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305589 2007  52      4. Divorced 1. White    3. Some College 2. Middle Atlantic
8755   2005  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
13308  2005  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448287 2009  40     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
10187  2005  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
80524  2004  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
377969 2008  55     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
153484 2003  53 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
11876  2005  33       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
229679 2006  45       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
229435 2006  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
80558  2004  32       2. Married 1. White    4. College Grad 2. Middle Atlantic
11650  2005  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
82081  2004  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
82799  2004  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155256 2003  38       2. Married 1. White    3. Some College 2. Middle Atlantic
80446  2004  31 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
159200 2003  41       2. Married 1. White    3. Some College 2. Middle Atlantic
8197   2005  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
153388 2003  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
88113  2004  50       2. Married 1. White    3. Some College 2. Middle Atlantic
155513 2003  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
158884 2003  29       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
230315 2006  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
86782  2004  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306149 2007  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380883 2008  29       2. Married 1. White    3. Some College 2. Middle Atlantic
7639   2005  32       2. Married 1. White    3. Some College 2. Middle Atlantic
381143 2008  42       2. Married 1. White    3. Some College 2. Middle Atlantic
9181   2005  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158451 2003  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
229117 2006  29       2. Married 1. White    3. Some College 2. Middle Atlantic
233600 2006  52 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
231346 2006  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379646 2008  28 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
228164 2006  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
85693  2004  49      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
452344 2009  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160400 2003  26 1. Never Married 4. Other    4. College Grad 2. Middle Atlantic
160533 2003  31 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
307204 2007  50 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
450078 2009  62       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
84607  2004  35       2. Married 1. White    3. Some College 2. Middle Atlantic
10989  2005  22 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
155859 2003  55 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
234391 2006  63       2. Married 1. White    3. Some College 2. Middle Atlantic
81772  2004  63      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
377896 2008  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
153951 2003  28       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231716 2006  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
229399 2006  58       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
302102 2007  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
81714  2004  49       2. Married 2. Black    3. Some College 2. Middle Atlantic
155433 2003  62       2. Married 1. White    3. Some College 2. Middle Atlantic
87168  2004  36       2. Married 1. White    3. Some College 2. Middle Atlantic
85320  2004  54      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
7420   2005  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451424 2009  46       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
229703 2006  58      4. Divorced 1. White    3. Some College 2. Middle Atlantic
14417  2005  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
9241   2005  58       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
377591 2008  63       2. Married 1. White    4. College Grad 2. Middle Atlantic
302226 2007  67       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
376645 2008  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157321 2003  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
154342 2003  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301885 2007  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
84599  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
374558 2008  31 1. Never Married 1. White    3. Some College 2. Middle Atlantic
301209 2007  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
378837 2008  21 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
374851 2008  51       2. Married 1. White    3. Some College 2. Middle Atlantic
153917 2003  43     5. Separated 2. Black    3. Some College 2. Middle Atlantic
86617  2004  34       2. Married 1. White    3. Some College 2. Middle Atlantic
374294 2008  45       2. Married 1. White    3. Some College 2. Middle Atlantic
375787 2008  35       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
83031  2004  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155234 2003  46       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
156931 2003  38 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
84305  2004  44 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
233131 2006  50 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
451873 2009  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452428 2009  49       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
232403 2006  47       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
158091 2003  40       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
159901 2003  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
374894 2008  60       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
376018 2008  56 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
85534  2004  61       2. Married 1. White    3. Some College 2. Middle Atlantic
378978 2008  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
305552 2007  43      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
12671  2005  29       2. Married 1. White    3. Some College 2. Middle Atlantic
157620 2003  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
156543 2003  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
234246 2006  28 1. Never Married 4. Other         2. HS Grad 2. Middle Atlantic
157606 2003  38 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
230929 2006  45      4. Divorced 1. White    3. Some College 2. Middle Atlantic
87063  2004  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157575 2003  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8274   2005  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
229913 2006  48       2. Married 1. White    3. Some College 2. Middle Atlantic
301692 2007  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304818 2007  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448786 2009  40 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
229605 2006  71       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
231509 2006  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
80950  2004  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
87704  2004  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158664 2003  40       2. Married 4. Other    3. Some College 2. Middle Atlantic
81095  2004  59       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
302918 2007  46       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
161349 2003  38 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
306415 2007  26       2. Married 1. White    3. Some College 2. Middle Atlantic
10603  2005  53       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
86007  2004  46      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
306146 2007  42       2. Married 1. White    3. Some College 2. Middle Atlantic
234661 2006  28 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
84287  2004  30 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
377509 2008  34       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
377763 2008  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
306688 2007  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
302888 2007  37 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
377799 2008  27       2. Married 1. White    3. Some College 2. Middle Atlantic
381003 2008  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380799 2008  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83368  2004  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11548  2005  54 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
304155 2007  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9144   2005  21 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
11624  2005  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
153897 2003  72       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
157384 2003  38       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
453498 2009  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229614 2006  35     5. Separated 1. White    3. Some College 2. Middle Atlantic
380993 2008  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159758 2003  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10899  2005  45      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
374347 2008  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374986 2008  64      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
81794  2004  39       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
303090 2007  46       2. Married 2. Black    3. Some College 2. Middle Atlantic
375451 2008  25 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
154262 2003  80       2. Married 1. White    3. Some College 2. Middle Atlantic
379725 2008  51      4. Divorced 1. White    3. Some College 2. Middle Atlantic
88050  2004  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451349 2009  52       2. Married 1. White    3. Some College 2. Middle Atlantic
84848  2004  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
306255 2007  41 1. Never Married 1. White    3. Some College 2. Middle Atlantic
82384  2004  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378696 2008  31 1. Never Married 1. White    3. Some College 2. Middle Atlantic
85794  2004  49      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
450118 2009  47      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
9457   2005  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230105 2006  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
153266 2003  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157526 2003  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
234243 2006  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231448 2006  39       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
449095 2009  63       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
303172 2007  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
81506  2004  62       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
80235  2004  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87943  2004  29 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
83985  2004  43       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
375234 2008  34       2. Married 2. Black    4. College Grad 2. Middle Atlantic
156633 2003  38       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
14384  2005  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
8450   2005  64       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
160165 2003  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
451015 2009  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
232095 2006  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
154723 2003  33 1. Never Married 1. White    3. Some College 2. Middle Atlantic
304780 2007  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
377397 2008  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
303182 2007  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11131  2005  40 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
7535   2005  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
375336 2008  30     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
451744 2009  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
232578 2006  47       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
374914 2008  25 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
307821 2007  44       2. Married 1. White    3. Some College 2. Middle Atlantic
305822 2007  41      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
7495   2005  54     5. Separated 1. White    4. College Grad 2. Middle Atlantic
449798 2009  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
159599 2003  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
448887 2009  63       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
453745 2009  49 1. Never Married 1. White    3. Some College 2. Middle Atlantic
375738 2008  35     5. Separated 2. Black    3. Some College 2. Middle Atlantic
229672 2006  24 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
161522 2003  66       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378510 2008  57       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
160189 2003  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
230629 2006  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
233946 2006  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
86943  2004  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230497 2006  23       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
377005 2008  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
80350  2004  38       2. Married 1. White    3. Some College 2. Middle Atlantic
81917  2004  43       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
301556 2007  58      4. Divorced 1. White    3. Some College 2. Middle Atlantic
8888   2005  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307676 2007  48 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
7381   2005  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233790 2006  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
303636 2007  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
81716  2004  58       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
158585 2003  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
307816 2007  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154833 2003  50       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
450754 2009  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157064 2003  39 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
377858 2008  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
380391 2008  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
452617 2009  24       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
452685 2009  53       2. Married 1. White    3. Some College 2. Middle Atlantic
154958 2003  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161421 2003  25 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
229694 2006  24 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
7822   2005  57     5. Separated 1. White    4. College Grad 2. Middle Atlantic
12679  2005  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
447486 2009  33       2. Married 1. White    3. Some College 2. Middle Atlantic
13835  2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
379762 2008  39 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
81141  2004  32       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
7699   2005  48      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
85842  2004  29       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
12364  2005  35      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
84080  2004  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451706 2009  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14152  2005  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85144  2004  35       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
302797 2007  27       2. Married 1. White    3. Some College 2. Middle Atlantic
81223  2004  57       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
88062  2004  48       2. Married 1. White    3. Some College 2. Middle Atlantic
452864 2009  41      4. Divorced 2. Black    3. Some College 2. Middle Atlantic
12144  2005  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
160944 2003  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
8105   2005  54      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
154672 2003  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
453271 2009  43 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
155921 2003  43      4. Divorced 2. Black    4. College Grad 2. Middle Atlantic
154732 2003  62       3. Widowed 1. White       1. < HS Grad 2. Middle Atlantic
233690 2006  45 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
86143  2004  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
156740 2003  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12718  2005  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449744 2009  21 1. Never Married 1. White    3. Some College 2. Middle Atlantic
448117 2009  54       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
154750 2003  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
83654  2004  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
81277  2004  35       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
379686 2008  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
227939 2006  61       3. Widowed 1. White         2. HS Grad 2. Middle Atlantic
80897  2004  51      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
231662 2006  43       2. Married 1. White    3. Some College 2. Middle Atlantic
154839 2003  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
305114 2007  51       2. Married 4. Other    3. Some College 2. Middle Atlantic
450873 2009  65       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447174 2009  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377920 2008  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
161041 2003  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14541  2005  45       2. Married 1. White    3. Some College 2. Middle Atlantic
376938 2008  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
447645 2009  36      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
80720  2004  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447722 2009  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155179 2003  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8907   2005  33       2. Married 1. White    3. Some College 2. Middle Atlantic
160862 2003  47      4. Divorced 1. White    3. Some College 2. Middle Atlantic
155453 2003  37       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
378199 2008  41       2. Married 1. White    3. Some College 2. Middle Atlantic
12156  2005  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
447458 2009  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
232327 2006  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
301930 2007  47      4. Divorced 1. White    3. Some College 2. Middle Atlantic
158517 2003  29       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
12579  2005  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13995  2005  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82195  2004  39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
306499 2007  59       2. Married 1. White    4. College Grad 2. Middle Atlantic
302319 2007  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
447816 2009  26 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
449074 2009  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229524 2006  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232133 2006  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
85388  2004  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13298  2005  32       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
307289 2007  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
7589   2005  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9082   2005  40 1. Never Married 1. White    3. Some College 2. Middle Atlantic
305036 2007  60       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
302117 2007  30 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
160497 2003  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
450224 2009  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
449975 2009  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
80475  2004  41       2. Married 1. White    3. Some College 2. Middle Atlantic
378718 2008  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13370  2005  35       2. Married 1. White    3. Some College 2. Middle Atlantic
380165 2008  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86118  2004  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
159505 2003  50     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
450919 2009  19 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
80496  2004  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302736 2007  53       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
81910  2004  22 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
159140 2003  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8846   2005  33 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
7415   2005  31 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
80565  2004  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
452789 2009  57       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
13535  2005  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156743 2003  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87391  2004  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
450392 2009  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
155733 2003  50       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
12600  2005  38       2. Married 1. White    3. Some College 2. Middle Atlantic
80237  2004  33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
306346 2007  52       2. Married 1. White    3. Some College 2. Middle Atlantic
81445  2004  48       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231389 2006  53       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
378598 2008  37 1. Never Married 1. White    3. Some College 2. Middle Atlantic
306310 2007  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380028 2008  54       2. Married 1. White    3. Some College 2. Middle Atlantic
86072  2004  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
11321  2005  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
307301 2007  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
447298 2009  25      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
161253 2003  35     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
377359 2008  29       2. Married 1. White    3. Some College 2. Middle Atlantic
453728 2009  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14042  2005  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
304908 2007  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
160028 2003  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
13005  2005  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158124 2003  51       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
86567  2004  55       2. Married 1. White    3. Some College 2. Middle Atlantic
82851  2004  37       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
305392 2007  48 1. Never Married 1. White    3. Some College 2. Middle Atlantic
153650 2003  42       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
304093 2007  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
233121 2006  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230850 2006  33 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
157822 2003  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451294 2009  20 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
14543  2005  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
159847 2003  58      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
83903  2004  38       2. Married 1. White    3. Some College 2. Middle Atlantic
378535 2008  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
453171 2009  54      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
301347 2007  66       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
453420 2009  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
155699 2003  35       2. Married 1. White    3. Some College 2. Middle Atlantic
380739 2008  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9766   2005  35 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
234383 2006  40       2. Married 1. White    3. Some College 2. Middle Atlantic
232723 2006  41       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
81234  2004  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
229581 2006  50       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
87788  2004  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452608 2009  43       2. Married 1. White    3. Some College 2. Middle Atlantic
8652   2005  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
451324 2009  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
160285 2003  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
84767  2004  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
229001 2006  66       2. Married 2. Black    3. Some College 2. Middle Atlantic
230839 2006  50       3. Widowed 1. White         2. HS Grad 2. Middle Atlantic
11453  2005  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
87015  2004  62       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
157453 2003  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
87789  2004  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
10827  2005  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
450748 2009  29       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
83883  2004  39       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
230302 2006  71      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
160949 2003  22 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
302490 2007  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
452615 2009  35       2. Married 1. White    3. Some College 2. Middle Atlantic
156728 2003  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
158466 2003  51       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
8344   2005  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
7436   2005  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374803 2008  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12491  2005  21       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232762 2006  60       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
230998 2006  41 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
84524  2004  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
13464  2005  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
159550 2003  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234248 2006  36      4. Divorced 1. White    3. Some College 2. Middle Atlantic
234357 2006  28 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
451267 2009  60       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
155944 2003  41       2. Married 1. White    3. Some College 2. Middle Atlantic
228029 2006  55       2. Married 1. White    3. Some College 2. Middle Atlantic
159068 2003  36       2. Married 2. Black    3. Some College 2. Middle Atlantic
228443 2006  46 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
376883 2008  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
233097 2006  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228418 2006  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
80966  2004  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229478 2006  22 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
374483 2008  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
381181 2008  57       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
12955  2005  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161502 2003  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
380218 2008  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156036 2003  38       2. Married 1. White    3. Some College 2. Middle Atlantic
229899 2006  27 1. Never Married 1. White    3. Some College 2. Middle Atlantic
305122 2007  32       2. Married 1. White    3. Some College 2. Middle Atlantic
450849 2009  44 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
376406 2008  56       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
303218 2007  38       2. Married 2. Black    4. College Grad 2. Middle Atlantic
156645 2003  36       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
14338  2005  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
14140  2005  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380621 2008  42 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
447629 2009  51       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
86490  2004  55       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
302168 2007  39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
158551 2003  42       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233702 2006  33       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
378925 2008  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
160680 2003  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
158298 2003  40       2. Married 1. White    3. Some College 2. Middle Atlantic
450290 2009  51       2. Married 3. Asian    3. Some College 2. Middle Atlantic
305059 2007  76       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
301937 2007  57      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
160924 2003  27     5. Separated 1. White    3. Some College 2. Middle Atlantic
12963  2005  26 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
10344  2005  25       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8757   2005  27       2. Married 1. White    3. Some College 2. Middle Atlantic
82071  2004  33 1. Never Married 1. White    3. Some College 2. Middle Atlantic
155631 2003  51      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
9139   2005  22 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
10933  2005  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449746 2009  34 1. Never Married 1. White    3. Some College 2. Middle Atlantic
379247 2008  47      4. Divorced 1. White    3. Some College 2. Middle Atlantic
13497  2005  31 1. Never Married 1. White    3. Some College 2. Middle Atlantic
14109  2005  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234415 2006  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234376 2006  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
155250 2003  40       2. Married 2. Black    4. College Grad 2. Middle Atlantic
85134  2004  51       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
381020 2008  31       2. Married 1. White    3. Some College 2. Middle Atlantic
159971 2003  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9591   2005  48       2. Married 2. Black    3. Some College 2. Middle Atlantic
83666  2004  54      4. Divorced 2. Black    4. College Grad 2. Middle Atlantic
301931 2007  56 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
307750 2007  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453302 2009  32       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
307225 2007  60       2. Married 1. White    4. College Grad 2. Middle Atlantic
230293 2006  42       2. Married 1. White    3. Some College 2. Middle Atlantic
154660 2003  22 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
156739 2003  46       2. Married 1. White    3. Some College 2. Middle Atlantic
8789   2005  53       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
375928 2008  43      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
447995 2009  32 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
447215 2009  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
448598 2009  50 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
229234 2006  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
447888 2009  55       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
82715  2004  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
82946  2004  35 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
80449  2004  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
86044  2004  33       2. Married 1. White    3. Some College 2. Middle Atlantic
157202 2003  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
450096 2009  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448535 2009  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450450 2009  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
451844 2009  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451460 2009  47 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
11973  2005  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452739 2009  34       2. Married 1. White    4. College Grad 2. Middle Atlantic
230033 2006  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
377968 2008  58     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
447810 2009  44       2. Married 2. Black    3. Some College 2. Middle Atlantic
9620   2005  28       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
83273  2004  46       2. Married 1. White    3. Some College 2. Middle Atlantic
381222 2008  36       2. Married 1. White    3. Some College 2. Middle Atlantic
301976 2007  37       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
381289 2008  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
307040 2007  56      4. Divorced 1. White    3. Some College 2. Middle Atlantic
450227 2009  38       2. Married 1. White    3. Some College 2. Middle Atlantic
302539 2007  41 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
86544  2004  62       2. Married 1. White    3. Some College 2. Middle Atlantic
86015  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
84882  2004  44       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
301497 2007  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
378528 2008  51       2. Married 2. Black    3. Some College 2. Middle Atlantic
7539   2005  41       2. Married 1. White    3. Some College 2. Middle Atlantic
14035  2005  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379720 2008  27       2. Married 1. White    3. Some College 2. Middle Atlantic
87842  2004  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
12496  2005  51      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
453550 2009  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12905  2005  28 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
307423 2007  49 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
302880 2007  61       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
229722 2006  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13420  2005  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
305048 2007  53       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
81872  2004  55 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
11889  2005  48 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
301313 2007  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
448972 2009  31 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
304644 2007  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380216 2008  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
154881 2003  49 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
85010  2004  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
303653 2007  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
374554 2008  46      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
7830   2005  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
14307  2005  19 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
83763  2004  56      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
161310 2003  44       2. Married 1. White    3. Some College 2. Middle Atlantic
450610 2009  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
8736   2005  42 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
379881 2008  32       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
161031 2003  32 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
156574 2003  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380839 2008  57 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
380501 2008  26       2. Married 2. Black    3. Some College 2. Middle Atlantic
449794 2009  67      4. Divorced 1. White    3. Some College 2. Middle Atlantic
81288  2004  31       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231420 2006  49      4. Divorced 1. White    3. Some College 2. Middle Atlantic
10519  2005  29 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
381177 2008  41       2. Married 1. White    3. Some College 2. Middle Atlantic
229249 2006  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453598 2009  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82185  2004  33     5. Separated 2. Black    3. Some College 2. Middle Atlantic
453746 2009  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
448132 2009  43       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
86463  2004  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
84715  2004  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
155547 2003  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83136  2004  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
8414   2005  34 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
304459 2007  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
378108 2008  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
155401 2003  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
228504 2006  28 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
376032 2008  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305001 2007  24 1. Never Married 1. White    3. Some College 2. Middle Atlantic
10568  2005  57       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
158869 2003  48     5. Separated 2. Black         2. HS Grad 2. Middle Atlantic
82571  2004  31       2. Married 1. White    3. Some College 2. Middle Atlantic
233856 2006  47 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
85706  2004  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
87534  2004  30 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
158028 2003  41 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
376894 2008  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
450739 2009  32 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
453840 2009  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85005  2004  42       2. Married 2. Black    3. Some College 2. Middle Atlantic
12029  2005  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
233756 2006  44      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
228877 2006  30 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
233966 2006  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
376565 2008  33 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
375596 2008  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
7603   2005  28       2. Married 1. White    3. Some College 2. Middle Atlantic
376986 2008  41       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
448055 2009  22       2. Married 1. White    3. Some College 2. Middle Atlantic
81116  2004  37      4. Divorced 1. White    3. Some College 2. Middle Atlantic
228861 2006  18 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
87034  2004  37 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
305311 2007  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
378766 2008  49       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
13578  2005  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
302454 2007  47       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
160354 2003  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
452525 2009  34       2. Married 1. White    3. Some College 2. Middle Atlantic
83954  2004  62       2. Married 1. White    4. College Grad 2. Middle Atlantic
302858 2007  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
11897  2005  48       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
305534 2007  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448547 2009  35 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
154312 2003  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13095  2005  34 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
155937 2003  50       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
233677 2006  50      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
82261  2004  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
450761 2009  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11935  2005  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449193 2009  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
13380  2005  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
13510  2005  34       2. Married 1. White    4. College Grad 2. Middle Atlantic
303955 2007  50      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
82964  2004  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
155032 2003  53       2. Married 2. Black    3. Some College 2. Middle Atlantic
81944  2004  40 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
228060 2006  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228305 2006  36       2. Married 1. White    3. Some College 2. Middle Atlantic
8471   2005  44       2. Married 1. White    3. Some College 2. Middle Atlantic
375955 2008  54       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
378357 2008  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
228453 2006  62       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
375260 2008  33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
84747  2004  44 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
9001   2005  80 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13523  2005  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377490 2008  58      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
85233  2004  51       2. Married 1. White    3. Some College 2. Middle Atlantic
8658   2005  60       2. Married 1. White    3. Some College 2. Middle Atlantic
302756 2007  33       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
228793 2006  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
85808  2004  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
229152 2006  56       2. Married 1. White    3. Some College 2. Middle Atlantic
449705 2009  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85799  2004  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155865 2003  34       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
85689  2004  37 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
450894 2009  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
378221 2008  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
230406 2006  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
376602 2008  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
156489 2003  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
7568   2005  33       2. Married 1. White    3. Some College 2. Middle Atlantic
453257 2009  48       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
376581 2008  28 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
379989 2008  37       2. Married 1. White    3. Some College 2. Middle Atlantic
234332 2006  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11046  2005  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
303385 2007  60       2. Married 1. White         2. HS Grad 2. Middle Atlantic
450697 2009  30 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
156124 2003  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161043 2003  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449651 2009  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
233230 2006  26       2. Married 1. White    4. College Grad 2. Middle Atlantic
231523 2006  39       2. Married 1. White    3. Some College 2. Middle Atlantic
154395 2003  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
304408 2007  71       2. Married 2. Black    4. College Grad 2. Middle Atlantic
380248 2008  33       2. Married 1. White    3. Some College 2. Middle Atlantic
83466  2004  49 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13091  2005  45       2. Married 1. White    3. Some College 2. Middle Atlantic
84078  2004  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
14266  2005  59      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
82469  2004  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
450648 2009  47 1. Never Married 4. Other       1. < HS Grad 2. Middle Atlantic
230082 2006  34       2. Married 1. White    3. Some College 2. Middle Atlantic
302568 2007  23       2. Married 2. Black    3. Some College 2. Middle Atlantic
452618 2009  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449703 2009  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
228508 2006  54       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
453301 2009  46       2. Married 1. White    3. Some College 2. Middle Atlantic
8172   2005  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
380101 2008  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306319 2007  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10780  2005  46       2. Married 1. White    3. Some College 2. Middle Atlantic
8168   2005  30 1. Never Married 1. White    3. Some College 2. Middle Atlantic
234147 2006  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
379279 2008  53       2. Married 1. White    3. Some College 2. Middle Atlantic
13027  2005  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
159780 2003  31       2. Married 1. White    3. Some College 2. Middle Atlantic
153749 2003  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87231  2004  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
381130 2008  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83569  2004  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82380  2004  24 1. Never Married 1. White    3. Some College 2. Middle Atlantic
87411  2004  53       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
80378  2004  39      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
306390 2007  47       2. Married 1. White    3. Some College 2. Middle Atlantic
233582 2006  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
230156 2006  34       2. Married 1. White    4. College Grad 2. Middle Atlantic
80860  2004  45       2. Married 1. White    3. Some College 2. Middle Atlantic
157459 2003  60       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
228496 2006  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
453835 2009  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
376688 2008  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
84683  2004  35      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
380971 2008  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448578 2009  56       2. Married 4. Other         2. HS Grad 2. Middle Atlantic
376787 2008  19 1. Never Married 1. White    3. Some College 2. Middle Atlantic
231118 2006  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
7373   2005  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
156889 2003  45       3. Widowed 4. Other         2. HS Grad 2. Middle Atlantic
80853  2004  54      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
379750 2008  43 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
377519 2008  42       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
11199  2005  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
306981 2007  49 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
232149 2006  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13294  2005  50      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
229612 2006  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
12617  2005  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
451199 2009  58       2. Married 1. White    4. College Grad 2. Middle Atlantic
7609   2005  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
231686 2006  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
234389 2006  51       2. Married 1. White    3. Some College 2. Middle Atlantic
229901 2006  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
153622 2003  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
86931  2004  34       2. Married 1. White    3. Some College 2. Middle Atlantic
9860   2005  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
82359  2004  59       2. Married 1. White    4. College Grad 2. Middle Atlantic
83774  2004  61      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
379289 2008  40       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
451529 2009  49       2. Married 1. White    3. Some College 2. Middle Atlantic
157319 2003  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
10740  2005  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
83212  2004  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234447 2006  29       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448296 2009  66       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
229238 2006  61       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156703 2003  34      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
303382 2007  41 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
83663  2004  48      4. Divorced 2. Black       1. < HS Grad 2. Middle Atlantic
13264  2005  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
228067 2006  54      4. Divorced 1. White    3. Some College 2. Middle Atlantic
379994 2008  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374633 2008  60      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
380994 2008  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452521 2009  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301537 2007  54      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
452259 2009  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
380756 2008  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156099 2003  40       2. Married 1. White    3. Some College 2. Middle Atlantic
379666 2008  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13066  2005  55 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
