Regression

POLI_SCI 490

Machine Learning in Political Science

Plan for today

Talk about

• Your thoughts
• Supervised learning
• Regression (tasks)
• Linear regression (algorithm)
• KNN (algorithm)
• Bias-variance tradeoff

Coding

• Linear regression in {tidymodels}
• KNN if we have time

Big picture

Different language

Statistical inference	Supervised learning
Outcome variable	Response, output
Explanatory variable	Predictor, input, feature
Model	Algorithm
Uncertainty	Error

What is supervised learning?

Why is it called supervised learning?

What is supervised learning useful for?

Morucci and Spirling (2024)

Supervised learning approaches

Parametric: Assumes functional form

Non-parametric: Does not assume functional form

• ESL: They all assume chosen algorithm is a reasonable approximation to DGP

Linear Regression

Ordinary Least Squares (OLS)

Function \(\widehat{g} = \widehat \beta_0 + \widehat \beta_1 X_{[1]} + \widehat \beta_2 X_{[2]} + \ldots + \widehat \beta_K X_{[K]}\)

Such that

\[ \mathbf{\widehat \beta} = (\widehat\beta_0, \widehat\beta_1, \ldots, \widehat\beta_K) = \underset{(b_0, b_1, \ldots, b_K) \in \mathbb{R}^{K + 1}}{\text{argmin}} \frac{1}{n} \sum_{i = 1}^n e_i^2 \]

Linear Regression

Ordinary Least Squares (OLS)

Remember this?

\[ SSR = \sum_{i=1}^n (y_i - \widehat y_i)^2 \]

It’s our friend the Sum of Squared Residuals!

You used to be a criterion to minimize so that we could draw good lines

Now you are an error metric

Linear Regression

Ordinary Least Squares (OLS)

\[ SSR = \sum_{i=1}^n (y_i - \widehat y_i)^2 \]

But not with those clothes!

Linear Regression

Ordinary Least Squares (OLS)

\[ MSE = \frac{\sum_{i=1}^n (y_i - \widehat y_i)^2}{N} \]

But not with those clothes!

Now you are a Mean Squared Error

But you could look prettier!

Linear Regression

Ordinary Least Squares (OLS)

\[ RMSE = \sqrt{\frac{\sum_{i=1}^n (y_i - \widehat y_i)^2}{N}} \]

You are a Root Mean Squared Error

You are now expressed on response variable units

RMSE \(\Rightarrow\) Better prediction

Notice

RMSE can be used for any regression task

\[ RMSE = \sqrt{\frac{\sum_{i=1}^n (y_i - \widehat y_i)^2}{N}} \]

Notice

RMSE can be used for any regression task

\[ RMSE = \sqrt{\frac{\sum_{i=1}^n (\text{actual} - \text{predicted})^2}{N}} \]

And nearly every error metric in regression is a function of SSR

Notice

RMSE can be used for any regression task

\[ RMSE = \sqrt{\frac{\text{SSR}}{N}} \]

And nearly every error metric in regression is a function of SSR

Examples

Residual Standard Error

\[ \text{RSE} = \sqrt{\frac{1}{n-2} \text{SSR}} \]

\(R^2\) statistic

\[ R^2 = 1 - \frac{\text{SSR}}{\text{TSS}}; \text{ where } TSS = \sum (y_i - \bar y)^2 \]

K-Nearest Neighbors

Toy example

How happy will the next person be?

They eat 5 cookies

How happy will the next person be?

They eat 5 cookies

We already know one way

Drawing lines!

Drawing lines!

Drawing lines!

Nonparametric approach

What would be a good guess for the new person?

Nonparametric approach

Observations nearby!

KNN Regression algorithm

\[ \widehat Y(x) = \frac{1}{k} \sum_{x_i \in N_k(x) y_i} \]

Where \(N_k (x)\) is the neighborhood of \(x\) defined by the \(k\) closest neighbors in the training sample.

How to choose K?

Pros and cons

Linear regression: Stable but inaccurate

KNN: Accurate but prone to instability

Pros and cons

Linear regression: Low variance, high bias

KNN: Low bias, high variance

Both methods suffer in high dimensions!

Bias-variance tradeoff

Bias-variance tradeoff

Another important tradeoff

Coding

Data

library(ISLR)

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

https://cran.r-project.org/web/packages/ISLR/refman/ISLR.html#Wage

Clean up

w = Wage %>% 
  select(!c(logwage, region)) %>% 
  mutate(year = as.factor(year))

Linear regression

Fit model

lm_fit = lm(wage ~ ., data = w)

Predict new outcomes based on model

yhat_lm = predict(lm_fit, newdata = w)

Evaluate fit

sqrt(mean((w$wage - yhat_lm)^2))

[1] 33.8816

summary(w$wage)

   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  20.09   85.38  104.92  111.70  128.68  318.34 

KNN

library(caret)

knn_fit = knn3(wage ~ ., data = w, k = 5)

yhat_knn = predict(knn_fit, newdata = w)

sqrt(mean((w$wage - yhat_knn)^2))

[1] 119.2391

Challenge

Different algorithms have different syntax

We want a workflow that unifies (and eventually combines) across algorithms

{tidymodels} approach

Load package

library(tidymodels)

Algorithm = engine

linear_reg()

Linear Regression Model Specification (regression)

Computational engine: lm 

{tidymodels} approach

Load package

library(tidymodels)

Algorithm = engine

linear_reg() %>% set_engine("lm")

Linear Regression Model Specification (regression)

Computational engine: lm 

{tidymodels} approach

Load package

library(tidymodels)

Algorithm = engine

linear_reg() %>% set_engine("lm") %>% translate()

Linear Regression Model Specification (regression)

Computational engine: lm 

Model fit template:
stats::lm(formula = missing_arg(), data = missing_arg(), weights = missing_arg())

Apply

Set engine

lm_model = linear_reg()

Apply

Set engine

lm_model = linear_reg() %>% set_engine("lm")

Apply

Set engine

lm_model = linear_reg() %>% set_engine("lm")

Fit

lm_fit = lm_model %>% 
  fit(wage ~ ., data = w)

Check

lm_fit %>% extract_fit_engine()

Call:
stats::lm(formula = wage ~ ., data = data)

Coefficients:
                (Intercept)                     year2004  
                    61.4833                       3.2543  
                   year2005                     year2006  
                     3.4650                       7.7259  
                   year2007                     year2008  
                     5.5125                       6.5291  
                   year2009                          age  
                     8.4197                       0.2738  
           maritl2. Married             maritl3. Widowed  
                    17.1148                       1.8645  
          maritl4. Divorced           maritl5. Separated  
                     3.9414                      11.4331  
               race2. Black                 race3. Asian  
                    -5.1647                      -2.6757  
               race4. Other          education2. HS Grad  
                    -5.6466                       7.7342  
   education3. Some College     education4. College Grad  
                    18.2645                      31.2921  
education5. Advanced Degree       jobclass2. Information  
                    53.9480                       3.5059  
       health2. >=Very Good              health_ins2. No  
                     6.5778                     -17.4481  

Extract predictions

Tidy approach

w %>% 
  select(wage) %>% 
  bind_cols(predict(lm_fit, w))

          wage     .pred
1     75.04315  56.68985
2     70.47602  95.23687
3    130.98218 109.18456
4    154.68529 129.07244
5     75.04315  93.82073
6    127.11574 141.28922
7    169.52854 118.26155
8    111.72085  95.32170
9    118.88436 103.61922
10   128.68049 113.90889
11   117.14682 105.02952
12    81.28325  90.28437
13    89.49248  92.34979
14   134.70538 127.14696
15   134.70538 119.62192
16    90.48191 125.82492
17    82.67964  89.36071
18   212.84235 146.59858
19   129.15669 130.73669
20    98.59934  96.45693
21   200.54326 110.25521
22    50.40666  80.21216
23    85.38394 145.42420
24   160.64248 118.99105
25    94.07271  69.90042
26   277.60142 159.51197
27    84.04596 105.83246
28    65.11085  93.24987
29   116.26532  97.59880
30    70.47602  75.55927
31   195.67631 160.94423
32   101.40205 124.37607
33    81.28325 120.12615
34   111.72085  71.12199
35    89.88005 137.55723
36    87.98103 134.27118
37    87.98103 119.66871
38   103.90247 109.45295
39   105.92781 102.48039
40    66.22941  75.12093
41    34.60742 107.26544
42   109.83399 115.76469
43    45.28217  59.06379
44    73.77574  72.99271
45    81.28325  87.73636
46   154.68529 159.89169
47   267.90109 134.47136
48   176.98965 163.75011
49    66.22941  65.18435
50   116.26532  89.48530
51   200.54326 144.25442
52   101.82435 129.41074
53   272.29478 131.49654
54    35.03342  75.17532
55   114.47571 142.14927
56    81.28325  83.41471
57   200.54326 159.93333
58   148.41316 107.85031
59    99.68946 112.86742
60   111.72085 105.72582
61   152.83880 131.70721
62   117.14682 108.50445
63    77.73760 108.69090
64    87.98103 111.34357
65   125.52550 155.77318
66   123.33610 120.36346
67   158.29462 112.83021
68   200.54326 130.10518
69    99.68946 108.54883
70    70.47602  65.46169
71    94.07271 115.55182
72    81.28325  74.56143
73    81.28325  90.36663
74   100.76427 106.31956
75    94.07271  85.77472
76    99.68946 137.22978
77   268.26629 132.89720
78    81.28325  75.50708
79   113.56709  96.21850
80    87.98103  62.61240
81   128.68049 149.71090
82   106.72398 123.39775
83    66.04469 148.66149
84    51.52196  50.60690
85    85.38394  94.67278
86    76.89360 110.98730
87    90.48191  74.85270
88    68.07643  94.16582
89   130.98218 142.90600
90   127.90123 143.51538
91   131.22459 136.09769
92    99.68946 105.50581
93    76.89360  74.46080
94   107.90392 155.40466
95    81.28325  65.51928
96    99.68946 121.59248
97    98.59934 106.15658
98   200.54326 140.02162
99   156.50351 137.49212
100  144.94436 129.79920
101  118.88436 140.20565
102  121.43031 136.63426
103  111.72085 107.87878
104   68.74809  98.76713
105  114.47571 123.07912
106   95.23071 104.01082
107   87.98103  84.46696
108   64.27440  95.77517
109  128.68049 112.78035
110  114.47571 120.74998
111  112.64890 129.75654
112   81.28325 109.77716
113   75.89548 103.22382
114  112.13692 109.65606
115   85.38394  86.96240
116   94.07271  99.21402
117  114.47571 153.35033
118  176.98965 160.81466
119  276.77841 149.48044
120  101.82435 113.29810
121   91.69923  98.19414
122   86.69515  79.16816
123  162.94646 138.10488
124  139.21379 112.91889
125   95.23071 120.89009
126   66.96164  62.07984
127  131.19432 126.56171
128   90.48191  99.65685
129  114.47571 111.73492
130   79.12808 155.82700
131  104.59174  92.08862
132  132.48782 150.22412
133  141.77517 159.91661
134  123.08970 142.93214
135  134.70538 156.01484
136   55.76739  70.85750
137  106.92181 141.59071
138  118.88436 151.73985
139   87.98103 108.97406
140   88.92961  88.88482
141   81.28325  84.51000
142   94.07271  69.67052
143  106.92181 106.54728
144   59.09706  60.63028
145   65.11085  69.19918
146  120.58944 138.18101
147  157.70053 149.49695
148  129.45364 116.09946
149  176.98965 136.43918
150   59.09706  66.95684
151   94.07271 140.27792
152  134.70538 112.30871
153   81.28325 114.63329
154   81.28325  87.63423
155  153.45752 142.37975
156  136.87637 153.38253
157   75.04315  96.94526
158  130.22083 125.26068
159  104.92151  82.83308
160   49.55534 116.93743
161  123.90857 103.61912
162  123.08970 117.89431
163   78.15516 100.28319
164   73.77574 107.67262
165  138.29913 120.00632
166  127.11574 114.60386
167   68.74809  95.09599
168   84.39111 108.76011
169   85.38394 108.65573
170  128.68049 125.13112
171   70.47602 120.32257
172   76.89360 102.16455
173  148.41316 106.01729
174  148.41316 117.64751
175  175.96088 125.55110
176   98.59934  86.78781
177  145.14360 114.11939
178   99.68946 127.38317
179  141.08887 110.10695
180  123.08970 137.33722
181  129.45364 113.50550
182  111.72085 127.32608
183  103.90247 111.31494
184  118.88436 105.14122
185  151.59148 108.40701
186  101.82435  90.84873
187   99.68946  94.02353
188   99.68946 147.07859
189   99.68946  78.29083
190   94.07271  97.36428
191  152.21681 115.99853
192  104.92151 131.65340
193   65.11085  89.24560
194   95.23071  90.68945
195  173.87949 161.90995
196  193.41107 157.95753
197  114.47571  88.55665
198  160.64248 105.76639
199   89.49248  96.63605
200  120.58944 117.64751
201   73.77574  79.77491
202  127.11574 116.18990
203  118.88436 128.08933
204   34.60742  68.32374
205  114.47571 114.69709
206   85.38394 100.54088
207  318.34243 160.22830
208  141.77517 115.33150
209  130.98218 139.65895
210   73.77574  50.74663
211  130.98218 136.92074
212   75.04315 110.76729
213  154.99026 152.16483
214  104.92151 107.34773
215   73.11831 138.87864
216  123.08970 149.80294
217  157.70053 137.72954
218   81.28325 129.27896
219  107.25606 131.94710
220   78.98167  97.78660
221   73.77574  84.55274
222   94.07271  96.46366
223   99.68946 110.65041
224  176.98965 120.05808
225   73.77574  65.96919
226   99.68946 119.54200
227   94.07271  84.41646
228   95.23071 108.18193
229  127.11574 111.78599
230   99.68946 109.47311
231   95.68881 109.88694
232  109.83399 111.58876
233  118.88436 125.67876
234  176.98965 161.28572
235   61.18753 108.57200
236   81.28325 110.63964
237  256.40065 117.55428
238   81.28325 112.62417
239   81.28325 100.96906
240   55.76739 100.90957
241   75.35568  97.63214
242  130.98218 120.81252
243   43.73511  78.50282
244  114.47571 108.84544
245  114.47571 136.09928
246   81.28325  69.88370
247   68.57217  86.59716
248  109.83399 126.59257
249   97.49329  98.74425
250   62.39835  83.64550
251   97.49329  88.60533
252  134.70538 127.54169
253   61.18753  71.80287
254  118.88436 111.04419
255   65.11085 113.68654
256  109.83399 121.15337
257  104.92151  93.11044
258   73.77574 138.60482
259  141.77517 138.33100
260   90.48191  89.55862
261   73.77574  82.67081
262  134.70538 149.86548
263  109.83399  92.42954
264   91.69923 107.37993
265   95.23071 102.60996
266  156.50351 161.72848
267  104.92151 138.62975
268   99.68946 131.35103
269   54.59815 109.38741
270   32.36641 131.47428
271  118.88436 100.80864
272  109.83399 111.56599
273  109.83399 129.61135
274  118.88436 122.73314
275  110.78265 107.00614
276   93.55727  89.71748
277  109.83399 111.71832
278  118.88436 128.73608
279  118.88436 109.00339
280   52.15617  84.92895
281   43.73511  74.90149
282  117.14682  95.42657
283  118.88436 148.38515
284  148.41316 111.73492
285  101.82435 108.60192
286   94.07271  94.97718
287   86.69515  97.52066
288  141.77517 153.76173
289   66.96164 132.52868
290  118.88436 158.03773
291  105.76764  87.47243
292  118.88436  86.19161
293  176.98965 150.30442
294   65.11085 109.28549
295   85.38394 125.40494
296   72.15046  86.10938
297   89.24288  99.21531
298   65.11085  88.60495
299  145.80516 127.32608
300   87.98103 104.72199
301   41.09980 133.99774
302   68.39565  85.32515
303   81.28325  90.05829
304   73.77574  85.89505
305  130.98218  94.70279
306  148.41316 133.29846
307   81.22675 104.72046
308   63.18886 139.59253
309   94.07271 102.92367
310   92.65813 111.80271
311   76.89360  85.33359
312  118.88436 104.16676
313   79.85490  88.25668
314   86.69515 112.47371
315  133.97150 136.98682
316  125.52550 136.71300
317   92.89584  82.50666
318   72.15046  89.77329
319  118.88436  83.17501
320   70.47602  92.88397
321  127.11574  89.94288
322  114.47571 122.77915
323   87.98103 111.03273
324   54.59815  88.53194
325   84.04596  88.62219
326   85.38394 105.78151
327  141.77517 150.90695
328  110.78265  97.05683
329   79.85490 111.74382
330   97.49329 114.39338
331  171.76513  72.55424
332  137.48125 114.86603
333   75.35568 102.07797
334   73.77574  92.40187
335  148.41316 136.16536
336   95.23071 147.33855
337   87.98103 108.41708
338  109.83399 102.71404
339   81.28325  95.82725
340  118.88436 105.68493
341  127.11574 153.81883
342   85.38394 136.41462
343   81.28325 112.53045
344  118.88436  97.46118
345  163.51586 160.46426
346  104.92151 123.94097
347   99.68946 108.61742
348  281.74597 159.91661
349  138.29913 128.56486
350  176.98965 139.04657
351  136.87637 131.16285
352  186.87668 139.89397
353   90.48191  61.53220
354   85.38394  93.18546
355  145.14360 100.41516
356  120.58944 138.49244
357  101.82435 138.56208
358  108.87453 111.71234
359   38.60591 128.14871
360   92.89584 121.49486
361  126.32388 144.71855
362  191.57368 154.40408
363  155.90051 134.23475
364   87.98103 105.29229
365   59.09706  80.42085
366   73.77574  93.44490
367   90.48191  97.29306
368  118.88436 142.11068
369  151.59148 128.23550
370  272.29478 139.71642
371   97.49329  77.06774
372   68.11199  82.90119
373  127.11574 108.15865
374  272.29478 135.00240
375  111.72085 127.63999
376  127.11574 102.72999
377   87.98103 108.47522
378  114.47571 142.63218
379   69.79153  81.96227
380   94.07271 108.21246
381  127.27335 110.07540
382  160.64248 113.40399
383  171.76513 121.82249
384  141.77517 124.52800
385  115.37504 111.26579
386   72.15046  53.58737
387   73.77574  78.94837
388  127.11574 110.21126
389   20.93438  83.52402
390   79.85490 112.85635
391  102.87025  93.67005
392  115.37504  92.83134
393   97.49329  93.61796
394  104.92151 101.82519
395  115.37504 129.95296
396   93.48669  93.57022
397  123.08970 118.13593
398  118.88436 135.61544
399   96.37065 118.44671
400   84.04596  90.00236
401  127.11574 113.72551
402   95.23071  83.86435
403   81.28325 116.00458
404  102.87025 117.97899
405  111.72085 152.72354
406   94.07271 119.49636
407  127.11574 130.68381
408  104.92151 122.82785
409   68.11199  61.99747
410  128.68049 101.94614
411  143.92736 117.13142
412  103.90247 115.24078
413   91.69923 106.05345
414   95.23071 118.18408
415  138.29913 146.32476
416  118.55678 135.48689
417   94.07271 115.02078
418  114.47571 135.02168
419  150.01329 118.43523
420   97.49329 105.01120