233531 2006  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
159976 2003  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
155361 2003  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
301559 2007  28 1. Never Married 1. White    3. Some College 2. Middle Atlantic
159911 2003  58       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
378511 2008  47 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
303173 2007  60 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
155313 2003  26 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
231958 2006  52       2. Married 1. White    3. Some College 2. Middle Atlantic
375616 2008  31       2. Married 1. White    3. Some College 2. Middle Atlantic
307319 2007  63       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
12456  2005  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448765 2009  30 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
301777 2007  52       2. Married 1. White    3. Some College 2. Middle Atlantic
11762  2005  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379995 2008  29       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
302475 2007  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
303761 2007  57       2. Married 1. White    4. College Grad 2. Middle Atlantic
7976   2005  46       2. Married 2. Black    3. Some College 2. Middle Atlantic
157964 2003  21 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
9336   2005  34      4. Divorced 1. White    3. Some College 2. Middle Atlantic
379954 2008  39 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
230714 2006  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
83126  2004  42      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
82701  2004  48       2. Married 1. White    3. Some College 2. Middle Atlantic
452203 2009  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154263 2003  80       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230644 2006  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304966 2007  31 1. Never Married 4. Other    3. Some College 2. Middle Atlantic
156987 2003  41     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
88084  2004  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
160389 2003  43 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
81881  2004  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
83677  2004  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
80890  2004  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306629 2007  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12188  2005  59       2. Married 2. Black    3. Some College 2. Middle Atlantic
301793 2007  29 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
447716 2009  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
10043  2005  33 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
156286 2003  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
376933 2008  53      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
160815 2003  63       2. Married 1. White    4. College Grad 2. Middle Atlantic
84588  2004  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
156257 2003  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
306463 2007  39       3. Widowed 3. Asian         2. HS Grad 2. Middle Atlantic
304367 2007  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
156055 2003  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
84965  2004  40      4. Divorced 1. White    3. Some College 2. Middle Atlantic
86137  2004  47       2. Married 1. White    3. Some College 2. Middle Atlantic
7434   2005  43       2. Married 1. White    3. Some College 2. Middle Atlantic
13145  2005  42      4. Divorced 1. White    3. Some College 2. Middle Atlantic
376834 2008  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
80861  2004  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307009 2007  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
9407   2005  60       3. Widowed 2. Black 5. Advanced Degree 2. Middle Atlantic
448011 2009  57 1. Never Married 1. White    3. Some College 2. Middle Atlantic
301160 2007  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87472  2004  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86258  2004  51      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
86622  2004  33       2. Married 1. White    3. Some College 2. Middle Atlantic
234539 2006  59 1. Never Married 1. White    3. Some College 2. Middle Atlantic
233141 2006  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160720 2003  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
380833 2008  28 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
447332 2009  49 1. Never Married 1. White    3. Some College 2. Middle Atlantic
13074  2005  51     5. Separated 1. White    4. College Grad 2. Middle Atlantic
377769 2008  36 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
159957 2003  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
14047  2005  22 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
229085 2006  47       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
156367 2003  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
86170  2004  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
231625 2006  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
376206 2008  45       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
374441 2008  39       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
229681 2006  64       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84975  2004  36       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
80338  2004  61       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158704 2003  34       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
86260  2004  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
377704 2008  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
450907 2009  36       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
8898   2005  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86506  2004  39 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
81695  2004  59       3. Widowed 2. Black 5. Advanced Degree 2. Middle Atlantic
452011 2009  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
233422 2006  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
232655 2006  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161451 2003  25       2. Married 1. White         2. HS Grad 2. Middle Atlantic
450319 2009  59       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
305903 2007  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12064  2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
448531 2009  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
450203 2009  63 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
302905 2007  53       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
377539 2008  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
306049 2007  53      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
234286 2006  23       2. Married 1. White    4. College Grad 2. Middle Atlantic
82123  2004  36 1. Never Married 3. Asian         2. HS Grad 2. Middle Atlantic
13073  2005  19 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12975  2005  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9152   2005  43 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
85858  2004  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
449352 2009  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156000 2003  63       2. Married 1. White    3. Some College 2. Middle Atlantic
374878 2008  45 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
374341 2008  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453736 2009  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
83544  2004  37      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
374646 2008  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
14363  2005  45 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
380303 2008  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
11668  2005  58       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
156595 2003  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
303371 2007  39       2. Married 1. White    3. Some College 2. Middle Atlantic
12558  2005  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154495 2003  33 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
232910 2006  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
448457 2009  63       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
156591 2003  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
374845 2008  31       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154639 2003  41 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
376657 2008  66       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
453155 2009  45 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
302655 2007  47 1. Never Married 1. White    3. Some College 2. Middle Atlantic
234441 2006  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10756  2005  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157788 2003  62       2. Married 1. White    4. College Grad 2. Middle Atlantic
159478 2003  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
82408  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
231687 2006  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
451735 2009  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14361  2005  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
447846 2009  64       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87736  2004  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
159033 2003  49       2. Married 1. White    3. Some College 2. Middle Atlantic
452456 2009  32       2. Married 1. White    4. College Grad 2. Middle Atlantic
229915 2006  41       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
85977  2004  58       2. Married 1. White    3. Some College 2. Middle Atlantic
158370 2003  41       2. Married 1. White    3. Some College 2. Middle Atlantic
306799 2007  34 1. Never Married 1. White    3. Some College 2. Middle Atlantic
86857  2004  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
154144 2003  23 1. Never Married 2. Black       1. < HS Grad 2. Middle Atlantic
155861 2003  40 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
302734 2007  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87460  2004  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
301952 2007  42 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
452190 2009  47     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
302487 2007  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
375314 2008  34 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
80513  2004  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8245   2005  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
450802 2009  55      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
380599 2008  22 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
8760   2005  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228870 2006  26 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
86333  2004  27 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
82672  2004  34       2. Married 1. White    4. College Grad 2. Middle Atlantic
303408 2007  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379215 2008  23       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153433 2003  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452035 2009  49      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
12738  2005  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
10025  2005  35      4. Divorced 2. Black    4. College Grad 2. Middle Atlantic
302428 2007  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230517 2006  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451939 2009  69       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83710  2004  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11155  2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
10801  2005  47 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
377849 2008  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
155762 2003  42      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
380873 2008  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
11350  2005  48       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
449916 2009  28 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
11955  2005  49 1. Never Married 1. White    3. Some College 2. Middle Atlantic
452076 2009  51      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
158386 2003  58       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
8307   2005  32 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
452919 2009  55       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304571 2007  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84662  2004  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157527 2003  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
155753 2003  25       2. Married 1. White    3. Some College 2. Middle Atlantic
85476  2004  73      4. Divorced 2. Black       1. < HS Grad 2. Middle Atlantic
86888  2004  18 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
11885  2005  52       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
379300 2008  28       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
84104  2004  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451062 2009  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
379529 2008  44       2. Married 1. White    3. Some College 2. Middle Atlantic
155117 2003  29       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
234168 2006  48       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
228808 2006  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85191  2004  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
159708 2003  24 1. Never Married 1. White    3. Some College 2. Middle Atlantic
155806 2003  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
378375 2008  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
155162 2003  69       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
230689 2006  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158165 2003  73       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
448727 2009  30       2. Married 2. Black    3. Some College 2. Middle Atlantic
154715 2003  41 1. Never Married 3. Asian    3. Some College 2. Middle Atlantic
449784 2009  48       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
82382  2004  63       2. Married 1. White    4. College Grad 2. Middle Atlantic
159218 2003  29       2. Married 1. White    3. Some College 2. Middle Atlantic
81077  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
303201 2007  52       2. Married 1. White    3. Some College 2. Middle Atlantic
375099 2008  54     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
452764 2009  33       2. Married 1. White    4. College Grad 2. Middle Atlantic
84935  2004  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
302956 2007  31       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
231714 2006  46       2. Married 1. White    3. Some College 2. Middle Atlantic
377432 2008  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
450157 2009  45     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
155744 2003  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12978  2005  31 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
228951 2006  19 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
156037 2003  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302728 2007  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
233642 2006  55       2. Married 1. White    3. Some College 2. Middle Atlantic
228903 2006  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449895 2009  49      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
451041 2009  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
376582 2008  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
160144 2003  34 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
379821 2008  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
161269 2003  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87217  2004  33       2. Married 2. Black    3. Some College 2. Middle Atlantic
160293 2003  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86674  2004  40       2. Married 1. White    3. Some College 2. Middle Atlantic
87761  2004  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
303104 2007  47       2. Married 2. Black    4. College Grad 2. Middle Atlantic
229277 2006  45 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
452824 2009  34       2. Married 1. White    4. College Grad 2. Middle Atlantic
232086 2006  25       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233767 2006  56       2. Married 1. White    4. College Grad 2. Middle Atlantic
12838  2005  54       2. Married 1. White    3. Some College 2. Middle Atlantic
159042 2003  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
375741 2008  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85607  2004  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
86744  2004  44      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
11797  2005  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
452631 2009  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
374872 2008  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448646 2009  27 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
379131 2008  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231134 2006  56       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
9431   2005  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379883 2008  33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
376403 2008  32       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
376258 2008  39      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
14511  2005  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
449447 2009  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
231149 2006  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
13208  2005  37       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
376577 2008  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9330   2005  51       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
380510 2008  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
234379 2006  56       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449359 2009  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449768 2009  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304596 2007  32       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
83073  2004  21 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
80331  2004  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
307248 2007  48       2. Married 1. White    3. Some College 2. Middle Atlantic
87597  2004  32       2. Married 1. White    3. Some College 2. Middle Atlantic
161439 2003  30 1. Never Married 1. White    3. Some College 2. Middle Atlantic
234656 2006  30       2. Married 1. White    3. Some College 2. Middle Atlantic
153663 2003  33       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
11542  2005  56       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
81869  2004  46      4. Divorced 2. Black    3. Some College 2. Middle Atlantic
156792 2003  49       2. Married 1. White    3. Some College 2. Middle Atlantic
376283 2008  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
452245 2009  48 1. Never Married 1. White    3. Some College 2. Middle Atlantic
231515 2006  37      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
306859 2007  53       2. Married 1. White    3. Some College 2. Middle Atlantic
82001  2004  56       2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
375236 2008  34       2. Married 2. Black    3. Some College 2. Middle Atlantic
86010  2004  56       2. Married 1. White    3. Some College 2. Middle Atlantic
230943 2006  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228764 2006  47       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
156896 2003  52       2. Married 1. White    3. Some College 2. Middle Atlantic
453724 2009  40       2. Married 1. White    3. Some College 2. Middle Atlantic
379194 2008  25       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452457 2009  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
232552 2006  40 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
450777 2009  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
158588 2003  50      4. Divorced 1. White    3. Some College 2. Middle Atlantic
377411 2008  48     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
302723 2007  40 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
153400 2003  45       2. Married 1. White    3. Some College 2. Middle Atlantic
86089  2004  30       2. Married 1. White    4. College Grad 2. Middle Atlantic
160883 2003  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
379090 2008  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302129 2007  32       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
86755  2004  53       2. Married 1. White    4. College Grad 2. Middle Atlantic
377441 2008  32 1. Never Married 1. White    3. Some College 2. Middle Atlantic
87396  2004  39       2. Married 2. Black    4. College Grad 2. Middle Atlantic
307386 2007  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
84169  2004  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449775 2009  66       2. Married 1. White    4. College Grad 2. Middle Atlantic
228357 2006  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
449987 2009  52       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
303856 2007  36       2. Married 1. White    3. Some College 2. Middle Atlantic
304921 2007  32 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
374988 2008  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229150 2006  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
84663  2004  47       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
379349 2008  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157534 2003  53       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
305469 2007  66      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
231089 2006  33       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
82956  2004  58      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
379819 2008  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449534 2009  54       2. Married 3. Asian    3. Some College 2. Middle Atlantic
448935 2009  26 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
375717 2008  24 1. Never Married 4. Other         2. HS Grad 2. Middle Atlantic
304731 2007  62       2. Married 1. White    4. College Grad 2. Middle Atlantic
10772  2005  63       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14158  2005  26 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
85775  2004  45       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161082 2003  23       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377328 2008  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
155957 2003  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
154985 2003  43 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
87716  2004  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374629 2008  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
232517 2006  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
84219  2004  45       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
380749 2008  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
453653 2009  63       2. Married 1. White         2. HS Grad 2. Middle Atlantic
81828  2004  57       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
377546 2008  69       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
451614 2009  31 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
160598 2003  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
7816   2005  43     5. Separated 1. White    4. College Grad 2. Middle Atlantic
157421 2003  19 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
9691   2005  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
304770 2007  31       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
81122  2004  49 1. Never Married 4. Other       1. < HS Grad 2. Middle Atlantic
233881 2006  29       2. Married 1. White    3. Some College 2. Middle Atlantic
377413 2008  26       2. Married 4. Other    3. Some College 2. Middle Atlantic
303918 2007  37       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
229437 2006  30 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
447724 2009  35       2. Married 1. White    3. Some College 2. Middle Atlantic
85017  2004  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9109   2005  44      4. Divorced 4. Other 5. Advanced Degree 2. Middle Atlantic
84346  2004  65       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301863 2007  54       2. Married 2. Black    3. Some College 2. Middle Atlantic
452767 2009  56       2. Married 1. White    3. Some College 2. Middle Atlantic
380912 2008  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
450623 2009  37      4. Divorced 1. White    3. Some College 2. Middle Atlantic
7899   2005  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13782  2005  46       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
452871 2009  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13456  2005  58      4. Divorced 2. Black         2. HS Grad 2. Middle Atlantic
306022 2007  52       2. Married 1. White    3. Some College 2. Middle Atlantic
232102 2006  45       2. Married 1. White    3. Some College 2. Middle Atlantic
375105 2008  33       2. Married 1. White         2. HS Grad 2. Middle Atlantic
81175  2004  51       2. Married 1. White    3. Some College 2. Middle Atlantic
375985 2008  50       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233063 2006  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85647  2004  46 1. Never Married 1. White    3. Some College 2. Middle Atlantic
11736  2005  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
153843 2003  47       2. Married 1. White    3. Some College 2. Middle Atlantic
10673  2005  47       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
84898  2004  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
375389 2008  36       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
374477 2008  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160912 2003  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
13605  2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
305951 2007  20 1. Never Married 1. White    3. Some College 2. Middle Atlantic
84566  2004  32       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
160765 2003  36       2. Married 1. White    3. Some College 2. Middle Atlantic
449036 2009  31 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
13295  2005  28       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
7863   2005  41      4. Divorced 4. Other    3. Some College 2. Middle Atlantic
87877  2004  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
86166  2004  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160895 2003  19 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
450033 2009  59       2. Married 1. White    3. Some College 2. Middle Atlantic
156104 2003  64 1. Never Married 1. White    3. Some College 2. Middle Atlantic
160718 2003  31       2. Married 1. White    3. Some College 2. Middle Atlantic
81086  2004  37 1. Never Married 1. White    3. Some College 2. Middle Atlantic
87767  2004  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
13125  2005  24 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
231653 2006  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
85304  2004  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
375038 2008  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
9595   2005  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
87553  2004  53 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
81392  2004  42       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
451374 2009  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
158047 2003  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
81515  2004  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
153519 2003  52       2. Married 1. White    3. Some College 2. Middle Atlantic
380550 2008  33       2. Married 1. White    3. Some College 2. Middle Atlantic
304366 2007  30       2. Married 2. Black    3. Some College 2. Middle Atlantic
304377 2007  38 1. Never Married 1. White    3. Some College 2. Middle Atlantic
9064   2005  29 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
378073 2008  57       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
158940 2003  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
380022 2008  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
227841 2006  46      4. Divorced 1. White    3. Some College 2. Middle Atlantic
12002  2005  61       2. Married 1. White    4. College Grad 2. Middle Atlantic
304602 2007  70       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
450489 2009  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158881 2003  57       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
154684 2003  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
9521   2005  48       2. Married 1. White    3. Some College 2. Middle Atlantic
451147 2009  52       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
448799 2009  44     5. Separated 1. White    4. College Grad 2. Middle Atlantic
86446  2004  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378317 2008  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
7499   2005  51       2. Married 1. White    3. Some College 2. Middle Atlantic
154659 2003  43       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
159096 2003  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379777 2008  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161093 2003  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
8398   2005  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
86001  2004  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
9947   2005  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
13597  2005  36       2. Married 1. White    4. College Grad 2. Middle Atlantic
8402   2005  71       3. Widowed 1. White    3. Some College 2. Middle Atlantic
229336 2006  31 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
9471   2005  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
307463 2007  20 1. Never Married 1. White    3. Some College 2. Middle Atlantic
303301 2007  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
307758 2007  42      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
8704   2005  41       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450579 2009  27       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
377548 2008  29       2. Married 1. White    3. Some College 2. Middle Atlantic
379802 2008  41      4. Divorced 1. White    3. Some College 2. Middle Atlantic
155828 2003  41       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
160072 2003  22 1. Never Married 1. White    3. Some College 2. Middle Atlantic
158458 2003  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
380862 2008  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
229278 2006  49 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
158416 2003  42       2. Married 1. White    3. Some College 2. Middle Atlantic
374326 2008  38       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
84906  2004  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
10154  2005  47 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
304890 2007  52       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
448330 2009  56      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
302440 2007  30       2. Married 1. White    3. Some College 2. Middle Atlantic
8594   2005  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160473 2003  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452589 2009  43       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
154916 2003  35       2. Married 1. White    3. Some College 2. Middle Atlantic
453566 2009  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453173 2009  69       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231286 2006  68      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
83337  2004  52       2. Married 1. White    3. Some College 2. Middle Atlantic
8625   2005  46 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
304249 2007  39 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
452699 2009  66       2. Married 1. White    4. College Grad 2. Middle Atlantic
13542  2005  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
233331 2006  30      4. Divorced 1. White    3. Some College 2. Middle Atlantic
12638  2005  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376869 2008  49       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
11100  2005  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379372 2008  48      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
376009 2008  37     5. Separated 2. Black    3. Some College 2. Middle Atlantic
304338 2007  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
304116 2007  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
452574 2009  31 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
230268 2006  18 1. Never Married 1. White    3. Some College 2. Middle Atlantic
159545 2003  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
229535 2006  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161425 2003  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376778 2008  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232700 2006  24       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306371 2007  35       2. Married 1. White    4. College Grad 2. Middle Atlantic
304010 2007  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
154423 2003  44 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
377710 2008  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
8072   2005  40       2. Married 1. White    3. Some College 2. Middle Atlantic
306740 2007  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
374463 2008  42 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
155676 2003  37       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378483 2008  58       2. Married 1. White    3. Some College 2. Middle Atlantic
11655  2005  40       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
159926 2003  27       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161488 2003  31       2. Married 1. White    3. Some College 2. Middle Atlantic
380370 2008  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154590 2003  38      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
86392  2004  34       2. Married 1. White    4. College Grad 2. Middle Atlantic
12146  2005  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
301904 2007  20 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
375850 2008  28 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
449254 2009  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
378197 2008  38       2. Married 1. White    4. College Grad 2. Middle Atlantic
12275  2005  33 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
447285 2009  43 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
229216 2006  50       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
379593 2008  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
10380  2005  24 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
378289 2008  41       2. Married 1. White    4. College Grad 2. Middle Atlantic
453516 2009  37      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
8978   2005  42       2. Married 1. White    3. Some College 2. Middle Atlantic
87747  2004  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
13594  2005  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
448361 2009  40       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
82431  2004  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
227968 2006  50       2. Married 1. White    3. Some College 2. Middle Atlantic
154580 2003  42 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
155201 2003  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
228062 2006  44      4. Divorced 1. White       1. < HS Grad 2. Middle Atlantic
301131 2007  19 1. Never Married 1. White    3. Some College 2. Middle Atlantic
81508  2004  44 1. Never Married 1. White    3. Some College 2. Middle Atlantic
160105 2003  26 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
10455  2005  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230783 2006  32       2. Married 1. White    4. College Grad 2. Middle Atlantic
380368 2008  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
8521   2005  35       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
302231 2007  34       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
154400 2003  23 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
376389 2008  60       2. Married 3. Asian    3. Some College 2. Middle Atlantic
231469 2006  54       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
155163 2003  31       2. Married 2. Black    3. Some College 2. Middle Atlantic
229213 2006  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
161447 2003  48      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
11017  2005  48       2. Married 1. White    4. College Grad 2. Middle Atlantic
81252  2004  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
227917 2006  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
82223  2004  35       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450449 2009  37       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
155027 2003  27 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
301716 2007  64       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160957 2003  52      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
307162 2007  47     5. Separated 2. Black       1. < HS Grad 2. Middle Atlantic
153288 2003  26 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
10549  2005  41       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
448079 2009  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
85787  2004  76       2. Married 1. White    3. Some College 2. Middle Atlantic
232991 2006  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232011 2006  39       2. Married 2. Black    3. Some College 2. Middle Atlantic
234060 2006  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
83770  2004  23 1. Never Married 1. White    3. Some College 2. Middle Atlantic
228316 2006  49       2. Married 1. White    3. Some College 2. Middle Atlantic
451479 2009  44       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233965 2006  20 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
8562   2005  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
231536 2006  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
451622 2009  46       2. Married 1. White    4. College Grad 2. Middle Atlantic
451993 2009  33 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
159704 2003  62       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
228435 2006  38       2. Married 1. White    3. Some College 2. Middle Atlantic
11386  2005  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
10964  2005  46      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
227859 2006  18 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
449407 2009  63       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
233646 2006  43 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
450142 2009  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
375066 2008  53 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
377927 2008  58 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
154494 2003  23 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
80376  2004  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
81068  2004  35 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
233828 2006  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85640  2004  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10274  2005  32       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
153933 2003  56       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
10377  2005  41       2. Married 1. White    3. Some College 2. Middle Atlantic
87797  2004  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
84394  2004  26 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
232457 2006  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377675 2008  47      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
304688 2007  25 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
233833 2006  58       2. Married 2. Black    3. Some College 2. Middle Atlantic
374782 2008  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154678 2003  30 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
303392 2007  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
453674 2009  29       2. Married 1. White         2. HS Grad 2. Middle Atlantic
302464 2007  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
230110 2006  37       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
86348  2004  67       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
449111 2009  34       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
156748 2003  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
8312   2005  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
378918 2008  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
154871 2003  27 1. Never Married 1. White    3. Some College 2. Middle Atlantic
302382 2007  39       2. Married 1. White    3. Some College 2. Middle Atlantic
305523 2007  54       2. Married 1. White    3. Some College 2. Middle Atlantic
377010 2008  55      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
157367 2003  49       2. Married 2. Black    3. Some College 2. Middle Atlantic
154310 2003  42       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
8265   2005  39       2. Married 1. White    4. College Grad 2. Middle Atlantic
154479 2003  32 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
14202  2005  39       2. Married 1. White    3. Some College 2. Middle Atlantic
161025 2003  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85939  2004  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158022 2003  40 1. Never Married 1. White    3. Some College 2. Middle Atlantic
229664 2006  51 1. Never Married 1. White    3. Some College 2. Middle Atlantic
448419 2009  28       2. Married 3. Asian    3. Some College 2. Middle Atlantic
301493 2007  53      4. Divorced 1. White    3. Some College 2. Middle Atlantic
9698   2005  54       2. Married 1. White    3. Some College 2. Middle Atlantic
451173 2009  51       2. Married 1. White    4. College Grad 2. Middle Atlantic
377766 2008  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379628 2008  55       2. Married 1. White    4. College Grad 2. Middle Atlantic
158239 2003  44       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
450366 2009  30       2. Married 1. White    3. Some College 2. Middle Atlantic
10192  2005  40       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
303306 2007  26       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230907 2006  49       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
87177  2004  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
85563  2004  43 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
378239 2008  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
232251 2006  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
448807 2009  34       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
451298 2009  36       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
234574 2006  51       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
303467 2007  42       2. Married 1. White    3. Some College 2. Middle Atlantic
160372 2003  60       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
80668  2004  36       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230140 2006  47       2. Married 1. White    3. Some College 2. Middle Atlantic
87724  2004  60       2. Married 1. White    3. Some College 2. Middle Atlantic
159738 2003  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13820  2005  41 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
159737 2003  56      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
158555 2003  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
8911   2005  49       2. Married 1. White    4. College Grad 2. Middle Atlantic
230355 2006  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
155813 2003  25 1. Never Married 1. White    3. Some College 2. Middle Atlantic
304171 2007  52       2. Married 1. White    3. Some College 2. Middle Atlantic
154382 2003  30       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
447429 2009  29       2. Married 1. White         2. HS Grad 2. Middle Atlantic
307480 2007  23       2. Married 1. White    4. College Grad 2. Middle Atlantic
301212 2007  48      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
450515 2009  44       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160071 2003  62       2. Married 1. White    4. College Grad 2. Middle Atlantic
231742 2006  33       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379911 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231151 2006  36       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
7548   2005  23       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157269 2003  51      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
378112 2008  47       2. Married 1. White    4. College Grad 2. Middle Atlantic
158610 2003  34 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
87409  2004  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451122 2009  43       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
227949 2006  43     5. Separated 1. White    3. Some College 2. Middle Atlantic
451359 2009  40 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
13067  2005  59       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374802 2008  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
86228  2004  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
379346 2008  48       2. Married 1. White         2. HS Grad 2. Middle Atlantic
376228 2008  37 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
228763 2006  20 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
85100  2004  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87786  2004  40 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
87346  2004  48       2. Married 1. White    3. Some College 2. Middle Atlantic
10641  2005  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
451408 2009  56       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
159969 2003  55       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
376315 2008  38 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
233368 2006  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155264 2003  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
7747   2005  29       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
302426 2007  45       2. Married 1. White    4. College Grad 2. Middle Atlantic
157328 2003  39       2. Married 3. Asian       1. < HS Grad 2. Middle Atlantic
9454   2005  50       2. Married 1. White    4. College Grad 2. Middle Atlantic
160476 2003  50       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
84722  2004  57       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
160518 2003  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
12284  2005  56      4. Divorced 2. Black    3. Some College 2. Middle Atlantic
375528 2008  43       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
83300  2004  43       2. Married 1. White    4. College Grad 2. Middle Atlantic
9974   2005  67       2. Married 2. Black    3. Some College 2. Middle Atlantic
11998  2005  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11771  2005  49       2. Married 1. White    3. Some College 2. Middle Atlantic
85840  2004  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83877  2004  59       2. Married 2. Black    4. College Grad 2. Middle Atlantic
305966 2007  51       2. Married 1. White    3. Some College 2. Middle Atlantic
7951   2005  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451372 2009  54       2. Married 2. Black    3. Some College 2. Middle Atlantic
83243  2004  55       2. Married 1. White    3. Some College 2. Middle Atlantic
10311  2005  45       2. Married 1. White    3. Some College 2. Middle Atlantic
159643 2003  54       2. Married 1. White    3. Some College 2. Middle Atlantic
378452 2008  23 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
153846 2003  74       3. Widowed 2. Black    4. College Grad 2. Middle Atlantic
13108  2005  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11905  2005  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
375715 2008  45 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
82621  2004  37       2. Married 1. White    3. Some College 2. Middle Atlantic
12425  2005  55       2. Married 1. White    3. Some College 2. Middle Atlantic
82295  2004  25 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
379133 2008  66       2. Married 1. White    4. College Grad 2. Middle Atlantic
305527 2007  47 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
13255  2005  36       2. Married 2. Black    4. College Grad 2. Middle Atlantic
86181  2004  63       2. Married 1. White         2. HS Grad 2. Middle Atlantic
157316 2003  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
450927 2009  37       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
229450 2006  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
85047  2004  43       2. Married 1. White    3. Some College 2. Middle Atlantic
447600 2009  37       2. Married 1. White    4. College Grad 2. Middle Atlantic
450428 2009  26 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
85993  2004  39       2. Married 1. White    3. Some College 2. Middle Atlantic
378229 2008  45       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
449815 2009  40 1. Never Married 2. Black    4. College Grad 2. Middle Atlantic
229998 2006  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
448218 2009  52       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
306163 2007  43       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11664  2005  52       2. Married 1. White    4. College Grad 2. Middle Atlantic
8194   2005  50 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
14196  2005  54       2. Married 1. White    4. College Grad 2. Middle Atlantic
88022  2004  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
160061 2003  28       2. Married 1. White         2. HS Grad 2. Middle Atlantic