421   90.48191  95.82319
422   81.28325  98.58818
423  130.98218  99.70941
424  150.96278 127.10935
425  130.98218 113.92706
426  145.14360 111.76107
427   90.48191 108.66304
428  113.56709 110.49655
429   87.98103 105.62506
430  157.70053 141.04793
431  109.83399 117.83283
432   84.04596  97.06434
433  160.64364 118.39802
434   47.90557  87.81392
435   59.09706  63.82352
436   81.28325 107.50827
437   87.98103 108.76791
438   87.98103  84.89925
439  143.80856 140.14185
440  110.78265 102.95540
441  118.88436 124.91023
442  120.58944  99.93067
443  272.29478 132.04419
444  105.37589 158.57028
445   69.01088  95.44148
446   87.98103 150.00193
447   89.24288 126.14982
448  171.76513 148.44256
449  133.23235 123.03359
450  200.54326 155.67848
451   92.89584 119.56491
452  148.41316 127.72466
453  119.74256 115.56842
454   82.67964 111.01834
455  105.92781 118.23213
456  267.90109 114.74695
457  104.92151  76.52010
458  127.11574 109.87190
459  157.70053 112.03489
460  148.41316 113.23569
461   65.11085  96.08841
462  104.92151 134.77133
463   78.39247 134.33392
464  139.21379 115.32074
465  112.64890 120.65113
466   79.85490 125.75784
467   65.11085  68.97214
468  111.72085 117.07761
469  104.92151  88.00387
470  176.98965 120.60573
471   99.68946 108.79068
472  104.92151  99.42491
473   70.81504  92.56300
474   94.07271  97.00457
475  127.11574 124.84135
476   97.49329  69.33000
477  109.83399 146.88618
478   75.19963  92.77153
479   65.11085  67.58220
480  146.46284 109.73220
481   81.28325  99.72209
482  127.11574  94.41445
483   73.77574  81.86570
484   65.11085  80.39797
485   99.68946 102.18235
486   79.85490  86.33321
487   73.77574  76.97760
488   87.98103 150.29677
489  118.88436 102.52016
490  284.52474 159.36897
491  118.88436 105.26903
492  106.92181 122.52247
493  100.01349 161.88717
494  108.87453 119.08505
495  114.47571 131.65340
496  115.37504 150.84441
497  130.98218  86.71864
498   79.85490 101.29773
499  106.92181 109.20337
500   22.96240  80.47975
501  115.18246 121.73256
502  103.90247 118.62583
503  184.46946 129.33753
504  314.32934 100.23661
505   99.68946 113.23806
506  128.68049 109.98347
507   87.98103  92.61794
508   54.59815  88.33151
509   99.68946 101.90853
510  118.88436 106.24241
511   92.16112 107.14873
512  127.11574 107.19684
513   41.70499  58.79603
514  109.83399 143.03365
515   82.67964 139.45133
516  277.79948 164.04670
517   99.68946  88.04392
518  176.98965 157.94880
519   84.04596  64.76628
520  163.51586 143.76993
521   81.28325 156.32083
522  130.98218 131.80192
523  127.11574  80.35359
524   72.15046  78.73516
525  104.92151  83.84288
526  186.87668 154.65689
527  176.98965 134.48632
528  139.70307  82.06368
529   73.77574  98.65423
530   66.22941  76.84435
531   81.28325  57.45848
532  104.92151 130.12744
533  109.83399 131.17945
534  154.68529 126.87314
535  106.92181 104.04674
536  277.79948 161.03467
537   87.98103  90.86251
538   90.48191  95.79735
539  106.92181 111.17068
540   56.90554 109.61312
541   81.28325  88.02247
542  107.90392  97.99790
543  196.12527 167.05873
544   91.69923  91.27477
545  200.54326 151.39718
546   32.36641 118.40730
547  104.92151 111.71119
548  100.76427  82.55022
549   85.38394 110.71683
550   82.67964 105.96348
551   97.49329 113.33249
552  121.01083 156.32083
553  133.97150 139.34027
554  148.41316 118.22670
555  104.92151 120.88855
556   81.28325  80.20948
557   90.48191 106.19865
558  106.92181 119.92852
559  114.47571 101.58140
560   53.39535  85.54024
561   87.98103  77.48228
562   66.22941  74.43378
563   96.37065 129.70615
564  272.40323 164.86816
565   97.15828  95.80113
566  200.54326 157.65838
567  123.08970 127.10935
568   99.68946 127.85777
569   94.07271  85.63029
570   81.28325 126.87314
571  154.68529 114.87861
572  109.83399  89.39524
573  123.08970 105.91085
574   73.77574 145.56311
575  107.90392 101.47815
576   73.77574  80.68785
577   87.98103  86.73468
578   27.14058  83.30197
579   94.07271 121.51763
580  102.45356 113.27538
581  272.29478 152.17590
582   94.07271 114.62286
583   81.28325  73.66338
584   87.98103 108.23831
585  109.83399 107.20191
586   80.43021  84.72316
587  148.41316  94.61546
588  148.41316 106.73232
589   81.28325 109.04173
590  118.88436 124.42988
591   80.48744  99.91355
592   91.69923 104.94222
593  109.35563 131.99037
594  104.92151 121.61699
595   65.11085  63.54143
596   76.89360 109.39819
597   99.68946 111.61739
598   99.68946  77.83870
599  157.70053 163.64523
600   49.55534  57.38366
601   90.48191 105.07741
602  111.72085 120.41727
603  148.41316 111.48725
604  133.23235 114.78628
605  134.70538 105.83246
606  118.88436 108.69403
607   87.98103  95.00564
608  109.83399 124.94965
609  130.98218 124.79743
610   89.24288 105.77135
611  102.87025 101.76759
612   76.89360  88.28606
613  149.69504 135.86581
614  102.87025 136.16308
615   90.48191 115.53144
616   69.92913  64.97164
617  106.92181 109.06450
618   87.98103 112.47316
619  109.83399 104.76968
620  151.59148 109.87956
621  148.41316 155.51055
622   66.96164  75.42482
623  103.90247  95.48090
624   99.68946 104.40282
625  134.70538 107.80149
626   43.73511  70.34655
627  116.70715 110.01973
628  141.77517 135.95217
629  144.47809 113.15510
630  134.70538 134.59902
631  118.88436 101.23991
632  189.24416 141.91572
633  160.64248 156.77376
634   96.03166 121.01775
635  111.06519 110.68465
636  148.41316 122.01758
637   99.68946 127.47805
638   81.28325 101.22371
639  118.88436  85.00804
640  127.11574  97.21891
641  104.92151 117.91026
642  112.64890 105.09606
643  281.74597 119.70002
644  114.47752 114.19931
645  111.72085 100.84004
646  134.70538  86.14094
647   75.35568  85.55808
648  119.74085  99.99323
649  118.88436 105.95269
650   27.14058  55.81555
651  182.02062 162.54994
652   65.11085  85.62428
653  141.77517 151.96975
654  114.47571 126.99405
655  135.59806 144.08649
656  117.14682 104.67664
657   99.68946  67.39193
658  277.79948 159.46029
659   94.07271 109.84432
660   94.07271 105.74747
661   96.37065 116.76437
662   75.35568  96.40208
663  104.92151 168.15401
664   95.23071 103.61491
665   54.59815 101.53033
666   89.24288 129.18462
667  145.14360 140.74158
668   96.86670  95.11394
669  130.98218 100.78369
670   84.04596 114.87556
671  148.15505  92.20073
672   49.55534 114.71929
673  141.77517 120.38572
674  115.37504 124.71304
675   65.11085  78.77321
676   85.38394  87.87947
677  101.82435 107.32007
678   95.23071 118.10481
679   99.68946 132.29575
680  147.11669 123.86720
681  140.39820 137.83691
682  109.83399 112.99667
683  127.11574 118.10920
684  115.37504  96.35387
685   59.09706  86.44482
686   76.89360  95.54645
687  141.77517 143.45364
688   70.90959 104.68435
689  200.54326 138.65214
690   97.49329 115.91608
691   99.68946 104.44059
692  186.87668 108.58310
693   81.28325  96.95019
694  160.64248 120.04875
695   63.96669  54.48431
696   87.98103 100.79545
697   73.77574  71.88964
698  145.14360 126.09875
699  141.77517 138.83181
700   76.89360  68.38378
701  123.90857  97.82604
702  118.88436 134.23475
703  279.19750 162.57609
704   54.59815  77.00007
705  154.68529 120.92229
706  180.03020 134.06595
707  118.88436 138.92634
708   87.98103 104.26949
709   91.69923  87.06553
710   59.09706  82.20929
711  123.90857 135.04515
712  109.83399 111.90957
713   94.07271  88.15329
714  117.14682  89.87973
715   65.11085  74.32738
716   97.49329  87.68310
717  118.01975  92.21550
718  141.77517 131.98103
719  116.17670  97.22458
720   75.35568 102.20562
721   95.23071 122.40341
722  111.72085 137.37314
723  103.90247 124.15433
724  147.11669 133.68711
725   87.98103 103.83240
726  118.88436  75.99855
727  100.76427 118.09826
728  120.58944 135.31897
729  193.86688 121.15337
730  118.88436 112.03489
731  267.90109 165.01433
732  174.40288 127.39583
733  133.97150 160.12277
734  154.68529  91.73092
735  154.68529 131.27444
736  118.88436 118.39802
737   95.23071  92.13345
738  109.83399  85.06594
739  111.72085  76.16526
740  134.70538 128.41697
741   85.90104  83.84058
742  118.88436  76.32285
743   87.98103 101.89746
744   92.89584  88.91526
745  109.83399 129.28981
746  124.72045 161.48080
747  127.90123 100.50987
748   97.49329  77.03163
749  198.35029 155.31547
750   92.89584 120.32257
751   94.07271  95.23687
752  148.41316  96.43969
753   79.85490 138.87864
754  118.88436 108.11171
755   87.98103 128.77307
756   94.07271 108.07436
757  150.07048 124.03583
758  176.98965 123.76035
759   73.77574 111.30655
760  125.12382 138.14465
761  277.79948 122.63299
762  107.90392 129.00990
763   60.73978  95.22753
764   92.03632 136.18813
765  109.83399 125.26068
766   66.96164 119.13405
767  114.47571 124.10225
768  170.69513 121.75204
769  130.98218 103.20602
770  127.11574 107.92152
771  117.14682 132.93039
772  123.08970  67.22388
773  120.58944 113.31324
774  130.98218 139.27629
775   81.28325 109.49330
776   36.67370 111.84678
777  104.92151 138.10505
778   74.41296  99.35601
779  129.06782 128.78989
780   84.10001  75.47920
781  185.91866 154.92017
782  105.92781 118.82660
783  163.51586 162.02844
784   63.18886  75.44914
785  134.70538 120.88288
786  120.92670 135.05622
787   94.07271 100.39746
788  132.48782 151.38599
789  133.23235 132.29575
790  145.14360 131.24753
791  118.88436 153.68127
792  150.33065 142.69124
793  278.96447 155.52162
794   98.26923  94.57578
795   99.68946 121.16237
796   94.07271  85.58502
797  176.98965  89.74191
798  166.32494 134.20627
799   94.07271 113.44039
800  139.70307 139.72503
801   78.39247  88.05163
802  141.77586 154.30937
803  116.26532 112.68404
804  148.41316 126.60805
805   87.98103  91.37965
806   90.48191  88.30930
807  141.77517 117.31054
808   63.09272  79.56318
809   65.11085 117.04900
810  151.59148 111.91734
811  123.08970 129.00990
812  118.88436 127.72466
813   79.85490  92.49165
814  104.00496  85.86712
815   55.53610 115.20532
816   99.68946 158.54751
817   99.68946  99.99323
818  193.45261 139.99885
819  102.87025  81.72852
820  164.64699 138.10488
821   69.61904  69.66639
822   99.68946 100.52163
823  114.47571 111.89508
824   99.68946  98.00882
825   95.23071  95.66158
826   82.67964  89.73009
827  116.94308 157.59523
828   54.59815  62.58511
829  138.29913 160.90702
830  130.98218 114.79803
831  281.74597 162.65482
832  163.51586 155.77318
833  179.21486 156.70735
834  126.32388 127.51892
835   70.47602  77.81047
836  118.01975 140.43555
837   71.31964  87.61366
838  114.47571 101.05478
839  138.29913 134.52243
840   54.59815  67.05556
841   94.07271 136.91915
842   80.43021  71.57803
843   89.24288 121.15337
844  117.14682 104.84327
845  127.11574 139.95303
846   81.28325  78.64844
847   52.40706  58.34105
848   99.68946 107.10174
849   63.18886  71.31237
850  196.12527 120.31476
851  101.82435 112.37570
852  107.90392 106.22912
853   51.23965 100.25705
854   99.68946 117.92133
855   63.18886 138.49892
856  148.41316 133.63532
857   99.68946 117.40762
858  130.98218 153.02892
859  101.82435  91.74713
860   99.68946 141.18165
861   79.85490  66.12998
862  160.64248 158.75431
863  134.70538 112.20282
864  160.64248 137.53446
865   91.69923 112.95881
866   75.35568  86.94686
867  136.15771 134.39161
868  134.70538 105.17212
869   81.98532 123.06951
870  176.98965 126.66186
871  118.88608 109.10160
872  121.26275 120.81640
873   94.07271  97.02501
874   99.68946  79.23252
875  123.90857 136.68213
876  118.88436 116.38988
877   82.67964 128.98993
878   81.28325 104.73718
879  104.92151  92.50711
880   99.68946  94.99577
881  136.15771 136.73577
882   81.28325  77.36433
883   68.50869  86.16826
884   81.28325 107.97020
885  114.47571 109.29668
886  118.01975  85.59330
887   99.68946 109.67201
888  118.88436 107.20157
889  118.88436 116.88859
890  123.08970 116.79773
891  109.83399 107.20251
892  102.87025 118.07819
893  163.51586 136.58218
894  117.14682 141.54215
895   92.30006  83.42461
896  100.01349 142.69692
897   55.06973  78.08474
898  101.82435  90.68945
899  148.41316 118.19515
900  115.37504  85.31948
901   73.77574  69.91859
902  267.90109 163.09758
903  129.45364  95.65591
904   96.37065 103.75310
905   87.98103 155.62079
906  104.92151 120.71126
907  130.98218 120.16362
908  190.54768 155.80417
909  118.01975  90.95500
910   79.85490  93.15779
911   72.47932  95.01678
912  148.41316 156.28927
913   74.44464 118.44671
914  118.88436 112.65403
915  128.68049 103.58906
916   87.98103 113.18727
917  267.90109 160.08555
918  104.92151  87.75231
919   92.89584  93.44874
920   70.47602  75.12686
921  200.54326 158.41669
922  102.87025 115.55182
923  102.87025 114.84615
924   65.11085  77.04327
925  109.83399 118.05895
926  127.11574 152.38657
927   94.07271 109.04054
928   67.86252  85.37761
929  125.52550 134.49751
930  165.20877 124.58347
931   81.28325  87.49471
932  112.64890  99.21060
933   76.89360 119.62192
934   75.04315  97.83277
935  128.68049 127.14696
936   59.09706  91.03582
937   63.77339  68.97862
938   84.04596 104.08289
939   93.93718 103.31524
940   82.67964 109.47335
941  118.88436 135.38371
942   81.28325 111.00240
943   66.96164  81.51604
944  166.32494 139.67396
945   99.68946 122.96755
946  141.77517 157.40383
947  143.13494 125.23022
948   35.03342 109.33930
949  109.83399 134.18094
950  111.01441  92.34412
951  132.48782 138.98015
952  148.41316 147.07805
953   73.77574  86.06449
954  143.69971  97.68016
955   99.68946 109.92306
956  272.29478 139.10972
957  200.54326 111.07362
958   85.38659  89.71748
959  109.83399 106.76513
960   61.05242  92.40727
961  118.88436  95.94488
962  145.80516 122.11909
963  112.64890  84.61726
964  106.92181 101.45133
965  106.92181 125.87599
966  127.11574 132.59963
967   87.98103 100.01506
968  144.47809 161.20698
969  160.40970 154.49668
970   87.98103 136.17749
971   65.11085  58.05895
972  176.98965 139.51595
973   54.59815  95.35442
974  109.83399 123.94604
975   81.69842  82.01929
976  114.47571 115.08055
977  142.63447 131.52810
978  160.64248 160.19044
979   94.07271 123.21437
980   54.59815  67.51995
981   73.77574 101.60515
982  160.64248 157.38456
983  148.41316 159.02813
984   87.98231  84.11440
985  101.82435 103.24042
986  111.72085 118.92811
987  106.92181 116.89372
988  126.32388  85.41458
989  109.83399  71.87222
990   92.89584 104.21472
991   54.59815 113.75086
992   96.37065  78.30659
993  114.47571 108.74904
994   94.07271 102.85830
995   95.23071 105.20043
996  139.00341 128.61420
997   81.28325  99.03224
998   94.07271  98.36031
999   87.98103 117.85039
1000 138.29913 153.36261
1001  89.49248  88.91526
1002  92.89584  99.99834
1003  54.59815  68.44693
1004  94.07271 138.00509
1005  68.74809 105.07741
1006  92.89584  91.63753
1007 114.47571 159.93939
1008 109.83399 111.65517
1009 109.83399 138.90357
1010  77.04520  79.50800
1011  94.07271  91.56354
1012 101.82435 116.38988
1013 118.88436 119.92852
1014 133.23235  95.48697
1015 157.10350 144.00128
1016 281.74597 155.52942
1017 182.02062 162.03951
1018 119.09923 120.41629
1019  71.68674  92.27732
1020  85.38394 104.58964
1021  72.15046  71.82322
1022 138.29913 132.89720
1023 101.82435 118.35770
1024 109.83399  90.65840
1025  87.98103 100.03127
1026 115.37504 107.01337
1027 191.57368 156.94245
1028  86.69515 119.61528
1029  75.85224 107.39880
1030 166.32494 112.03489
1031  56.90554 110.27441
1032  99.68946  91.98257
1033  92.89584  93.31917
1034  99.68946 109.12437
1035  92.89584 112.80755
1036 101.82435 117.08274
1037 145.14360 118.81046
1038  76.89360  85.74954
1039  90.48191 119.25322
1040 127.11574 113.50078
1041  82.67964  84.38879
1042  99.68946 107.69162
1043  64.15923  88.15329
1044  89.49248  94.87500
1045  87.98103  92.14966
1046 127.11574 113.18369
1047  66.96164  76.49004
1048 148.41316 123.28079
1049 123.08970 100.02939
1050 133.23235 118.68963
1051 118.88436 154.22892
1052 120.16612 150.87327
1053 115.37504 111.01834
1054 112.64890 163.22524
1055 118.88436 115.38773
1056 148.41316 133.35014
1057  61.18753 103.00987
1058  95.68881 101.92612
1059  89.24288 116.41602
1060 127.90123 102.82020
1061 128.68049 137.25771
1062 109.83399 132.13463
1063 114.47571 113.40399
1064  76.12970  85.96578
1065 123.08970  96.57618
1066  99.68946 103.01094
1067 102.87025 133.63330
1068  96.37065 119.55319
1069 117.14682 106.32767
1070  90.48191 105.14202
1071 104.92151 103.29970
1072  73.77574  98.13107
1073 107.90392 101.10523
1074  99.68946  85.47572
1075  60.15412 107.58555
1076 123.08970 108.43247
1077  81.28325  98.13597
1078 143.13494 113.36125
1079  69.09818  83.32628
1080  78.98167 107.93864
1081 128.68049 116.55288
1082  54.59815  93.80694
1083 134.70538 102.60527
1084 104.92151  71.12199
1085 277.60142 158.47923
1086  78.21458  74.39845
1087  82.67964  92.80527
1088 117.14682 112.59571
1089 118.88436 114.81474
1090 109.83399  72.00660
1091  59.09706  91.08358
1092 116.26532 107.05403
1093  61.18753  74.69694
1094 114.47571 108.78395
1095  78.39247  98.04548
1096 122.26367 118.03281
1097 148.41316 159.29196
1098  54.59815  82.09462
1099  66.04469  84.60561
1100 126.95789 130.98046
1101  81.28325 115.14370
1102 127.90123 116.76289
1103  87.98103  73.71720
1104 123.08970 107.87549
1105 104.92151  90.85945
1106  87.98103 107.51008
1107 131.73780 106.02190
1108  73.77574  72.58481
1109 104.92151 109.33930
1110  91.60262  95.61604
1111 123.08970 155.22078
1112 131.65270  87.42110
1113 309.57177 137.38602
1114  70.66105  80.75407
1115  84.85204  93.84404
1116 102.87025 112.31978
1117 103.90247 103.28476
1118  94.07271  88.05508
1119 128.68049 129.88517
1120 106.32686 106.46573
1121  99.25529  75.57789
1122 133.23235 105.80969
1123  78.39247  85.59330
1124 130.98218 116.03614
1125 109.83399 165.39303
1126  96.37065  90.15355
1127 109.83399 100.75009
1128 281.74597 160.73808
1129  94.07271  99.02939
1130 200.54326 119.02562
1131  87.98103 102.67763
1132  87.98103  76.76404
1133  97.49329  75.50312
1134 107.90392  96.50351
1135  95.68881  91.44219
1136 109.83399  97.71274
1137  87.38745 114.27315
1138  88.83157 137.19297
1139 166.32494 164.21901
1140  94.69570 109.25394
1141 122.26367 109.67201
1142 132.48782 117.97836
1143  96.37065 151.93969
1144  89.24288  92.22389
1145  81.28325  88.00738
1146  73.77574 167.33255
1147 109.83399  71.56719
1148 100.09966  75.34704
1149 134.26568 133.11245
1150  91.69923 104.86002
1151 109.54730 117.51101
1152  70.47602  92.11119
1153 144.20474 139.17739
1154  99.68946  99.09569
1155  94.07271 106.99110
1156  87.98103  77.70303
1157  94.07271  90.21304
1158  81.28325 101.36088
1159 115.37504 115.42225
1160 107.90392 143.64603
1161 101.40205  91.43106
1162 144.47942 114.37939
1163 145.14360 134.51016
1164 163.51586 136.97821
1165  81.28325  91.34256
1166  40.40567  55.98861
1167  97.49329 125.45632
1168 117.14682 106.48091
1169 118.88436 132.59183
1170  84.04596  75.46218
1171  88.81647 103.81421
1172  86.69515  89.44707
1173  75.35568  83.96236
1174  98.59934 109.19079
1175  87.98103 137.77217
1176 109.64297  99.51181
1177  79.85490  98.90017
1178 166.32494 106.73387
1179 139.00341 130.40493
1180 145.14360 153.04389
1181  85.38394  88.33151
1182  99.69163  94.85453
1183 130.98218 117.62525
1184  68.74809  63.68154
1185 139.70307 107.45867
1186 176.98965 158.68642
1187  76.89360  89.69133
1188 134.70538 159.66557
1189  99.68946 109.97833
1190 148.41316 141.66455
1191  79.85490  92.02142
1192 128.68049 128.14315
1193 180.77995 134.32519
1194  94.07271  99.71188
1195  89.49248 100.26706
1196 130.22083 124.01306
1197  77.49768  86.00501
1198 148.41316 111.31494
1199 185.28332 135.82387
1200 128.68049 114.60386
1201 147.11669 119.57525
1202 106.92181  96.85367
1203 115.37504 132.25405
1204  91.69923 129.45844
1205 148.41316 131.83198
1206 111.72085 144.17090
1207 126.32388 117.40194
1208  65.11085  67.07782
1209 107.90392 102.76154
1210  54.59815 112.99036
1211 134.70538 132.56957
1212  72.47932 115.15481
1213 130.98218 135.08679
1214  91.69923  87.81245
1215 154.68529 137.28341
1216 114.47571 109.01167
1217  87.98103  96.94544
1218  80.57320 105.11528
1219  94.07271 105.77963
1220 141.77517 120.08936
1221 145.14360 142.18942
1222  94.07271 103.40058
1223 127.11574 114.05315
1224 113.56709 105.92482
1225 101.59554 106.54122
1226 134.70538 131.47428
1227 127.11574 156.03205
1228  87.98103 118.52664
1229  78.39247  76.66310
1230 318.34243 109.35947
1231  82.67964 115.42225
1232  97.49329  94.19531
1233  87.85355  82.75433
1234 184.16714 162.12995
1235 109.83399  84.24672
1236  95.23071 118.41516
1237  59.09706 155.39860
1238 118.88436 129.15631
1239 130.98218 148.12240
1240 134.70538 139.37247
1241  87.98103  84.06232
1242  67.36898 109.92824
1243  83.32134 107.08154
1244 118.88436 142.72306
1245 105.92781  76.18734
1246  85.38394 107.91638
1247  73.77574 124.42733
1248 139.00341 133.84397
1249 123.08970 107.57950
1250  55.99743  66.53018
1251 141.77517 129.30598
1252 154.07300 130.67194
1253 118.88436  92.55790
1254 114.47571 127.11541
1255 120.92670 121.36404
1256  97.49329 140.00410
1257 141.77517 114.45653
1258  75.04315  87.33865
1259  89.49248 110.06606
1260 198.35029 162.54994
1261  65.26144 114.05476