7840   2005  26 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
450384 2009  45      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
160299 2003  34      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
233831 2006  73       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
449264 2009  31 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
12477  2005  29 1. Never Married 1. White    3. Some College 2. Middle Atlantic
375640 2008  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
161055 2003  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
82687  2004  42       2. Married 1. White    3. Some College 2. Middle Atlantic
301552 2007  50       2. Married 1. White         2. HS Grad 2. Middle Atlantic
375238 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
453137 2009  40     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
379538 2008  25 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
451582 2009  47      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
447462 2009  27       2. Married 1. White    3. Some College 2. Middle Atlantic
158645 2003  53      4. Divorced 1. White    4. College Grad 2. Middle Atlantic
87154  2004  67       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
378986 2008  40       2. Married 3. Asian    4. College Grad 2. Middle Atlantic
160715 2003  44       2. Married 2. Black    4. College Grad 2. Middle Atlantic
81037  2004  33 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
82804  2004  29 1. Never Married 1. White    3. Some College 2. Middle Atlantic
154694 2003  32 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
452218 2009  27 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
157720 2003  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374624 2008  36      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
153643 2003  48 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
86198  2004  56       2. Married 1. White    3. Some College 2. Middle Atlantic
84791  2004  24       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
232289 2006  53       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
374507 2008  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305083 2007  61       2. Married 1. White    3. Some College 2. Middle Atlantic
87712  2004  38       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306948 2007  55       3. Widowed 1. White    4. College Grad 2. Middle Atlantic
13141  2005  70       2. Married 1. White    4. College Grad 2. Middle Atlantic
155887 2003  24 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
228654 2006  22     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
304515 2007  38      4. Divorced 2. Black    4. College Grad 2. Middle Atlantic
83807  2004  29       2. Married 1. White    3. Some College 2. Middle Atlantic
229996 2006  30       2. Married 1. White    3. Some College 2. Middle Atlantic
301419 2007  38       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
306410 2007  49     5. Separated 1. White    3. Some College 2. Middle Atlantic
452996 2009  71       2. Married 1. White         2. HS Grad 2. Middle Atlantic
14126  2005  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158400 2003  40       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
87273  2004  32       2. Married 1. White         2. HS Grad 2. Middle Atlantic
231271 2006  33 1. Never Married 1. White    3. Some College 2. Middle Atlantic
155621 2003  40       2. Married 1. White         2. HS Grad 2. Middle Atlantic
11861  2005  25 1. Never Married 2. Black         2. HS Grad 2. Middle Atlantic
154008 2003  36     5. Separated 2. Black    3. Some College 2. Middle Atlantic
161216 2003  46       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447422 2009  59       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
156545 2003  49 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
13641  2005  41       2. Married 1. White    3. Some College 2. Middle Atlantic
304636 2007  42       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
452513 2009  59       2. Married 2. Black    3. Some College 2. Middle Atlantic
81809  2004  27 1. Never Married 1. White       1. < HS Grad 2. Middle Atlantic
231777 2006  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9019   2005  54       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
9487   2005  31 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
304371 2007  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
305970 2007  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
155402 2003  40       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
307501 2007  29 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
155886 2003  58       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
229104 2006  41       2. Married 1. White         2. HS Grad 2. Middle Atlantic
87711  2004  56       2. Married 1. White         2. HS Grad 2. Middle Atlantic
374720 2008  52       2. Married 1. White         2. HS Grad 2. Middle Atlantic
156049 2003  53       2. Married 1. White    3. Some College 2. Middle Atlantic
159113 2003  37      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
449072 2009  30 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
87306  2004  35       2. Married 1. White         2. HS Grad 2. Middle Atlantic
229074 2006  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
302202 2007  54       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
303505 2007  22 1. Never Married 3. Asian    4. College Grad 2. Middle Atlantic
11180  2005  37       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
9111   2005  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
447235 2009  62       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304337 2007  47       2. Married 1. White    3. Some College 2. Middle Atlantic
159650 2003  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
234513 2006  47      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
159500 2003  28 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
12446  2005  65       2. Married 1. White         2. HS Grad 2. Middle Atlantic
9781   2005  42       2. Married 1. White         2. HS Grad 2. Middle Atlantic
305890 2007  58       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306575 2007  32       2. Married 1. White    3. Some College 2. Middle Atlantic
153588 2003  34       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
306484 2007  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
377256 2008  39       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
379428 2008  44       2. Married 1. White    4. College Grad 2. Middle Atlantic
450934 2009  38 1. Never Married 1. White    3. Some College 2. Middle Atlantic
377314 2008  48       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
234185 2006  47       2. Married 1. White         2. HS Grad 2. Middle Atlantic
448466 2009  40       2. Married 4. Other       1. < HS Grad 2. Middle Atlantic
12792  2005  27     5. Separated 1. White       1. < HS Grad 2. Middle Atlantic
80262  2004  42       2. Married 1. White    4. College Grad 2. Middle Atlantic
82810  2004  30      4. Divorced 1. White         2. HS Grad 2. Middle Atlantic
301634 2007  31       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
306030 2007  29       2. Married 1. White    4. College Grad 2. Middle Atlantic
231565 2006  53      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
451279 2009  37       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
307401 2007  48       2. Married 1. White    3. Some College 2. Middle Atlantic
453377 2009  56      4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
159201 2003  44       2. Married 1. White    3. Some College 2. Middle Atlantic
84893  2004  63       2. Married 1. White    4. College Grad 2. Middle Atlantic
161391 2003  25       2. Married 1. White    4. College Grad 2. Middle Atlantic
161397 2003  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
161416 2003  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306010 2007  25 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
306687 2007  50       2. Married 1. White    3. Some College 2. Middle Atlantic
232349 2006  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
83445  2004  20 1. Never Married 1. White    3. Some College 2. Middle Atlantic
303155 2007  30 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
450065 2009  40       2. Married 1. White    3. Some College 2. Middle Atlantic
231998 2006  34       2. Married 1. White         2. HS Grad 2. Middle Atlantic
80918  2004  57       2. Married 1. White         2. HS Grad 2. Middle Atlantic
304411 2007  42       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
155790 2003  30 1. Never Married 1. White    3. Some College 2. Middle Atlantic
159561 2003  37 1. Never Married 1. White    3. Some College 2. Middle Atlantic
377472 2008  50       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
450455 2009  26 1. Never Married 1. White    3. Some College 2. Middle Atlantic
304184 2007  59       2. Married 3. Asian         2. HS Grad 2. Middle Atlantic
154351 2003  29 1. Never Married 4. Other    3. Some College 2. Middle Atlantic
447182 2009  22 1. Never Married 1. White         2. HS Grad 2. Middle Atlantic
13962  2005  54       2. Married 1. White         2. HS Grad 2. Middle Atlantic
154728 2003  46       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
380298 2008  51       2. Married 1. White         2. HS Grad 2. Middle Atlantic
230171 2006  35 1. Never Married 1. White    3. Some College 2. Middle Atlantic
307415 2007  49       2. Married 1. White         2. HS Grad 2. Middle Atlantic
161305 2003  53       2. Married 1. White         2. HS Grad 2. Middle Atlantic
451605 2009  61       2. Married 1. White    3. Some College 2. Middle Atlantic
301838 2007  40       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
154752 2003  52       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
8804   2005  40       2. Married 1. White    4. College Grad 2. Middle Atlantic
158531 2003  56       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
379706 2008  39       2. Married 1. White         2. HS Grad 2. Middle Atlantic
306214 2007  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
158084 2003  58       2. Married 1. White    3. Some College 2. Middle Atlantic
305029 2007  33       2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
307412 2007  51       2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
377739 2008  32 1. Never Married 1. White    4. College Grad 2. Middle Atlantic
451296 2009  50       2. Married 2. Black         2. HS Grad 2. Middle Atlantic
157053 2003  26 1. Never Married 2. Black    3. Some College 2. Middle Atlantic
303357 2007  35       2. Married 1. White       1. < HS Grad 2. Middle Atlantic
233408 2006  31       2. Married 1. White         2. HS Grad 2. Middle Atlantic
449482 2009  31       2. Married 1. White    4. College Grad 2. Middle Atlantic
376816 2008  44       2. Married 1. White    3. Some College 2. Middle Atlantic
302281 2007  30       2. Married 1. White         2. HS Grad 2. Middle Atlantic
10033  2005  27       2. Married 2. Black       1. < HS Grad 2. Middle Atlantic
14375  2005  27 1. Never Married 1. White    3. Some College 2. Middle Atlantic
453557 2009  55     5. Separated 1. White         2. HS Grad 2. Middle Atlantic
             jobclass         health health_ins  logwage      wage
231655  1. Industrial      1. <=Good      2. No 4.318063  75.04315
86582  2. Information 2. >=Very Good      2. No 4.255273  70.47602
161300  1. Industrial      1. <=Good     1. Yes 4.875061 130.98218
155159 2. Information 2. >=Very Good     1. Yes 5.041393 154.68529
11443  2. Information      1. <=Good     1. Yes 4.318063  75.04315
376662 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
450601  1. Industrial 2. >=Very Good     1. Yes 5.133021 169.52854
377954 2. Information      1. <=Good     1. Yes 4.716003 111.72085
228963 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
81404  2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
302778 2. Information      1. <=Good     1. Yes 4.763428 117.14682
305706  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
8690   2. Information 2. >=Very Good     1. Yes 4.494155  89.49248
153561  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
449654 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
447660  1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
160191  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
230312 2. Information 2. >=Very Good      2. No 5.360552 212.84235
301585  1. Industrial      1. <=Good     1. Yes 4.861026 129.15669
153682  1. Industrial 2. >=Very Good     1. Yes 4.591065  98.59934
158226 2. Information 2. >=Very Good      2. No 5.301030 200.54326
11141  2. Information 2. >=Very Good      2. No 3.920123  50.40666
448410  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
305116 2. Information 2. >=Very Good      2. No 5.079181 160.64248
233002  1. Industrial      1. <=Good      2. No 4.544068  94.07271
8684   2. Information 2. >=Very Good     1. Yes 5.626186 277.60142
229379  1. Industrial      1. <=Good     1. Yes 4.431364  84.04596
86064   1. Industrial      1. <=Good     1. Yes 4.176091  65.11085
378472  1. Industrial 2. >=Very Good      2. No 4.755875 116.26532
157244  1. Industrial 2. >=Very Good     1. Yes 4.255273  70.47602
82694  2. Information 2. >=Very Good     1. Yes 5.276462 195.67631
7690   2. Information 2. >=Very Good     1. Yes 4.619093 101.40205
377879  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
9747    1. Industrial 2. >=Very Good      2. No 4.716003 111.72085
233301 2. Information 2. >=Very Good     1. Yes 4.498476  89.88005
157123 2. Information      1. <=Good     1. Yes 4.477121  87.98103
230823  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
80406   1. Industrial 2. >=Very Good     1. Yes 4.643453 103.90247
228851  1. Industrial 2. >=Very Good      2. No 4.662758 105.92781
153810  1. Industrial 2. >=Very Good      2. No 4.193125  66.22941
81383   1. Industrial 2. >=Very Good      2. No 3.544068  34.60742
303642 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
87492   1. Industrial      1. <=Good      2. No 3.812913  45.28217
8692    1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
86929  2. Information 2. >=Very Good      2. No 4.397940  81.28325
380872  1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
449480  1. Industrial 2. >=Very Good     1. Yes 5.590618 267.90109
305136 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
227963  1. Industrial 2. >=Very Good      2. No 4.193125  66.22941
232863 2. Information      1. <=Good     1. Yes 4.755875 116.26532
8621   2. Information 2. >=Very Good      2. No 5.301030 200.54326
379668  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
84595   1. Industrial 2. >=Very Good     1. Yes 5.606885 272.29478
154634  1. Industrial 2. >=Very Good      2. No 3.556303  35.03342
450864 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
84377  2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
234086 2. Information      1. <=Good     1. Yes 5.301030 200.54326
154482 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
85916   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
161065 2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
12003   1. Industrial 2. >=Very Good     1. Yes 5.029384 152.83880
228071  1. Industrial 2. >=Very Good      2. No 4.763428 117.14682
13479   1. Industrial      1. <=Good     1. Yes 4.353339  77.73760
81494   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
159076 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
159207 2. Information 2. >=Very Good     1. Yes 4.814913 123.33610
447501  1. Industrial 2. >=Very Good     1. Yes 5.064458 158.29462
153767 2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
81071   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
376442  1. Industrial 2. >=Very Good      2. No 4.255273  70.47602
87299  2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
228621  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
232494  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
228400 2. Information 2. >=Very Good     1. Yes 4.612784 100.76427
451860 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
157058 2. Information 2. >=Very Good      2. No 4.602060  99.68946
159583  1. Industrial 2. >=Very Good     1. Yes 5.591980 268.26629
233759  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
159224 2. Information 2. >=Very Good      2. No 4.732394 113.56709
374859  1. Industrial      1. <=Good      2. No 4.477121  87.98103
11710  2. Information      1. <=Good     1. Yes 4.857332 128.68049
86298   1. Industrial 2. >=Very Good     1. Yes 4.670246 106.72398
453021 2. Information 2. >=Very Good      2. No 4.190332  66.04469
161431  1. Industrial      1. <=Good      2. No 3.942008  51.52196
305888  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
232199 2. Information 2. >=Very Good     1. Yes 4.342423  76.89360
86568   1. Industrial 2. >=Very Good      2. No 4.505150  90.48191
447500 2. Information 2. >=Very Good      2. No 4.220631  68.07643
452506 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
450908 2. Information      1. <=Good      2. No 4.851258 127.90123
82573  2. Information 2. >=Very Good     1. Yes 4.876910 131.22459
159196  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
156110  1. Industrial      1. <=Good     1. Yes 4.342423  76.89360
14148  2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
232000  1. Industrial      1. <=Good      2. No 4.397940  81.28325
453486  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
156065 2. Information      1. <=Good     1. Yes 4.591065  98.59934
229079 2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
450905 2. Information 2. >=Very Good     1. Yes 5.053078 156.50351
10660  2. Information 2. >=Very Good     1. Yes 4.976350 144.94436
449456 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
374660 2. Information 2. >=Very Good     1. Yes 4.799341 121.43031
87463  2. Information      1. <=Good     1. Yes 4.716003 111.72085
9273    1. Industrial 2. >=Very Good      2. No 4.230449  68.74809
377517 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
231592  1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
303825  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
156310  1. Industrial      1. <=Good     1. Yes 4.163161  64.27440
303376  1. Industrial      1. <=Good     1. Yes 4.857332 128.68049
230586  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
450109 2. Information      1. <=Good     1. Yes 4.724276 112.64890
379991  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
87291  2. Information      1. <=Good     1. Yes 4.329357  75.89548
228517 2. Information 2. >=Very Good     1. Yes 4.719721 112.13692
160971  1. Industrial 2. >=Very Good      2. No 4.447158  85.38394
307464  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
449246  1. Industrial      1. <=Good     1. Yes 4.740363 114.47571
233043  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
377184  1. Industrial      1. <=Good     1. Yes 5.623217 276.77841
8033   2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
233687 2. Information 2. >=Very Good      2. No 4.518514  91.69923
447751 2. Information      1. <=Good      2. No 4.462398  86.69515
230398 2. Information 2. >=Very Good     1. Yes 5.093422 162.94646
378429  1. Industrial 2. >=Very Good     1. Yes 4.936011 139.21379
447412  1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
13924   1. Industrial      1. <=Good      2. No 4.204120  66.96164
87630   1. Industrial      1. <=Good     1. Yes 4.876680 131.19432
84600   1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
451987  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
160246  1. Industrial 2. >=Very Good     1. Yes 4.371068  79.12808
307755  1. Industrial      1. <=Good     1. Yes 4.650065 104.59174
375007 2. Information 2. >=Very Good     1. Yes 4.886491 132.48782
303430 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
379330 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
8339   2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
83190  2. Information 2. >=Very Good      2. No 4.021189  55.76739
452580  1. Industrial 2. >=Very Good     1. Yes 4.672098 106.92181
302701 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
83222  2. Information      1. <=Good     1. Yes 4.477121  87.98103
159871 2. Information 2. >=Very Good     1. Yes 4.487845  88.92961
82108  2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
229714  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
159048 2. Information 2. >=Very Good     1. Yes 4.672098 106.92181
302868  1. Industrial      1. <=Good      2. No 4.079181  59.09706
10499   1. Industrial      1. <=Good      2. No 4.176091  65.11085
84127  2. Information      1. <=Good     1. Yes 4.792392 120.58944
11661   1. Industrial 2. >=Very Good     1. Yes 5.060698 157.70053
86282  2. Information 2. >=Very Good     1. Yes 4.863323 129.45364
305327 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
81655  2. Information 2. >=Very Good      2. No 4.079181  59.09706
303953 2. Information 2. >=Very Good      2. No 4.544068  94.07271
374752  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
159109 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
159285  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
159909  1. Industrial 2. >=Very Good     1. Yes 5.033424 153.45752
378138  1. Industrial 2. >=Very Good     1. Yes 4.919078 136.87637
9786   2. Information 2. >=Very Good      2. No 4.318063  75.04315
86191  2. Information 2. >=Very Good     1. Yes 4.869232 130.22083
154759 2. Information      1. <=Good      2. No 4.653213 104.92151
12122  2. Information      1. <=Good      2. No 3.903090  49.55534
306309  1. Industrial      1. <=Good     1. Yes 4.819544 123.90857
377137 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
375944 2. Information 2. >=Very Good      2. No 4.358696  78.15516
304068 2. Information      1. <=Good     1. Yes 4.301030  73.77574
156557 2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
306779 2. Information      1. <=Good      2. No 4.845098 127.11574
161021  1. Industrial 2. >=Very Good     1. Yes 4.230449  68.74809
85966   1. Industrial 2. >=Very Good     1. Yes 4.435462  84.39111
453692  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
233313  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
9681    1. Industrial 2. >=Very Good     1. Yes 4.255273  70.47602
379875  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
305250  1. Industrial 2. >=Very Good      2. No 5.000000 148.41316
84642   1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
451306  1. Industrial 2. >=Very Good     1. Yes 5.170262 175.96088
228212 2. Information      1. <=Good     1. Yes 4.591065  98.59934
157989  1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
88028   1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
155697 2. Information 2. >=Very Good     1. Yes 4.949390 141.08887
234523  1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
233149  1. Industrial 2. >=Very Good     1. Yes 4.863323 129.45364
13626   1. Industrial 2. >=Very Good     1. Yes 4.716003 111.72085
234640  1. Industrial 2. >=Very Good     1. Yes 4.643453 103.90247
453255 2. Information      1. <=Good     1. Yes 4.778151 118.88436
154195  1. Industrial 2. >=Very Good     1. Yes 5.021189 151.59148
232628  1. Industrial      1. <=Good      2. No 4.623249 101.82435
85539   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
377464  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
230582  1. Industrial      1. <=Good      2. No 4.602060  99.68946
9573   2. Information 2. >=Very Good      2. No 4.544068  94.07271
84164   1. Industrial      1. <=Good     1. Yes 5.025306 152.21681
11880  2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
85545   1. Industrial      1. <=Good     1. Yes 4.176091  65.11085
153581  1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
232176  1. Industrial 2. >=Very Good     1. Yes 5.158362 173.87949
450900 2. Information 2. >=Very Good     1. Yes 5.264818 193.41107
377900  1. Industrial      1. <=Good      2. No 4.740363 114.47571
232371  1. Industrial      1. <=Good     1. Yes 5.079181 160.64248
12056   1. Industrial 2. >=Very Good     1. Yes 4.494155  89.49248
84397   1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
233497 2. Information      1. <=Good      2. No 4.301030  73.77574
228458 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
230993 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
153269  1. Industrial      1. <=Good      2. No 3.544068  34.60742
305585  1. Industrial      1. <=Good     1. Yes 4.740363 114.47571
302536  1. Industrial 2. >=Very Good      2. No 4.447158  85.38394
307024 2. Information 2. >=Very Good     1. Yes 5.763128 318.34243
233435  1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
12288  2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
303912  1. Industrial      1. <=Good      2. No 4.301030  73.77574
14404  2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
233441  1. Industrial 2. >=Very Good     1. Yes 4.318063  75.04315
377452 2. Information      1. <=Good     1. Yes 5.043362 154.99026
449474  1. Industrial      1. <=Good     1. Yes 4.653213 104.92151
381113  1. Industrial 2. >=Very Good     1. Yes 4.292079  73.11831
156406  1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
378714 2. Information 2. >=Very Good     1. Yes 5.060698 157.70053
376309 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
451901 2. Information      1. <=Good     1. Yes 4.675219 107.25606
450725 2. Information      1. <=Good      2. No 4.369216  78.98167
375024  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
159821  1. Industrial      1. <=Good     1. Yes 4.544068  94.07271
229865 2. Information      1. <=Good      2. No 4.602060  99.68946
83880  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
9965   2. Information 2. >=Very Good      2. No 4.301030  73.77574
157250 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
453371  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
228243 2. Information 2. >=Very Good     1. Yes 4.556303  95.23071
307645 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
156420 2. Information      1. <=Good     1. Yes 4.602060  99.68946
160039  1. Industrial 2. >=Very Good     1. Yes 4.561101  95.68881
233379  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
231082  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
301920 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
80687   1. Industrial 2. >=Very Good      2. No 4.113943  61.18753
450566  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
86450  2. Information 2. >=Very Good      2. No 5.546741 256.40065
234600 2. Information      1. <=Good     1. Yes 4.397940  81.28325
307663 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
303900 2. Information 2. >=Very Good      2. No 4.021189  55.76739
453852  1. Industrial 2. >=Very Good     1. Yes 4.322219  75.35568
230477  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
227901  1. Industrial 2. >=Very Good      2. No 3.778151  43.73511
86826  2. Information      1. <=Good     1. Yes 4.740363 114.47571
8653   2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
305209  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
81173  2. Information      1. <=Good      2. No 4.227887  68.57217
451854 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
228591  1. Industrial 2. >=Very Good     1. Yes 4.579784  97.49329
302140  1. Industrial 2. >=Very Good      2. No 4.133539  62.39835
153731  1. Industrial 2. >=Very Good      2. No 4.579784  97.49329
228955 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
9621    1. Industrial      1. <=Good      2. No 4.113943  61.18753
305165 2. Information      1. <=Good      2. No 4.778151 118.88436
378023 2. Information 2. >=Very Good     1. Yes 4.176091  65.11085
82989  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
82023   1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
374706  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
379611  1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
452592  1. Industrial      1. <=Good      2. No 4.505150  90.48191
305871  1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
157388  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
448936  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
377039  1. Industrial 2. >=Very Good     1. Yes 4.518514  91.69923
82375  2. Information 2. >=Very Good      2. No 4.556303  95.23071
449852 2. Information 2. >=Very Good     1. Yes 5.053078 156.50351
301195 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
228628  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
85756   1. Industrial      1. <=Good      2. No 4.000000  54.59815
160269 2. Information 2. >=Very Good     1. Yes 3.477121  32.36641
301711  1. Industrial      1. <=Good      2. No 4.778151 118.88436
304988  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
156809  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
14133  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
306552  1. Industrial 2. >=Very Good     1. Yes 4.707570 110.78265
377157  1. Industrial 2. >=Very Good     1. Yes 4.538574  93.55727
82901  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
159765 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
229546 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
9730   2. Information      1. <=Good      2. No 3.954243  52.15617
158570  1. Industrial 2. >=Very Good      2. No 3.778151  43.73511
83618   1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
379620  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
449489  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
447879 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
10076  2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
84867   1. Industrial 2. >=Very Good     1. Yes 4.462398  86.69515
14063  2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
12822   1. Industrial 2. >=Very Good     1. Yes 4.204120  66.96164
302239 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
84949   1. Industrial      1. <=Good      2. No 4.661245 105.76764
11129  2. Information      1. <=Good     1. Yes 4.778151 118.88436
450963 2. Information 2. >=Very Good      2. No 5.176091 176.98965
154245 2. Information 2. >=Very Good     1. Yes 4.176091  65.11085
231844  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
87485   1. Industrial 2. >=Very Good      2. No 4.278754  72.15046
306574 2. Information 2. >=Very Good     1. Yes 4.491362  89.24288
154477 2. Information      1. <=Good     1. Yes 4.176091  65.11085
13319   1. Industrial 2. >=Very Good     1. Yes 4.982271 145.80516
452710  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
156407  1. Industrial 2. >=Very Good      2. No 3.716003  41.09980
153297 2. Information 2. >=Very Good     1. Yes 4.225309  68.39565
13996   1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
80386   1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
12586   1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
234325  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
305437  1. Industrial 2. >=Very Good     1. Yes 4.397245  81.22675
231481  1. Industrial 2. >=Very Good     1. Yes 4.146128  63.18886
83198   1. Industrial      1. <=Good     1. Yes 4.544068  94.07271
231026 2. Information      1. <=Good     1. Yes 4.528917  92.65813
303072 2. Information      1. <=Good      2. No 4.342423  76.89360
305362  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
447780  1. Industrial      1. <=Good      2. No 4.380211  79.85490
87269  2. Information 2. >=Very Good     1. Yes 4.462398  86.69515
307318 2. Information 2. >=Very Good     1. Yes 4.897627 133.97150
302976 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
302515  1. Industrial 2. >=Very Good     1. Yes 4.531479  92.89584
14041   1. Industrial 2. >=Very Good     1. Yes 4.278754  72.15046
228348  1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
381272 2. Information      1. <=Good      2. No 4.255273  70.47602
87402   1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
451721 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
8318    1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
447992  1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
377619  1. Industrial 2. >=Very Good     1. Yes 4.431364  84.04596
153764 2. Information 2. >=Very Good      2. No 4.447158  85.38394
158574 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
374992 2. Information 2. >=Very Good     1. Yes 4.707570 110.78265
155488 2. Information      1. <=Good     1. Yes 4.380211  79.85490
8969   2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
86280   1. Industrial 2. >=Very Good      2. No 5.146128 171.76513
451302  1. Industrial      1. <=Good     1. Yes 4.923488 137.48125
448525  1. Industrial      1. <=Good     1. Yes 4.322219  75.35568
381232 2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
304500 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
156397  1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
9066    1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
82172  2. Information      1. <=Good     1. Yes 4.698970 109.83399
375305  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
13745   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
87094  2. Information      1. <=Good     1. Yes 4.845098 127.11574
87118  2. Information 2. >=Very Good      2. No 4.447158  85.38394
11498   1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
87260   1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
303688 2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
304050 2. Information      1. <=Good     1. Yes 4.653213 104.92151
378178  1. Industrial      1. <=Good      2. No 4.602060  99.68946
302298 2. Information 2. >=Very Good     1. Yes 5.641006 281.74597
157594 2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
10835  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
81344  2. Information      1. <=Good     1. Yes 4.919078 136.87637
449687 2. Information 2. >=Very Good     1. Yes 5.230449 186.87668
7980    1. Industrial      1. <=Good      2. No 4.505150  90.48191
449444  1. Industrial      1. <=Good      2. No 4.447158  85.38394
10723   1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
154638 2. Information 2. >=Very Good     1. Yes 4.792392 120.58944
85115  2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
232201  1. Industrial 2. >=Very Good      2. No 4.690196 108.87453
452906  1. Industrial 2. >=Very Good      2. No 3.653405  38.60591
301654 2. Information 2. >=Very Good     1. Yes 4.531479  92.89584
307056 2. Information 2. >=Very Good     1. Yes 4.838849 126.32388
161096 2. Information 2. >=Very Good     1. Yes 5.255273 191.57368
87060   1. Industrial 2. >=Very Good     1. Yes 5.049218 155.90051
12303  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
229331 2. Information 2. >=Very Good      2. No 4.079181  59.09706
159410  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
154322 2. Information 2. >=Very Good      2. No 4.505150  90.48191
378567 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
450843 2. Information 2. >=Very Good     1. Yes 5.021189 151.59148
85580   1. Industrial 2. >=Very Good      2. No 5.606885 272.29478
303657  1. Industrial      1. <=Good      2. No 4.579784  97.49329
231767  1. Industrial 2. >=Very Good      2. No 4.221153  68.11199
82755  2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
84630  2. Information 2. >=Very Good     1. Yes 5.606885 272.29478
154919 2. Information      1. <=Good      2. No 4.716003 111.72085
83800   1. Industrial      1. <=Good     1. Yes 4.845098 127.11574
375159  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
452406 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
375122 2. Information 2. >=Very Good      2. No 4.245513  69.79153
87199   1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
82912  2. Information 2. >=Very Good     1. Yes 4.846337 127.27335
379794  1. Industrial 2. >=Very Good     1. Yes 5.079181 160.64248
307692  1. Industrial 2. >=Very Good     1. Yes 5.146128 171.76513
7744   2. Information      1. <=Good     1. Yes 4.954243 141.77517
85617  2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
82419   1. Industrial      1. <=Good      2. No 4.278754  72.15046
158170  1. Industrial      1. <=Good      2. No 4.301030  73.77574
10787   1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
86679  2. Information 2. >=Very Good      2. No 3.041393  20.93438
379950  1. Industrial 2. >=Very Good     1. Yes 4.380211  79.85490
380366  1. Industrial      1. <=Good     1. Yes 4.633468 102.87025
377229  1. Industrial      1. <=Good     1. Yes 4.748188 115.37504
14381   1. Industrial      1. <=Good     1. Yes 4.579784  97.49329
380704  1. Industrial      1. <=Good      2. No 4.653213 104.92151
154336  1. Industrial 2. >=Very Good      2. No 4.748188 115.37504
303935  1. Industrial 2. >=Very Good      2. No 4.537819  93.48669
449322 2. Information      1. <=Good     1. Yes 4.812913 123.08970
447585 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
154099 2. Information 2. >=Very Good     1. Yes 4.568202  96.37065
83458   1. Industrial 2. >=Very Good     1. Yes 4.431364  84.04596
228692 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
10081  2. Information      1. <=Good      2. No 4.556303  95.23071
86122   1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
452287 2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
82373  2. Information      1. <=Good     1. Yes 4.716003 111.72085
448894 2. Information 2. >=Very Good      2. No 4.544068  94.07271
81495  2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
155436 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
231274  1. Industrial      1. <=Good      2. No 4.221153  68.11199
158044  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
153953  1. Industrial 2. >=Very Good     1. Yes 4.969309 143.92736
450724 2. Information 2. >=Very Good     1. Yes 4.643453 103.90247
160958  1. Industrial 2. >=Very Good     1. Yes 4.518514  91.69923
376843  1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
229069 2. Information 2. >=Very Good      2. No 4.929419 138.29913
9667   2. Information 2. >=Very Good     1. Yes 4.775392 118.55678
450052  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
448988 2. Information      1. <=Good     1. Yes 4.740363 114.47571
82603  2. Information 2. >=Very Good     1. Yes 5.010724 150.01329
7878   2. Information 2. >=Very Good      2. No 4.579784  97.49329
14321  2. Information      1. <=Good      2. No 4.505150  90.48191
8396   2. Information 2. >=Very Good      2. No 4.397940  81.28325
447417 2. Information 2. >=Very Good      2. No 4.875061 130.98218
87860   1. Industrial      1. <=Good     1. Yes 5.017033 150.96278
232031 2. Information 2. >=Very Good      2. No 4.875061 130.98218
378256  1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
155519  1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
304018 2. Information      1. <=Good      2. No 4.732394 113.56709
9841   2. Information      1. <=Good     1. Yes 4.477121  87.98103
448723 2. Information      1. <=Good     1. Yes 5.060698 157.70053
233955 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
8039   2. Information      1. <=Good      2. No 4.431364  84.04596
448678 2. Information 2. >=Very Good     1. Yes 5.079188 160.64364
306092  1. Industrial      1. <=Good      2. No 3.869232  47.90557
153618  1. Industrial 2. >=Very Good      2. No 4.079181  59.09706
157194  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
306995 2. Information      1. <=Good     1. Yes 4.477121  87.98103
304167  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
12086  2. Information 2. >=Very Good     1. Yes 4.968483 143.80856
12979  2. Information      1. <=Good     1. Yes 4.707570 110.78265
451080 2. Information 2. >=Very Good      2. No 4.778151 118.88436
85699   1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
81085   1. Industrial 2. >=Very Good     1. Yes 5.606885 272.29478
228178 2. Information 2. >=Very Good     1. Yes 4.657534 105.37589
12945  2. Information      1. <=Good      2. No 4.234264  69.01088
450263  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
301266 2. Information 2. >=Very Good     1. Yes 4.491362  89.24288
157405 2. Information 2. >=Very Good     1. Yes 5.146128 171.76513
161083  1. Industrial      1. <=Good     1. Yes 4.892095 133.23235
8459   2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
451331  1. Industrial 2. >=Very Good     1. Yes 4.531479  92.89584
305396  1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
451170  1. Industrial 2. >=Very Good     1. Yes 4.785344 119.74256
306067  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
303214 2. Information 2. >=Very Good      2. No 4.662758 105.92781
452388  1. Industrial 2. >=Very Good     1. Yes 5.590618 267.90109
302942  1. Industrial      1. <=Good      2. No 4.653213 104.92151
11666   1. Industrial      1. <=Good      2. No 4.845098 127.11574
378911  1. Industrial 2. >=Very Good     1. Yes 5.060698 157.70053
82114  2. Information 2. >=Very Good      2. No 5.000000 148.41316
7969    1. Industrial 2. >=Very Good     1. Yes 4.176091  65.11085
379907  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
232187 2. Information 2. >=Very Good     1. Yes 4.361728  78.39247
379987  1. Industrial 2. >=Very Good     1. Yes 4.936011 139.21379
448271 2. Information 2. >=Very Good     1. Yes 4.724276 112.64890
378868 2. Information 2. >=Very Good      2. No 4.380211  79.85490
11319   1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
155212 2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
160678 2. Information 2. >=Very Good      2. No 4.653213 104.92151
86604  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
227990 2. Information      1. <=Good     1. Yes 4.602060  99.68946
8348    1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
156680  1. Industrial      1. <=Good     1. Yes 4.260071  70.81504
158692  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
231182 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
306711  1. Industrial      1. <=Good      2. No 4.579784  97.49329
12734  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
229031  1. Industrial 2. >=Very Good      2. No 4.320146  75.19963
449980  1. Industrial      1. <=Good      2. No 4.176091  65.11085
160714  1. Industrial      1. <=Good     1. Yes 4.986772 146.46284
302861 2. Information      1. <=Good      2. No 4.397940  81.28325
230508  1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
12537   1. Industrial      1. <=Good      2. No 4.301030  73.77574
450603 2. Information      1. <=Good      2. No 4.176091  65.11085
86119   1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
448869  1. Industrial 2. >=Very Good      2. No 4.380211  79.85490
451086 2. Information      1. <=Good      2. No 4.301030  73.77574
154643 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
304493  1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
303813 2. Information 2. >=Very Good     1. Yes 5.650820 284.52474
376113  1. Industrial      1. <=Good      2. No 4.778151 118.88436
86394  2. Information 2. >=Very Good     1. Yes 4.672098 106.92181
301315  1. Industrial 2. >=Very Good     1. Yes 4.605305 100.01349
232504 2. Information      1. <=Good     1. Yes 4.690196 108.87453
10753  2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
157040 2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
305092  1. Industrial      1. <=Good      2. No 4.875061 130.98218
12728   1. Industrial      1. <=Good     1. Yes 4.380211  79.85490
447357  1. Industrial 2. >=Very Good     1. Yes 4.672098 106.92181
159513  1. Industrial      1. <=Good      2. No 3.133858  22.96240
161380 2. Information 2. >=Very Good     1. Yes 4.746517 115.18246
14457  2. Information 2. >=Very Good     1. Yes 4.643453 103.90247
158761  1. Industrial 2. >=Very Good     1. Yes 5.217484 184.46946
154582 2. Information 2. >=Very Good     1. Yes 5.750441 314.32934
158274 2. Information      1. <=Good     1. Yes 4.602060  99.68946
378307  1. Industrial      1. <=Good     1. Yes 4.857332 128.68049
9863    1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
155729  1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
87848   1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
305240 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
159441  1. Industrial 2. >=Very Good     1. Yes 4.523538  92.16112
80586   1. Industrial      1. <=Good      2. No 4.845098 127.11574
83515   1. Industrial 2. >=Very Good      2. No 3.730621  41.70499
231410 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
81995  2. Information 2. >=Very Good      2. No 4.414973  82.67964
232366 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
229698 2. Information      1. <=Good      2. No 4.602060  99.68946
449667  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
81457  2. Information 2. >=Very Good      2. No 4.431364  84.04596
83804  2. Information 2. >=Very Good      2. No 5.096910 163.51586
154652 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
159717  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
302069  1. Industrial      1. <=Good      2. No 4.845098 127.11574
13267  2. Information 2. >=Very Good      2. No 4.278754  72.15046
8550    1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
449709  1. Industrial      1. <=Good     1. Yes 5.230449 186.87668
157793 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
302529  1. Industrial      1. <=Good      2. No 4.939519 139.70307
157309  1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
451256 2. Information 2. >=Very Good      2. No 4.193125  66.22941
159735  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
85268   1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
453542  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
158301  1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
307764 2. Information 2. >=Very Good      2. No 4.672098 106.92181
231800 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
12439   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
7412    1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
86091  2. Information 2. >=Very Good     1. Yes 4.672098 106.92181
159115  1. Industrial 2. >=Very Good     1. Yes 4.041393  56.90554
10935   1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
447841 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
234010 2. Information 2. >=Very Good     1. Yes 5.278754 196.12527
453198  1. Industrial 2. >=Very Good      2. No 4.518514  91.69923
376184  1. Industrial      1. <=Good     1. Yes 5.301030 200.54326
160130 2. Information 2. >=Very Good      2. No 3.477121  32.36641
306716  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
304809  1. Industrial 2. >=Very Good      2. No 4.612784 100.76427
11522  2. Information      1. <=Good     1. Yes 4.447158  85.38394
306077 2. Information 2. >=Very Good      2. No 4.414973  82.67964
301911  1. Industrial 2. >=Very Good      2. No 4.579784  97.49329
155698 2. Information 2. >=Very Good     1. Yes 4.795880 121.01083
450165 2. Information      1. <=Good     1. Yes 4.897627 133.97150
159956  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
380945 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
301907  1. Industrial      1. <=Good      2. No 4.397940  81.28325
159358  1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
233565  1. Industrial 2. >=Very Good     1. Yes 4.672098 106.92181
301859 2. Information      1. <=Good     1. Yes 4.740363 114.47571
302193 2. Information      1. <=Good      2. No 3.977724  53.39535
161261  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
451254  1. Industrial 2. >=Very Good      2. No 4.193125  66.22941
305400  1. Industrial      1. <=Good     1. Yes 4.568202  96.37065
233567 2. Information 2. >=Very Good     1. Yes 5.607283 272.40323
380078  1. Industrial      1. <=Good      2. No 4.576341  97.15828
80581  2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
87755   1. Industrial      1. <=Good     1. Yes 4.812913 123.08970
13685  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
83327   1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
159834  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
84809  2. Information 2. >=Very Good      2. No 5.041393 154.68529
87700   1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
305809  1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
380902 2. Information      1. <=Good     1. Yes 4.301030  73.77574
158812  1. Industrial      1. <=Good      2. No 4.681241 107.90392
306821  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
231279  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
12575   1. Industrial      1. <=Good      2. No 3.301030  27.14058
232850 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
379119  1. Industrial 2. >=Very Good     1. Yes 4.629410 102.45356
81696  2. Information      1. <=Good     1. Yes 5.606885 272.29478
378745  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
304502 2. Information 2. >=Very Good      2. No 4.397940  81.28325
80930  2. Information      1. <=Good      2. No 4.477121  87.98103
9157   2. Information      1. <=Good     1. Yes 4.698970 109.83399
377201  1. Industrial      1. <=Good      2. No 4.387390  80.43021
160496  1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
306557  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
302928 2. Information      1. <=Good     1. Yes 4.397940  81.28325
7880    1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
379439  1. Industrial      1. <=Good     1. Yes 4.388101  80.48744
155174 2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
80508  2. Information 2. >=Very Good     1. Yes 4.694605 109.35563
81575  2. Information      1. <=Good     1. Yes 4.653213 104.92151
231191  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
232830  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
85999   1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
450673  1. Industrial      1. <=Good      2. No 4.602060  99.68946
447485 2. Information 2. >=Very Good     1. Yes 5.060698 157.70053
453584  1. Industrial      1. <=Good      2. No 3.903090  49.55534
8016   2. Information      1. <=Good     1. Yes 4.505150  90.48191
160160  1. Industrial 2. >=Very Good     1. Yes 4.716003 111.72085
380311  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
11315  2. Information      1. <=Good     1. Yes 4.892095 133.23235
232256  1. Industrial      1. <=Good     1. Yes 4.903090 134.70538
80679   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
229791 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
450800 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
230173 2. Information      1. <=Good     1. Yes 4.875061 130.98218
228889  1. Industrial 2. >=Very Good     1. Yes 4.491362  89.24288
7978   2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
374363  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
380398  1. Industrial      1. <=Good      2. No 5.008600 149.69504
452862 2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
228899 2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
232593  1. Industrial      1. <=Good      2. No 4.247482  69.92913
231255 2. Information      1. <=Good     1. Yes 4.672098 106.92181
306356  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
158824 2. Information      1. <=Good     1. Yes 4.698970 109.83399
380061 2. Information      1. <=Good     1. Yes 5.021189 151.59148
376529  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
304383  1. Industrial      1. <=Good      2. No 4.204120  66.96164
10445  2. Information      1. <=Good     1. Yes 4.643453 103.90247
229647 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
377052 2. Information 2. >=Very Good      2. No 4.903090 134.70538
380800  1. Industrial      1. <=Good      2. No 3.778151  43.73511
450000  1. Industrial 2. >=Very Good      2. No 4.759668 116.70715
233715 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
304660 2. Information 2. >=Very Good     1. Yes 4.973128 144.47809
233026  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
80647  2. Information      1. <=Good     1. Yes 4.778151 118.88436
87572  2. Information 2. >=Very Good      2. No 5.243038 189.24416
11809  2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
233001  1. Industrial      1. <=Good     1. Yes 4.564678  96.03166
305553 2. Information      1. <=Good     1. Yes 4.710117 111.06519
379752  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
380738 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
447577 2. Information 2. >=Very Good      2. No 4.397940  81.28325
87038   1. Industrial      1. <=Good      2. No 4.778151 118.88436
154076  1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
374391  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
449807  1. Industrial 2. >=Very Good     1. Yes 4.724276 112.64890
307460 2. Information      1. <=Good     1. Yes 5.641006 281.74597
449365  1. Industrial 2. >=Very Good     1. Yes 4.740378 114.47752
378727  1. Industrial      1. <=Good     1. Yes 4.716003 111.72085
156087  1. Industrial 2. >=Very Good      2. No 4.903090 134.70538
12157   1. Industrial 2. >=Very Good     1. Yes 4.322219  75.35568
301568  1. Industrial 2. >=Very Good      2. No 4.785330 119.74085
10832   1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
160170  1. Industrial 2. >=Very Good      2. No 3.301030  27.14058
453712 2. Information 2. >=Very Good     1. Yes 5.204120 182.02062
87395   1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
305387 2. Information      1. <=Good     1. Yes 4.954243 141.77517
229944 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
380031  1. Industrial 2. >=Very Good      2. No 4.909695 135.59806
231476 2. Information 2. >=Very Good     1. Yes 4.763428 117.14682
154504 2. Information 2. >=Very Good      2. No 4.602060  99.68946
231749 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
377308  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
8330    1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
154617 2. Information 2. >=Very Good      2. No 4.568202  96.37065
87791   1. Industrial      1. <=Good     1. Yes 4.322219  75.35568
230102 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
157248 2. Information      1. <=Good      2. No 4.556303  95.23071
447647  1. Industrial      1. <=Good     1. Yes 4.000000  54.59815
231197 2. Information 2. >=Very Good     1. Yes 4.491362  89.24288
379516 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
451555 2. Information 2. >=Very Good     1. Yes 4.573336  96.86670
158257  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
81725  2. Information 2. >=Very Good     1. Yes 4.431364  84.04596
305274 2. Information      1. <=Good     1. Yes 4.998259 148.15505
379947 2. Information 2. >=Very Good     1. Yes 3.903090  49.55534
84795   1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
83423  2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
301999  1. Industrial      1. <=Good      2. No 4.176091  65.11085
305108  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
375810 2. Information      1. <=Good     1. Yes 4.623249 101.82435
153403  1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
154768 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
302561  1. Industrial 2. >=Very Good     1. Yes 4.991226 147.11669
153724 2. Information 2. >=Very Good     1. Yes 4.944483 140.39820
84494  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
83214  2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
378589  1. Industrial      1. <=Good     1. Yes 4.748188 115.37504
307823  1. Industrial      1. <=Good      2. No 4.079181  59.09706
303202  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
452445 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
159137  1. Industrial 2. >=Very Good     1. Yes 4.261406  70.90959
451436 2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
232410 2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
307670  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
159052 2. Information      1. <=Good     1. Yes 5.230449 186.87668
155165  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
13246   1. Industrial 2. >=Very Good     1. Yes 5.079181 160.64248
158241  1. Industrial 2. >=Very Good      2. No 4.158362  63.96669
379243  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
9196   2. Information 2. >=Very Good      2. No 4.301030  73.77574
450568  1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
7781    1. Industrial 2. >=Very Good      2. No 4.954243 141.77517
10997   1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
153426  1. Industrial 2. >=Very Good     1. Yes 4.819544 123.90857
80273   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
374547 2. Information 2. >=Very Good     1. Yes 5.631919 279.19750
85217   1. Industrial      1. <=Good      2. No 4.000000  54.59815
377128  1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
158403 2. Information 2. >=Very Good     1. Yes 5.193125 180.03020
228131 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
452170  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
154530 2. Information      1. <=Good      2. No 4.518514  91.69923
81780  2. Information 2. >=Very Good      2. No 4.079181  59.09706
378629  1. Industrial 2. >=Very Good     1. Yes 4.819544 123.90857
305370 2. Information 2. >=Very Good      2. No 4.698970 109.83399
301646  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
12249   1. Industrial 2. >=Very Good      2. No 4.763428 117.14682
302635  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
8793    1. Industrial      1. <=Good      2. No 4.579784  97.49329
12032   1. Industrial 2. >=Very Good      2. No 4.770852 118.01975
13257   1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
156095 2. Information 2. >=Very Good     1. Yes 4.755112 116.17670
232674  1. Industrial      1. <=Good     1. Yes 4.322219  75.35568
378952 2. Information 2. >=Very Good     1. Yes 4.556303  95.23071
304280  1. Industrial      1. <=Good     1. Yes 4.716003 111.72085
376160 2. Information 2. >=Very Good     1. Yes 4.643453 103.90247
86736   1. Industrial 2. >=Very Good     1. Yes 4.991226 147.11669
305599 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
9903    1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
13558  2. Information 2. >=Very Good     1. Yes 4.612784 100.76427
378086  1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
80963  2. Information 2. >=Very Good     1. Yes 5.267172 193.86688
376772  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
453319 2. Information 2. >=Very Good     1. Yes 5.590618 267.90109
231608 2. Information 2. >=Very Good     1. Yes 5.161368 174.40288
87803  2. Information 2. >=Very Good     1. Yes 4.897627 133.97150
154604 2. Information 2. >=Very Good     1. Yes 5.041393 154.68529
304641 2. Information 2. >=Very Good     1. Yes 5.041393 154.68529
452853 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
85681   1. Industrial 2. >=Very Good      2. No 4.556303  95.23071
452452  1. Industrial      1. <=Good      2. No 4.698970 109.83399
8297   2. Information      1. <=Good      2. No 4.716003 111.72085
233667  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
377125  1. Industrial 2. >=Very Good      2. No 4.453196  85.90104
380656 2. Information 2. >=Very Good      2. No 4.778151 118.88436
374314  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
306069  1. Industrial 2. >=Very Good      2. No 4.531479  92.89584
306727 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
379612 2. Information 2. >=Very Good     1. Yes 4.826075 124.72045
153785  1. Industrial 2. >=Very Good     1. Yes 4.851258 127.90123
157154  1. Industrial      1. <=Good      2. No 4.579784  97.49329
306904  1. Industrial 2. >=Very Good     1. Yes 5.290035 198.35029
9761    1. Industrial 2. >=Very Good     1. Yes 4.531479  92.89584
86702  2. Information 2. >=Very Good      2. No 4.544068  94.07271
158105  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
379806  1. Industrial 2. >=Very Good     1. Yes 4.380211  79.85490
449268 2. Information 2. >=Very Good      2. No 4.778151 118.88436
83615  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
378890 2. Information      1. <=Good     1. Yes 4.544068  94.07271
230899  1. Industrial 2. >=Very Good     1. Yes 5.011105 150.07048
9311    1. Industrial      1. <=Good     1. Yes 5.176091 176.98965
7750    1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
302750 2. Information 2. >=Very Good     1. Yes 4.829304 125.12382
231066 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
157343 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
9952    1. Industrial 2. >=Very Good      2. No 4.106599  60.73978
233281 2. Information 2. >=Very Good     1. Yes 4.522183  92.03632
86503  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
14172  2. Information 2. >=Very Good      2. No 4.204120  66.96164
14341  2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
231725 2. Information 2. >=Very Good      2. No 5.139879 170.69513
377627 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
375298  1. Industrial      1. <=Good     1. Yes 4.845098 127.11574
84172   1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
154047 2. Information      1. <=Good      2. No 4.812913 123.08970
375008  1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
86259  2. Information      1. <=Good     1. Yes 4.875061 130.98218
230737  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
378052  1. Industrial 2. >=Very Good      2. No 3.602060  36.67370
155909  1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
375457 2. Information 2. >=Very Good     1. Yes 4.309630  74.41296
155588  1. Industrial 2. >=Very Good     1. Yes 4.860338 129.06782
306550  1. Industrial      1. <=Good      2. No 4.432007  84.10001
82560  2. Information 2. >=Very Good     1. Yes 5.225309 185.91866
379734 2. Information 2. >=Very Good     1. Yes 4.662758 105.92781
376576 2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
158927  1. Industrial 2. >=Very Good      2. No 4.146128  63.18886
374739  1. Industrial 2. >=Very Good      2. No 4.903090 134.70538
83417   1. Industrial 2. >=Very Good     1. Yes 4.795185 120.92670
14351  2. Information      1. <=Good     1. Yes 4.544068  94.07271
159265 2. Information      1. <=Good     1. Yes 4.886491 132.48782
157150 2. Information 2. >=Very Good     1. Yes 4.892095 133.23235
451548 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
302614 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
453033  1. Industrial 2. >=Very Good      2. No 5.012837 150.33065
84994   1. Industrial 2. >=Very Good     1. Yes 5.631084 278.96447
227948  1. Industrial      1. <=Good     1. Yes 4.587711  98.26923
380920 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
231461  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
160102 2. Information 2. >=Very Good      2. No 5.176091 176.98965
449353 2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
448411  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
306810 2. Information 2. >=Very Good     1. Yes 4.939519 139.70307
155681  1. Industrial      1. <=Good      2. No 4.361728  78.39247
10055  2. Information 2. >=Very Good     1. Yes 4.954247 141.77586
233682  1. Industrial 2. >=Very Good     1. Yes 4.755875 116.26532
157882 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
302173  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
231216  1. Industrial      1. <=Good     1. Yes 4.505150  90.48191
9850    1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
161403  1. Industrial      1. <=Good      2. No 4.144605  63.09272
377645 2. Information      1. <=Good     1. Yes 4.176091  65.11085
84260   1. Industrial 2. >=Very Good     1. Yes 5.021189 151.59148
155985 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
306353  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
228023  1. Industrial      1. <=Good      2. No 4.380211  79.85490
156832  1. Industrial 2. >=Very Good      2. No 4.644439 104.00496
304488  1. Industrial      1. <=Good      2. No 4.017033  55.53610
305737 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
303148  1. Industrial 2. >=Very Good      2. No 4.602060  99.68946
302080 2. Information 2. >=Very Good     1. Yes 5.265033 193.45261
447857 2. Information      1. <=Good     1. Yes 4.633468 102.87025
233741 2. Information 2. >=Very Good     1. Yes 5.103804 164.64699
85657   1. Industrial      1. <=Good     1. Yes 4.243038  69.61904
379124  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
157694 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
83479   1. Industrial 2. >=Very Good      2. No 4.602060  99.68946
450888 2. Information 2. >=Very Good     1. Yes 4.556303  95.23071
14252   1. Industrial      1. <=Good     1. Yes 4.414973  82.67964
14421  2. Information 2. >=Very Good     1. Yes 4.761687 116.94308
301908 2. Information      1. <=Good      2. No 4.000000  54.59815
452061 2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
304906 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
302424 2. Information 2. >=Very Good     1. Yes 5.641006 281.74597
159404 2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
231750  1. Industrial 2. >=Very Good     1. Yes 5.188585 179.21486
305745 2. Information 2. >=Very Good     1. Yes 4.838849 126.32388
376178  1. Industrial      1. <=Good      2. No 4.255273  70.47602
450343 2. Information      1. <=Good     1. Yes 4.770852 118.01975
160548  1. Industrial 2. >=Very Good      2. No 4.267172  71.31964
302678 2. Information 2. >=Very Good      2. No 4.740363 114.47571
302085 2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
159635 2. Information 2. >=Very Good      2. No 4.000000  54.59815
81174  2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
82948   1. Industrial      1. <=Good      2. No 4.387390  80.43021
82251  2. Information 2. >=Very Good     1. Yes 4.491362  89.24288
379828  1. Industrial 2. >=Very Good      2. No 4.763428 117.14682
450063  1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
9535    1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
154111  1. Industrial      1. <=Good      2. No 3.959041  52.40706
305404 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
85550   1. Industrial      1. <=Good      2. No 4.146128  63.18886
447980 2. Information 2. >=Very Good     1. Yes 5.278754 196.12527
14481   1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
85819  2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
450651 2. Information 2. >=Very Good      2. No 3.936514  51.23965
82222   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
12508  2. Information 2. >=Very Good     1. Yes 4.146128  63.18886
377741 2. Information 2. >=Very Good      2. No 5.000000 148.41316
302139 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
153833 2. Information      1. <=Good     1. Yes 4.875061 130.98218
85624   1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
230790 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
449764 2. Information      1. <=Good      2. No 4.380211  79.85490
449202 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
13741  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
302523 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
81623  2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
13718  2. Information 2. >=Very Good      2. No 4.322219  75.35568
10378  2. Information 2. >=Very Good     1. Yes 4.913814 136.15771
161366 2. Information      1. <=Good     1. Yes 4.903090 134.70538
9215   2. Information 2. >=Very Good     1. Yes 4.406540  81.98532
157493  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
302363  1. Industrial 2. >=Very Good     1. Yes 4.778166 118.88608
11991  2. Information 2. >=Very Good     1. Yes 4.797960 121.26275
449684  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
11238   1. Industrial      1. <=Good      2. No 4.602060  99.68946
159751 2. Information 2. >=Very Good      2. No 4.819544 123.90857
452407  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
233537  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
229847  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
9864    1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
447299  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
231895 2. Information 2. >=Very Good     1. Yes 4.913814 136.15771
230128  1. Industrial      1. <=Good      2. No 4.397940  81.28325
12999   1. Industrial 2. >=Very Good     1. Yes 4.226961  68.50869
160782  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
379257  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
161228  1. Industrial 2. >=Very Good      2. No 4.770852 118.01975
232829  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
234092  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
84421   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
157953 2. Information      1. <=Good     1. Yes 4.812913 123.08970
86497  2. Information      1. <=Good     1. Yes 4.698970 109.83399
7737   2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
13471  2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
448820 2. Information 2. >=Very Good      2. No 4.763428 117.14682
85643   1. Industrial      1. <=Good     1. Yes 4.525045  92.30006
453480 2. Information 2. >=Very Good     1. Yes 4.605305 100.01349
85241  2. Information 2. >=Very Good      2. No 4.008600  55.06973
156206  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
84713   1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
155666  1. Industrial 2. >=Very Good      2. No 4.748188 115.37504
83567   1. Industrial      1. <=Good      2. No 4.301030  73.77574
449541 2. Information 2. >=Very Good     1. Yes 5.590618 267.90109
448368  1. Industrial 2. >=Very Good      2. No 4.863323 129.45364
377037  1. Industrial 2. >=Very Good     1. Yes 4.568202  96.37065
231115 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
305375 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
303226 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
85015  2. Information 2. >=Very Good     1. Yes 5.249902 190.54768
228219  1. Industrial 2. >=Very Good     1. Yes 4.770852 118.01975
379558 2. Information      1. <=Good      2. No 4.380211  79.85490
160043 2. Information 2. >=Very Good     1. Yes 4.283301  72.47932
82149  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
156798 2. Information 2. >=Very Good     1. Yes 4.310056  74.44464
9029    1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
157633  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
9820   2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
448635 2. Information 2. >=Very Good     1. Yes 5.590618 267.90109
81776   1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
86230  2. Information 2. >=Very Good      2. No 4.531479  92.89584
84040  2. Information      1. <=Good     1. Yes 4.255273  70.47602
11619  2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
87714  2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
14549   1. Industrial 2. >=Very Good     1. Yes 4.633468 102.87025
83620   1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
378744  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
10047  2. Information      1. <=Good     1. Yes 4.845098 127.11574
11784  2. Information 2. >=Very Good      2. No 4.544068  94.07271
12453  2. Information 2. >=Very Good      2. No 4.217484  67.86252
378962  1. Industrial 2. >=Very Good     1. Yes 4.832509 125.52550
230457  1. Industrial 2. >=Very Good     1. Yes 5.107210 165.20877
447527  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
154701 2. Information      1. <=Good     1. Yes 4.724276 112.64890
453719 2. Information 2. >=Very Good     1. Yes 4.342423  76.89360
153784  1. Industrial      1. <=Good     1. Yes 4.318063  75.04315
160819  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
380247 2. Information 2. >=Very Good      2. No 4.079181  59.09706
81823  2. Information 2. >=Very Good      2. No 4.155336  63.77339
155141 2. Information 2. >=Very Good     1. Yes 4.431364  84.04596
156716  1. Industrial 2. >=Very Good     1. Yes 4.542626  93.93718
7546    1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
374359  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
301939 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
306511  1. Industrial      1. <=Good      2. No 4.204120  66.96164
452755  1. Industrial 2. >=Very Good     1. Yes 5.113943 166.32494
8667   2. Information 2. >=Very Good      2. No 4.602060  99.68946
450499 2. Information      1. <=Good     1. Yes 4.954243 141.77517
156050  1. Industrial 2. >=Very Good     1. Yes 4.963788 143.13494
160046  1. Industrial 2. >=Very Good     1. Yes 3.556303  35.03342
87749  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
8363    1. Industrial 2. >=Very Good      2. No 4.709660 111.01441
234293  1. Industrial 2. >=Very Good     1. Yes 4.886491 132.48782
448089 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
453187  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
447835 2. Information      1. <=Good     1. Yes 4.967726 143.69971
307486  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
82464  2. Information 2. >=Very Good     1. Yes 5.606885 272.29478
155315 2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
380158  1. Industrial 2. >=Very Good     1. Yes 4.447189  85.38659
375387  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
85776   1. Industrial 2. >=Very Good      2. No 4.111733  61.05242
229893  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
229973  1. Industrial 2. >=Very Good     1. Yes 4.982271 145.80516
13960  2. Information      1. <=Good      2. No 4.724276 112.64890
234361  1. Industrial      1. <=Good     1. Yes 4.672098 106.92181
301929 2. Information 2. >=Very Good     1. Yes 4.672098 106.92181
306789 2. Information      1. <=Good     1. Yes 4.845098 127.11574
230376  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
380304 2. Information 2. >=Very Good     1. Yes 4.973128 144.47809
306501 2. Information      1. <=Good     1. Yes 5.077731 160.40970
376743  1. Industrial      1. <=Good      2. No 4.477121  87.98103
230371  1. Industrial      1. <=Good      2. No 4.176091  65.11085
304137 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
374823 2. Information 2. >=Very Good      2. No 4.000000  54.59815
451590  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
227916  1. Industrial      1. <=Good      2. No 4.403035  81.69842
7993    1. Industrial 2. >=Very Good      2. No 4.740363 114.47571
159388  1. Industrial 2. >=Very Good     1. Yes 4.960285 142.63447
304858 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
230749  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
86325   1. Industrial      1. <=Good      2. No 4.000000  54.59815
154901  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
81954  2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
451332 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
379839  1. Industrial 2. >=Very Good      2. No 4.477136  87.98231
449978  1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
233080 2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
307530  1. Industrial 2. >=Very Good     1. Yes 4.672098 106.92181
161327  1. Industrial 2. >=Very Good      2. No 4.838849 126.32388
158949  1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
448811 2. Information      1. <=Good     1. Yes 4.531479  92.89584
11623   1. Industrial 2. >=Very Good     1. Yes 4.000000  54.59815
10265  2. Information      1. <=Good      2. No 4.568202  96.37065
379315  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
230661  1. Industrial      1. <=Good     1. Yes 4.544068  94.07271
81295   1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
305243 2. Information 2. >=Very Good     1. Yes 4.934498 139.00341
228627  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
13060   1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
375312 2. Information      1. <=Good     1. Yes 4.477121  87.98103
156535  1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
304223  1. Industrial 2. >=Very Good      2. No 4.494155  89.49248
307620  1. Industrial 2. >=Very Good     1. Yes 4.531479  92.89584
85969   1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
13360   1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
11113  2. Information      1. <=Good     1. Yes 4.230449  68.74809
305667 2. Information 2. >=Very Good      2. No 4.531479  92.89584
234017 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
12837  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
302321 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
81373  2. Information      1. <=Good     1. Yes 4.344392  77.04520
160726 2. Information 2. >=Very Good      2. No 4.544068  94.07271
452148  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
229256  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
306650  1. Industrial 2. >=Very Good      2. No 4.892095 133.23235
452276 2. Information 2. >=Very Good     1. Yes 5.056905 157.10350
302510 2. Information      1. <=Good     1. Yes 5.641006 281.74597
81228  2. Information 2. >=Very Good     1. Yes 5.204120 182.02062
228440 2. Information      1. <=Good     1. Yes 4.779957 119.09923
228053  1. Industrial      1. <=Good     1. Yes 4.272306  71.68674
10471   1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
231759  1. Industrial 2. >=Very Good      2. No 4.278754  72.15046
155837  1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
302024 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
301193  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
158905 2. Information 2. >=Very Good      2. No 4.477121  87.98103
453630 2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
303454 2. Information 2. >=Very Good     1. Yes 5.255273 191.57368
228501  1. Industrial 2. >=Very Good      2. No 4.462398  86.69515
304450 2. Information      1. <=Good     1. Yes 4.328787  75.85224
378489  1. Industrial 2. >=Very Good     1. Yes 5.113943 166.32494
86991   1. Industrial 2. >=Very Good     1. Yes 4.041393  56.90554
153315 2. Information 2. >=Very Good      2. No 4.602060  99.68946
231642  1. Industrial 2. >=Very Good      2. No 4.531479  92.89584
234448  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
80744  2. Information      1. <=Good     1. Yes 4.531479  92.89584
374333  1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
304748  1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
232443  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
451096  1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
82862   1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
380709 2. Information 2. >=Very Good      2. No 4.414973  82.67964
376073  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
301216  1. Industrial 2. >=Very Good     1. Yes 4.161368  64.15923
233939  1. Industrial      1. <=Good     1. Yes 4.494155  89.49248
451070  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
449595  1. Industrial      1. <=Good      2. No 4.845098 127.11574
158200  1. Industrial 2. >=Very Good      2. No 4.204120  66.96164
9638   2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
157436  1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
452319 2. Information 2. >=Very Good     1. Yes 4.892095 133.23235
302474 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
230090 2. Information 2. >=Very Good     1. Yes 4.788875 120.16612
306734  1. Industrial 2. >=Very Good     1. Yes 4.748188 115.37504
234336 2. Information 2. >=Very Good     1. Yes 4.724276 112.64890
8827    1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
8301    1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
85748   1. Industrial 2. >=Very Good     1. Yes 4.113943  61.18753
376569 2. Information 2. >=Very Good      2. No 4.561101  95.68881
378593  1. Industrial 2. >=Very Good     1. Yes 4.491362  89.24288
158180 2. Information 2. >=Very Good     1. Yes 4.851258 127.90123
82969  2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
228806  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
380329  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
304795  1. Industrial 2. >=Very Good      2. No 4.332438  76.12970
14455  2. Information      1. <=Good     1. Yes 4.812913 123.08970
304663 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
87070  2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
380220  1. Industrial 2. >=Very Good     1. Yes 4.568202  96.37065
12400   1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
303868 2. Information 2. >=Very Good      2. No 4.505150  90.48191
7845   2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
234319  1. Industrial      1. <=Good      2. No 4.301030  73.77574
233042  1. Industrial      1. <=Good      2. No 4.681241 107.90392
233381  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
157856  1. Industrial 2. >=Very Good     1. Yes 4.096910  60.15412
82387  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
301852  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
82525  2. Information 2. >=Very Good     1. Yes 4.963788 143.13494
449130  1. Industrial 2. >=Very Good     1. Yes 4.235528  69.09818
84343   1. Industrial 2. >=Very Good     1. Yes 4.369216  78.98167
452636  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
233211 2. Information      1. <=Good      2. No 4.000000  54.59815
233851 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
12233   1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
12501  2. Information 2. >=Very Good     1. Yes 5.626186 277.60142
153789  1. Industrial      1. <=Good      2. No 4.359456  78.21458
87826   1. Industrial      1. <=Good     1. Yes 4.414973  82.67964
8875   2. Information      1. <=Good     1. Yes 4.763428 117.14682
229950 2. Information      1. <=Good     1. Yes 4.778151 118.88436
85730   1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
377504  1. Industrial      1. <=Good      2. No 4.079181  59.09706
13650   1. Industrial 2. >=Very Good     1. Yes 4.755875 116.26532
155246  1. Industrial      1. <=Good      2. No 4.113943  61.18753
227999 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
157775  1. Industrial 2. >=Very Good     1. Yes 4.361728  78.39247
453565  1. Industrial 2. >=Very Good     1. Yes 4.806180 122.26367
8927    1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
380898  1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
85375   1. Industrial      1. <=Good      2. No 4.190332  66.04469
153469  1. Industrial 2. >=Very Good     1. Yes 4.843855 126.95789
83341   1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
8279    1. Industrial 2. >=Very Good     1. Yes 4.851258 127.90123
307337  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
13148   1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
84841   1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
85515   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
86629   1. Industrial 2. >=Very Good     1. Yes 4.880814 131.73780
231027 2. Information      1. <=Good      2. No 4.301030  73.77574
157246  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
13588   1. Industrial      1. <=Good     1. Yes 4.517460  91.60262
376203 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
83057   1. Industrial      1. <=Good     1. Yes 4.880167 131.65270
230814 2. Information 2. >=Very Good     1. Yes 5.735190 309.57177
305515  1. Industrial      1. <=Good     1. Yes 4.257894  70.66105
307267  1. Industrial 2. >=Very Good      2. No 4.440909  84.85204
88046   1. Industrial 2. >=Very Good     1. Yes 4.633468 102.87025
302698 2. Information 2. >=Very Good     1. Yes 4.643453 103.90247
232536 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
158406  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
452654 2. Information 2. >=Very Good     1. Yes 4.666518 106.32686
155330  1. Industrial      1. <=Good     1. Yes 4.597695  99.25529
307313  1. Industrial      1. <=Good     1. Yes 4.892095 133.23235
159448  1. Industrial 2. >=Very Good      2. No 4.361728  78.39247
155833  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
307280 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
7401    1. Industrial 2. >=Very Good      2. No 4.568202  96.37065
11845   1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
307683 2. Information 2. >=Very Good     1. Yes 5.641006 281.74597
8589   2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
375802  1. Industrial 2. >=Very Good     1. Yes 5.301030 200.54326
305144 2. Information 2. >=Very Good      2. No 4.477121  87.98103
453214  1. Industrial      1. <=Good      2. No 4.477121  87.98103
8360    1. Industrial 2. >=Very Good      2. No 4.579784  97.49329
377324  1. Industrial 2. >=Very Good      2. No 4.681241 107.90392
302793  1. Industrial 2. >=Very Good      2. No 4.561101  95.68881
154537 2. Information 2. >=Very Good      2. No 4.698970 109.83399
232060 2. Information 2. >=Very Good     1. Yes 4.470352  87.38745
83048  2. Information 2. >=Very Good     1. Yes 4.486742  88.83157
376922 2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
87672  2. Information 2. >=Very Good     1. Yes 4.550669  94.69570
234303  1. Industrial 2. >=Very Good     1. Yes 4.806180 122.26367
374328 2. Information      1. <=Good     1. Yes 4.886491 132.48782
158629 2. Information 2. >=Very Good     1. Yes 4.568202  96.37065
231349  1. Industrial 2. >=Very Good      2. No 4.491362  89.24288
377297  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
230086 2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
81256  2. Information      1. <=Good     1. Yes 4.698970 109.83399
306063 2. Information 2. >=Very Good      2. No 4.606166 100.09966
378700 2. Information 2. >=Very Good     1. Yes 4.899821 134.26568
86261  2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
450507 2. Information      1. <=Good      2. No 4.696356 109.54730
159849 2. Information 2. >=Very Good      2. No 4.255273  70.47602
301682 2. Information 2. >=Very Good     1. Yes 4.971234 144.20474
448787 2. Information 2. >=Very Good      2. No 4.602060  99.68946
82646  2. Information 2. >=Very Good      2. No 4.544068  94.07271
81754  2. Information 2. >=Very Good      2. No 4.477121  87.98103
14268   1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
85704   1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
233733  1. Industrial 2. >=Very Good     1. Yes 4.748188 115.37504
229393 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
83536   1. Industrial      1. <=Good      2. No 4.619093 101.40205
375861 2. Information 2. >=Very Good     1. Yes 4.973137 144.47942
14368   1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
85295   1. Industrial 2. >=Very Good      2. No 5.096910 163.51586
231204 2. Information      1. <=Good      2. No 4.397940  81.28325
13498   1. Industrial      1. <=Good      2. No 3.698970  40.40567
302692 2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
307635  1. Industrial      1. <=Good      2. No 4.763428 117.14682
83924   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
80239   1. Industrial      1. <=Good      2. No 4.431364  84.04596
379220  1. Industrial      1. <=Good     1. Yes 4.486572  88.81647
453870  1. Industrial      1. <=Good      2. No 4.462398  86.69515
85521  2. Information 2. >=Very Good     1. Yes 4.322219  75.35568
9738   2. Information 2. >=Very Good     1. Yes 4.591065  98.59934
157529 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
307581  1. Industrial      1. <=Good     1. Yes 4.697229 109.64297
380007 2. Information      1. <=Good     1. Yes 4.380211  79.85490
453715  1. Industrial 2. >=Very Good      2. No 5.113943 166.32494
381016 2. Information 2. >=Very Good     1. Yes 4.934498 139.00341
8356   2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
156461  1. Industrial 2. >=Very Good      2. No 4.447158  85.38394
380325  1. Industrial      1. <=Good      2. No 4.602082  99.69163
156598 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
450872  1. Industrial      1. <=Good      2. No 4.230449  68.74809
305335  1. Industrial 2. >=Very Good     1. Yes 4.939519 139.70307
449727 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
452029  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
232822 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
158958 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
233370 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
161344  1. Industrial 2. >=Very Good     1. Yes 4.380211  79.85490
233394  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
233584  1. Industrial 2. >=Very Good     1. Yes 5.197281 180.77995
448801  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
302882  1. Industrial 2. >=Very Good      2. No 4.494155  89.49248
306349  1. Industrial 2. >=Very Good     1. Yes 4.869232 130.22083
452162  1. Industrial 2. >=Very Good      2. No 4.350248  77.49768
231483  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
82643  2. Information 2. >=Very Good     1. Yes 5.221886 185.28332
305066 2. Information      1. <=Good      2. No 4.857332 128.68049
11473  2. Information 2. >=Very Good     1. Yes 4.991226 147.11669
86233  2. Information      1. <=Good      2. No 4.672098 106.92181
12787   1. Industrial      1. <=Good      2. No 4.748188 115.37504
233174 2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
303344  1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
307057 2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
301337  1. Industrial 2. >=Very Good      2. No 4.838849 126.32388
81731   1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
157918  1. Industrial      1. <=Good     1. Yes 4.681241 107.90392
160058 2. Information 2. >=Very Good     1. Yes 4.000000  54.59815
159843 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
157233 2. Information      1. <=Good     1. Yes 4.283301  72.47932
231489 2. Information      1. <=Good     1. Yes 4.875061 130.98218
452313  1. Industrial 2. >=Very Good     1. Yes 4.518514  91.69923
233665 2. Information 2. >=Very Good     1. Yes 5.041393 154.68529
157818 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
376459  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
13375  2. Information      1. <=Good     1. Yes 4.389166  80.57320
154265  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
156078  1. Industrial      1. <=Good      2. No 4.954243 141.77517
303231 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
159873 2. Information      1. <=Good     1. Yes 4.544068  94.07271
228330  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
451634 2. Information      1. <=Good     1. Yes 4.732394 113.56709
159186 2. Information      1. <=Good     1. Yes 4.621000 101.59554
160564 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
447672  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
452613 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
12504   1. Industrial      1. <=Good      2. No 4.361728  78.39247
302206 2. Information 2. >=Very Good     1. Yes 5.763128 318.34243
234624  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
159256 2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
14460   1. Industrial      1. <=Good      2. No 4.475671  87.85355
233287 2. Information 2. >=Very Good     1. Yes 5.215844 184.16714
452861  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
88065  2. Information 2. >=Very Good     1. Yes 4.556303  95.23071
7550   2. Information      1. <=Good     1. Yes 4.079181  59.09706
302313  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
82600   1. Industrial      1. <=Good     1. Yes 4.875061 130.98218
380306 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
13488   1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
153493 2. Information 2. >=Very Good     1. Yes 4.210185  67.36898
227880 2. Information 2. >=Very Good      2. No 4.422705  83.32134
378323 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
81976  2. Information      1. <=Good      2. No 4.662758 105.92781
155452 2. Information 2. >=Very Good     1. Yes 4.447158  85.38394
450962 2. Information 2. >=Very Good      2. No 4.301030  73.77574
11853  2. Information 2. >=Very Good     1. Yes 4.934498 139.00341
156191  1. Industrial      1. <=Good     1. Yes 4.812913 123.08970
87661   1. Industrial 2. >=Very Good      2. No 4.025306  55.99743
82514   1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
378030 2. Information      1. <=Good      2. No 5.037426 154.07300
157381  1. Industrial      1. <=Good      2. No 4.778151 118.88436
86485   1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
10930  2. Information 2. >=Very Good     1. Yes 4.795185 120.92670
307771 2. Information 2. >=Very Good      2. No 4.579784  97.49329
85202  2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
233889 2. Information 2. >=Very Good     1. Yes 4.318063  75.04315
7496    1. Industrial 2. >=Very Good     1. Yes 4.494155  89.49248
453337 2. Information 2. >=Very Good     1. Yes 5.290035 198.35029
376076 2. Information      1. <=Good     1. Yes 4.178401  65.26144
160307  1. Industrial 2. >=Very Good      2. No 4.681241 107.90392
161341  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
11390  2. Information 2. >=Very Good      2. No 4.342423  76.89360
301389  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
304303 2. Information 2. >=Very Good     1. Yes 4.944483 140.39820
87441   1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
12175   1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
12033   1. Industrial 2. >=Very Good      2. No 4.944483 140.39820
82301  2. Information      1. <=Good      2. No 4.380211  79.85490
83227  2. Information      1. <=Good     1. Yes 4.380211  79.85490
153765  1. Industrial      1. <=Good     1. Yes 5.591980 268.26629
158059 2. Information      1. <=Good     1. Yes 4.826075 124.72045
375572 2. Information      1. <=Good     1. Yes 5.000000 148.41316
448806  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
82280  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
153375  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
380151 2. Information 2. >=Very Good      2. No 4.845098 127.11574
230950  1. Industrial 2. >=Very Good     1. Yes 4.707570 110.78265
14546   1. Industrial 2. >=Very Good     1. Yes 4.518514  91.69923
450602 2. Information      1. <=Good     1. Yes 4.653213 104.92151
81692  2. Information      1. <=Good      2. No 5.606885 272.29478
158659 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
306889 2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
379968  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
10750  2. Information 2. >=Very Good      2. No 4.812913 123.08970
155530 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
86633   1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
378686  1. Industrial 2. >=Very Good     1. Yes 5.167317 175.44355
10144   1. Industrial 2. >=Very Good      2. No 4.568202  96.37065
87286  2. Information 2. >=Very Good     1. Yes 4.574031  96.93409
87895  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
375523  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
451283 2. Information      1. <=Good     1. Yes 5.742793 311.93457
14519  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
380780  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
86239   1. Industrial      1. <=Good     1. Yes 4.929419 138.29913
10984  2. Information      1. <=Good     1. Yes 3.869818  47.93367
231862 2. Information      1. <=Good     1. Yes 4.653213 104.92151
449495  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
448715 2. Information 2. >=Very Good     1. Yes 4.892095 133.23235
448977 2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
234530  1. Industrial      1. <=Good      2. No 4.795185 120.92670
86190  2. Information      1. <=Good     1. Yes 5.000000 148.41316
230114  1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
447347 2. Information 2. >=Very Good     1. Yes 4.973128 144.47809
155626 2. Information 2. >=Very Good      2. No 4.505150  90.48191
376579 2. Information 2. >=Very Good      2. No 5.000000 148.41316
451819 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
155900 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
8505   2. Information 2. >=Very Good      2. No 4.361728  78.39247
234613 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
11832   1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
11081   1. Industrial      1. <=Good     1. Yes 4.491362  89.24288
301246  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
375987 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
156259 2. Information 2. >=Very Good      2. No 4.255273  70.47602
85655   1. Industrial      1. <=Good     1. Yes 4.688420 108.68131
448836 2. Information 2. >=Very Good     1. Yes 4.389166  80.57320
153902 2. Information 2. >=Very Good      2. No 4.176091  65.11085
305415  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
9743    1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
230054  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
12519   1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
227962  1. Industrial 2. >=Very Good      2. No 4.193125  66.22941
83739   1. Industrial 2. >=Very Good      2. No 5.606885 272.29478
157490 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
82456  2. Information      1. <=Good      2. No 3.845098  46.76327
159012  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
88116   1. Industrial      1. <=Good      2. No 4.397940  81.28325
376549 2. Information 2. >=Very Good      2. No 4.602060  99.68946
87170   1. Industrial 2. >=Very Good      2. No 5.113943 166.32494
11435   1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
85129  2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
448698 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
154709 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
379618 2. Information 2. >=Very Good     1. Yes 5.087071 161.91495
161267  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
380753  1. Industrial      1. <=Good      2. No 4.602060  99.68946
153467  1. Industrial 2. >=Very Good     1. Yes 4.643453 103.90247
231484  1. Industrial 2. >=Very Good     1. Yes 4.690196 108.87453
379211  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
156236 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
450978 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
84773  2. Information 2. >=Very Good     1. Yes 4.720159 112.18612
449829 2. Information      1. <=Good     1. Yes 5.130334 169.07354
305946 2. Information      1. <=Good     1. Yes 4.568202  96.37065
12507   1. Industrial      1. <=Good      2. No 4.397940  81.28325
154311  1. Industrial      1. <=Good      2. No 4.000000  54.59815
154975 2. Information      1. <=Good      2. No 4.681241 107.90392
307420 2. Information 2. >=Very Good     1. Yes 4.919078 136.87637
228741 2. Information 2. >=Very Good     1. Yes 4.176091  65.11085
376605 2. Information 2. >=Very Good      2. No 5.190332 179.52809
304583  1. Industrial 2. >=Very Good      2. No 4.193125  66.22941
159573  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
375743 2. Information      1. <=Good     1. Yes 5.176091 176.98965
449387  1. Industrial 2. >=Very Good      2. No 4.740363 114.47571
83565   1. Industrial      1. <=Good      2. No 4.342423  76.89360
7664    1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
157200  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
230665  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
12813   1. Industrial 2. >=Very Good     1. Yes 4.643453 103.90247
302409 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
83416   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
83964  2. Information      1. <=Good     1. Yes 4.913814 136.15771
13483   1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
232794  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
447864  1. Industrial      1. <=Good      2. No 4.579784  97.49329
452049  1. Industrial      1. <=Good      2. No 3.778151  43.73511
87163  2. Information      1. <=Good     1. Yes 4.763428 117.14682
157204 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
80604  2. Information 2. >=Very Good     1. Yes 5.606885 272.29478
161272 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
87121  2. Information      1. <=Good     1. Yes 4.204120  66.96164
231993 2. Information 2. >=Very Good     1. Yes 4.851258 127.90123
377133  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
449641 2. Information 2. >=Very Good     1. Yes 4.309971  74.43830
156429 2. Information 2. >=Very Good     1. Yes 4.963788 143.13494
12311   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
379397 2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
84236  2. Information 2. >=Very Good     1. Yes 4.799341 121.43031
451645 2. Information      1. <=Good     1. Yes 4.591065  98.59934
8988    1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
307325 2. Information      1. <=Good     1. Yes 4.698970 109.83399
11919  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
11403  2. Information      1. <=Good     1. Yes 5.079181 160.64248
88019  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
306940 2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
155528  1. Industrial      1. <=Good     1. Yes 4.707570 110.78265
301789 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
378048 2. Information 2. >=Very Good      2. No 4.000000  54.59815
8841   2. Information      1. <=Good      2. No 4.844477 127.03685
85602  2. Information      1. <=Good     1. Yes 4.812913 123.08970
304529 2. Information 2. >=Very Good      2. No 4.301030  73.77574
157296 2. Information      1. <=Good     1. Yes 4.602060  99.68946
155829  1. Industrial      1. <=Good     1. Yes 4.544068  94.07271
379034  1. Industrial      1. <=Good      2. No 4.477121  87.98103
153627  1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
229223 2. Information 2. >=Very Good      2. No 4.176091  65.11085
380392  1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
158726  1. Industrial      1. <=Good     1. Yes 4.903090 134.70538
377495  1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
230878  1. Industrial 2. >=Very Good      2. No 4.619093 101.40205
453110 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
85888   1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
376196 2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
228775 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
153559  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
304567 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
83140   1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
450085 2. Information      1. <=Good     1. Yes 4.977724 145.14360
378923 2. Information      1. <=Good     1. Yes 4.778151 118.88436
87254   1. Industrial 2. >=Very Good      2. No 4.857332 128.68049
9513   2. Information 2. >=Very Good     1. Yes 4.531479  92.89584
156960 2. Information 2. >=Very Good      2. No 4.230449  68.74809
80462  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