1262 107.90392 102.14769
1263  81.28325  90.64626
1264  76.89360 111.16322
1265  76.89360 106.82028
1266 140.39820 159.09515
1267 104.92151 107.66482
1268  81.28325  85.28426
1269 140.39820 101.23152
1270  79.85490  67.83942
1271  79.85490  86.80240
1272 268.26629 111.37512
1273 124.72045 150.83835
1274 148.41316 134.98528
1275 118.88436 135.96775
1276 176.98965 159.02748
1277 109.83399 106.05345
1278 127.11574 137.24970
1279 110.78265 108.39801
1280  91.69923 113.75086
1281 104.92151  93.99825
1282 272.29478 132.26339
1283 268.26629 130.92664
1284 163.51586 157.99987
1285 104.92151 139.42628
1286 123.08970 114.26782
1287 118.88436 114.61322
1288 148.41316 149.01246
1289 175.44355 133.67604
1290  96.37065  86.04623
1291  96.93409  90.22237
1292  99.68946 113.50645
1293  99.68946 108.74904
1294 311.93457 103.49829
1295 109.83399 137.40364
1296  87.98103 112.67764
1297 138.29913 124.64496
1298  47.93367  90.31616
1299 104.92151 128.51509
1300  99.68946 121.73768
1301 133.23235 113.36190
1302 115.37504 115.44853
1303 120.92670  87.87456
1304 148.41316 120.59967
1305 120.58944 125.67876
1306 144.47809 139.07250
1307  90.48191  78.68118
1308 148.41316 144.58032
1309 123.08970 120.04094
1310 268.26629 135.58160
1311  78.39247  98.75118
1312 107.90392 130.27990
1313 148.41316 148.40167
1314  89.24288  90.87975
1315 130.98218 114.30420
1316  87.98103 115.81457
1317  70.47602 113.75234
1318 108.68131 104.09909
1319  80.57320 135.78665
1320  65.11085  54.15668
1321  65.11085 117.40194
1322 118.88436  96.16368
1323  73.77574  92.28337
1324  54.59815  68.10996
1325  66.22941  91.67625
1326 272.29478 100.74703
1327 134.70538 156.32083
1328  46.76327 113.44091
1329  76.89360  81.27165
1330  81.28325  68.00112
1331  99.68946  99.05929
1332 166.32494 133.20726
1333  94.07271  69.75288
1334 114.47571 115.69702
1335  87.98103 120.58858
1336 118.88436 130.10518
1337 161.91495 136.63426
1338  73.77574  74.90149
1339  99.68946  80.92753
1340 103.90247 112.26519
1341 108.87453 136.24194
1342 107.90392  90.85349
1343 141.77517 154.13026
1344 160.64248 116.43118
1345 112.18612 104.42027
1346 169.07354 121.38392
1347  96.37065 122.03645
1348  81.28325  86.58782
1349  54.59815  49.23779
1350 107.90392 113.47246
1351 136.87637 158.54751
1352  65.11085 105.61730
1353 179.52809 110.53970
1354  66.22941  88.64144
1355 104.92151  95.85491
1356 176.98965 156.81979
1357 114.47571  87.37411
1358  76.89360  76.45243
1359  94.07271  92.07029
1360 127.11574 105.77963
1361  94.07271  74.56143
1362 103.90247 114.57233
1363  99.68946 137.80828
1364  87.98103 113.22818
1365 136.15771 105.96203
1366  94.07271  90.15355
1367  87.98103  96.60502
1368  97.49329  67.85602
1369  43.73511  75.92196
1370 117.14682 116.76618
1371 127.11574 132.84339
1372 272.29478 138.83590
1373 109.83399 107.09492
1374  66.96164  83.13484
1375 127.90123 110.64632
1376 118.88436 113.40399
1377  74.43830 163.64523
1378 143.13494 119.12232
1379  87.98103 100.75009
1380 128.68049 139.64629
1381 121.43031 123.07012
1382  98.59934 110.57977
1383 117.14682 115.15783
1384 109.83399 108.31537
1385  99.68946 120.96509
1386 160.64248 127.32875
1387 118.88436 161.21805
1388 163.51586 136.16536
1389 110.78265  81.26559
1390  87.98103 120.71126
1391  54.59815  90.96866
1392 127.03685  98.98108
1393 123.08970 127.32936
1394  73.77574  91.59966
1395  99.68946 117.07155
1396  94.07271 100.66608
1397  87.98103 109.16506
1398 118.88436  86.41476
1399  65.11085  88.54324
1400 141.77517 116.14220
1401 134.70538  96.73748
1402  76.89360  69.80496
1403 101.40205  95.50974
1404  99.68946 117.59435
1405  95.23071  89.02616
1406  73.77574  97.50502
1407 123.08970 117.83283
1408  99.68946  93.17108
1409 118.88436 135.07007
1410 127.11574 117.92133
1411 145.14360 132.22093
1412 118.88436 109.78445
1413 128.68049  88.57377
1414  92.89584  95.67351
1415  68.74809  60.41670
1416  99.68946 153.55106
1417 109.83399 120.45339
1418  43.73511  69.33606
1419 189.24416 138.52486
1420  32.36641  96.69132
1421 154.68529 154.70016
1422 114.47571 132.19665
1423 148.41316 107.07391
1424 101.82435 106.94627
1425 123.08970 117.49113
1426 118.88436 105.13728
1427  75.04315  81.41860
1428 160.64248 131.92117
1429 104.92151 135.82387
1430  81.28325  83.63531
1431  99.68946 117.37150
1432 104.92151 126.29334
1433  95.23071  98.64595
1434  99.68946 118.92811
1435  84.04596 131.99037
1436 176.98965 113.98527
1437 118.88436 155.46781
1438  94.07271  93.50255
1439  94.07271 110.77367
1440 101.82435 114.60174
1441  85.38394 114.66703
1442 142.45717 132.25486
1443 118.88436 106.32727
1444  95.23071 120.38572
1445 111.72085  80.17031
1446  59.62865  89.10836
1447  99.68946  76.87107
1448  99.68946  87.47849
1449  86.69515 115.89331
1450  93.04401 100.46214
1451 134.70538 119.17347
1452 145.14360 121.46993
1453 148.41316 116.03631
1454  87.98103 100.93051
1455 108.39064  98.58703
1456  73.77574  91.18203
1457  73.77574  86.19377
1458 106.36965  75.67939
1459  78.39247 120.43674
1460  72.56123  72.38226
1461  73.77735  91.48872
1462  38.22358  86.88359
1463  99.68946  93.15513
1464  50.41192  70.97293
1465 170.46017 168.02636
1466 123.08970  98.83028
1467  73.77574  76.70759
1468 110.78265 140.57511
1469 125.52550 125.34507
1470  75.04315  86.29937
1471  95.23071 127.09828
1472 118.88436  78.90062
1473 127.11574 139.47398
1474  70.47602 103.61865
1475 166.32494 158.54751
1476 139.15633 114.94716
1477  25.29101  99.89725
1478  81.44683 113.48033
1479  87.98103 103.88702
1480 116.44232 107.00022
1481 166.32494 160.96956
1482 149.69504 113.87443
1483  73.77574  99.32045
1484 277.60142 141.02238
1485 136.87637 122.79962
1486 129.45364 107.37556
1487 111.72085 111.48725
1488 178.70066 130.43281
1489  49.55534  88.05768
1490  82.67964  85.01461
1491  73.77574 100.19938
1492  92.89584 101.34309
1493 114.47571 159.36897
1494  84.04596  65.46169
1495  76.89360 109.99206
1496  79.85490 107.87411
1497 130.98218 119.51044
1498 148.41316 122.29140
1499  65.11085  81.16492
1500 134.70538 108.70629
1501  94.07271 100.34108
1502  94.07271  73.30154
1503  90.48191 106.41892
1504 111.72178  94.14025
1505 107.90392 113.31798
1506 191.57368 157.88893
1507 145.14360 158.06050
1508 138.63917 101.72212
1509  53.63872  64.09735
1510  93.05349  85.52137
1511  81.28325  75.98187
1512 128.68049  99.37187
1513 136.15771 161.20698
1514 160.64248 136.65957
1515 109.83399 108.26839
1516 148.41316 112.93088
1517 108.39064  93.44490
1518  67.14308  68.09334
1519 118.01975 106.68643
1520 109.83399  92.86664
1521  47.33891  89.39524
1522  62.91365  95.36838
1523  70.47602  83.24086
1524  99.68946 124.30965
1525  92.79135 110.74452
1526  99.69163  89.73067
1527 114.47571 104.78339
1528  89.24288  83.15244
1529 118.88436  84.82467
1530 148.41316 135.55004
1531  90.48191 107.39100
1532 118.88436 112.25245
1533  89.16783 101.51373
1534  73.77574  83.16040
1535  70.47602  86.20043
1536  93.48669 116.07225
1537  70.47602 102.65089
1538  99.68946 122.65044
1539  98.59934 120.45339
1540  54.59815  72.52780
1541  86.69515  62.08188
1542 118.88436 133.13713
1543 160.64248 111.56691
1544  59.09706  73.83627
1545  92.72953  94.94500
1546  63.18886 110.78486
1547 114.47571 117.18368
1548  65.11085  87.18754
1549 148.41316 110.40303
1550 109.48984  96.34022
1551  99.68946 104.71441
1552 105.92781  93.88189
1553 134.70538 134.93925
1554 189.24416 155.76713
1555 104.92151  97.56767
1556  82.67964 115.84224
1557  81.28325 101.12603
1558  76.89360 115.86838
1559  85.38394 107.09492
1560  73.77574  69.83877
1561 106.60802 113.07031
1562  95.23071 100.71834
1563  70.47602  96.43354
1564 105.92781 113.31204
1565  56.45386  80.59317
1566  94.07271 128.85191
1567 105.92781 110.76089
1568  75.04315 105.46820
1569 118.88436 126.09875
1570 138.29913 158.20602
1571  99.68946 103.06475
1572  95.23071 101.08706
1573  94.07271  94.76533
1574 123.08970  99.91400
1575  90.48191  94.44812
1576  87.98103 110.55989
1577 109.83399 142.21219
1578  85.38394  96.46366
1579 191.57368 130.70663
1580 101.82435 111.86258
1581 148.41316 135.70303
1582 171.76513 168.30018
1583  73.45443  70.15752
1584  87.98103 111.48237
1585 272.29478 157.65838
1586 102.87025  64.37748
1587 160.64248 154.98271
1588 123.08970 113.19994
1589  91.69923 150.35931
1590  85.38394 113.16948
1591 109.83399 105.66292
1592 114.47571 129.88517
1593  84.31577 137.48339
1594 114.47571 158.57028
1595  57.35259  71.33577
1596 104.92151 133.42715
1597 125.52550 111.70726
1598 108.87453 110.13701
1599  65.11085  78.47054
1600 109.83399 109.38980
1601  70.81504  70.21203
1602 145.14360 138.30485
1603 101.82435 101.28112
1604  84.04596  66.55698
1605 134.70538 121.00103
1606  97.49329  85.66976
1607 154.68529 129.03755
1608 200.54326 167.20490
1609  59.73422  65.19263
1610  91.69923 142.18146
1611 109.83399 111.66833
1612 114.47571 112.21262
1613  66.22941  63.39126
1614  92.89584 104.40447
1615  94.07271  84.21802
1616 118.88436 132.84339
1617 132.48782 129.66418
1618 127.11574 139.52779
1619  99.68946  84.95423
1620  40.40567  81.75153
1621 138.29913 131.21165
1622 102.87025  99.65174
1623  79.85490  98.54562
1624 111.72085 108.58919
1625  62.19868  88.78444
1626  70.47602  91.37927
1627  86.04280 109.46461
1628  99.68946  75.60290
1629 113.56709 139.17739
1630 100.76427  80.28592
1631  61.18753  67.32938
1632 113.61275 110.47070
1633 134.70538 130.98918
1634 104.92353 116.38988
1635 109.83399  89.98011
1636 276.77841 118.15034
1637 148.41316 122.74581
1638 148.41316  82.71915
1639 109.83399 129.87843
1640  81.28325  81.97376
1641  79.85490  78.41246
1642 109.83399 110.97504
1643 148.41316 129.85902
1644  65.11085  97.34326
1645  88.29870 124.40201
1646  91.69923 121.36404
1647  73.77574 116.56123
1648  70.47602 154.64635
1649 128.68049 123.40875
1650  94.07271 150.31902
1651  98.59934 116.34322
1652 133.23235 107.39100
1653 134.70538 115.56842
1654  91.69923  86.04018
1655 160.63550 112.68804
1656  99.68946 116.34607
1657 114.47571 151.40825
1658  97.49329 105.89581
1659  98.04835 101.67665
1660 104.92151 162.25018
1661 109.83399 135.03396
1662 133.23235  94.91602
1663 118.88436 148.43383
1664  73.77574  92.91731
1665 104.92151 113.40994
1666  62.03030  62.87663
1667  97.49329  81.90078
1668 145.80516 130.67508
1669  82.67964 105.45200
1670 148.41316 151.83893
1671  49.55534  83.04736
1672  73.77574  81.68036
1673  73.77574 110.79412
1674 127.11574 127.93081
1675 109.83399  91.43616
1676  61.59458  99.15252
1677 111.44047 102.08872
1678 138.29913 120.51368
1679 127.11574 122.94055
1680  75.35568  63.82352
1681 139.00341 117.27115