304074  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
306048  1. Industrial 2. >=Very Good      2. No 3.778151  43.73511
448446 2. Information 2. >=Very Good     1. Yes 5.243038 189.24416
448106 2. Information      1. <=Good      2. No 3.477121  32.36641
86335   1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
230002 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
447211  1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
305589 2. Information      1. <=Good     1. Yes 4.623249 101.82435
8755   2. Information 2. >=Very Good      2. No 4.812913 123.08970
13308   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
448287  1. Industrial 2. >=Very Good      2. No 4.318063  75.04315
10187  2. Information      1. <=Good     1. Yes 5.079181 160.64248
80524  2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
377969  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
153484 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
11876   1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
229679  1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
229435 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
80558  2. Information 2. >=Very Good     1. Yes 4.431364  84.04596
11650   1. Industrial 2. >=Very Good      2. No 5.176091 176.98965
82081  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
82799   1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
155256 2. Information      1. <=Good     1. Yes 4.544068  94.07271
80446  2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
159200  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
8197    1. Industrial 2. >=Very Good     1. Yes 4.959041 142.45717
153388  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
88113   1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
155513  1. Industrial      1. <=Good     1. Yes 4.716003 111.72085
158884  1. Industrial      1. <=Good     1. Yes 4.088136  59.62865
230315  1. Industrial      1. <=Good      2. No 4.602060  99.68946
86782   1. Industrial 2. >=Very Good      2. No 4.602060  99.68946
306149 2. Information 2. >=Very Good     1. Yes 4.462398  86.69515
380883  1. Industrial 2. >=Very Good      2. No 4.533073  93.04401
7639   2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
381143  1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
9181   2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
158451  1. Industrial      1. <=Good      2. No 4.477121  87.98103
229117 2. Information      1. <=Good      2. No 4.685742 108.39064
233600  1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
231346  1. Industrial      1. <=Good      2. No 4.301030  73.77574
379646  1. Industrial      1. <=Good     1. Yes 4.666920 106.36965
228164  1. Industrial 2. >=Very Good      2. No 4.361728  78.39247
85693   1. Industrial      1. <=Good      2. No 4.284431  72.56123
452344 2. Information      1. <=Good      2. No 4.301052  73.77735
160400 2. Information 2. >=Very Good      2. No 3.643453  38.22358
160533 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
307204  1. Industrial      1. <=Good      2. No 3.920228  50.41192
450078 2. Information 2. >=Very Good     1. Yes 5.138502 170.46017
84607   1. Industrial 2. >=Very Good      2. No 4.812913 123.08970
10989  2. Information 2. >=Very Good      2. No 4.301030  73.77574
155859 2. Information 2. >=Very Good     1. Yes 4.707570 110.78265
234391 2. Information      1. <=Good     1. Yes 4.832509 125.52550
81772  2. Information 2. >=Very Good      2. No 4.318063  75.04315
377896  1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
153951 2. Information 2. >=Very Good      2. No 4.778151 118.88436
231716 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
229399  1. Industrial 2. >=Very Good     1. Yes 4.255273  70.47602
302102 2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
81714   1. Industrial 2. >=Very Good     1. Yes 4.935598 139.15633
155433 2. Information      1. <=Good      2. No 3.230449  25.29101
87168  2. Information      1. <=Good     1. Yes 4.399950  81.44683
85320   1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
7420   2. Information 2. >=Very Good     1. Yes 4.757396 116.44232
451424 2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
229703  1. Industrial 2. >=Very Good     1. Yes 5.008600 149.69504
14417  2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
9241    1. Industrial 2. >=Very Good      2. No 5.626186 277.60142
377591  1. Industrial 2. >=Very Good      2. No 4.919078 136.87637
302226 2. Information 2. >=Very Good     1. Yes 4.863323 129.45364
376645  1. Industrial 2. >=Very Good     1. Yes 4.716003 111.72085
157321  1. Industrial 2. >=Very Good     1. Yes 5.185712 178.70066
154342  1. Industrial 2. >=Very Good      2. No 3.903090  49.55534
301885  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
84599   1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
374558  1. Industrial 2. >=Very Good     1. Yes 4.531479  92.89584
301209 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
378837  1. Industrial 2. >=Very Good      2. No 4.431364  84.04596
374851 2. Information 2. >=Very Good      2. No 4.342423  76.89360
153917 2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
86617  2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
374294  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
375787  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
83031  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
155234  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
156931  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
84305  2. Information      1. <=Good     1. Yes 4.505150  90.48191
233131 2. Information      1. <=Good     1. Yes 4.716012 111.72178
451873 2. Information      1. <=Good     1. Yes 4.681241 107.90392
452428 2. Information      1. <=Good     1. Yes 5.255273 191.57368
232403 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
158091 2. Information 2. >=Very Good     1. Yes 4.931875 138.63917
159901  1. Industrial 2. >=Very Good      2. No 3.982271  53.63872
374894  1. Industrial 2. >=Very Good      2. No 4.533174  93.05349
376018 2. Information 2. >=Very Good      2. No 4.397940  81.28325
85534   1. Industrial      1. <=Good      2. No 4.857332 128.68049
378978 2. Information 2. >=Very Good     1. Yes 4.913814 136.15771
305552  1. Industrial      1. <=Good     1. Yes 5.079181 160.64248
12671   1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
157620 2. Information 2. >=Very Good      2. No 5.000000 148.41316
156543  1. Industrial 2. >=Very Good     1. Yes 4.685742 108.39064
234246  1. Industrial 2. >=Very Good      2. No 4.206826  67.14308
157606 2. Information      1. <=Good     1. Yes 4.770852 118.01975
230929  1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
87063   1. Industrial 2. >=Very Good      2. No 3.857332  47.33891
157575  1. Industrial      1. <=Good     1. Yes 4.141763  62.91365
8274    1. Industrial 2. >=Very Good      2. No 4.255273  70.47602
229913  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
301692  1. Industrial 2. >=Very Good     1. Yes 4.530353  92.79135
304818  1. Industrial      1. <=Good      2. No 4.602082  99.69163
448786 2. Information 2. >=Very Good      2. No 4.740363 114.47571
229605  1. Industrial      1. <=Good      2. No 4.491362  89.24288
231509  1. Industrial      1. <=Good      2. No 4.778151 118.88436
80950  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
87704   1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
158664 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
81095  2. Information      1. <=Good     1. Yes 4.490520  89.16783
302918  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
161349  1. Industrial 2. >=Very Good     1. Yes 4.255273  70.47602
306415  1. Industrial 2. >=Very Good     1. Yes 4.537819  93.48669
10603  2. Information      1. <=Good     1. Yes 4.255273  70.47602
86007  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
306146  1. Industrial 2. >=Very Good     1. Yes 4.591065  98.59934
234661  1. Industrial      1. <=Good      2. No 4.000000  54.59815
84287   1. Industrial 2. >=Very Good      2. No 4.462398  86.69515
377509 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
377763  1. Industrial      1. <=Good      2. No 5.079181 160.64248
306688  1. Industrial      1. <=Good      2. No 4.079181  59.09706
302888 2. Information 2. >=Very Good     1. Yes 4.529687  92.72953
377799  1. Industrial      1. <=Good     1. Yes 4.146128  63.18886
381003 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
380799  1. Industrial      1. <=Good      2. No 4.176091  65.11085
83368   1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
11548  2. Information      1. <=Good     1. Yes 4.695832 109.48984
304155  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
9144   2. Information 2. >=Very Good     1. Yes 4.662758 105.92781
11624  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
153897 2. Information      1. <=Good     1. Yes 5.243038 189.24416
157384 2. Information      1. <=Good     1. Yes 4.653213 104.92151
453498  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
229614 2. Information 2. >=Very Good      2. No 4.397940  81.28325
380993  1. Industrial 2. >=Very Good     1. Yes 4.342423  76.89360
159758 2. Information 2. >=Very Good     1. Yes 4.447158  85.38394
10899  2. Information      1. <=Good      2. No 4.301030  73.77574
374347 2. Information      1. <=Good     1. Yes 4.669159 106.60802
374986 2. Information      1. <=Good     1. Yes 4.556303  95.23071
81794   1. Industrial 2. >=Very Good     1. Yes 4.255273  70.47602
303090 2. Information      1. <=Good     1. Yes 4.662758 105.92781
375451 2. Information 2. >=Very Good      2. No 4.033424  56.45386
154262 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
379725  1. Industrial 2. >=Very Good     1. Yes 4.662758 105.92781
88050   1. Industrial      1. <=Good     1. Yes 4.318063  75.04315
451349  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
84848  2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
306255  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
82384   1. Industrial      1. <=Good     1. Yes 4.556303  95.23071
378696  1. Industrial      1. <=Good     1. Yes 4.544068  94.07271
85794  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
450118  1. Industrial      1. <=Good     1. Yes 4.505150  90.48191
9457   2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
230105 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
153266  1. Industrial      1. <=Good     1. Yes 4.447158  85.38394
157526  1. Industrial 2. >=Very Good     1. Yes 5.255273 191.57368
234243  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
231448 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
449095 2. Information 2. >=Very Good     1. Yes 5.146128 171.76513
303172  1. Industrial 2. >=Very Good      2. No 4.296665  73.45443
81506  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
80235  2. Information 2. >=Very Good     1. Yes 5.606885 272.29478
87943   1. Industrial 2. >=Very Good      2. No 4.633468 102.87025
83985  2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
375234 2. Information 2. >=Very Good      2. No 4.812913 123.08970
156633 2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
14384  2. Information 2. >=Very Good     1. Yes 4.447158  85.38394
8450   2. Information      1. <=Good     1. Yes 4.698970 109.83399
160165  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
451015  1. Industrial 2. >=Very Good     1. Yes 4.434569  84.31577
232095 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
154723  1. Industrial      1. <=Good      2. No 4.049218  57.35259
304780 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
377397 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
303182 2. Information      1. <=Good     1. Yes 4.690196 108.87453
11131   1. Industrial      1. <=Good     1. Yes 4.176091  65.11085
7535    1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
375336  1. Industrial      1. <=Good      2. No 4.260071  70.81504
451744  1. Industrial 2. >=Very Good     1. Yes 4.977724 145.14360
232578  1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
374914  1. Industrial 2. >=Very Good      2. No 4.431364  84.04596
307821  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
305822 2. Information      1. <=Good     1. Yes 4.579784  97.49329
7495    1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
449798 2. Information 2. >=Very Good     1. Yes 5.301030 200.54326
159599  1. Industrial 2. >=Very Good      2. No 4.089905  59.73422
448887  1. Industrial 2. >=Very Good      2. No 4.518514  91.69923
453745 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
375738 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
229672  1. Industrial      1. <=Good      2. No 4.193125  66.22941
161522  1. Industrial      1. <=Good     1. Yes 4.531479  92.89584
378510  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
160189 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
230629  1. Industrial      1. <=Good     1. Yes 4.886491 132.48782
233946  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
86943  2. Information      1. <=Good      2. No 4.602060  99.68946
230497  1. Industrial 2. >=Very Good      2. No 3.698970  40.40567
377005  1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
80350   1. Industrial 2. >=Very Good      2. No 4.633468 102.87025
81917  2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
301556 2. Information      1. <=Good     1. Yes 4.716003 111.72085
8888    1. Industrial 2. >=Very Good      2. No 4.130334  62.19868
307676 2. Information      1. <=Good     1. Yes 4.255273  70.47602
7381   2. Information 2. >=Very Good     1. Yes 4.454845  86.04280
233790 2. Information 2. >=Very Good      2. No 4.602060  99.68946
303636 2. Information 2. >=Very Good     1. Yes 4.732394 113.56709
81716   1. Industrial      1. <=Good      2. No 4.612784 100.76427
158585 2. Information 2. >=Very Good      2. No 4.113943  61.18753
307816  1. Industrial 2. >=Very Good     1. Yes 4.732796 113.61275
154833 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
450754  1. Industrial 2. >=Very Good     1. Yes 4.653232 104.92353
157064 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
377858 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
380391 2. Information 2. >=Very Good      2. No 5.000000 148.41316
452617  1. Industrial 2. >=Very Good      2. No 5.000000 148.41316
452685 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
154958 2. Information      1. <=Good      2. No 4.397940  81.28325
161421 2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
229694  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
7822    1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
12679  2. Information      1. <=Good     1. Yes 4.176091  65.11085
447486 2. Information 2. >=Very Good     1. Yes 4.480725  88.29870
13835  2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
379762  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
81141  2. Information 2. >=Very Good     1. Yes 4.255273  70.47602
7699   2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
85842   1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
12364   1. Industrial 2. >=Very Good     1. Yes 4.591065  98.59934
84080   1. Industrial 2. >=Very Good     1. Yes 4.892095 133.23235
451706  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
14152   1. Industrial      1. <=Good      2. No 4.518514  91.69923
85144  2. Information 2. >=Very Good      2. No 5.079138 160.63550
302797  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
81223   1. Industrial      1. <=Good     1. Yes 4.740363 114.47571
88062  2. Information 2. >=Very Good      2. No 4.579784  97.49329
452864 2. Information      1. <=Good     1. Yes 4.585461  98.04835
12144  2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
160944 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
8105   2. Information      1. <=Good     1. Yes 4.892095 133.23235
154672  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
453271 2. Information      1. <=Good     1. Yes 4.301030  73.77574
155921 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
154732  1. Industrial      1. <=Good      2. No 4.127623  62.03030
233690 2. Information 2. >=Very Good      2. No 4.579784  97.49329
86143   1. Industrial 2. >=Very Good     1. Yes 4.982271 145.80516
156740 2. Information 2. >=Very Good     1. Yes 4.414973  82.67964
12718  2. Information      1. <=Good     1. Yes 5.000000 148.41316
449744  1. Industrial 2. >=Very Good      2. No 3.903090  49.55534
448117  1. Industrial      1. <=Good      2. No 4.301030  73.77574
154750  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
83654   1. Industrial      1. <=Good     1. Yes 4.845098 127.11574
81277   1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
379686  1. Industrial 2. >=Very Good     1. Yes 4.120574  61.59458
227939  1. Industrial 2. >=Very Good     1. Yes 4.713491 111.44047
80897   1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
231662  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
154839  1. Industrial 2. >=Very Good      2. No 4.322219  75.35568
305114  1. Industrial 2. >=Very Good     1. Yes 4.934498 139.00341
450873 2. Information      1. <=Good     1. Yes 4.778151 118.88436
447174  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
377920  1. Industrial 2. >=Very Good      2. No 4.193180  66.23310
161041  1. Industrial      1. <=Good     1. Yes 4.294466  73.29308
14541  2. Information 2. >=Very Good      2. No 4.875061 130.98218
376938 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
447645  1. Industrial      1. <=Good      2. No 4.464877  86.91033
80720   1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
447722  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
155179  1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
8907   2. Information 2. >=Very Good     1. Yes 4.919078 136.87637
160862  1. Industrial      1. <=Good     1. Yes 4.431364  84.04596
155453 2. Information 2. >=Very Good     1. Yes 5.278754 196.12527
378199 2. Information      1. <=Good     1. Yes 4.799341 121.43031
12156  2. Information 2. >=Very Good      2. No 4.568483  96.39780
447458  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
232327 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
301930  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
158517 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
12579   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
13995   1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
82195  2. Information      1. <=Good      2. No 4.397940  81.28325
306499 2. Information 2. >=Very Good     1. Yes 4.982271 145.80516
302319 2. Information 2. >=Very Good     1. Yes 5.004321 149.05590
447816  1. Industrial      1. <=Good      2. No 4.579784  97.49329
449074  1. Industrial 2. >=Very Good     1. Yes 4.770852 118.01975
229524  1. Industrial      1. <=Good      2. No 4.602060  99.68946
232133 2. Information      1. <=Good      2. No 4.778151 118.88436
85388  2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
13298   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
307289 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
7589    1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
9082   2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
305036 2. Information      1. <=Good     1. Yes 5.041393 154.68529
302117 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
160497 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
450224 2. Information      1. <=Good     1. Yes 4.740363 114.47571
449975 2. Information 2. >=Very Good     1. Yes 4.662758 105.92781
80475   1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
378718  1. Industrial      1. <=Good     1. Yes 4.903090 134.70538
13370  2. Information 2. >=Very Good      2. No 4.579784  97.49329
380165  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
86118  2. Information 2. >=Very Good     1. Yes 5.146128 171.76513
159505 2. Information      1. <=Good     1. Yes 4.216957  67.82679
450919 2. Information      1. <=Good      2. No 4.301030  73.77574
80496   1. Industrial 2. >=Very Good      2. No 4.518514  91.69923
302736  1. Industrial 2. >=Very Good     1. Yes 4.204120  66.96164
81910  2. Information      1. <=Good      2. No 4.556303  95.23071
159140  1. Industrial      1. <=Good     1. Yes 4.591065  98.59934
8846    1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
7415    1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
80565   1. Industrial      1. <=Good     1. Yes 4.505150  90.48191
452789 2. Information 2. >=Very Good      2. No 4.698970 109.83399
13535  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
156743 2. Information 2. >=Very Good     1. Yes 4.437100  84.52947
87391   1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
450392  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
155733  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
12600  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
80237  2. Information 2. >=Very Good     1. Yes 4.619093 101.40205
306346 2. Information 2. >=Very Good     1. Yes 5.004321 149.05590
81445   1. Industrial      1. <=Good      2. No 4.301030  73.77574
231389 2. Information 2. >=Very Good      2. No 5.079181 160.64248
378598 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
306310  1. Industrial 2. >=Very Good      2. No 4.782523 119.40520
380028  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
86072  2. Information 2. >=Very Good     1. Yes 5.042576 154.86837
11321   1. Industrial      1. <=Good      2. No 4.322219  75.35568
307301  1. Industrial 2. >=Very Good     1. Yes 4.775246 118.53950
447298  1. Industrial      1. <=Good     1. Yes 4.342423  76.89360
161253 2. Information 2. >=Very Good      2. No 4.130334  62.19868
377359  1. Industrial 2. >=Very Good     1. Yes 5.204120 182.02062
453728  1. Industrial 2. >=Very Good     1. Yes 5.590618 267.90109
14042   1. Industrial      1. <=Good     1. Yes 4.954243 141.77517
304908 2. Information 2. >=Very Good     1. Yes 5.230449 186.87668
160028  1. Industrial 2. >=Very Good      2. No 4.278754  72.15046
13005   1. Industrial      1. <=Good      2. No 3.903090  49.55534
158124 2. Information 2. >=Very Good      2. No 4.397940  81.28325
86567  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
82851  2. Information 2. >=Very Good      2. No 4.579784  97.49329
305392  1. Industrial 2. >=Very Good     1. Yes 4.716003 111.72085
153650  1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
304093  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
233121  1. Industrial      1. <=Good      2. No 4.477121  87.98103
230850  1. Industrial      1. <=Good     1. Yes 4.431364  84.04596
157822  1. Industrial 2. >=Very Good      2. No 4.361728  78.39247
451294 2. Information 2. >=Very Good      2. No 3.836577  46.36650
14543   1. Industrial 2. >=Very Good     1. Yes 4.889302 132.86077
159847 2. Information      1. <=Good     1. Yes 4.120574  61.59458
83903   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
378535 2. Information 2. >=Very Good      2. No 4.193125  66.22941
453171  1. Industrial      1. <=Good     1. Yes 4.690196 108.87453
301347  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
453420 2. Information 2. >=Very Good     1. Yes 5.029384 152.83880
155699 2. Information      1. <=Good      2. No 4.342423  76.89360
380739  1. Industrial 2. >=Very Good     1. Yes 4.963788 143.13494
9766   2. Information 2. >=Very Good     1. Yes 4.829947 125.20429
234383  1. Industrial 2. >=Very Good     1. Yes 4.325598  75.61070
232723  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
81234  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
229581  1. Industrial      1. <=Good      2. No 4.079181  59.09706
87788   1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
452608  1. Industrial      1. <=Good      2. No 4.556303  95.23071
8652   2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
451324 2. Information 2. >=Very Good      2. No 3.903090  49.55534
160285 2. Information 2. >=Very Good      2. No 4.875061 130.98218
84767  2. Information      1. <=Good     1. Yes 3.778151  43.73511
229001 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
230839  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
11453  2. Information      1. <=Good      2. No 4.318063  75.04315
87015  2. Information      1. <=Good     1. Yes 4.518514  91.69923
157453 2. Information 2. >=Very Good     1. Yes 4.662758 105.92781
87789   1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
10827  2. Information 2. >=Very Good     1. Yes 5.136721 170.15683
450748  1. Industrial 2. >=Very Good      2. No 4.929419 138.29913
83883   1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
230302 2. Information      1. <=Good      2. No 4.477121  87.98103
160949  1. Industrial 2. >=Very Good     1. Yes 4.361728  78.39247
302490 2. Information 2. >=Very Good      2. No 4.812913 123.08970
452615  1. Industrial      1. <=Good     1. Yes 4.755875 116.26532
156728  1. Industrial      1. <=Good      2. No 4.505150  90.48191
158466  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
8344   2. Information      1. <=Good     1. Yes 4.653213 104.92151
7436   2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
374803  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
12491   1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
232762 2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
230998  1. Industrial      1. <=Good      2. No 4.301030  73.77574
84524  2. Information      1. <=Good     1. Yes 4.937016 139.35381
13464  2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
159550  1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
234248  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
234357  1. Industrial      1. <=Good      2. No 4.167317  64.54207
451267 2. Information      1. <=Good      2. No 4.929419 138.29913
155944 2. Information 2. >=Very Good     1. Yes 4.491362  89.24288
228029  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
159068  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
228443 2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
376883  1. Industrial 2. >=Very Good      2. No 4.494155  89.49248
233097  1. Industrial 2. >=Very Good      2. No 4.632457 102.76628
228418  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
80966  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
229478 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
374483 2. Information 2. >=Very Good     1. Yes 4.867409 129.98363
381181 2. Information      1. <=Good     1. Yes 4.707570 110.78265
12955  2. Information      1. <=Good     1. Yes 4.740363 114.47571
161502 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
380218 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
156036 2. Information      1. <=Good      2. No 3.176091  23.95294
229899 2. Information 2. >=Very Good      2. No 4.643453 103.90247
305122  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
450849  1. Industrial      1. <=Good      2. No 4.272306  71.68674
376406  1. Industrial 2. >=Very Good     1. Yes 5.623217 276.77841
303218 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
156645  1. Industrial      1. <=Good      2. No 4.602060  99.68946
14338   1. Industrial 2. >=Very Good     1. Yes 4.690196 108.87453
14140   1. Industrial 2. >=Very Good     1. Yes 4.380211  79.85490
380621 2. Information 2. >=Very Good      2. No 4.369253  78.98461
447629  1. Industrial      1. <=Good     1. Yes 4.414973  82.67964
86490  2. Information      1. <=Good     1. Yes 4.494155  89.49248
302168 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
158551  1. Industrial 2. >=Very Good      2. No 4.697805 109.70605
233702 2. Information 2. >=Very Good     1. Yes 4.763428 117.14682
378925 2. Information      1. <=Good     1. Yes 4.301030  73.77574
160680  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
158298  1. Industrial      1. <=Good      2. No 4.392697  80.85820
450290  1. Industrial      1. <=Good     1. Yes 4.681241 107.90392
305059  1. Industrial      1. <=Good     1. Yes 4.342423  76.89360
301937  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
160924  1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
12963   1. Industrial 2. >=Very Good     1. Yes 4.431364  84.04596
10344   1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
8757    1. Industrial 2. >=Very Good     1. Yes 4.619093 101.40205
82071  2. Information      1. <=Good     1. Yes 4.477121  87.98103
155631  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
9139   2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
10933   1. Industrial      1. <=Good     1. Yes 4.853589 128.19964
449746 2. Information 2. >=Very Good     1. Yes 4.916454 136.51766
379247  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
13497   1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
14109   1. Industrial      1. <=Good     1. Yes 4.518514  91.69923
234415 2. Information 2. >=Very Good     1. Yes 4.361728  78.39247
234376  1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
155250  1. Industrial 2. >=Very Good     1. Yes 4.913814 136.15771
85134  2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
381020  1. Industrial 2. >=Very Good     1. Yes 4.334454  76.28328
159971 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
9591    1. Industrial 2. >=Very Good      2. No 4.474930  87.78844
83666   1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
301931 2. Information 2. >=Very Good      2. No 5.037426 154.07300
307750  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
453302  1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
307225 2. Information 2. >=Very Good      2. No 5.103804 164.64699
230293  1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
154660 2. Information 2. >=Very Good      2. No 3.806180  44.97829
156739  1. Industrial 2. >=Very Good     1. Yes 4.670246 106.72398
8789   2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
375928  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
447995  1. Industrial 2. >=Very Good     1. Yes 4.322219  75.35568
447215  1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
448598 2. Information      1. <=Good     1. Yes 4.698970 109.83399
229234 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
447888 2. Information 2. >=Very Good      2. No 4.380211  79.85490
82715  2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
82946   1. Industrial 2. >=Very Good     1. Yes 4.322219  75.35568
80449  2. Information 2. >=Very Good     1. Yes 4.606037 100.08674
86044  2. Information      1. <=Good     1. Yes 4.633468 102.87025
157202 2. Information 2. >=Very Good     1. Yes 4.776701 118.71209
450096 2. Information 2. >=Very Good     1. Yes 4.763428 117.14682
448535 2. Information 2. >=Very Good      2. No 4.816241 123.50002
450450 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
451844  1. Industrial      1. <=Good      2. No 4.342423  76.89360
451460 2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
11973  2. Information 2. >=Very Good     1. Yes 4.662758 105.92781
452739 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
230033 2. Information 2. >=Very Good      2. No 5.008600 149.69504
377968  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
447810  1. Industrial      1. <=Good      2. No 4.653232 104.92353
9620    1. Industrial 2. >=Very Good      2. No 4.113943  61.18753
83273  2. Information 2. >=Very Good     1. Yes 4.662758 105.92781
381222  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
301976 2. Information 2. >=Very Good     1. Yes 4.260071  70.81504
381289 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
307040 2. Information 2. >=Very Good      2. No 4.602060  99.68946
450227 2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
302539  1. Industrial 2. >=Very Good      2. No 4.322219  75.35568
86544  2. Information      1. <=Good     1. Yes 4.544068  94.07271
86015  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
84882  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
301497  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
378528  1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
7539    1. Industrial 2. >=Very Good      2. No 4.462398  86.69515
14035  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
379720 2. Information 2. >=Very Good     1. Yes 4.612784 100.76427
87842   1. Industrial      1. <=Good     1. Yes 4.740363 114.47571
12496   1. Industrial      1. <=Good      2. No 4.207365  67.17929
453550  1. Industrial      1. <=Good     1. Yes 4.380211  79.85490
12905  2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
307423 2. Information 2. >=Very Good      2. No 4.059942  57.97094
302880  1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
229722 2. Information      1. <=Good     1. Yes 4.602060  99.68946
13420   1. Industrial 2. >=Very Good      2. No 4.494155  89.49248
305048  1. Industrial 2. >=Very Good     1. Yes 5.022597 151.80510
81872  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
11889  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
301313 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
448972  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
304644  1. Industrial      1. <=Good     1. Yes 4.857332 128.68049
380216  1. Industrial 2. >=Very Good      2. No 5.041393 154.68529
154881  1. Industrial 2. >=Very Good      2. No 4.875061 130.98218
85010   1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
303653  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
374554 2. Information 2. >=Very Good     1. Yes 4.702051 110.17293
7830    1. Industrial 2. >=Very Good     1. Yes 5.025306 152.21681
14307   1. Industrial 2. >=Very Good      2. No 4.255273  70.47602
83763   1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
161310  1. Industrial 2. >=Very Good      2. No 4.623249 101.82435
450610  1. Industrial 2. >=Very Good      2. No 4.447158  85.38394
8736   2. Information      1. <=Good     1. Yes 4.623249 101.82435
379881  1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
161031  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
156574  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
380839  1. Industrial 2. >=Very Good     1. Yes 4.931671 138.61099
380501 2. Information      1. <=Good     1. Yes 4.698970 109.83399
449794 2. Information      1. <=Good     1. Yes 5.021189 151.59148
81288  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
231420 2. Information 2. >=Very Good     1. Yes 4.643453 103.90247
10519   1. Industrial      1. <=Good     1. Yes 4.857332 128.68049
381177  1. Industrial      1. <=Good      2. No 4.690196 108.87453
229249 2. Information      1. <=Good     1. Yes 4.477121  87.98103
453598  1. Industrial 2. >=Very Good      2. No 4.556303  95.23071
82185  2. Information 2. >=Very Good     1. Yes 4.591065  98.59934
453746 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
448132 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
86463  2. Information      1. <=Good     1. Yes 4.550228  94.65402
84715  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
155547  1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
83136  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
8414    1. Industrial 2. >=Very Good      2. No 4.549616  94.59610
304459 2. Information 2. >=Very Good      2. No 4.845098 127.11574
378108  1. Industrial      1. <=Good      2. No 3.380211  29.37698
155401 2. Information 2. >=Very Good     1. Yes 4.863323 129.45364
228504  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
376032  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
305001  1. Industrial      1. <=Good     1. Yes 4.505150  90.48191
10568   1. Industrial 2. >=Very Good     1. Yes 4.260071  70.81504
158869 2. Information 2. >=Very Good      2. No 4.556303  95.23071
82571  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
233856 2. Information 2. >=Very Good     1. Yes 5.204120 182.02062
85706  2. Information 2. >=Very Good      2. No 5.079181 160.64248
87534   1. Industrial 2. >=Very Good     1. Yes 4.255273  70.47602
158028 2. Information      1. <=Good     1. Yes 4.875061 130.98218
376894  1. Industrial 2. >=Very Good     1. Yes 4.662758 105.92781
450739  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
453840 2. Information      1. <=Good     1. Yes 4.579555  97.47101
85005  2. Information      1. <=Good     1. Yes 4.716003 111.72085
12029  2. Information 2. >=Very Good     1. Yes 5.148757 172.21727
233756 2. Information 2. >=Very Good     1. Yes 4.863323 129.45364
228877 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
233966 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
376565 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
375596  1. Industrial      1. <=Good      2. No 4.544068  94.07271
7603    1. Industrial 2. >=Very Good     1. Yes 4.574031  96.93409
376986 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
448055  1. Industrial 2. >=Very Good      2. No 3.477121  32.36641
81116   1. Industrial      1. <=Good     1. Yes 4.436163  84.45025
228861  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
87034  2. Information 2. >=Very Good      2. No 4.439333  84.71839
305311  1. Industrial      1. <=Good     1. Yes 5.122216 167.70658
378766 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
13578   1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
302454  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
160354  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
452525  1. Industrial 2. >=Very Good      2. No 4.740363 114.47571
83954  2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
302858  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
11897   1. Industrial      1. <=Good     1. Yes 5.025306 152.21681
305534 2. Information 2. >=Very Good     1. Yes 4.826075 124.72045
448547  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
154312  1. Industrial 2. >=Very Good      2. No 4.491362  89.24288
13095   1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
155937  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
233677 2. Information      1. <=Good     1. Yes 5.033424 153.45752
82261  2. Information      1. <=Good      2. No 3.845098  46.76327
450761  1. Industrial      1. <=Good     1. Yes 4.863323 129.45364
11935  2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
449193 2. Information 2. >=Very Good      2. No 4.544068  94.07271
13380  2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
13510  2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
303955 2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
82964  2. Information      1. <=Good      2. No 4.707570 110.78265
155032 2. Information 2. >=Very Good      2. No 4.602060  99.68946
81944  2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
228060 2. Information 2. >=Very Good     1. Yes 4.414973  82.67964
228305  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
8471   2. Information      1. <=Good     1. Yes 5.000000 148.41316
375955  1. Industrial 2. >=Very Good      2. No 4.556303  95.23071
378357  1. Industrial 2. >=Very Good      2. No 5.096910 163.51586
228453 2. Information 2. >=Very Good     1. Yes 5.633009 279.50178
375260 2. Information 2. >=Very Good      2. No 4.740363 114.47571
84747   1. Industrial 2. >=Very Good      2. No 4.633468 102.87025
9001   2. Information 2. >=Very Good      2. No 4.477121  87.98103
13523  2. Information 2. >=Very Good      2. No 4.477121  87.98103
377490 2. Information 2. >=Very Good     1. Yes 4.255273  70.47602
85233   1. Industrial 2. >=Very Good      2. No 4.623249 101.82435
8658   2. Information 2. >=Very Good     1. Yes 5.626186 277.60142
302756  1. Industrial      1. <=Good      2. No 4.477121  87.98103
228793 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
85808   1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
229152 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
449705 2. Information 2. >=Very Good     1. Yes 5.146128 171.76513
85799  2. Information 2. >=Very Good     1. Yes 4.318063  75.04315
155865  1. Industrial 2. >=Very Good     1. Yes 4.278754  72.15046
85689   1. Industrial 2. >=Very Good     1. Yes 3.544068  34.60742
450894  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
378221 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
230406 2. Information 2. >=Very Good      2. No 4.944483 140.39820
376602 2. Information 2. >=Very Good      2. No 3.301030  27.14058
156489 2. Information      1. <=Good     1. Yes 4.845098 127.11574
7568    1. Industrial 2. >=Very Good      2. No 4.740363 114.47571
453257  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
376581  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
379989  1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
234332 2. Information      1. <=Good      2. No 4.462398  86.69515
11046   1. Industrial 2. >=Very Good      2. No 4.146128  63.18886
303385  1. Industrial      1. <=Good      2. No 4.744293 114.92652
450697  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
156124  1. Industrial      1. <=Good     1. Yes 4.623249 101.82435
161043 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
449651 2. Information 2. >=Very Good     1. Yes 4.636488 103.18133
233230  1. Industrial 2. >=Very Good     1. Yes 4.732394 113.56709
231523 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
154395 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
304408 2. Information      1. <=Good     1. Yes 4.660524 105.69145
380248 2. Information 2. >=Very Good     1. Yes 4.857332 128.68049
83466   1. Industrial 2. >=Very Good      2. No 3.946452  51.75144
13091   1. Industrial      1. <=Good      2. No 4.397940  81.28325
84078   1. Industrial 2. >=Very Good     1. Yes 5.064458 158.29462
14266   1. Industrial      1. <=Good     1. Yes 3.991226  54.12121
82469  2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
450648  1. Industrial      1. <=Good      2. No 4.272306  71.68674
230082 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
302568 2. Information 2. >=Very Good      2. No 4.544068  94.07271
452618  1. Industrial 2. >=Very Good     1. Yes 4.851258 127.90123
449703 2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
228508 2. Information      1. <=Good      2. No 4.494155  89.49248
453301  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
8172   2. Information      1. <=Good     1. Yes 4.924279 137.59014
380101  1. Industrial 2. >=Very Good      2. No 5.176091 176.98965
306319  1. Industrial      1. <=Good     1. Yes 4.579784  97.49329
10780   1. Industrial 2. >=Very Good     1. Yes 4.612784 100.76427
8168   2. Information      1. <=Good      2. No 4.397940  81.28325
234147  1. Industrial      1. <=Good      2. No 4.041393  56.90554
379279  1. Industrial 2. >=Very Good      2. No 4.662758 105.92781
13027   1. Industrial      1. <=Good     1. Yes 4.929419 138.29913
159780 2. Information 2. >=Very Good     1. Yes 4.690196 108.87453
153749  1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
87231   1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
381130  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
83569  2. Information 2. >=Very Good     1. Yes 4.322219  75.35568
82380  2. Information 2. >=Very Good     1. Yes 4.311754  74.57116
87411   1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
80378   1. Industrial      1. <=Good      2. No 4.556303  95.23071
306390  1. Industrial      1. <=Good     1. Yes 4.977724 145.14360
233582 2. Information 2. >=Very Good     1. Yes 4.944483 140.39820
230156 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
80860  2. Information 2. >=Very Good      2. No 4.602060  99.68946
157459  1. Industrial      1. <=Good      2. No 4.079181  59.09706
228496 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
453835  1. Industrial      1. <=Good      2. No 4.164353  64.35102
376688  1. Industrial      1. <=Good     1. Yes 4.892095 133.23235
84683   1. Industrial 2. >=Very Good      2. No 4.079181  59.09706
380971  1. Industrial      1. <=Good     1. Yes 4.653213 104.92151
448578  1. Industrial      1. <=Good      2. No 4.096910  60.15412
376787  1. Industrial      1. <=Good      2. No 3.431525  30.92375
231118 2. Information 2. >=Very Good      2. No 4.698970 109.83399
7373    1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
156889  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
80853  2. Information      1. <=Good      2. No 4.176091  65.11085
379750 2. Information      1. <=Good     1. Yes 4.477121  87.98103
377519  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
11199  2. Information 2. >=Very Good     1. Yes 5.243038 189.24416
306981 2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
232149 2. Information 2. >=Very Good     1. Yes 4.711200 111.18546
13294   1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
229612  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
12617   1. Industrial 2. >=Very Good     1. Yes 5.230449 186.87668
451199 2. Information 2. >=Very Good      2. No 5.041393 154.68529
7609    1. Industrial 2. >=Very Good     1. Yes 4.826075 124.72045
231686 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
234389 2. Information 2. >=Very Good      2. No 4.601082  99.59199
229901 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
153622 2. Information      1. <=Good     1. Yes 4.740363 114.47571
86931   1. Industrial 2. >=Very Good      2. No 4.977724 145.14360
9860    1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
82359   1. Industrial 2. >=Very Good     1. Yes 5.546741 256.40065
83774   1. Industrial 2. >=Very Good     1. Yes 4.732394 113.56709
379289  1. Industrial 2. >=Very Good     1. Yes 4.770852 118.01975
451529 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
157319  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
10740  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
83212  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
234447  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
448296 2. Information      1. <=Good      2. No 4.929419 138.29913
229238 2. Information      1. <=Good     1. Yes 4.676876 107.43397
156703  1. Industrial 2. >=Very Good     1. Yes 4.662758 105.92781
303382  1. Industrial 2. >=Very Good     1. Yes 4.799341 121.43031
83663  2. Information 2. >=Very Good     1. Yes 4.447158  85.38394
13264   1. Industrial 2. >=Very Good     1. Yes 4.518514  91.69923
228067 2. Information 2. >=Very Good      2. No 4.505150  90.48191
379994  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
374633 2. Information 2. >=Very Good     1. Yes 4.991226 147.11669
380994  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
452521 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
301537 2. Information 2. >=Very Good      2. No 4.778151 118.88436
452259 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
380756 2. Information      1. <=Good     1. Yes 4.845098 127.11574
156099 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
379666 2. Information      1. <=Good     1. Yes 4.716003 111.72085
13066   1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
233531 2. Information      1. <=Good     1. Yes 4.812913 123.08970
159976  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
155361  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
301559  1. Industrial      1. <=Good      2. No 4.632457 102.76628
159911  1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
378511 2. Information      1. <=Good     1. Yes 4.954243 141.77517
303173 2. Information 2. >=Very Good     1. Yes 4.672098 106.92181
155313 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
231958  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
375616  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
307319  1. Industrial 2. >=Very Good     1. Yes 5.301030 200.54326
12456   1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
448765 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
301777 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
11762  2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
379995  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
302475 2. Information 2. >=Very Good      2. No 5.079181 160.64248
303761 2. Information      1. <=Good     1. Yes 4.832509 125.52550
7976    1. Industrial 2. >=Very Good     1. Yes 4.892095 133.23235
157964  1. Industrial 2. >=Very Good      2. No 4.318063  75.04315
9336    1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
379954  1. Industrial      1. <=Good     1. Yes 4.146128  63.18886
230714  1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
83126  2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
82701  2. Information      1. <=Good      2. No 4.361728  78.39247
452203  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
154263  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
230644  1. Industrial 2. >=Very Good     1. Yes 4.361728  78.39247
304966 2. Information      1. <=Good      2. No 4.397940  81.28325
156987 2. Information 2. >=Very Good      2. No 4.260071  70.81504
88084  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
160389 2. Information      1. <=Good     1. Yes 4.872156 130.60223
81881  2. Information 2. >=Very Good      2. No 5.301030 200.54326
83677  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
80890  2. Information 2. >=Very Good      2. No 4.477121  87.98103
306629 2. Information      1. <=Good      2. No 4.565848  96.14407
12188   1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
301793  1. Industrial      1. <=Good      2. No 4.130977  62.23868
447716 2. Information 2. >=Very Good      2. No 4.924279 137.59014
10043  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
156286  1. Industrial      1. <=Good     1. Yes 5.049218 155.90051
376933  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
160815  1. Industrial 2. >=Very Good     1. Yes 4.812913 123.08970
84588  2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
156257  1. Industrial 2. >=Very Good     1. Yes 4.146128  63.18886
306463  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
304367 2. Information 2. >=Very Good     1. Yes 5.204120 182.02062
156055 2. Information 2. >=Very Good     1. Yes 4.755875 116.26532
84965   1. Industrial      1. <=Good      2. No 4.544068  94.07271
86137   1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
7434   2. Information      1. <=Good      2. No 3.000000  20.08554
13145  2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
376834 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
80861   1. Industrial      1. <=Good      2. No 4.397940  81.28325
307009 2. Information      1. <=Good      2. No 4.255273  70.47602
9407   2. Information 2. >=Very Good     1. Yes 4.531479  92.89584
448011  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
301160  1. Industrial 2. >=Very Good      2. No 4.494155  89.49248
87472  2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
86258  2. Information      1. <=Good     1. Yes 4.301030  73.77574
86622  2. Information 2. >=Very Good     1. Yes 4.193125  66.22941
234539 2. Information 2. >=Very Good     1. Yes 4.763428 117.14682
233141 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
160720 2. Information 2. >=Very Good      2. No 4.755875 116.26532
380833 2. Information 2. >=Very Good     1. Yes 4.838849 126.32388
447332 2. Information      1. <=Good      2. No 4.415724  82.74175
13074   1. Industrial 2. >=Very Good     1. Yes 4.724276 112.64890
377769  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
159957  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
14047  2. Information 2. >=Very Good      2. No 3.989539  54.02997
229085 2. Information 2. >=Very Good      2. No 4.763428 117.14682
156367  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
86170  2. Information      1. <=Good     1. Yes 4.851258 127.90123
231625 2. Information      1. <=Good     1. Yes 4.477121  87.98103
376206  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
374441  1. Industrial 2. >=Very Good     1. Yes 4.230449  68.74809
229681 2. Information      1. <=Good     1. Yes 4.556303  95.23071
84975   1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
80338  2. Information 2. >=Very Good      2. No 4.397940  81.28325
158704  1. Industrial 2. >=Very Good      2. No 4.230449  68.74809
86260  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
377704  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
450907  1. Industrial 2. >=Very Good     1. Yes 5.015259 150.69518
8898    1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
86506   1. Industrial 2. >=Very Good      2. No 4.322219  75.35568
81695  2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
452011  1. Industrial 2. >=Very Good     1. Yes 5.170103 175.93300
233422 2. Information 2. >=Very Good     1. Yes 5.290035 198.35029
232655  1. Industrial      1. <=Good     1. Yes 4.544068  94.07271
161451  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
450319  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
305903  1. Industrial      1. <=Good      2. No 4.336460  76.43645
12064   1. Industrial      1. <=Good      2. No 4.544068  94.07271
448531 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
450203  1. Industrial      1. <=Good     1. Yes 4.707570 110.78265
302905 2. Information      1. <=Good     1. Yes 4.531479  92.89584
377539  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
306049  1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
234286 2. Information 2. >=Very Good     1. Yes 4.322219  75.35568
82123   1. Industrial      1. <=Good      2. No 4.278754  72.15046
13073   1. Industrial 2. >=Very Good      2. No 3.447158  31.41100
12975   1. Industrial 2. >=Very Good     1. Yes 4.531479  92.89584
9152   2. Information      1. <=Good     1. Yes 4.643453 103.90247
85858  2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
449352 2. Information 2. >=Very Good     1. Yes 5.197281 180.77995
156000 2. Information 2. >=Very Good      2. No 4.698970 109.83399
374878  1. Industrial 2. >=Very Good     1. Yes 3.602060  36.67370
374341 2. Information      1. <=Good      2. No 4.301030  73.77574
453736 2. Information 2. >=Very Good     1. Yes 4.591065  98.59934
83544   1. Industrial      1. <=Good      2. No 4.051153  57.46365
374646 2. Information 2. >=Very Good      2. No 4.778151 118.88436
14363  2. Information      1. <=Good     1. Yes 4.414973  82.67964
380303  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
11668  2. Information 2. >=Very Good     1. Yes 5.426970 227.45893
156595 2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
303371 2. Information      1. <=Good     1. Yes 4.755875 116.26532
12558   1. Industrial      1. <=Good     1. Yes 4.954243 141.77517
154495 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
232910  1. Industrial 2. >=Very Good      2. No 4.511883  91.09322
448457  1. Industrial 2. >=Very Good      2. No 4.740363 114.47571
156591  1. Industrial 2. >=Very Good     1. Yes 5.079181 160.64248
374845  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
154639  1. Industrial      1. <=Good     1. Yes 4.531479  92.89584
376657 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
453155  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
302655  1. Industrial 2. >=Very Good      2. No 4.602060  99.68946
234441 2. Information      1. <=Good     1. Yes 4.826075 124.72045
10756  2. Information      1. <=Good      2. No 4.612784 100.76427
157788 2. Information      1. <=Good     1. Yes 5.134623 169.80034
159478  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
82408   1. Industrial 2. >=Very Good     1. Yes 4.919078 136.87637
231687 2. Information 2. >=Very Good     1. Yes 5.626900 277.79948
451735 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
14361  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
447846 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
87736   1. Industrial 2. >=Very Good     1. Yes 4.113943  61.18753
159033  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
452456  1. Industrial 2. >=Very Good     1. Yes 4.892095 133.23235
229915  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
85977   1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
158370  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
306799 2. Information      1. <=Good     1. Yes 4.574031  96.93409
86857  2. Information 2. >=Very Good     1. Yes 5.041393 154.68529
154144 2. Information      1. <=Good      2. No 4.477121  87.98103
155861  1. Industrial 2. >=Very Good     1. Yes 4.633468 102.87025
302734 2. Information 2. >=Very Good     1. Yes 5.641006 281.74597
87460   1. Industrial 2. >=Very Good      2. No 4.672098 106.92181
301952 2. Information 2. >=Very Good     1. Yes 5.000009 148.41445
452190  1. Industrial 2. >=Very Good      2. No 4.716003 111.72085
302487  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
375314 2. Information 2. >=Very Good     1. Yes 4.690196 108.87453
80513   1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
8245   2. Information 2. >=Very Good     1. Yes 4.456366  86.17379
450802 2. Information      1. <=Good     1. Yes 4.633468 102.87025
380599 2. Information 2. >=Very Good      2. No 4.334454  76.28328
8760   2. Information 2. >=Very Good     1. Yes 4.826075 124.72045
228870  1. Industrial      1. <=Good      2. No 4.204120  66.96164
86333  2. Information 2. >=Very Good      2. No 4.000000  54.59815
82672  2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
303408 2. Information 2. >=Very Good     1. Yes 4.518540  91.70164
379215  1. Industrial 2. >=Very Good      2. No 4.361142  78.34656
153433  1. Industrial 2. >=Very Good     1. Yes 4.716003 111.72085
452035 2. Information 2. >=Very Good     1. Yes 5.021189 151.59148
12738  2. Information      1. <=Good     1. Yes 4.792392 120.58944
10025   1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
302428  1. Industrial 2. >=Very Good     1. Yes 4.406540  81.98532
230517  1. Industrial      1. <=Good     1. Yes 4.924279 137.59014
451939  1. Industrial      1. <=Good     1. Yes 3.698970  40.40567
83710   1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
11155   1. Industrial      1. <=Good     1. Yes 5.041393 154.68529
10801  2. Information 2. >=Very Good     1. Yes 4.965117 143.32532
377849  1. Industrial 2. >=Very Good     1. Yes 4.361728  78.39247
155762  1. Industrial 2. >=Very Good      2. No 4.447158  85.38394
380873 2. Information 2. >=Very Good     1. Yes 5.071882 159.47418
11350   1. Industrial 2. >=Very Good      2. No 4.193125  66.22941
449916  1. Industrial 2. >=Very Good      2. No 4.716003 111.72085
11955   1. Industrial      1. <=Good     1. Yes 4.507856  90.72708
452076  1. Industrial      1. <=Good     1. Yes 4.857332 128.68049
158386  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
8307   2. Information      1. <=Good     1. Yes 4.740363 114.47571
452919  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
304571 2. Information      1. <=Good     1. Yes 4.544068  94.07271
84662   1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
157527 2. Information      1. <=Good     1. Yes 5.204120 182.02062
155753  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
85476   1. Industrial      1. <=Good     1. Yes 4.531479  92.89584
86888   1. Industrial 2. >=Very Good     1. Yes 4.278754  72.15046
11885  2. Information 2. >=Very Good     1. Yes 4.806180 122.26367
379300  1. Industrial 2. >=Very Good      2. No 4.278754  72.15046
84104   1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
451062 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
379529 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
155117  1. Industrial 2. >=Very Good     1. Yes 4.556303  95.23071
234168 2. Information      1. <=Good      2. No 4.954243 141.77517
228808 2. Information      1. <=Good     1. Yes 4.623249 101.82435
85191  2. Information 2. >=Very Good     1. Yes 4.880814 131.73780
159708  1. Industrial      1. <=Good      2. No 4.194570  66.32519
155806  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
378375 2. Information      1. <=Good     1. Yes 5.096910 163.51586
155162 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
230689  1. Industrial      1. <=Good      2. No 4.812913 123.08970
158165  1. Industrial 2. >=Very Good      2. No 3.693727  40.19437
448727 2. Information 2. >=Very Good      2. No 4.255803  70.51342
154715 2. Information      1. <=Good      2. No 4.301030  73.77574
449784 2. Information 2. >=Very Good      2. No 4.613926 100.87946
82382  2. Information 2. >=Very Good     1. Yes 4.431364  84.04596
159218 2. Information 2. >=Very Good      2. No 4.447158  85.38394
81077   1. Industrial 2. >=Very Good     1. Yes 4.954243 141.77517
303201 2. Information      1. <=Good     1. Yes 4.511883  91.09322
375099  1. Industrial      1. <=Good     1. Yes 4.740363 114.47571
452764  1. Industrial 2. >=Very Good     1. Yes 5.590618 267.90109
84935  2. Information      1. <=Good     1. Yes 5.079181 160.64248
302956  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
231714 2. Information 2. >=Very Good     1. Yes 4.939325 139.67587
377432  1. Industrial 2. >=Very Good     1. Yes 4.829304 125.12382
450157  1. Industrial 2. >=Very Good      2. No 4.732394 113.56709
155744  1. Industrial 2. >=Very Good      2. No 5.204120 182.02062
12978   1. Industrial 2. >=Very Good     1. Yes 4.633468 102.87025
228951  1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
156037  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
302728 2. Information 2. >=Very Good     1. Yes 4.959041 142.45717
233642  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
228903 2. Information      1. <=Good     1. Yes 4.778151 118.88436
449895 2. Information      1. <=Good     1. Yes 4.633468 102.87025
451041  1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
376582  1. Industrial 2. >=Very Good      2. No 4.113943  61.18753
160144  1. Industrial      1. <=Good      2. No 4.397975  81.28608
379821 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
161269 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
87217  2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
160293  1. Industrial 2. >=Very Good     1. Yes 4.973128 144.47809
86674  2. Information      1. <=Good     1. Yes 4.778151 118.88436
87761  2. Information 2. >=Very Good      2. No 4.544068  94.07271
303104 2. Information 2. >=Very Good     1. Yes 4.301030  73.77574
229277 2. Information 2. >=Very Good     1. Yes 5.278754 196.12527
452824  1. Industrial 2. >=Very Good     1. Yes 5.130334 169.07354
232086  1. Industrial 2. >=Very Good     1. Yes 4.243038  69.61904
233767 2. Information 2. >=Very Good      2. No 4.826075 124.72045
12838  2. Information 2. >=Very Good     1. Yes 4.749427 115.51809
159042  1. Industrial 2. >=Very Good     1. Yes 4.491362  89.24288
375741 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
85607   1. Industrial 2. >=Very Good     1. Yes 5.139879 170.69513
86744  2. Information      1. <=Good     1. Yes 4.602060  99.68946
11797  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
452631 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
374872  1. Industrial 2. >=Very Good      2. No 4.857332 128.68049
448646 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
379131  1. Industrial      1. <=Good      2. No 4.857332 128.68049
231134  1. Industrial      1. <=Good     1. Yes 4.944483 140.39820
9431   2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
379883 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
376403  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
376258  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
14511   1. Industrial      1. <=Good      2. No 4.278754  72.15046
449447  1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
231149  1. Industrial 2. >=Very Good     1. Yes 5.626900 277.79948
13208   1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
376577 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
9330    1. Industrial      1. <=Good     1. Yes 4.359456  78.21458
380510 2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
234379 2. Information 2. >=Very Good     1. Yes 4.763428 117.14682
449359  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
449768  1. Industrial 2. >=Very Good     1. Yes 5.113943 166.32494
304596 2. Information 2. >=Very Good      2. No 4.397940  81.28325
83073  2. Information 2. >=Very Good     1. Yes 4.431364  84.04596
80331  2. Information      1. <=Good     1. Yes 4.740363 114.47571
307248  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
87597   1. Industrial 2. >=Very Good     1. Yes 4.745855 115.10620
161439  1. Industrial 2. >=Very Good     1. Yes 3.970812  53.02755
234656  1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
153663 2. Information 2. >=Very Good      2. No 4.380211  79.85490
11542   1. Industrial 2. >=Very Good      2. No 4.033424  56.45386
81869  2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
156792  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
376283  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
452245 2. Information 2. >=Very Good     1. Yes 4.991226 147.11669
231515  1. Industrial      1. <=Good      2. No 4.698970 109.83399
306859  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
82001  2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
375236 2. Information 2. >=Very Good      2. No 4.690196 108.87453
86010   1. Industrial      1. <=Good     1. Yes 4.653213 104.92151
230943  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
228764  1. Industrial 2. >=Very Good      2. No 3.301030  27.14058
156896 2. Information 2. >=Very Good     1. Yes 4.255273  70.47602
453724  1. Industrial 2. >=Very Good     1. Yes 5.117271 166.87938
379194 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
452457  1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
232552 2. Information      1. <=Good     1. Yes 4.643453 103.90247
450777  1. Industrial 2. >=Very Good      2. No 3.544068  34.60742
158588 2. Information      1. <=Good     1. Yes 4.605305 100.01349
377411  1. Industrial 2. >=Very Good      2. No 4.172369  64.86897
302723  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
153400 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
86089  2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
160883  1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
379090  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
302129  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
86755   1. Industrial      1. <=Good     1. Yes 4.963788 143.13494
377441  1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
87396   1. Industrial 2. >=Very Good      2. No 4.602060  99.68946
307386 2. Information 2. >=Very Good     1. Yes 4.544068  94.07271
84169  2. Information      1. <=Good     1. Yes 4.322219  75.35568
449775 2. Information      1. <=Good     1. Yes 4.845098 127.11574
228357  1. Industrial 2. >=Very Good     1. Yes 5.113943 166.32494
449987 2. Information 2. >=Very Good      2. No 4.892095 133.23235
303856 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
304921  1. Industrial      1. <=Good     1. Yes 4.494155  89.49248
374988 2. Information 2. >=Very Good      2. No 4.431364  84.04596
229150 2. Information 2. >=Very Good     1. Yes 5.130334 169.07354
84663  2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
379349  1. Industrial 2. >=Very Good     1. Yes 4.970997 144.17061
157534 2. Information 2. >=Very Good      2. No 4.301030  73.77574
305469 2. Information      1. <=Good     1. Yes 4.255273  70.47602
231089 2. Information      1. <=Good      2. No 4.301030  73.77574
82956   1. Industrial      1. <=Good      2. No 4.544068  94.07271
379819  1. Industrial 2. >=Very Good      2. No 4.421143  83.19132
449534 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
448935  1. Industrial 2. >=Very Good      2. No 4.462398  86.69515
375717  1. Industrial      1. <=Good      2. No 4.255273  70.47602
304731 2. Information 2. >=Very Good      2. No 4.875061 130.98218
10772  2. Information 2. >=Very Good     1. Yes 4.914888 136.30400
14158   1. Industrial 2. >=Very Good     1. Yes 4.736397 114.02258
85775  2. Information      1. <=Good     1. Yes 4.664642 106.12758
161082  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
377328  1. Industrial 2. >=Very Good      2. No 4.755875 116.26532
155957 2. Information 2. >=Very Good     1. Yes 4.963788 143.13494
154985  1. Industrial      1. <=Good     1. Yes 4.000000  54.59815
87716   1. Industrial 2. >=Very Good      2. No 3.875061  48.18565
374629 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
232517 2. Information 2. >=Very Good      2. No 4.767156 117.58434
84219  2. Information 2. >=Very Good     1. Yes 5.606885 272.29478
380749 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
453653  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
81828  2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
377546 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
451614 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
160598 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
7816   2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
157421  1. Industrial 2. >=Very Good      2. No 3.949390  51.90370
9691   2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
304770 2. Information 2. >=Very Good      2. No 4.903090 134.70538
81122   1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
233881 2. Information      1. <=Good     1. Yes 4.556303  95.23071
377413 2. Information 2. >=Very Good     1. Yes 4.342423  76.89360
303918 2. Information 2. >=Very Good     1. Yes 4.755875 116.26532
229437  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
447724  1. Industrial 2. >=Very Good     1. Yes 4.879933 131.62180
85017   1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
9109   2. Information 2. >=Very Good     1. Yes 4.230449  68.74809
84346   1. Industrial      1. <=Good     1. Yes 4.832509 125.52550
301863  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
452767  1. Industrial 2. >=Very Good     1. Yes 4.944483 140.39820
380912 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
450623  1. Industrial      1. <=Good      2. No 4.060698  58.01478
7899    1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
13782   1. Industrial 2. >=Very Good      2. No 4.447158  85.38394
452871  1. Industrial      1. <=Good     1. Yes 4.880814 131.73780
13456  2. Information 2. >=Very Good      2. No 4.397940  81.28325
306022  1. Industrial      1. <=Good     1. Yes 4.462398  86.69515
232102 2. Information      1. <=Good     1. Yes 5.060698 157.70053
375105  1. Industrial 2. >=Very Good      2. No 4.176149  65.11462
81175   1. Industrial 2. >=Very Good      2. No 4.505150  90.48191
375985  1. Industrial 2. >=Very Good      2. No 3.845098  46.76327
233063  1. Industrial      1. <=Good     1. Yes 4.447158  85.38394
85647   1. Industrial      1. <=Good     1. Yes 4.939519 139.70307
11736  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
153843  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
10673  2. Information 2. >=Very Good      2. No 4.778151 118.88436
84898  2. Information      1. <=Good      2. No 4.264818  71.15196
375389  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
374477  1. Industrial      1. <=Good      2. No 4.176091  65.11085
160912 2. Information 2. >=Very Good     1. Yes 4.832509 125.52550
13605  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
305951  1. Industrial      1. <=Good     1. Yes 4.260071  70.81504
84566  2. Information 2. >=Very Good     1. Yes 4.724276 112.64890
160765  1. Industrial 2. >=Very Good     1. Yes 4.462398  86.69515
449036  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
13295   1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
7863   2. Information      1. <=Good     1. Yes 4.763428 117.14682
87877   1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
86166   1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
160895 2. Information      1. <=Good     1. Yes 4.230449  68.74809
450033 2. Information      1. <=Good      2. No 5.590618 267.90109
156104 2. Information      1. <=Good     1. Yes 4.602060  99.68946
160718  1. Industrial 2. >=Very Good     1. Yes 4.528917  92.65813
81086  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
87767   1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
13125   1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
231653  1. Industrial      1. <=Good      2. No 4.318063  75.04315
85304  2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
375038 2. Information 2. >=Very Good     1. Yes 5.623217 276.77841
9595   2. Information 2. >=Very Good     1. Yes 5.626186 277.60142
87553   1. Industrial      1. <=Good     1. Yes 4.389166  80.57320
81392  2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
451374  1. Industrial 2. >=Very Good     1. Yes 5.113943 166.32494
158047 2. Information 2. >=Very Good     1. Yes 4.447158  85.38394
81515   1. Industrial      1. <=Good     1. Yes 3.778151  43.73511
153519 2. Information 2. >=Very Good      2. No 4.623249 101.82435
380550 2. Information      1. <=Good     1. Yes 4.477121  87.98103
304366 2. Information 2. >=Very Good      2. No 4.799341 121.43031
304377  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
9064   2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
378073  1. Industrial      1. <=Good     1. Yes 4.845098 127.11574
158940 2. Information 2. >=Very Good     1. Yes 4.747412 115.28552
380022  1. Industrial      1. <=Good      2. No 4.591087  98.60154
227841 2. Information 2. >=Very Good     1. Yes 4.973128 144.47809
12002   1. Industrial      1. <=Good     1. Yes 4.913814 136.15771
304602 2. Information 2. >=Very Good      2. No 4.612784 100.76427
450489  1. Industrial      1. <=Good     1. Yes 4.342423  76.89360
158881  1. Industrial      1. <=Good     1. Yes 4.505150  90.48191
154684  1. Industrial      1. <=Good      2. No 4.462398  86.69515
9521    1. Industrial 2. >=Very Good     1. Yes 4.819544 123.90857
451147 2. Information      1. <=Good      2. No 4.176091  65.11085
448799 2. Information 2. >=Very Good     1. Yes 4.880814 131.73780
86446   1. Industrial 2. >=Very Good     1. Yes 4.204120  66.96164
378317 2. Information      1. <=Good     1. Yes 5.278754 196.12527
7499    1. Industrial      1. <=Good     1. Yes 5.113943 166.32494
154659 2. Information 2. >=Very Good      2. No 4.176091  65.11085
159096  1. Industrial 2. >=Very Good     1. Yes 4.792392 120.58944
379777  1. Industrial 2. >=Very Good      2. No 4.623249 101.82435
161093 2. Information 2. >=Very Good      2. No 5.000000 148.41316
8398   2. Information 2. >=Very Good     1. Yes 5.069231 159.05203
86001  2. Information 2. >=Very Good     1. Yes 4.698970 109.83399
9947   2. Information 2. >=Very Good     1. Yes 4.942008 140.05120
13597   1. Industrial 2. >=Very Good     1. Yes 4.885469 132.35248
8402    1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
229336 2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
9471   2. Information      1. <=Good     1. Yes 4.903090 134.70538
307463  1. Industrial      1. <=Good      2. No 4.278754  72.15046
303301  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
307758  1. Industrial      1. <=Good      2. No 3.903090  49.55534
8704   2. Information 2. >=Very Good     1. Yes 5.004321 149.05590
450579 2. Information 2. >=Very Good     1. Yes 4.806180 122.26367
377548  1. Industrial      1. <=Good      2. No 4.623249 101.82435
379802  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
155828  1. Industrial      1. <=Good     1. Yes 4.653213 104.92151
160072 2. Information      1. <=Good      2. No 4.397940  81.28325
158458  1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
380862  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
229278  1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
158416 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
374326 2. Information 2. >=Very Good     1. Yes 4.863323 129.45364
84906  2. Information      1. <=Good      2. No 4.903090 134.70538
10154   1. Industrial      1. <=Good      2. No 4.380211  79.85490
304890 2. Information 2. >=Very Good      2. No 4.221153  68.11199
448330  1. Industrial 2. >=Very Good      2. No 3.698970  40.40567
302440 2. Information 2. >=Very Good      2. No 4.880814 131.73780
8594    1. Industrial      1. <=Good      2. No 4.903090 134.70538
160473  1. Industrial      1. <=Good     1. Yes 4.740363 114.47571
452589 2. Information 2. >=Very Good      2. No 4.838849 126.32388
154916  1. Industrial      1. <=Good     1. Yes 4.759668 116.70715
453566  1. Industrial      1. <=Good     1. Yes 4.698970 109.83399
453173  1. Industrial      1. <=Good     1. Yes 4.397245  81.22675
231286 2. Information      1. <=Good     1. Yes 4.477121  87.98103
83337  2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
8625   2. Information      1. <=Good     1. Yes 4.653213 104.92151
304249 2. Information 2. >=Very Good     1. Yes 4.681241 107.90392
452699  1. Industrial      1. <=Good      2. No 4.698970 109.83399
13542   1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
233331  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
12638   1. Industrial 2. >=Very Good      2. No 4.278754  72.15046
376869  1. Industrial 2. >=Very Good     1. Yes 5.079181 160.64248
11100  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
379372 2. Information 2. >=Very Good     1. Yes 4.963788 143.13494
376009 2. Information 2. >=Very Good      2. No 4.579784  97.49329
304338 2. Information      1. <=Good     1. Yes 4.954243 141.77517
304116  1. Industrial 2. >=Very Good      2. No 5.000000 148.41316
452574  1. Industrial 2. >=Very Good     1. Yes 4.698970 109.83399
230268 2. Information 2. >=Very Good      2. No 4.079181  59.09706
159545 2. Information 2. >=Very Good     1. Yes 5.027350 152.52822
229535  1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
161425 2. Information      1. <=Good      2. No 3.778151  43.73511
376778 2. Information 2. >=Very Good     1. Yes 4.568202  96.37065
232700  1. Industrial 2. >=Very Good     1. Yes 4.623249 101.82435
306371  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
304010  1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
154423 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
377710  1. Industrial 2. >=Very Good      2. No 4.491362  89.24288
8072   2. Information      1. <=Good      2. No 4.444045  85.11853
306740 2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
374463  1. Industrial      1. <=Good     1. Yes 4.612784 100.76427
155676  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
378483 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
11655   1. Industrial 2. >=Very Good     1. Yes 5.096910 163.51586
159926 2. Information      1. <=Good     1. Yes 4.447158  85.38394
161488 2. Information 2. >=Very Good     1. Yes 4.322219  75.35568
380370  1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
154590  1. Industrial 2. >=Very Good     1. Yes 4.528917  92.65813
86392  2. Information 2. >=Very Good      2. No 4.924279 137.59014
12146  2. Information 2. >=Very Good     1. Yes 4.904174 134.85153
301904  1. Industrial 2. >=Very Good      2. No 4.283301  72.47932
375850 2. Information 2. >=Very Good     1. Yes 5.184774 178.53305
449254 2. Information 2. >=Very Good     1. Yes 4.591065  98.59934
378197 2. Information      1. <=Good      2. No 4.748188 115.37504
12275   1. Industrial      1. <=Good      2. No 4.301030  73.77574
447285  1. Industrial      1. <=Good     1. Yes 3.602060  36.67370
229216 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
379593 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
10380  2. Information 2. >=Very Good      2. No 4.303196  73.93572
378289 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
453516 2. Information      1. <=Good      2. No 4.778151 118.88436
8978   2. Information      1. <=Good     1. Yes 4.903090 134.70538
87747  2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
13594  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
448361  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
82431  2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
227968  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
154580 2. Information      1. <=Good     1. Yes 4.414973  82.67964
155201  1. Industrial      1. <=Good     1. Yes 4.880814 131.73780
228062  1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
301131  1. Industrial      1. <=Good      2. No 3.724276  41.44121
81508  2. Information 2. >=Very Good     1. Yes 4.763428 117.14682
160105  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
10455   1. Industrial      1. <=Good     1. Yes 4.462398  86.69515
230783  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
380368 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
8521    1. Industrial 2. >=Very Good      2. No 4.260071  70.81504
302231 2. Information 2. >=Very Good      2. No 4.278754  72.15046
154400  1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
376389 2. Information      1. <=Good     1. Yes 4.845098 127.11574
231469 2. Information      1. <=Good     1. Yes 4.301030  73.77574
155163 2. Information 2. >=Very Good      2. No 4.939519 139.70307
229213 2. Information 2. >=Very Good      2. No 5.079181 160.64248
161447  1. Industrial      1. <=Good      2. No 3.176091  23.95294
11017  2. Information      1. <=Good     1. Yes 4.748188 115.37504
81252  2. Information      1. <=Good      2. No 4.740363 114.47571
227917 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
82223  2. Information 2. >=Very Good     1. Yes 4.924279 137.59014
450449 2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
155027 2. Information 2. >=Very Good      2. No 3.147367  23.27470
301716 2. Information 2. >=Very Good     1. Yes 4.505150  90.48191
160957  1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
307162 2. Information 2. >=Very Good      2. No 4.414973  82.67964
153288  1. Industrial 2. >=Very Good      2. No 4.041393  56.90554
10549   1. Industrial 2. >=Very Good      2. No 4.857332 128.68049
448079  1. Industrial 2. >=Very Good     1. Yes 4.318063  75.04315
85787   1. Industrial      1. <=Good      2. No 4.301030  73.77574
232991  1. Industrial      1. <=Good     1. Yes 4.682741 108.06583
232011  1. Industrial      1. <=Good     1. Yes 4.812913 123.08970
234060  1. Industrial 2. >=Very Good     1. Yes 5.626900 277.79948
83770   1. Industrial      1. <=Good     1. Yes 4.301030  73.77574
228316  1. Industrial 2. >=Very Good     1. Yes 4.819544 123.90857
451479  1. Industrial      1. <=Good      2. No 4.477121  87.98103
233965  1. Industrial 2. >=Very Good      2. No 4.255273  70.47602
8562   2. Information 2. >=Very Good     1. Yes 5.626186 277.60142
231536 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
451622 2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
451993 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
159704 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
228435 2. Information      1. <=Good     1. Yes 4.875061 130.98218
11386   1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
10964  2. Information 2. >=Very Good     1. Yes 5.626186 277.60142
227859  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
449407 2. Information      1. <=Good      2. No 5.590618 267.90109
233646  1. Industrial 2. >=Very Good     1. Yes 4.785330 119.74085
450142 2. Information 2. >=Very Good     1. Yes 4.954243 141.77517
375066 2. Information      1. <=Good     1. Yes 4.854002 128.25266
377927 2. Information      1. <=Good     1. Yes 4.505150  90.48191
154494  1. Industrial 2. >=Very Good      2. No 4.342423  76.89360
80376  2. Information 2. >=Very Good     1. Yes 4.845098 127.11574
81068  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
233828 2. Information      1. <=Good     1. Yes 5.301030 200.54326
85640   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
10274  2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
153933 2. Information 2. >=Very Good     1. Yes 5.591980 268.26629
10377  2. Information 2. >=Very Good      2. No 4.477121  87.98103
87797   1. Industrial      1. <=Good      2. No 4.602060  99.68946
84394   1. Industrial 2. >=Very Good      2. No 4.414973  82.67964
232457 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
377675 2. Information 2. >=Very Good     1. Yes 4.690196 108.87453
304688 2. Information 2. >=Very Good      2. No 4.000000  54.59815
233833 2. Information      1. <=Good      2. No 5.735190 309.57177
374782 2. Information 2. >=Very Good      2. No 4.415007  82.68240
154678 2. Information 2. >=Very Good      2. No 4.088136  59.62865
303392 2. Information 2. >=Very Good     1. Yes 5.113943 166.32494
453674  1. Industrial 2. >=Very Good      2. No 4.380211  79.85490
302464  1. Industrial      1. <=Good      2. No 4.778151 118.88436
230110  1. Industrial 2. >=Very Good      2. No 4.531479  92.89584
86348  2. Information      1. <=Good     1. Yes 5.079181 160.64248
449111  1. Industrial 2. >=Very Good      2. No 4.255273  70.47602
156748 2. Information 2. >=Very Good     1. Yes 4.792392 120.58944
8312    1. Industrial 2. >=Very Good     1. Yes 5.079181 160.64248
378918 2. Information 2. >=Very Good     1. Yes 5.146128 171.76513
154871  1. Industrial      1. <=Good     1. Yes 4.792392 120.58944
302382  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
305523  1. Industrial      1. <=Good     1. Yes 5.000000 148.41316
377010 2. Information      1. <=Good     1. Yes 4.863323 129.45364
157367 2. Information      1. <=Good      2. No 4.903090 134.70538
154310  1. Industrial      1. <=Good      2. No 4.041393  56.90554
8265    1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
154479  1. Industrial 2. >=Very Good     1. Yes 4.221153  68.11199
14202   1. Industrial 2. >=Very Good     1. Yes 4.857332 128.68049
161025 2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
85939   1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
158022  1. Industrial 2. >=Very Good      2. No 4.477121  87.98103
229664 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
448419  1. Industrial 2. >=Very Good      2. No 4.230449  68.74809
301493  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
9698   2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
451173 2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
377766  1. Industrial 2. >=Very Good      2. No 4.903090 134.70538
379628  1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
158239  1. Industrial 2. >=Very Good     1. Yes 4.612784 100.76427
450366  1. Industrial 2. >=Very Good     1. Yes 4.662758 105.92781
10192  2. Information      1. <=Good     1. Yes 4.477121  87.98103
303306  1. Industrial      1. <=Good      2. No 4.602060  99.68946
230907 2. Information      1. <=Good     1. Yes 4.724276 112.64890
87177   1. Industrial 2. >=Very Good     1. Yes 5.096910 163.51586
85563   1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
378239  1. Industrial 2. >=Very Good     1. Yes 4.380211  79.85490
232251  1. Industrial 2. >=Very Good      2. No 3.903090  49.55534
448807 2. Information 2. >=Very Good     1. Yes 5.029384 152.83880
451298 2. Information      1. <=Good     1. Yes 5.000000 148.41316
234574  1. Industrial 2. >=Very Good     1. Yes 4.619093 101.40205
303467 2. Information      1. <=Good      2. No 4.561101  95.68881
160372  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
80668   1. Industrial      1. <=Good      2. No 4.342423  76.89360
230140  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
87724  2. Information      1. <=Good     1. Yes 4.929419 138.29913
159738  1. Industrial 2. >=Very Good      2. No 4.000000  54.59815
13820   1. Industrial 2. >=Very Good      2. No 4.176091  65.11085
159737  1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
158555  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
8911    1. Industrial 2. >=Very Good     1. Yes 4.662758 105.92781
230355 2. Information 2. >=Very Good     1. Yes 4.755875 116.26532
155813  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
304171  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
154382 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
447429  1. Industrial 2. >=Very Good      2. No 4.653213 104.92151
307480 2. Information 2. >=Very Good     1. Yes 4.380211  79.85490
301212 2. Information 2. >=Very Good     1. Yes 4.690196 108.87453
450515 2. Information 2. >=Very Good      2. No 4.698970 109.83399
160071  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
231742  1. Industrial 2. >=Very Good     1. Yes 5.021189 151.59148
379911 2. Information      1. <=Good     1. Yes 4.662758 105.92781
231151 2. Information 2. >=Very Good      2. No 5.301030 200.54326
7548    1. Industrial      1. <=Good      2. No 4.079181  59.09706
157269  1. Industrial 2. >=Very Good     1. Yes 4.230449  68.74809
378112  1. Industrial 2. >=Very Good     1. Yes 5.176091 176.98965
158610 2. Information      1. <=Good     1. Yes 4.643453 103.90247
87409  2. Information 2. >=Very Good     1. Yes 4.414973  82.67964
451122 2. Information      1. <=Good     1. Yes 5.301030 200.54326
227949 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
451359  1. Industrial      1. <=Good     1. Yes 5.096910 163.51586
13067  2. Information      1. <=Good      2. No 4.653213 104.92151
374802  1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
86228  2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
379346  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
376228 2. Information 2. >=Very Good      2. No 5.204120 182.02062
228763 2. Information 2. >=Very Good      2. No 4.318063  75.04315
85100  2. Information 2. >=Very Good      2. No 4.113943  61.18753
87786   1. Industrial 2. >=Very Good     1. Yes 4.447158  85.38394
87346  2. Information      1. <=Good     1. Yes 4.818859 123.82373
10641  2. Information      1. <=Good     1. Yes 5.176091 176.98965
451408 2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
159969 2. Information 2. >=Very Good      2. No 5.591980 268.26629
376315  1. Industrial      1. <=Good     1. Yes 4.494155  89.49248
233368  1. Industrial      1. <=Good     1. Yes 4.531479  92.89584
155264 2. Information      1. <=Good      2. No 4.845098 127.11574
7747   2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
302426 2. Information 2. >=Very Good     1. Yes 4.875073 130.98369
157328  1. Industrial      1. <=Good      2. No 4.230449  68.74809
9454    1. Industrial 2. >=Very Good     1. Yes 5.204120 182.02062
160476 2. Information 2. >=Very Good     1. Yes 4.968483 143.80856
84722  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
160518  1. Industrial      1. <=Good      2. No 4.146128  63.18886
12284  2. Information 2. >=Very Good     1. Yes 4.322219  75.35568
375528 2. Information 2. >=Very Good     1. Yes 5.176097 176.99068
83300  2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
9974   2. Information      1. <=Good     1. Yes 4.812913 123.08970
11998  2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
11771  2. Information 2. >=Very Good     1. Yes 4.716003 111.72085
85840   1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
83877  2. Information 2. >=Very Good     1. Yes 4.971276 144.21076
305966  1. Industrial 2. >=Very Good     1. Yes 4.763428 117.14682
7951    1. Industrial 2. >=Very Good     1. Yes 4.361728  78.39247
451372  1. Industrial      1. <=Good     1. Yes 4.602060  99.68946
83243  2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
10311   1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
159643 2. Information 2. >=Very Good     1. Yes 4.934498 139.00341
378452  1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
153846 2. Information      1. <=Good      2. No 4.255273  70.47602
13108   1. Industrial 2. >=Very Good      2. No 4.698970 109.83399
11905   1. Industrial 2. >=Very Good      2. No 4.260071  70.81504
375715  1. Industrial 2. >=Very Good      2. No 4.255273  70.47602
82621  2. Information 2. >=Very Good     1. Yes 5.176091 176.98965
12425   1. Industrial 2. >=Very Good     1. Yes 4.732394 113.56709
82295   1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
379133  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
305527 2. Information 2. >=Very Good     1. Yes 5.082785 161.22250
13255   1. Industrial 2. >=Very Good     1. Yes 4.845098 127.11574
86181  2. Information      1. <=Good     1. Yes 4.903090 134.70538
157316  1. Industrial 2. >=Very Good     1. Yes 5.079181 160.64248
450927 2. Information 2. >=Very Good     1. Yes 5.590618 267.90109
229450  1. Industrial 2. >=Very Good     1. Yes 4.653213 104.92151
85047  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
447600 2. Information 2. >=Very Good     1. Yes 4.812913 123.08970
450428  1. Industrial 2. >=Very Good      2. No 4.204120  66.96164
85993  2. Information 2. >=Very Good     1. Yes 4.518514  91.69923
378229 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
449815  1. Industrial 2. >=Very Good     1. Yes 4.919078 136.87637
229998 2. Information 2. >=Very Good     1. Yes 5.033424 153.45752
448218  1. Industrial 2. >=Very Good      2. No 4.113943  61.18753
306163  1. Industrial 2. >=Very Good     1. Yes 4.176091  65.11085
11664   1. Industrial 2. >=Very Good     1. Yes 4.740363 114.47571
8194   2. Information 2. >=Very Good     1. Yes 5.204120 182.02062
14196  2. Information 2. >=Very Good      2. No 4.740363 114.47571
88022   1. Industrial 2. >=Very Good     1. Yes 4.579784  97.49329
160061  1. Industrial 2. >=Very Good     1. Yes 4.919078 136.87637
7840   2. Information      1. <=Good      2. No 4.579784  97.49329
450384  1. Industrial 2. >=Very Good     1. Yes 4.397940  81.28325
160299 2. Information 2. >=Very Good      2. No 4.301030  73.77574
233831 2. Information      1. <=Good     1. Yes 4.778151 118.88436
449264  1. Industrial      1. <=Good     1. Yes 4.732394 113.56709
12477   1. Industrial 2. >=Very Good     1. Yes 4.505150  90.48191
375640 2. Information 2. >=Very Good     1. Yes 5.079181 160.64248
161055 2. Information 2. >=Very Good     1. Yes 5.190332 179.52809
82687   1. Industrial 2. >=Very Good     1. Yes 4.995635 147.76678
301552 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
375238  1. Industrial 2. >=Very Good     1. Yes 4.078094  59.03285
453137 2. Information 2. >=Very Good     1. Yes 4.675778 107.31606
379538 2. Information 2. >=Very Good      2. No 3.903090  49.55534
451582  1. Industrial 2. >=Very Good     1. Yes 4.973128 144.47809
447462 2. Information 2. >=Very Good     1. Yes 4.397940  81.28325
158645  1. Industrial      1. <=Good      2. No 4.402261  81.63527
87154  2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
378986 2. Information      1. <=Good     1. Yes 4.875061 130.98218
160715  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
81037   1. Industrial 2. >=Very Good      2. No 4.397940  81.28325
82804   1. Industrial 2. >=Very Good     1. Yes 4.491362  89.24288
154694 2. Information 2. >=Very Good     1. Yes 4.737193 114.11339
452218 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
157720 2. Information 2. >=Very Good     1. Yes 4.724276 112.64890
374624 2. Information 2. >=Very Good      2. No 4.041393  56.90554
153643 2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
86198  2. Information 2. >=Very Good     1. Yes 4.778151 118.88436
84791   1. Industrial 2. >=Very Good      2. No 4.845098 127.11574
232289  1. Industrial 2. >=Very Good     1. Yes 4.903090 134.70538
374507  1. Industrial 2. >=Very Good      2. No 4.681241 107.90392
305083 2. Information 2. >=Very Good      2. No 5.641006 281.74597
87712   1. Industrial 2. >=Very Good      2. No 3.875061  48.18565
306948  1. Industrial      1. <=Good     1. Yes 4.845098 127.11574
13141  2. Information      1. <=Good      2. No 3.919078  50.35400
155887  1. Industrial      1. <=Good     1. Yes 4.397940  81.28325
228654  1. Industrial 2. >=Very Good      2. No 4.318063  75.04315
304515 2. Information 2. >=Very Good     1. Yes 4.653213 104.92151
83807   1. Industrial 2. >=Very Good      2. No 4.380211  79.85490
229996 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
301419 2. Information 2. >=Very Good     1. Yes 5.146128 171.76513
306410 2. Information 2. >=Very Good     1. Yes 4.579784  97.49329
452996  1. Industrial 2. >=Very Good     1. Yes 4.591065  98.59934
14126   1. Industrial 2. >=Very Good      2. No 4.431364  84.04596
158400 2. Information 2. >=Very Good     1. Yes 5.701323 299.26298
87273  2. Information 2. >=Very Good     1. Yes 4.260071  70.81504
231271 2. Information 2. >=Very Good     1. Yes 4.414973  82.67964
155621  1. Industrial 2. >=Very Good     1. Yes 4.301030  73.77574
11861  2. Information 2. >=Very Good     1. Yes 4.350248  77.49768
154008 2. Information      1. <=Good      2. No 4.518514  91.69923
161216  1. Industrial      1. <=Good      2. No 4.954243 141.77517
447422 2. Information 2. >=Very Good      2. No 4.540329  93.72167
156545  1. Industrial      1. <=Good      2. No 4.963788 143.13494
13641   1. Industrial 2. >=Very Good     1. Yes 4.518514  91.69923
304636 2. Information 2. >=Very Good     1. Yes 4.875061 130.98218
452513 2. Information 2. >=Very Good      2. No 4.477121  87.98103
81809   1. Industrial      1. <=Good      2. No 4.337140  76.48844
231777  1. Industrial 2. >=Very Good      2. No 4.272306  71.68674
9019   2. Information 2. >=Very Good     1. Yes 4.477121  87.98103
9487   2. Information 2. >=Very Good     1. Yes 4.389166  80.57320
304371 2. Information 2. >=Very Good     1. Yes 5.096910 163.51586
305970  1. Industrial 2. >=Very Good     1. Yes 4.681241 107.90392
155402 2. Information 2. >=Very Good     1. Yes 4.892095 133.23235
307501  1. Industrial 2. >=Very Good      2. No 4.301030  73.77574
155886  1. Industrial      1. <=Good     1. Yes 4.477121  87.98103
229104  1. Industrial 2. >=Very Good     1. Yes 4.779236 119.01335
87711  2. Information      1. <=Good     1. Yes 4.626217 102.12700
374720  1. Industrial      1. <=Good     1. Yes 4.919078 136.87637
156049  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
159113 2. Information      1. <=Good     1. Yes 4.176091  65.11085
449072  1. Industrial 2. >=Very Good      2. No 4.544068  94.07271
87306  2. Information 2. >=Very Good     1. Yes 4.929419 138.29913
229074  1. Industrial      1. <=Good     1. Yes 4.778151 118.88436
302202  1. Industrial      1. <=Good      2. No 4.380211  79.85490
303505 2. Information      1. <=Good     1. Yes 4.146128  63.18886
11180  2. Information 2. >=Very Good     1. Yes 4.903090 134.70538
9111    1. Industrial 2. >=Very Good      2. No 5.690330 295.99125
447235 2. Information      1. <=Good     1. Yes 4.698970 109.83399
304337 2. Information      1. <=Good     1. Yes 4.653213 104.92151
159650  1. Industrial 2. >=Very Good     1. Yes 5.000000 148.41316
234513  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
159500  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
12446   1. Industrial      1. <=Good     1. Yes 4.561101  95.68881
9781   2. Information 2. >=Very Good     1. Yes 4.740363 114.47571
305890  1. Industrial      1. <=Good     1. Yes 4.653213 104.92151
306575 2. Information 2. >=Very Good     1. Yes 4.623249 101.82435
153588 2. Information 2. >=Very Good     1. Yes 4.986772 146.46284
306484 2. Information 2. >=Very Good      2. No 4.380211  79.85490
377256 2. Information 2. >=Very Good     1. Yes 4.977724 145.14360
379428  1. Industrial      1. <=Good     1. Yes 4.336059  76.40585
450934  1. Industrial 2. >=Very Good      2. No 4.431364  84.04596
377314 2. Information 2. >=Very Good     1. Yes 4.748188 115.37504
234185  1. Industrial 2. >=Very Good     1. Yes 4.662758 105.92781
448466  1. Industrial 2. >=Very Good      2. No 4.278754  72.15046
12792   1. Industrial 2. >=Very Good     1. Yes 4.380211  79.85490
80262  2. Information 2. >=Very Good     1. Yes 4.643453 103.90247
82810   1. Industrial 2. >=Very Good     1. Yes 4.488551  88.99238
301634 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
306030 2. Information 2. >=Very Good     1. Yes 4.724276 112.64890
231565  1. Industrial 2. >=Very Good     1. Yes 4.929419 138.29913
451279  1. Industrial 2. >=Very Good      2. No 4.230449  68.74809
307401 2. Information 2. >=Very Good      2. No 4.694237 109.31532
453377 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
159201  1. Industrial 2. >=Very Good     1. Yes 4.602060  99.68946
84893  2. Information 2. >=Very Good     1. Yes 4.770852 118.01975
161391  1. Industrial 2. >=Very Good     1. Yes 4.176091  65.11085
161397 2. Information      1. <=Good      2. No 4.544068  94.07271
161416  1. Industrial      1. <=Good     1. Yes 4.591065  98.59934
306010  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
306687 2. Information 2. >=Very Good     1. Yes 4.602060  99.68946
232349  1. Industrial      1. <=Good      2. No 4.690196 108.87453
83445   1. Industrial 2. >=Very Good     1. Yes 4.414973  82.67964
303155 2. Information 2. >=Very Good     1. Yes 4.494155  89.49248
450065  1. Industrial      1. <=Good     1. Yes 4.579784  97.49329
231998  1. Industrial      1. <=Good      2. No 4.041393  56.90554
80918  2. Information      1. <=Good     1. Yes 4.176091  65.11085
304411 2. Information      1. <=Good     1. Yes 4.494155  89.49248
155790  1. Industrial 2. >=Very Good      2. No 4.431364  84.04596
159561  1. Industrial 2. >=Very Good     1. Yes 4.544068  94.07271
377472  1. Industrial      1. <=Good     1. Yes 4.447158  85.38394
450455  1. Industrial 2. >=Very Good     1. Yes 4.361728  78.39247
304184 2. Information 2. >=Very Good     1. Yes 5.077731 160.40970
154351  1. Industrial      1. <=Good     1. Yes 4.889302 132.86077
447182 2. Information 2. >=Very Good      2. No 4.477121  87.98103
13962   1. Industrial 2. >=Very Good     1. Yes 5.063694 158.17366
154728  1. Industrial 2. >=Very Good     1. Yes 4.778151 118.88436
380298 2. Information 2. >=Very Good     1. Yes 4.619093 101.40205
230171  1. Industrial 2. >=Very Good      2. No 4.079181  59.09706
307415 2. Information      1. <=Good      2. No 4.447158  85.38394
161305  1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
451605  1. Industrial      1. <=Good     1. Yes 5.079181 160.64248
301838 2. Information 2. >=Very Good      2. No 4.255273  70.47602
154752 2. Information      1. <=Good      2. No 3.865933  47.74778
8804    1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
158531 2. Information 2. >=Very Good     1. Yes 4.447158  85.38394
379706 2. Information 2. >=Very Good      2. No 4.602060  99.68946
306214  1. Industrial 2. >=Very Good     1. Yes 4.542003  93.87868
158084  1. Industrial 2. >=Very Good     1. Yes 4.875061 130.98218
305029 2. Information 2. >=Very Good     1. Yes 5.123852 167.98113
307412 2. Information 2. >=Very Good     1. Yes 4.836957 126.08506
377739 2. Information 2. >=Very Good     1. Yes 5.000000 148.41316
451296  1. Industrial 2. >=Very Good      2. No 4.886491 132.48782
157053  1. Industrial 2. >=Very Good      2. No 4.778151 118.88436
303357  1. Industrial      1. <=Good      2. No 4.698970 109.83399
233408 2. Information 2. >=Very Good     1. Yes 4.633468 102.87025
449482 2. Information 2. >=Very Good     1. Yes 4.893207 133.38061
376816  1. Industrial 2. >=Very Good     1. Yes 5.041393 154.68529
302281  1. Industrial 2. >=Very Good      2. No 4.602060  99.68946
10033   1. Industrial      1. <=Good      2. No 4.193125  66.22941
14375   1. Industrial 2. >=Very Good     1. Yes 4.477121  87.98103
453557  1. Industrial      1. <=Good     1. Yes 4.505150  90.48191