1682 118.88436 116.05619
1683 109.83399 111.46110
1684  66.23310  71.44789
1685  73.29308  96.18984
1686 130.98218 105.28502
1687 276.77841 158.19495
1688  86.91033  73.98797
1689 109.83399 104.92661
1690 118.88436 113.65167
1691 104.92151  89.42679
1692 136.87637 119.44729
1693  84.04596  96.55877
1694 196.12527 152.76115
1695 121.43031 118.12421
1696  96.39780  71.61582
1697 128.68049 140.49542
1698 148.41316 167.05873
1699  85.38394 108.64906
1700  87.98103 125.23894
1701  99.68946 106.50639
1702 148.41316 105.40505
1703  81.28325 115.42239
1704 145.80516 141.64178
1705 149.05590 133.97479
1706  97.49329  67.30837
1707 118.01975 115.29460
1708  99.68946  87.01523
1709 118.88436 117.63867
1710  79.85490 113.36125
1711 118.88436 151.35116
1712 160.64248 135.89154
1713 176.98965 109.79224
1714  73.77574 104.24922
1715 154.68529 155.31814
1716 101.82435 116.58615
1717 130.98218 131.20046
1718 114.47571 100.43561
1719 105.92781 118.39802
1720  81.28325 111.34357
1721 134.70538 107.37388
1722  97.49329 102.54681
1723 109.83399 113.13017
1724 171.76513 135.00240
1725  67.82679  97.84750
1726  73.77574  63.73275
1727  91.69923  90.21670
1728  66.96164 110.25942
1729  95.23071  69.91916
1730  98.59934  99.74951
1731 109.83399  88.29629
1732  81.28325  81.17089
1733  90.48191  93.62673
1734 109.83399 149.20913
1735 148.41316 157.04758
1736  84.52947 109.55931
1737 101.82435 132.31801
1738 104.92151 140.76924
1739 104.92151  98.86694
1740  99.68946 120.81640
1741 101.40205 137.80535
1742 149.05590 126.69746
1743  73.77574  77.54771
1744 160.64248 147.42004
1745 118.88436 106.49187
1746 119.40520  92.74876
1747 107.90392 124.75579
1748 154.86837 157.11073
1749  75.35568 111.51482
1750 118.53950 159.42279
1751  76.89360  88.42406
1752  62.19868  75.13567
1753 182.02062 117.91026
1754 267.90109 111.18728
1755 141.77517 125.12945
1756 186.87668 136.71300
1757  72.15046 113.25851
1758  49.55534  85.49254
1759  81.28325  87.76792
1760 118.88436 125.26068
1761  97.49329 138.56733
1762 111.72085 104.98150
1763 101.82435  90.09861
1764 127.11574 133.75478
1765  87.98103  85.37231
1766  84.04596 109.53734
1767  78.39247  88.60533
1768  46.36650  81.11466
1769 132.86077 108.14931
1770  61.59458  87.38160
1771  99.68946 117.09987
1772  66.22941  74.67993
1773 108.87453  96.36487
1774  99.68946 156.13088
1775 152.83880 163.91905
1776  76.89360  92.50408
1777 143.13494 110.11814
1778 125.20429  97.71538
1779  75.61070 122.11909
1780 109.83399 109.18691
1781 176.98965 156.83691
1782  59.09706  85.13635
1783  99.68946 105.74808
1784  95.23071  99.60847
1785 104.92151 100.41573
1786  49.55534  76.57053
1787 130.98218 141.88473
1788  43.73511 106.10723
1789 118.88436 127.57956
1790 109.83399  99.07669
1791  75.04315  64.76424
1792  91.69923 104.90461
1793 105.92781 135.03396
1794  73.77574 113.50078
1795 170.15683 138.22510
1796 138.29913 112.70464
1797 101.82435  95.10087
1798  87.98103 109.94165
1799  78.39247 105.37719
1800 123.08970 121.18162
1801 116.26532 114.86603
1802  90.48191 105.03783
1803 109.83399  92.56300
1804 104.92151 108.36327
1805 118.88436 109.73843
1806  94.07271  97.59880
1807 141.77517 102.12525
1808 128.68049 166.78491
1809  73.77574  76.08747
1810 139.35381 131.98432
1811  94.07271 115.08623
1812  73.77574  95.09456
1813 107.90392 107.85037
1814  64.54207  67.16221
1815 138.29913 143.45284
1816  89.24288 118.17289
1817  99.68946 119.64864
1818 109.83399 108.13319
1819  90.48191 104.98832
1820  89.49248  98.96790
1821 102.76628  95.23592
1822 118.88436 134.05137
1823 148.41316 110.89686
1824 114.47571 116.60892
1825 129.98363 163.12373
1826 110.78265 104.24087
1827 114.47571 108.36327
1828 148.41316 129.83136
1829 276.77841 160.93316
1830  23.95294  93.32555
1831 103.90247  87.50233
1832 118.88436 117.71518
1833  71.68674  64.50300
1834 276.77841 135.65533
1835 141.77517 130.72680
1836  99.68946  71.00756
1837 108.87453  97.45751
1838  79.85490 107.05403
1839  78.98461  74.71779
1840  82.67964 100.98269
1841  89.49248 102.98786
1842 130.98218 141.70652
1843 109.70605  79.22825
1844 117.14682 154.22701
1845  73.77574  85.55029
1846  81.28325 127.42078
1847  80.85820  90.36733
1848 107.90392 116.57150
1849  76.89360 133.53745
1850  87.98103 140.49306
1851  95.23071 105.15185
1852  84.04596  81.21481
1853  99.68946  96.64278
1854 101.40205 114.29851
1855  87.98103  95.54405
1856  87.98103  85.96733
1857  94.07271 112.34802
1858 128.19964 102.66684
1859 136.51766 107.56101
1860 107.90392 109.66561
1861 123.08970  98.27897
1862  91.69923 102.39302
1863  78.39247 117.01136
1864 154.68529 137.61105
1865 136.15771 122.25605
1866  81.28325 105.90092
1867  76.28328 118.45790
1868 109.83399 112.29752
1869  87.78844  97.43589
1870 127.11574 116.17041
1871 154.07300 128.91335
1872 109.83399 108.54790
1873 138.29913 153.63020
1874 164.64699 124.46747
1875 138.29913 122.66673
1876  44.97829  75.73169
1877 106.72398 116.03614
1878 114.47571 106.65923
1879  73.77574 121.59790
1880  75.35568  92.97718
1881 141.77517 133.10226
1882 109.83399 135.88320
1883 277.79948 161.30849
1884  79.85490  94.71346
1885 166.32494 134.72858
1886  75.35568  88.63326
1887 100.08674 132.26419
1888 102.87025 112.65886
1889 118.71209 106.82110
1890 117.14682 116.06225
1891 123.50002 145.10182
1892 148.41316 144.27510
1893  76.89360  89.62579
1894 109.83399 100.59036
1895 105.92781 108.09550
1896 160.64248 137.70340
1897 149.69504 144.68183
1898  99.68946 101.90490
1899 104.92353  94.71756
1900  61.18753  78.85972
1901 105.92781 122.79629
1902 107.90392 119.82701
1903  70.81504 106.89508
1904 160.64248 139.37247
1905  99.68946  97.17119
1906 111.72085 125.77111
1907  75.35568  62.18741
1908  94.07271 120.59967
1909  87.98103 121.15337
1910 123.08970 155.25653
1911  99.68946 137.31445
1912  76.89360 101.32147
1913  86.69515 100.68388
1914 176.98965 160.33344
1915 100.76427 120.86848
1916 114.47571 127.38317
1917  67.17929  73.14057
1918  79.85490 108.71684
1919  90.48191 113.99094
1920  57.97094  80.78273
1921 114.47571 107.39151
1922  99.68946 108.24304
1923  89.49248  60.37580
1924 151.80510 159.14896
1925  87.98103 105.47020
1926  87.98103  90.74473
1927 104.92151 139.17739
1928  65.11085  67.52109
1929 128.68049 106.35733
1930 154.68529 118.96613
1931 130.98218  95.32223
1932 120.58944 107.93864
1933  81.28325  86.78418
1934 110.17293 102.36732
1935 152.21681 133.07632
1936  70.47602  67.01467
1937  85.38394 121.88279
1938 101.82435  98.04037
1939  85.38394  73.06467
1940 101.82435 111.24668
1941 118.88436 136.96715
1942  73.77574  67.10938
1943  73.77574  87.23622
1944 138.61099 116.32527
1945 109.83399 108.85217
1946 151.59148 113.96073
1947 176.98965 154.37253
1948 103.90247 114.91590
1949 128.68049 104.18115
1950 108.87453  97.17023
1951  87.98103 107.14775
1952  95.23071  94.56062
1953  98.59934 108.39020
1954 141.77517 142.90600
1955 123.08970 137.49212
1956  94.65402 126.50790
1957 148.41316 156.28927
1958 104.92151  91.34354
1959 123.08970 135.55004
1960  94.59610  65.95725
1961 127.11574 116.25284
1962  29.37698  64.04867
1963 129.45364 130.65282
1964 109.83399  96.55369
1965  99.68946 107.64770
1966  90.48191  91.83204
1967  70.81504 158.19668
1968  95.23071  81.26476
1969 109.83399 118.68898
1970 182.02062 146.11042
1971 160.64248 117.82810
1972  70.47602  87.26416
1973 130.98218 107.50789
1974 105.92781 113.00156
1975 109.83399 100.83184
1976  97.47101 108.93685
1977 111.72085 109.95852
1978 172.21727 112.89566
1979 129.45364 149.23034
1980 127.11574 116.12382
1981 134.70538 143.58129
1982  94.07271  94.86626
1983  94.07271  90.74722
1984  96.93409 114.57233
1985 276.77841 157.70985
1986  32.36641 100.43599
1987  84.45025  97.07486
1988  65.11085  63.26761
1989  84.71839  98.79654
1990 167.70658 127.17702
1991  94.07271 111.19748
1992 134.70538 129.79047
1993  81.28325 134.89318
1994 134.70538 130.70663
1995 114.47571 103.72184
1996 130.98218 140.20500
1997 104.92151 102.73655
1998 152.21681  95.20651
1999 124.72045 115.89331
2000 148.41316 117.35655
2001  89.24288  86.96240
2002  82.67964 112.12801
2003  94.07271 127.48332
2004 153.45752 121.63954
2005  46.76327 114.26237
2006 129.45364 110.08594
2007 130.98218 113.57192
2008  94.07271 122.99349
2009  99.68946 131.65340
2010 128.68049 132.74868
2011  73.77574 102.44606
2012 110.78265 113.16709
2013  99.68946  98.84589
2014  91.69923 134.55736
2015  82.67964 113.45169
2016 118.88436 121.02380
2017 148.41316 115.88156
2018  95.23071  94.10167
2019 163.51586 115.40646
2020 279.50178 167.33255
2021 114.47571 123.63201
2022 102.87025  73.64952
2023  87.98103  87.22361
2024  87.98103  94.75469
2025  70.47602 129.21107
2026 101.82435 103.21142
2027 277.60142 126.84046
2028  87.98103  75.69864
2029 104.92151 105.22428
2030 127.11574 129.85362
2031  99.68946 130.00608
2032 171.76513 167.20490
2033  75.04315 115.00418
2034  72.15046  94.48581
2035  34.60742  89.18090
2036  94.07271 134.74518
2037 176.98965 138.82483
2038 140.39820 142.76508
2039  27.14058  85.21026
2040 127.11574 105.17212
2041 114.47571  98.49331
2042 127.11574 104.06331
2043  82.67964  72.54317
2044 101.82435 113.52307
2045  86.69515  95.44987
2046  63.18886  78.36646
2047 114.92652  90.82595
2048  81.28325  98.53932
2049 101.82435 100.02333
2050 101.82435 153.03497
2051 103.18133 166.10961
2052 113.56709 131.31316
2053 148.41316 125.35112
2054 148.41316 154.13026
2055 105.69145 133.18514
2056 128.68049 122.51141
2057  51.75144  75.01863
2058  81.28325  95.20140
2059 158.29462 153.60487
2060  54.12121  85.04511
2061 127.11574 132.26419
2062  71.68674  59.67784
2063 145.14360 123.98202
2064  94.07271  96.14379
2065 127.90123 110.09200
2066 102.87025 136.60812
2067  89.49248  89.73749
2068 104.92151 124.45582
2069 137.59014 131.09970
2070 176.98965  95.68205
2071  97.49329 107.45262
2072 100.76427 119.50110
2073  81.28325  77.48513
2074  56.90554  78.78782
2075 105.92781 107.03384
2076 138.29913 126.49856
2077 108.87453 115.43468
2078  76.89360  89.15297
2079 109.83399 130.94890
2080  94.07271 112.30871
2081  75.35568 109.80158
2082  74.57116  99.65742
2083  81.28325  96.36494
2084  95.23071  69.64405
2085 145.14360 115.24473
2086 140.39820 137.55723
2087 148.41316 137.00959
2088  99.68946 105.07435
2089  59.09706  77.57927
2090 118.88436 108.18193
2091  64.35102  65.66545
2092 133.23235 106.69762
2093  59.09706  75.12652
2094 104.92151 106.55242
2095  60.15412  86.99119
2096  30.92375  74.03135
2097 109.83399 119.83529
2098  65.11085  60.37580
2099  94.07271  84.33508
2100  65.11085  69.52307
2101  87.98103  91.02671
2102 176.98965 157.15348