Notation

Notation is not standard across different disciplines, courses, or textbooks. We adopt the same notation used in ISLR2:

$n$: the number of distinct observations in our sample
$p$: the number of features available for making predictions.

Number of features

Most places will use $p$ to denote the total number of columns excluding the response variable while others will use it to count all variables. We we use the former.

str(Wage)

'data.frame':   3000 obs. of  11 variables:
 $ year      : int  2006 2004 2003 2003 2005 2008 2009 2008 2006 2004 ...
 $ age       : int  18 24 45 43 50 54 44 30 41 52 ...
 $ maritl    : Factor w/ 5 levels "1. Never Married",..: 1 1 2 2 4 2 2 1 1 2 ...
 $ race      : Factor w/ 4 levels "1. White","2. Black",..: 1 1 1 3 1 1 4 3 2 1 ...
 $ education : Factor w/ 5 levels "1. < HS Grad",..: 1 4 3 4 2 4 3 3 3 2 ...
 $ region    : Factor w/ 9 levels "1. New England",..: 2 2 2 2 2 2 2 2 2 2 ...
 $ jobclass  : Factor w/ 2 levels "1. Industrial",..: 1 2 1 2 2 2 1 2 2 2 ...
 $ health    : Factor w/ 2 levels "1. <=Good","2. >=Very Good": 1 2 1 2 1 2 2 1 2 2 ...
 $ health_ins: Factor w/ 2 levels "1. Yes","2. No": 2 2 1 1 1 1 1 1 1 1 ...
 $ logwage   : num  4.32 4.26 4.88 5.04 4.32 ...
 $ wage      : num  75 70.5 131 154.7 75 ...

The following will open a window similar to an Excel spreadsheet:

View(Wage)

The following shows the first 6 rows, but if your data is very wide (i.e. there are a lot of columns) it can be difficult to view

head(Wage)

       year age           maritl     race       education             region
231655 2006  18 1. Never Married 1. White    1. < HS Grad 2. Middle Atlantic
86582  2004  24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
161300 2003  45       2. Married 1. White 3. Some College 2. Middle Atlantic
155159 2003  43       2. Married 3. Asian 4. College Grad 2. Middle Atlantic
11443  2005  50      4. Divorced 1. White      2. HS Grad 2. Middle Atlantic
376662 2008  54       2. Married 1. White 4. College Grad 2. Middle Atlantic
             jobclass         health health_ins  logwage      wage
231655  1. Industrial      1. <=Good      2. No 4.318063  75.04315
86582  2. Information 2. >=Very Good      2. No 4.255273  70.47602
161300  1. Industrial      1. <=Good     1. Yes 4.875061 130.98218
155159 2. Information 2. >=Very Good     1. Yes 5.041393 154.68529
11443  2. Information      1. <=Good     1. Yes 4.318063  75.04315
376662 2. Information 2. >=Very Good     1. Yes 4.845098 127.11574

iClicker

What is $n$ the Wage data.

10
11
2999
3000
None of the above

iClicker

What is $p$ for the Wage data?

10
11
2999
3000
None of the above

Matrices

Let $\textbf{X}$ define an $n \times p$ matrix whose ( $i$ , $j$ )^th element is $x_{ij}$.

\[\begin{array}{cc} & \begin{array}{cccc} \text{col }1 & \text{col } 2 & & \text{col } p \end{array} \\ \begin{array}{cccc} \text{row }1 \\ \text{row }2 \\ \\ \text{row }n\end{array} & \left( \begin{array}{cccc} x_{11} & x_{12} & \dots & x_{1p} \\ x_{21} & x_{22} & \dots & x_{2p} \\ \vdots & \vdots & \ddots & \vdots \\ x_{n1} & x_{n2} & \dots & x_{np} \end{array} \right)\end{array}\]

Some may find it helpful to think of $\textbf{X}$ as a spreadsheet of numbers with $n$ rows and $p$ columns. N.B. the first index ($i$) of $x_{ij}$ is the row and second index ($j$) is the column)

Vectors

In reference to matrix $\mathbf{X}$ we will either be referencing a row vector, $x_i$, or a column vector $\textbf{x}_j$.

Row vs Column notation

Notice the slight change in little x font here:

rows vector $x_i$ is curly and not bold (typically an example)
column vector $\textbf{x}_j$ is bold and straight (typically a feature)

Row Vector

We refer to the $i$^throw of $\textbf{X}$ using $x_i$
Hence, $\textbf{X}$ is comprised of the $n$ row vectors $x_1, x_2, \dots, x_n$ where $x_i$ is a vector of length $p$.
Typically, $x_i$ stores all the variable measurements for the $i$th observation.
Vectors are by default represented as columns:

\[\begin{equation} x_i = \left( \begin{array}{c} x_{i1} \\ x_{i2} \\ \vdots \\ x_{ip} \end{array} \right) \end{equation}\]

Visualization of row vector $x_i$

Rows in R

For example, for the Wage data, $x_7$ is a vector of length 11, consisting of year, age, race, and other values for the 7th individual.

Wage[7,] # extracts the 7th row

       year age     maritl     race       education             region
450601 2009  44 2. Married 4. Other 3. Some College 2. Middle Atlantic
            jobclass         health health_ins  logwage     wage
450601 1. Industrial 2. >=Very Good     1. Yes 5.133021 169.5285

Column Vector

We refer to the $j$^thcolumn of $\textbf{X}$ using $\textbf{x}_j$
Hence, $\textbf{X}$ is comprised of the $p$ column vectors $\textbf{x}_1, \textbf{x}_2, \dots, \textbf{x}_p$ where $\textbf{x}_j$ is a vector of length $n$.
Typically, $\textbf{x}_j$ stores the measurements of a variable for all of the $n$ observations.

\[\begin{equation} \textbf{x}_j = \left( \begin{array}{c} x_{1j} \\ x_{2j} \\ \vdots \\ x_{nj} \end{array} \right) \end{equation}\]

Visualization of column vector $= \textbf{x}_j$

Columns in R

For example, for the Wage data, $\textbf{x}_1$ contains the $n = 3000$ values for year (that year that wage information was recorded for each worker in our data set).

Wage[,1] # extracts the first column (year)

   [1] 2006 2004 2003 2003 2005 2008 2009 2008 2006 2004 2007 2007 2005 2003
  [15] 2009 2009 2003 2006 2007 2003 2003 2005 2009 2007 2006 2005 2006 2004
  [29] 2008 2003 2004 2005 2008 2005 2006 2003 2006 2004 2006 2003 2004 2007
  [43] 2004 2005 2004 2008 2009 2007 2006 2006 2005 2008 2004 2003 2009 2004
  [57] 2006 2003 2004 2003 2005 2006 2005 2004 2003 2003 2009 2003 2004 2008
  [71] 2004 2006 2006 2006 2009 2003 2003 2006 2003 2008 2005 2004 2009 2003
  [85] 2007 2006 2004 2009 2009 2009 2004 2003 2003 2005 2006 2009 2003 2006
  [99] 2009 2005 2009 2008 2004 2005 2008 2006 2007 2003 2007 2006 2009 2008
 [113] 2004 2006 2003 2007 2009 2006 2008 2005 2006 2009 2006 2008 2009 2005
 [127] 2004 2004 2009 2003 2007 2008 2007 2008 2005 2004 2009 2007 2004 2003
 [141] 2004 2006 2003 2007 2005 2004 2005 2004 2007 2004 2007 2008 2003 2003
 [155] 2003 2008 2005 2004 2003 2005 2007 2008 2008 2007 2003 2007 2003 2004
 [169] 2009 2006 2005 2008 2007 2004 2009 2006 2003 2004 2003 2006 2006 2005
 [183] 2006 2009 2003 2006 2004 2008 2006 2005 2004 2005 2004 2003 2006 2009
 [197] 2008 2006 2005 2004 2006 2006 2006 2003 2007 2007 2007 2006 2005 2007
 [211] 2005 2006 2008 2009 2008 2003 2008 2008 2009 2009 2008 2003 2006 2004
 [225] 2005 2003 2009 2006 2007 2003 2003 2006 2006 2007 2004 2009 2004 2006
 [239] 2007 2007 2009 2006 2006 2004 2005 2007 2004 2009 2006 2007 2003 2006
 [253] 2005 2007 2008 2004 2004 2008 2008 2009 2007 2003 2009 2008 2004 2009
 [267] 2007 2006 2004 2003 2007 2007 2003 2005 2007 2008 2004 2003 2006 2005
 [281] 2003 2004 2008 2009 2009 2005 2004 2005 2005 2007 2004 2005 2009 2003
 [295] 2006 2004 2007 2003 2005 2009 2003 2003 2005 2004 2005 2006 2007 2006
 [309] 2004 2006 2007 2007 2009 2004 2007 2007 2007 2005 2006 2008 2004 2009
 [323] 2005 2009 2008 2003 2003 2008 2003 2005 2004 2009 2009 2008 2007 2003
 [337] 2005 2004 2008 2005 2004 2004 2005 2004 2007 2007 2008 2007 2003 2005
 [351] 2004 2009 2005 2009 2005 2003 2004 2006 2009 2007 2007 2003 2004 2005
 [365] 2006 2003 2003 2008 2009 2004 2007 2006 2004 2004 2003 2004 2008 2009
 [379] 2008 2004 2004 2008 2007 2005 2004 2004 2003 2005 2004 2008 2008 2008
 [393] 2005 2008 2003 2007 2009 2009 2003 2004 2006 2005 2004 2009 2004 2009
 [407] 2004 2003 2006 2003 2003 2009 2003 2008 2006 2005 2009 2009 2004 2005
 [421] 2005 2005 2009 2004 2006 2008 2003 2007 2005 2009 2006 2005 2009 2007
 [435] 2003 2003 2007 2007 2005 2005 2009 2004 2004 2006 2005 2009 2007 2003
 [449] 2003 2005 2009 2007 2009 2007 2007 2009 2007 2005 2008 2004 2005 2008
 [463] 2006 2008 2009 2008 2005 2003 2003 2004 2006 2005 2003 2003 2006 2007
 [477] 2005 2006 2009 2003 2007 2006 2005 2009 2004 2009 2009 2003 2007 2007
 [491] 2008 2004 2007 2006 2005 2003 2007 2005 2009 2003 2003 2005 2003 2003
 [505] 2003 2008 2005 2003 2004 2007 2003 2004 2004 2006 2004 2006 2006 2009
 [519] 2004 2004 2003 2003 2007 2005 2005 2009 2003 2007 2003 2009 2003 2004
 [533] 2009 2003 2007 2006 2005 2005 2004 2003 2005 2009 2006 2009 2008 2003
 [547] 2007 2007 2005 2007 2007 2003 2009 2003 2008 2007 2003 2006 2007 2007
 [561] 2003 2009 2007 2006 2008 2004 2004 2005 2004 2003 2004 2004 2007 2008
 [575] 2003 2007 2006 2005 2006 2008 2004 2008 2007 2004 2005 2008 2003 2007
 [589] 2007 2005 2008 2003 2004 2004 2006 2006 2004 2009 2009 2009 2005 2003
 [603] 2008 2005 2006 2004 2006 2009 2006 2006 2005 2008 2008 2009 2006 2006
 [617] 2006 2007 2003 2008 2008 2007 2005 2006 2008 2008 2009 2006 2007 2006
 [631] 2004 2004 2005 2006 2007 2008 2008 2009 2004 2003 2008 2009 2007 2009
 [645] 2008 2003 2005 2007 2005 2003 2009 2004 2007 2006 2008 2006 2003 2006
 [659] 2008 2005 2003 2004 2006 2003 2009 2006 2008 2009 2003 2004 2007 2008
 [673] 2004 2004 2007 2007 2008 2003 2003 2007 2003 2004 2004 2008 2007 2007
 [687] 2009 2003 2009 2006 2007 2003 2003 2005 2003 2008 2005 2009 2005 2005
 [701] 2003 2004 2008 2004 2008 2003 2006 2009 2003 2004 2008 2007 2007 2005
 [715] 2007 2005 2005 2005 2003 2006 2008 2007 2008 2004 2007 2005 2005 2008
 [729] 2004 2008 2009 2006 2004 2003 2007 2009 2004 2009 2005 2006 2008 2008
 [743] 2008 2007 2007 2008 2003 2003 2007 2005 2004 2003 2008 2009 2004 2008
 [757] 2006 2005 2005 2007 2006 2003 2005 2006 2004 2005 2005 2006 2008 2008
 [771] 2004 2003 2008 2004 2006 2008 2003 2008 2003 2007 2004 2008 2008 2003
 [785] 2008 2004 2005 2003 2003 2009 2007 2009 2004 2006 2008 2006 2003 2009
 [799] 2009 2007 2003 2005 2006 2003 2007 2006 2005 2003 2008 2004 2003 2007
 [813] 2006 2003 2007 2007 2007 2007 2009 2006 2004 2008 2003 2004 2009 2005
 [827] 2005 2007 2009 2007 2007 2003 2006 2007 2008 2009 2003 2007 2007 2003
 [841] 2004 2004 2004 2008 2009 2005 2003 2007 2004 2009 2005 2004 2009 2004
 [855] 2005 2008 2007 2003 2004 2006 2009 2009 2005 2007 2004 2005 2005 2003
 [869] 2005 2003 2007 2005 2009 2005 2003 2009 2006 2006 2005 2009 2006 2006
 [883] 2005 2003 2008 2003 2006 2006 2004 2003 2004 2005 2005 2009 2004 2009
 [897] 2004 2003 2004 2003 2004 2009 2009 2008 2006 2007 2007 2004 2006 2008
 [911] 2003 2004 2003 2005 2003 2005 2009 2004 2004 2004 2005 2004 2005 2004
 [925] 2008 2005 2005 2005 2008 2006 2009 2003 2009 2003 2003 2008 2004 2003
 [939] 2003 2005 2008 2007 2007 2009 2005 2009 2003 2003 2004 2005 2006 2009
 [953] 2009 2009 2007 2004 2003 2008 2008 2004 2006 2006 2005 2006 2007 2007
 [967] 2006 2008 2007 2008 2006 2007 2008 2009 2006 2005 2003 2007 2006 2004
 [981] 2003 2004 2009 2008 2009 2006 2007 2003 2003 2009 2005 2005 2008 2006
 [995] 2004 2007 2006 2005 2008 2003 2007 2007 2004 2005 2005 2007 2006 2005
[1009] 2007 2004 2003 2009 2006 2007 2009 2007 2004 2006 2006 2005 2006 2003
[1023] 2007 2007 2003 2009 2007 2006 2007 2008 2004 2003 2006 2006 2004 2008
[1037] 2007 2006 2009 2004 2008 2008 2007 2006 2009 2009 2003 2005 2003 2009
[1051] 2007 2006 2007 2006 2005 2005 2004 2008 2008 2003 2004 2006 2008 2007
[1065] 2005 2007 2004 2008 2005 2007 2005 2006 2006 2006 2003 2004 2007 2004
[1079] 2009 2004 2009 2006 2006 2005 2005 2003 2004 2005 2006 2004 2008 2005
[1093] 2003 2006 2003 2009 2005 2008 2004 2003 2004 2005 2007 2005 2004 2004
[1107] 2004 2006 2003 2005 2008 2004 2006 2007 2007 2004 2007 2006 2003 2009
[1121] 2003 2007 2003 2003 2007 2005 2005 2007 2005 2008 2007 2009 2005 2008
[1135] 2007 2003 2006 2004 2008 2004 2006 2008 2003 2006 2008 2006 2004 2007
[1149] 2008 2004 2009 2003 2007 2009 2004 2004 2005 2004 2006 2006 2004 2008
[1163] 2005 2004 2006 2005 2007 2007 2004 2004 2008 2009 2004 2005 2003 2007
[1177] 2008 2009 2008 2005 2003 2008 2003 2009 2007 2009 2009 2006 2003 2006
[1191] 2003 2006 2006 2009 2007 2007 2009 2006 2004 2007 2005 2004 2005 2006
[1205] 2007 2007 2007 2004 2003 2003 2003 2003 2006 2009 2006 2003 2008 2005
[1219] 2003 2003 2007 2003 2006 2009 2003 2003 2009 2009 2005 2007 2006 2003
[1233] 2005 2006 2009 2004 2005 2007 2004 2008 2005 2003 2006 2008 2004 2003
[1247] 2009 2005 2003 2004 2004 2008 2003 2004 2005 2007 2004 2006 2005 2009
[1261] 2008 2003 2003 2005 2007 2007 2004 2005 2005 2004 2004 2003 2003 2008
[1275] 2009 2004 2003 2008 2006 2005 2009 2004 2003 2007 2008 2005 2003 2004
[1289] 2008 2005 2004 2004 2008 2009 2005 2008 2004 2005 2006 2009 2009 2009
[1303] 2006 2004 2006 2009 2003 2008 2009 2003 2005 2006 2005 2005 2007 2008
[1317] 2003 2004 2009 2003 2007 2005 2006 2005 2006 2004 2003 2004 2003 2004
[1331] 2008 2004 2005 2004 2009 2003 2008 2003 2008 2003 2006 2008 2003 2009
[1345] 2004 2009 2007 2005 2003 2003 2007 2006 2008 2007 2003 2008 2009 2004
[1359] 2005 2003 2006 2005 2007 2004 2004 2005 2006 2009 2009 2004 2003 2004
[1373] 2003 2004 2006 2008 2009 2003 2005 2008 2004 2009 2005 2007 2005 2005
[1387] 2004 2007 2003 2007 2008 2005 2004 2007 2003 2003 2008 2003 2006 2008
[1401] 2003 2008 2006 2009 2004 2008 2006 2003 2007 2004 2009 2008 2004 2005
[1415] 2003 2004 2007 2007 2009 2009 2004 2006 2009 2007 2005 2005 2009 2005
[1429] 2004 2008 2003 2005 2006 2006 2004 2005 2004 2004 2003 2004 2003 2005
[1443] 2003 2004 2003 2003 2006 2004 2007 2008 2005 2008 2005 2003 2006 2006
[1457] 2006 2008 2006 2004 2009 2003 2003 2007 2009 2004 2005 2003 2006 2004
[1471] 2008 2003 2006 2006 2007 2004 2003 2004 2004 2005 2009 2006 2005 2005
[1485] 2008 2007 2008 2003 2003 2007 2004 2008 2007 2008 2008 2003 2004 2008
[1499] 2008 2004 2003 2003 2004 2006 2009 2009 2006 2003 2003 2008 2008 2004
[1513] 2008 2007 2005 2003 2003 2006 2003 2006 2004 2003 2005 2006 2007 2007
[1527] 2009 2006 2006 2004 2004 2003 2004 2007 2003 2007 2005 2004 2007 2006
[1541] 2004 2008 2008 2007 2007 2008 2008 2008 2004 2005 2007 2005 2005 2003
[1555] 2003 2009 2006 2008 2003 2005 2008 2008 2004 2007 2008 2003 2008 2004
[1569] 2009 2004 2007 2004 2008 2004 2009 2005 2006 2003 2003 2006 2006 2009
[1583] 2007 2004 2004 2004 2004 2008 2003 2005 2005 2003 2009 2006 2003 2007
[1597] 2008 2007 2005 2005 2008 2009 2006 2008 2007 2007 2005 2009 2003 2009
[1611] 2009 2008 2006 2003 2008 2003 2006 2006 2004 2006 2008 2004 2004 2007
[1625] 2005 2007 2005 2006 2007 2004 2003 2007 2003 2009 2003 2008 2008 2009
[1639] 2009 2003 2003 2006 2005 2005 2009 2005 2008 2004 2005 2004 2005 2004
[1653] 2009 2005 2004 2007 2004 2004 2009 2005 2003 2005 2003 2009 2003 2003
[1667] 2006 2004 2003 2005 2009 2009 2003 2004 2004 2008 2006 2004 2006 2003
[1681] 2007 2009 2009 2008 2003 2005 2008 2009 2004 2009 2003 2005 2003 2003
[1695] 2008 2005 2009 2006 2007 2003 2005 2005 2004 2007 2007 2009 2009 2006
[1709] 2006 2004 2005 2007 2005 2005 2007 2007 2003 2009 2009 2004 2008 2005
[1723] 2008 2004 2003 2009 2004 2007 2004 2003 2005 2005 2004 2009 2005 2003
[1737] 2004 2009 2003 2005 2004 2007 2004 2006 2008 2007 2008 2004 2005 2007
[1751] 2009 2003 2008 2009 2005 2007 2003 2005 2003 2004 2004 2007 2003 2007
[1765] 2006 2006 2003 2009 2005 2003 2004 2008 2009 2007 2009 2003 2008 2005
[1779] 2006 2006 2004 2006 2004 2009 2005 2009 2003 2004 2006 2006 2005 2004
[1793] 2003 2004 2005 2009 2004 2006 2003 2007 2009 2003 2003 2005 2005 2008
[1807] 2005 2006 2006 2004 2005 2003 2006 2006 2009 2003 2006 2003 2006 2008
[1821] 2006 2006 2004 2006 2008 2008 2005 2003 2008 2003 2006 2007 2009 2008
[1835] 2007 2003 2005 2005 2008 2009 2004 2007 2003 2006 2008 2003 2003 2009
[1849] 2007 2007 2003 2005 2005 2005 2004 2003 2005 2005 2009 2008 2005 2005
[1863] 2006 2006 2003 2004 2008 2003 2005 2004 2007 2007 2009 2007 2006 2003
[1877] 2003 2005 2008 2009 2009 2009 2006 2009 2004 2004 2004 2004 2003 2009
[1891] 2009 2009 2009 2009 2005 2009 2006 2008 2009 2005 2004 2008 2007 2008
[1905] 2007 2009 2007 2004 2004 2004 2007 2008 2005 2005 2008 2004 2005 2009
[1919] 2005 2007 2007 2006 2005 2007 2004 2005 2007 2009 2007 2008 2003 2004
[1933] 2007 2008 2005 2005 2004 2003 2009 2005 2008 2003 2003 2008 2008 2009
[1947] 2004 2006 2005 2008 2006 2009 2004 2009 2009 2004 2004 2003 2004 2005
[1961] 2007 2008 2003 2006 2008 2007 2005 2003 2004 2006 2004 2004 2003 2008
[1975] 2009 2009 2004 2005 2006 2006 2006 2008 2008 2005 2008 2009 2004 2006
[1989] 2004 2007 2008 2005 2007 2003 2009 2004 2007 2005 2007 2009 2003 2005
[2003] 2003 2006 2004 2009 2005 2009 2005 2005 2007 2004 2003 2004 2006 2006
[2017] 2005 2008 2008 2006 2008 2004 2005 2005 2008 2004 2005 2007 2006 2004
[2031] 2006 2009 2004 2003 2004 2009 2008 2006 2008 2003 2005 2009 2008 2008
[2045] 2006 2005 2007 2009 2003 2003 2009 2006 2006 2003 2007 2008 2004 2005
[2059] 2004 2005 2004 2009 2006 2007 2009 2009 2006 2009 2005 2008 2007 2005
[2073] 2005 2006 2008 2005 2003 2003 2004 2008 2004 2004 2004 2004 2007 2006
[2087] 2006 2004 2003 2006 2009 2008 2004 2008 2009 2008 2006 2005 2003 2004
[2101] 2008 2008 2005 2007 2006 2005 2006 2005 2009 2005 2006 2006 2006 2003
[2115] 2004 2005 2004 2004 2008 2009 2003 2005 2004 2006 2009 2006 2003 2007
[2129] 2004 2005 2006 2008 2008 2008 2009 2007 2009 2008 2003 2008 2005 2006
[2143] 2003 2003 2007 2003 2008 2007 2003 2006 2008 2007 2005 2009 2007 2005
[2157] 2008 2007 2007 2005 2003 2005 2008 2006 2004 2004 2009 2003 2006 2007
[2171] 2003 2004 2003 2004 2004 2004 2007 2005 2007 2009 2005 2003 2008 2003
[2185] 2004 2003 2007 2007 2003 2004 2004 2005 2005 2008 2004 2007 2005 2009
[2199] 2007 2004 2004 2004 2006 2006 2003 2008 2009 2005 2008 2003 2005 2006
[2213] 2003 2004 2006 2008 2008 2006 2004 2004 2003 2004 2008 2009 2005 2004
[2227] 2004 2009 2006 2006 2003 2009 2007 2005 2009 2009 2007 2008 2007 2006
[2241] 2004 2005 2005 2005 2004 2009 2003 2008 2008 2009 2004 2008 2005 2008
[2255] 2005 2003 2007 2005 2003 2006 2009 2003 2008 2003 2008 2009 2007 2006
[2269] 2005 2003 2003 2004 2006 2009 2005 2009 2004 2003 2009 2006 2004 2003
[2283] 2007 2004 2003 2003 2007 2004 2007 2009 2007 2008 2004 2005 2009 2008
[2297] 2005 2006 2004 2004 2007 2008 2003 2009 2005 2005 2007 2006 2009 2004
[2311] 2005 2005 2008 2003 2008 2005 2009 2005 2009 2003 2005 2009 2007 2004
[2325] 2003 2003 2004 2004 2005 2008 2004 2009 2008 2003 2006 2006 2004 2003
[2339] 2003 2008 2003 2006 2003 2009 2003 2009 2004 2003 2004 2007 2008 2009
[2353] 2004 2007 2006 2008 2009 2003 2005 2006 2003 2007 2006 2006 2009 2009
[2367] 2008 2003 2008 2003 2004 2003 2004 2004 2007 2006 2009 2006 2006 2005
[2381] 2003 2008 2004 2004 2005 2009 2008 2009 2008 2006 2005 2008 2008 2008
[2395] 2005 2009 2006 2005 2008 2005 2008 2006 2009 2009 2007 2004 2004 2007
[2409] 2004 2003 2006 2003 2005 2004 2003 2008 2009 2006 2007 2004 2008 2004
[2423] 2006 2006 2003 2009 2008 2009 2006 2009 2003 2008 2007 2003 2004 2003
[2437] 2008 2007 2004 2008 2004 2007 2004 2009 2006 2009 2007 2007 2008 2006
[2451] 2004 2008 2003 2007 2006 2004 2008 2009 2009 2008 2007 2005 2005 2004
[2465] 2003 2008 2003 2003 2004 2008 2006 2004 2008 2009 2004 2008 2009 2003
[2479] 2005 2003 2005 2007 2004 2006 2008 2007 2006 2009 2004 2005 2004 2007
[2493] 2009 2008 2009 2005 2005 2009 2005 2007 2006 2008 2004 2008 2006 2004
[2507] 2005 2003 2005 2004 2008 2008 2003 2005 2007 2004 2003 2009 2005 2005
[2521] 2004 2004 2003 2009 2003 2003 2004 2004 2005 2006 2004 2008 2005 2004
[2535] 2004 2009 2003 2004 2003 2008 2007 2007 2005 2008 2003 2008 2006 2005
[2549] 2007 2009 2003 2003 2005 2009 2009 2004 2008 2005 2003 2003 2008 2003
[2563] 2005 2004 2005 2005 2005 2006 2005 2007 2007 2007 2005 2009 2008 2008
[2577] 2003 2003 2003 2008 2006 2003 2008 2004 2005 2007 2009 2007 2005 2003
[2591] 2009 2003 2009 2009 2006 2004 2005 2007 2009 2005 2006 2005 2008 2005
[2605] 2008 2008 2007 2007 2009 2006 2003 2006 2003 2008 2006 2007 2007 2003
[2619] 2008 2005 2007 2008 2003 2008 2005 2003 2003 2008 2003 2004 2005 2007
[2633] 2008 2009 2008 2005 2009 2006 2008 2005 2008 2009 2005 2004 2005 2009
[2647] 2004 2006 2003 2003 2006 2007 2004 2003 2005 2006 2008 2005 2007 2003
[2661] 2008 2006 2003 2006 2003 2005 2004 2006 2004 2009 2003 2007 2003 2007
[2675] 2003 2005 2009 2004 2006 2006 2006 2004 2006 2009 2006 2005 2006 2009
[2689] 2009 2003 2006 2005 2005 2006 2009 2006 2009 2008 2008 2003 2004 2004
[2703] 2006 2004 2005 2003 2005 2004 2004 2006 2008 2007 2006 2008 2003 2007
[2717] 2009 2007 2006 2004 2009 2003 2005 2008 2003 2007 2007 2008 2003 2003
[2731] 2005 2003 2005 2003 2004 2003 2006 2009 2007 2005 2009 2008 2008 2003
[2745] 2009 2005 2007 2006 2004 2004 2008 2006 2009 2009 2006 2007 2003 2004
[2759] 2006 2004 2003 2005 2003 2003 2005 2006 2003 2007 2003 2009 2007 2007
[2773] 2009 2003 2006 2008 2006 2005 2003 2008 2003 2004 2009 2006 2009 2005
[2787] 2008 2004 2008 2008 2006 2004 2004 2004 2005 2009 2003 2008 2006 2003
[2801] 2005 2007 2003 2005 2003 2004 2003 2005 2008 2004 2005 2005 2005 2004
[2815] 2004 2007 2005 2009 2004 2005 2003 2008 2003 2005 2005 2008 2004 2005
[2829] 2004 2008 2007 2005 2004 2003 2009 2006 2004 2009 2009 2004 2008 2009
[2843] 2006 2009 2007 2005 2005 2005 2004 2003 2005 2009 2003 2006 2009 2005
[2857] 2008 2003 2004 2007 2008 2009 2008 2009 2009 2003 2004 2008 2003 2004
[2871] 2004 2003 2009 2003 2008 2003 2004 2004 2006 2008 2007 2004 2007 2005
[2885] 2003 2006 2007 2004 2006 2007 2007 2009 2005 2003 2004 2006 2003 2005
[2899] 2003 2003 2009 2003 2005 2007 2009 2004 2006 2005 2005 2007 2007 2003
[2913] 2007 2003 2006 2004 2008 2003 2003 2009 2004 2006 2007 2007 2005 2005
[2927] 2009 2007 2003 2006 2003 2005 2005 2007 2007 2003 2007 2008 2008 2009
[2941] 2008 2006 2009 2005 2004 2004 2007 2007 2006 2009 2007 2009 2003 2004
[2955] 2003 2003 2003 2007 2007 2006 2004 2007 2009 2006 2004 2007 2003 2003
[2969] 2008 2009 2007 2003 2009 2005 2003 2008 2006 2007 2003 2009 2007 2003
[2983] 2005 2003 2008 2007 2003 2007 2007 2008 2009 2003 2007 2006 2009 2008
[2997] 2007 2005 2005 2009

Matrices revisited

Using the row and column notation just presented, the matrix $X$ can be written:

\[\begin{equation} \textbf{X} = \left( \begin{array}{c} x_{1}^T \\ x_{2}^T \\ \vdots \\ x_{n}^T \end{array} \right) = (\textbf{x}_1, \textbf{x}_2, \dots, \textbf{x}_p) \end{equation}\]

The ${}^T$ notation denotes the transpose of a matrix or vector, eg ${x}_{i}^T =({x}_{i1}, {x}_{i2}, \dots {x}_{ip})$.

Output vs. Input Variables

We use $x$ to denote our input variable(s) and $y$ to denote our output variable¹
For instance, $y_i$ may refer to the wage of the $i$th observation in the Wage data set, whose observed features are stored in $x_i$.
The collection of all $n$ observed outcomes form the vector $\textbf{y} = (y_1,y_2, \dots, y_n)^T$

\[\begin{equation} \textbf{y} = \left( \begin{array}{c} y_{1} \\ y_{2} \\ \vdots \\ y_{n} \end{array} \right) \end{equation}\]

Paired data

Our observed data consists of $\{(x_1, y_1)$, $(x_2, y_2)$, $\dots$, $(x_n, y_n)\}$, where each $x_i$ is a vector of length $p$.

Visualization of inputs and outputs in tabular data

Summary

Note there is a potential for ambiguity in the usage of $a$ (as a vector) and $a$ as a scalar
Notation	Description	Representation
$n$	lower case “n”	number of samples
$\textbf{x}$, $\textbf{y}$, $\textbf{a}$	lower-case bold	vectors of length $n$
$x$, $x_i$, $a$	lower-case normal	vectors of length $\neq n$
$\textbf{X}$, $\textbf{A}_{n\times p}$	capital bold letters	matrix
$a$	lower-case normal (beginning of alphabet)	scalars
$X$	capital (end of alphabet)	random variables

Ambiguous cases

In the rare cases the use of lower case normal font leads to ambiguity, clarification will be provided using the following notation:

$a$ $\exists \ \mathbf{R}$ if $a$ scalar or $a \in \mathbb{R}$
$a$ $\exists \ \mathbf{R}^k$ if $a$ is a vector of length $k$ or $a \in \mathbb{R}^k$

We will indicate an $r \times s$ matrix using:

$\textbf{A} \exists$ $\mathbf{R}^{r\times s}$ or $\textbf{A} \in \mathbb{R}^{r \times s}$ or $\textbf{A}_{r \times s}$

Statistical Learning

General Model

\[Y = f(X) + \epsilon\]

We assume that data arises from the above formula where:

$X=(X_1, X_2, \ldots, X_p)$ are inputs (also referred to as predictors, features, independent variables, among others)
$Y$ is the output (also referred to as response, dependent variable, among others)
$\epsilon$ is the error term (independent of $X$ and with mean 0)

Use of Capital Letters

\[Y = f(X) + \epsilon\]

Note that we are using capital letters¹ to denote random variables in this context.
For ease of notation in this section, we use $X$ to denote the input variable(s) which we distinguish using subscripts.
eg. using the Wage data set we might consider the input variables: $X = (X_1, X_2)$ where $X_1$= year and $X_2$= age and response variable $Y$ = wage.

Deterministic f

\[Y = f(X) + \epsilon\]

The function $f$ models the systematic/deterministic part of the relationship between the predictors $x$ and the response $y$

$f$ it is in generally unknown.

Statistical learning is concerned with estimating $f$.

Estimates of $f$ are denoted by $\hat{f}$, and $\hat{Y}$ will represent the resulting prediction for $Y$.

Stochastic $\epsilon$

\[Y = f(X) + \epsilon\]

$\epsilon$ represents the error term or noise, which captures the random variation in $y$ that is not explained by $f(x)$.
It accounts for the stochastic or unpredictable elements in the response variable, including measurement errors, omitted variables, or inherent randomness.
It is commonly assumed that $\epsilon$ has a mean of zero and is normally distributed with constant variance.

Model Visualization

All models are wrong but some are useful.

George E. P. Box

Adapted from ISLR

Simulated Bacteria Growth

This is simulated data representing the growth of bacterial in a population.

To mimic the real-world, let’s pretend we don’t know $f$

Goal of Statistical Learning

The main objective is to find a function $\hat f(x)$ that closely approximates the true underlying function $f(x)$.

$\hat f(x)$ is then used to make predictions about $y$ given new inputs $x$.

f is only known in simulation

For real (ie. non-simulated data) data, the function $f$ is generally unknown and must estimated based on the observed points.

Simulate using seeds

set.seed(12345)
x <- seq(from = 0, to = 3, by = 0.1)
y <- exp(x) + rnorm(length(x), mean = 0, sd = 1)
errors <- y - exp(x)

When simulating data you should also see a seed (in R using set.seed()) for your results to be reproducible.
A seed is an initial value used by a random number generator (RNG) to start generating a sequence of random numbers.
In programming, setting a seed ensures that the same sequence of “random” numbers is produced each time the code is run.

Recall

Reasons for finding $f$ fall into two primary categories:

Prediction: with inputs $X$ available, our concern is predicting the output $Y$.
Inference: we want to understand the relationship between $X$ and $Y$.

Often, we will be interested in both, perhaps to varying extent. Our goal will dictate what choices for $f$ will be “better” for us.

Motivated by Prediction

Primary goal is making accurate forecasts on new or unseen data, rather than understanding the underlying relationships between variables.

Using a complicated black box method for $f$ may be preferable if our many focus is prediction since we are not particularly concerned with the exact form of $\hat f$.

Generally speaking, the more complex our algorithm, the harder it will be to interpret.

Motivated by Inference

Inference aims to answer how $Y$ affected by $X$

Since $\hat f$ is used to model this relationship, we don’t want a black box, we want to understand its nuts and bolts.

Some related question may include:

Which input variables (predictors) are associated with output variables (response)?

What is the relationship between the response and each predictor? e.g. positive, negative, linear

Takeaway Message

When choosing the “best” model for a problem, it is important to keep the underlying task in mind.

Generally speaking:

complicated models are often better at prediction but harder to understand;
simpler models tend to be easier to interpret but will not necessary make accurate predictions.

In many cases a balancing act between the interpretation and accuracy of prediction is needed.

Interpretability vs. accuracy tradeoff

Inspired by Fig 2.7 of ISLR2 (pg 25)

Notation	Description	Representation
\(n\)	lower case “n”	number of samples
\(\textbf{x}\), \(\textbf{y}\), \(\textbf{a}\)	lower-case bold	vectors of length \(n\)
\(x\), \(x_i\), \(a\)	lower-case normal	vectors of length \(\neq n\)
\(\textbf{X}\), \(\textbf{A}_{n\times p}\)	capital bold letters	matrix
\(a\)	lower-case normal (beginning of alphabet)	scalars
\(X\)	capital (end of alphabet)	random variables

Lecture 2: Notation and Terminology

Outcomes

Motivating Example

Wage

Exploration

Introduction

Approaches

Two Cultures

Inference vs. Prediction

Inference

Prediction

Examples

My take on the two cultures

Statistical Learning

Machine Learning

Statistical vs. Machine learning

Takeaway Message

Supervised vs Unsupervised

Supervised Learning

Classification vs. Regression

Unsupervised Learning

Notation

Wage dataset

Notation

Viewing your data

Matrices

Vectors

Row Vector

Rows in R

Column Vector

Columns in R

Matrices revisited

Output vs. Input Variables

Paired data

Summary

Ambiguous cases

Statistical Learning

General Model

Use of Capital Letters

Deterministic f

Stochastic \(\epsilon\)

Model Visualization

Simulated Bacteria Growth

Goal of Statistical Learning

Simulate using seeds

Recall

Motivated by Prediction

Motivated by Inference

Takeaway Message

Interpretability vs. accuracy tradeoff