2103 189.24416 137.40364
2104  79.85490 121.78875
2105 111.18546 117.28519
2106 118.88436 113.87277
2107  81.28325 127.74744
2108 186.87668 152.99408
2109 154.68529 126.82698
2110 124.72045  99.86752
2111 277.79948 141.66455
2112  99.59199 111.18885
2113  87.98103 108.45575
2114 114.47571 125.17035
2115 145.14360  98.55646
2116 138.29913 131.70721
2117 256.40065 135.87768
2118 113.56709  99.69399
2119 118.01975 102.65781
2120 104.92151 128.78314
2121 130.98218 131.52810
2122 123.08970 160.88108
2123 109.83399 110.89686
2124 109.83399 101.99897
2125 138.29913  93.71715
2126 107.43397 160.48097
2127 105.92781  89.04653
2128 121.43031  92.53442
2129  85.38394  86.74129
2130  91.69923 109.93744
2131  90.48191  98.83688
2132 104.92151 111.48725
2133 147.11669 129.75871
2134  81.28325  97.59880
2135 107.90392 119.34810
2136 118.88436 132.30709
2137 104.92151 138.52486
2138 127.11574 113.34413
2139  87.98103 117.89907
2140 111.72085 107.04624
2141  81.28325  82.57786
2142 123.08970 136.72971
2143 176.98965 128.78989
2144  82.67964 110.24648
2145 102.76628  75.47920
2146 120.58944 155.00553
2147 141.77517 133.17114
2148 106.92181 147.45675
2149 268.26629 107.30267
2150 109.83399 125.40494
2151  99.68946 118.45790
2152 200.54326 159.21151
2153 109.83399  90.42737
2154 125.52550 142.14927
2155 114.47571 126.69746
2156 160.64248 156.49994
2157  99.68946  99.64578
2158 160.64248 119.53870
2159 125.52550 134.51638
2160 133.23235 114.33637
2161  75.04315  56.36319
2162 109.83399 103.04182
2163  63.18886  86.42557
2164  95.23071 101.17078
2165 111.72085  90.26310
2166  78.39247  99.31805
2167  99.68946 116.11606
2168  82.67964  97.36760
2169  78.39247 110.76729
2170  81.28325  74.15990
2171  70.81504  84.51275
2172 148.41316 133.35948
2173 130.60223 108.05553
2174 200.54326 120.56631
2175 148.41316 156.56309
2176  87.98103  94.54402
2177  96.14407  66.53798
2178 104.92151 117.89604
2179  62.23868  86.10492
2180 137.59014 118.88617
2181  87.98103  78.90326
2182 155.90051 122.21213
2183 176.98965 146.99208
2184 123.08970 133.71866
2185 138.29913 138.56208
2186  63.18886  81.54547
2187  73.77574  91.17565
2188 182.02062 133.70097
2189 116.26532 131.47428
2190  94.07271  80.44820
2191 148.41316 112.98650
2192  20.08554  98.15962
2193 111.72085 108.73825
2194 148.41316 140.19393
2195  81.28325  82.81748
2196  70.47602 115.15151
2197  92.89584 142.10899
2198  87.98103  92.90491
2199  89.49248  91.37965
2200 102.87025 113.08743
2201  73.77574  93.88388
2202  66.22941 119.23662
2203 117.14682 113.71273
2204 101.82435 115.36844
2205 116.26532 134.21775
2206 126.32388 117.05506
2207  82.74175  87.64244
2208 112.64890 128.21609
2209 118.88436 115.73976
2210  87.98103  93.44490
2211  54.02997  94.89989
2212 117.14682  94.39851
2213 118.88436 155.27935
2214 127.90123 127.87700
2215  87.98103 112.76938
2216 109.83399  97.44916
2217  68.74809 102.38399
2218  95.23071 115.08856
2219 134.70538 126.90413
2220  81.28325  98.92516
2221  68.74809  77.03768
2222 134.70538 160.12277
2223  81.28325  91.02709
2224 150.69518 132.06951
2225  94.07271  88.23680
2226  75.35568  64.54627
2227 141.77517 141.62450
2228 175.93300 138.30485
2229 198.35029 161.30849
2230  94.07271 107.47539
2231  81.28325  82.30745
2232  81.28325 131.78964
2233  76.43645  85.07572
2234  94.07271  93.83230
2235 104.92151 142.35836
2236 110.78265  94.88787
2237  92.89584 102.12904
2238  99.68946 112.72773
2239  85.38394  99.76166
2240  75.35568 133.99756
2241  72.15046  62.20553
2242  31.41100  67.01467
2243  92.89584 109.24460
2244 103.90247 134.17647
2245 111.72085 134.18094
2246 180.77995 161.45466
2247 109.83399 106.74883
2248  36.67370 118.20415
2249  73.77574  87.68137
2250  98.59934 138.52486
2251  57.46365  69.09641
2252 118.88436 142.93739
2253  82.67964 112.06814
2254  81.28325  81.43058
2255 227.45893 159.30069
2256  91.69923 108.46403
2257 116.26532 116.56003
2258 141.77517 100.75009
2259  81.28325  96.19184
2260  91.09322 138.98540
2261 114.47571 144.67053
2262 160.64248 151.44586
2263  99.68946 107.92758
2264  92.89584 126.65800
2265 276.77841 167.23104
2266  82.67964  91.37212
2267  99.68946  87.25955
2268 124.72045 107.14775
2269 100.76427  90.09368
2270 169.80034 130.37294
2271  82.67964 105.77963
2272 136.87637 117.64751
2273 277.79948 161.58231
2274 118.88436 117.97899
2275 118.88436 138.49892
2276 114.47571 122.36013
2277  61.18753 127.66305
2278 118.88436 116.85760
2279 133.23235 133.64990
2280  82.67964 109.18691
2281 148.41316 122.57629
2282 148.41316 114.66703
2283  96.93409  98.07611
2284 154.68529 135.00240
2285  87.98103  48.67420
2286 102.87025 132.96194
2287 281.74597 160.73808
2288 106.92181 111.85785
2289 148.41445 142.52798
2290 111.72085  91.06950
2291 148.41316 110.74452
2292 108.87453 118.69798
2293 104.92151 111.77214
2294  86.17379 102.05866
2295 102.87025 100.14455
2296  76.28328  97.96401
2297 124.72045 113.84574
2298  66.96164  66.61457
2299  54.59815  96.05833
2300 166.32494 132.53801
2301  91.70164 115.07185
2302  78.34656  88.28888
2303 111.72085 104.13670
2304 151.59148 151.29326
2305 120.58944 152.38657
2306 117.14682 111.17848
2307  81.98532 112.11363
2308 137.59014 109.11831
2309  40.40567 113.64561
2310 154.68529 108.48629
2311 154.68529 111.28042
2312 143.32532 119.19354
2313  78.39247  98.87870
2314  85.38394  73.78897
2315 159.47418 139.37247
2316  66.22941  86.90556
2317 111.72085  74.43378
2318  90.72708  96.62999
2319 128.68049  95.54341
2320 148.41316 155.00553
2321 114.47571  90.31616
2322  87.98103 109.81212
2323  94.07271 108.76791
2324  87.98103  91.31198
2325 182.02062 148.10014
2326  87.98103 110.28590
2327  92.89584  83.50320
2328  72.15046  83.97830
2329 122.26367 101.22068
2330  72.15046  86.98232
2331  82.67964  92.68109
2332 176.98965 140.44161
2333 141.77517 125.52344
2334  95.23071  98.17519
2335 141.77517 114.14153
2336 101.82435 114.54092
2337 131.73780 156.83691
2338  66.32519  68.87138
2339 118.88436 129.61135
2340 163.51586 157.36743
2341 114.47571 102.41066
2342 123.08970  89.75344
2343  40.19437  87.71670
2344  70.51342 100.96769
2345  73.77574  74.35653
2346 100.87946  92.79672
2347  84.04596 140.47882
2348  85.38394  97.43892
2349 141.77517 117.64751
2350  91.09322 120.11970
2351 114.47571 101.96601
2352 267.90109 133.92372
2353 160.64248 128.15082
2354  94.07271 101.74630
2355 139.67587 127.26787
2356 125.12382 135.04515
2357 113.56709  90.52186
2358 182.02062  86.41476
2359 102.87025  87.74865
2360  76.89360  71.27558
2361 109.83399  98.10659
2362 142.45717 140.82031
2363 101.82435 126.22640
2364 118.88436 159.93333
2365 102.87025  90.76747
2366 128.68049 136.38811
2367  61.18753  72.26935
2368  81.28608  61.07926
2369 276.77841 139.37247
2370 268.26629 152.21351
2371 104.92151 114.07189
2372 144.47809 102.49378
2373 118.88436 114.57561
2374  94.07271 120.29249
2375  73.77574 133.19119
2376 196.12527 145.56278
2377 169.07354 134.19754
2378  69.61904  99.74729
2379 124.72045 125.58553
2380 115.51809 125.19753
2381  89.24288  96.40255
2382 276.77841 161.75462
2383 170.69513 154.42634
2384  99.68946 115.52504
2385 148.41316 158.69051
2386 114.47571 138.79868
2387 128.68049  91.84856
2388  99.68946 115.99617
2389 128.68049  84.44934
2390 140.39820 104.22740
2391 111.72085 114.11956
2392 125.52550 141.08014
2393  94.07271 111.63550
2394 118.88436 120.50261
2395  72.15046  61.25838
2396 104.92151 121.95201
2397 277.79948 134.05137
2398  73.77574  81.32411
2399 130.98218 113.89782
2400  78.21458  98.59739
2401  90.48191 113.89782
2402 117.14682 165.68963
2403  99.68946 115.02078
2404 166.32494 114.74695
2405  81.28325  85.50843
2406  84.04596  88.30563
2407 114.47571 129.79375
2408  73.77574 122.09631
2409 115.10620 115.45694
2410  53.02755  94.54019
2411 118.88436 101.93275
2412  79.85490  80.26972
2413  56.45386 137.79907
2414  90.48191 104.45813
2415 104.92151 116.85760
2416  87.98103  71.44789
2417 147.11669 111.39451
2418 109.83399  97.12588
2419 118.88436 116.88766
2420 141.77517 156.05332
2421 108.87453 100.17237
2422 104.92151 115.45088
2423 109.83399 113.77933
2424  27.14058  90.89265
2425  70.47602 121.18492
2426 166.87938 122.81289
2427 127.11574 109.79051
2428 117.14682 134.47136
2429 103.90247  96.76764
2430  34.60742  72.79085
2431 100.01349 100.88609
2432  64.86897  81.71856
2433 109.83399 135.79881
2434 127.11574 119.26818
2435 114.47571 131.44273
2436 117.14682 129.06371
2437 134.70538 108.74904
2438  65.11085  82.00257
2439 143.13494 127.65699
2440  76.89360  84.16879
2441  99.68946 107.78840
2442  94.07271 139.45121
2443  75.35568 104.04528
2444 127.11574 139.88791
2445 166.32494 135.14666
2446 133.23235 147.84003
2447 125.52550 122.31632
2448  89.49248  83.49228
2449  84.04596  97.81881
2450 169.07354 114.27315
2451 160.64248 156.07799
2452 144.17061 112.85635
2453  73.77574  85.74614
2454  70.47602  95.08470
2455  73.77574  81.41784
2456  94.07271  74.84665
2457  83.19132 139.43153
2458 134.70538 127.47658
2459  86.69515  73.88613
2460  70.47602  59.22351
2461 130.98218 125.01512
2462 136.30400 117.13159
2463 114.02258 107.26177
2464 106.12758 105.41439
2465  87.98103  81.75980
2466 116.26532 114.03735
2467 143.13494 154.67790
2468  54.59815  73.25762
2469  48.18565  91.85962
2470 123.08970 139.64629
2471 117.58434 147.96768
2472 272.29478 155.53035
2473 145.14360 139.64629
2474 118.88436 118.58045
2475  97.49329 110.11326
2476 148.41316 165.37684
2477 127.11574 119.76712
2478 268.26629 130.37900
2479 109.83399 129.53138
2480  51.90370  63.54970
2481 114.47571 135.48689
2482 134.70538 113.85100
2483  87.98103  79.08598
2484  95.23071 116.03516
2485  76.89360 114.94804
2486 116.26532 158.27369
2487  81.28325  74.28761
2488 131.62180 121.44379
2489 117.14682 107.11718
2490  68.74809 139.32281
2491 125.52550 107.38495
2492 101.82435 118.57451
2493 140.39820 127.19403
2494 107.90392 139.64629
2495  58.01478  84.79212
2496  99.68946 104.58964
2497  85.38394 137.73653
2498 131.73780 104.88334
2499  81.28325  79.97620
2500  86.69515 116.61384
2501 157.70053 120.41629
2502  65.11462  91.02709
2503  90.48191 103.21142
2504  46.76327  87.94790
2505  85.38394 105.55864
2506 139.70307  95.59786
2507 148.41316 157.86905
2508  81.28325 116.30996
2509 118.88436 141.51621
2510  71.15196 111.25034
2511  65.11085  89.17289
2512  65.11085  86.09226
2513 125.52550 127.91461
2514 123.08970 121.36404
2515  70.81504  90.73675
2516 112.64890 154.64635
2517  86.69515 113.29793
2518  82.67964  98.06896
2519 130.98218 124.92423
2520 117.14682  96.24005
2521 176.98965 134.50857
2522 118.88436  90.21670
2523  68.74809  77.92593
2524 267.90109 107.49547
2525  99.68946 100.77820
2526  92.65813 111.92882
2527 109.83399 103.21709
2528  87.98103 104.37897
2529 118.88436 109.38980
2530  75.04315  83.72938
2531 114.47571 135.27622
2532 276.77841 159.83788
2533 277.60142 159.23815
2534  80.57320  81.81954
2535 114.47571 154.70889
2536 166.32494 159.59172
2537  85.38394 109.70451
2538  43.73511 102.18235
2539 101.82435 103.73680
2540  87.98103 115.93365
2541 121.43031  98.06054
2542 109.83399 102.24329
2543  79.85490  90.70686
2544 127.11574 129.35139
2545 115.28552 133.66485
2546  98.60154  75.12664
2547 144.47809 114.09444
2548 136.15771 130.05823
2549 100.76427  95.91363
2550  76.89360 110.90741
2551  90.48191  96.77535
2552  86.69515  58.61487
2553 123.90857 120.04875
2554  65.11085 138.58660
2555 131.73780 134.75992
2556  66.96164 107.11718
2557 196.12527 131.69943
2558 166.32494 114.29245
2559  65.11085  80.33226
2560 120.58944 104.41053
2561 101.82435  89.65799
2562 148.41316 139.96799
2563 159.05203 155.40466
2564 109.83399 136.91915
2565 140.05120 155.95230
2566 132.35248 129.79047
2567 118.88436 104.51859
2568  97.49329 139.05362
2569 134.70538 151.29129
2570  72.15046  73.28863
2571  87.98103  79.87149
2572  49.55534  72.72375
2573 149.05590 157.32141
2574 122.26367 158.44263
2575 101.82435  93.88438
2576  99.68946 101.44492
2577 104.92151  92.39421
2578  81.28325  71.82960
2579  73.77574  97.01130
2580  82.67964 119.23995
2581 148.41316 113.91847
2582 118.88436 118.44671
2583 129.45364 108.18545
2584 134.70538 114.26237
2585  79.85490  68.10390
2586  68.11199  85.33823
2587  40.40567 109.60005
2588 131.73780 103.22527
2589 134.70538  87.68310
2590 114.47571  98.92805
2591 126.32388  91.42761
2592 116.70715 106.44635
2593 109.83399 110.63358
2594  81.22675 113.64561
2595  87.98103 103.01042
2596 127.11574 124.43922
2597 104.92151 107.17723
2598 107.90392 119.05054
2599 109.83399 118.93393
2600 117.14682 150.80351
2601 107.90392 106.20745
2602  72.15046  90.70119
2603 160.64248 159.07023
2604 148.41316 160.88108
2605 143.13494 149.12884
2606  97.49329  95.31214
2607 141.77517 131.50435
2608 148.41316  95.48697
2609 109.83399 116.26126
2610  59.09706  85.03795
2611 152.52822 133.39103
2612  81.28325  93.86681
2613  43.73511  83.34286
2614  96.37065 113.07636
2615 101.82435 107.20762
2616 130.98218 131.56421
2617  82.67964  71.25281
2618 130.98218 134.88742
2619  89.24288 118.14467
2620  85.11853  97.33816
2621 166.32494 158.82133
2622 100.76427  79.51288
2623  99.68946 103.04142
2624 123.08970 129.35693
2625 163.51586 150.86606
2626  85.38394  97.23131
2627  75.35568 115.43468
2628  65.11085  94.03912
2629  92.65813  90.14181
2630 137.59014 115.08989
2631 134.85153 111.10753
2632  72.47932  61.60191
2633 178.53305 117.05506
2634  98.59934 143.45364
2635 115.37504 112.88220
2636  73.77574  59.10567
2637  36.67370  89.41145
2638 123.08970 138.71506
2639  87.98103 141.56304
2640  73.93572  77.25523
2641 176.98965 137.72954
2642 118.88436 101.32555
2643 134.70538 115.33392
2644  90.48191 112.95881
2645 148.41316 158.41669
2646  81.28325 104.54841
2647 130.98218 157.65838
2648 176.98965 124.85730
2649  82.67964  84.22381
2650 131.73780  96.73748
2651  82.67964  91.77646
2652  41.44121  73.01481
2653 117.14682 105.13384
2654  73.77574  75.18042
2655  86.69515 104.58359
2656  99.68946 132.95609
2657 141.77517 139.92011
2658  70.81504  80.77647
2659  72.15046  86.05608
2660  54.59815  56.91084
2661 127.11574 120.65114
2662  73.77574 158.56423
2663 139.70307  92.82183
2664 160.64248 123.12114
2665  23.95294  68.85414
2666 115.37504 130.00442
2667 114.47571  85.22805
2668 127.11574 165.41581
2669 137.59014 155.46781
2670 176.98965 135.84920
2671  23.27470  64.08140
2672  90.48191 119.45298
2673  73.77574  87.39755
2674  82.67964  78.76932
2675  56.90554  65.46645
2676 128.68049  82.41940
2677  75.04315  90.23897
2678  73.77574 103.47918
2679 108.06583 106.65392
2680 123.08970 110.10277
2681 277.79948 157.52881
2682  73.77574  89.29998
2683 123.90857 124.58347
2684  87.98103  81.61782
2685  70.47602  71.54940
2686 277.60142 157.86905
2687 148.41316 139.20016
2688 114.47571 140.98925
2689  99.68946 120.31476
2690 268.26629 159.60668
2691 130.98218 118.49955
2692 109.83399 114.25909
2693 277.60142 122.86111
2694  73.77574  71.00176
2695 267.90109 144.27430
2696 119.74085 136.34454
2697 141.77517 140.44161
2698 128.25266  99.13052
2699  90.48191  87.39987
2700  76.89360  88.20289
2701 127.11574 136.91915
2702 118.88436 138.35299
2703 200.54326 154.18309
2704  87.98103  99.44414
2705 148.41316 154.85702
2706 268.26629 157.96375
2707  87.98103 104.18974
2708  99.68946  65.97648
2709  82.67964  92.27865
2710 130.98218 111.26112
2711 108.87453 126.19904
2712  54.59815  92.60419
2713 309.57177 101.36311
2714  82.68240 101.10466
2715  59.62865  62.33344
2716 166.32494 137.53446
2717  79.85490  91.82241
2718 118.88436 111.91947
2719  92.89584  85.58502
2720 160.64248 154.97665
2721  70.47602  85.45736
2722 120.58944 156.32083
2723 160.64248 106.78021
2724 171.76513 141.56304
2725 120.58944  87.14096
2726 134.70538 119.63193
2727 148.41316 117.16148
2728 129.45364 144.46782
2729 134.70538  91.17284
2730  56.90554  72.65049
2731  87.98103 113.16381
2732  68.11199  84.55750
2733 128.68049 117.58436
2734 134.70538 156.32083
2735  94.07271  91.58580
2736  87.98103  79.83027
2737 118.88436 111.52216
2738  68.74809  99.40325
2739  94.07271 110.29199
2740 118.88436 125.19753
2741  91.69923 142.35836
2742 134.70538 137.24097
2743 127.11574 120.60905
2744 100.76427 151.17204
2745 105.92781 120.07468
2746  87.98103 147.79416
2747  99.68946  81.51604
2748 112.64890 131.86348
2749 163.51586 154.15252
2750  82.67964  96.18942
2751  79.85490 111.48725
2752  49.55534  98.39315
2753 152.83880 157.68371
2754 148.41316 128.99762
2755 101.40205 106.86664
2756  95.68881  99.93337
2757 118.88436 148.97542
2758  76.89360  81.99601
2759 118.88436 124.03583
2760 138.29913 120.05203
2761  54.59815  64.37117
2762  65.11085  67.87400
2763 109.83399 101.18036
2764  73.77574 104.95817
2765 105.92781 133.35014
2766 116.26532 140.02162
2767  94.07271  75.72296
2768 118.88436 116.61384
2769 148.41316 150.84441
2770 104.92151  91.82241
2771  79.85490 131.78422
2772 108.87453 101.89842
2773 109.83399  99.43559
2774 127.11574 133.44484
2775 151.59148 155.88588
2776 105.92781 110.33210
2777 200.54326 142.76508
2778  59.09706  78.64701
2779  68.74809  93.70148
2780 176.98965 135.86661
2781 103.90247  82.03324
2782  82.67964 108.98011
2783 200.54326 156.24600
2784 101.82435 120.76472
2785 163.51586 112.14789
2786 104.92151  92.01043
2787 109.83399  96.50351
2788 104.92151 108.43247
2789 107.90392 112.58253
2790 182.02062 124.72730
2791  75.04315  80.42085
2792  61.18753  90.98435
2793  85.38394  90.00236
2794 123.82373 116.76618
2795 176.98965 128.63531
2796 118.88436 163.70777
2797 268.26629 140.24181
2798  89.49248  86.15175
2799  92.89584 108.29685
2800 127.11574 129.55673
2801 115.37504 154.03555
2802 130.98369 137.80828
2803  68.74809  69.15336
2804 182.02062 133.62396
2805 143.80856 156.32083
2806 134.70538 158.81620
2807  63.18886  77.09879
2808  75.35568 107.40701
2809 176.99068 158.25749
2810 104.92151 135.00240
2811 123.08970 117.01471
2812 111.72085 113.57192
2813 111.72085 123.82843
2814  87.98103 103.27763
2815 144.21076 134.21880
2816 117.14682 122.91778
2817  78.39247 107.05403
2818  99.68946 114.90390
2819 123.08970 125.26068
2820 127.11574 101.77916
2821 139.00341 121.73256
2822 127.11574  88.62219
2823  70.47602  95.79566
2824 109.83399  93.16558
2825  70.81504  68.65760
2826  70.47602  69.46398
2827 176.98965 120.33191
2828 113.56709 121.96549
2829  82.67964  78.16090
2830 148.41316 141.06921
2831 161.22250 116.07638
2832 127.11574 124.62573
2833 134.70538 110.34316
2834 160.64248 128.51607
2835 267.90109 161.18084
2836 104.92151 115.84127
2837 134.70538 121.97483
2838 123.08970 138.52486
2839  66.96164  73.88613
2840  91.69923 120.87955
2841 160.64248 161.48080
2842 136.87637 113.56092
2843 153.45752 164.32052
2844  61.18753  92.95556
2845  65.11085 110.19688
2846 114.47571 134.17160
2847 182.02062 142.67098
2848 114.47571 120.77698
2849  97.49329 103.83133
2850 136.87637 100.57703
2851  97.49329  86.74175
2852  81.28325 100.47824
2853  73.77574  75.10426
2854 118.88436 112.38822
2855 113.56709  86.12560
2856  90.48191  97.73133
2857 160.64248 160.11170
2858 179.52809 153.03497
2859 147.76678 118.19515
2860  87.98103 115.61949
2861  59.03285 113.40399
2862 107.31606 110.10674
2863  49.55534  98.78547
2864 144.47809 124.58378
2865  81.28325 122.75908
2866  81.63527  93.78114
2867  87.98103 105.11732
2868 130.98218 128.20230
2869  87.98103 123.35133
2870  81.28325  62.90334
2871  89.24288  97.52066
2872 114.11339 134.27723
2873 104.92151  95.11394
2874 112.64890 107.36874
2875  56.90554  82.18099
2876  87.98103  87.27976
2877 118.88436 125.53450
2878 127.11574  77.55377
2879 134.70538 158.68664
2880 107.90392  91.30091
2881 281.74597 111.71372
2882  48.18565  89.12141
2883 127.11574 115.21259
2884  50.35400 118.58036
2885  81.28325  75.78917
2886  75.04315  75.79601
2887 104.92151 117.55337
2888  79.85490  97.18735
2889 130.98218 122.88674
2890 171.76513 158.54751
2891  97.49329 120.19430
2892  98.59934 120.77102
2893  84.04596  87.68916
2894 299.26298 150.90695
2895  70.81504 108.43247
2896  82.67964 106.59338
2897  73.77574 103.86288
2898  77.49768  84.44685
2899  91.69923  81.93148
2900 141.77517  81.47993
2901  93.72167 149.75677
2902 143.13494 111.40045
2903  91.69923 118.13200
2904 130.98218 156.96713
2905  87.98103 108.90849
2906  76.48844  54.68266
2907  71.68674  91.40242
2908  87.98103 109.50247
2909  80.57320 137.46838
2910 163.51586 157.45223
2911 107.90392 111.29217
2912 133.23235 153.58262
2913  73.77574  71.80045
2914  87.98103  94.47975
2915 119.01335 111.86258
2916 102.12700 108.42642
2917 136.87637 107.10006
2918 118.88436 111.37512
2919  65.11085  86.79609
2920  94.07271  80.34701
2921 138.29913 109.25394
2922 118.88436 128.56890
2923  79.85490  86.50736
2924  63.18886 105.14216
2925 134.70538 156.22612
2926 295.99125  89.60591
2927 109.83399 115.23473
2928 104.92151 118.75059
2929 148.41316 153.08879
2930  99.68946 100.33207
2931 118.88436 107.02012
2932  95.68881 107.59562
2933 114.47571 111.38135
2934 104.92151 107.72644
2935 101.82435 121.22104
2936 146.46284 151.93969
2937  79.85490  97.89754
2938 145.14360 159.83788
2939  76.40585 128.46739
2940  84.04596  87.70231
2941 115.37504 162.30227
2942 105.92781 113.50550
2943  72.15046  81.45367
2944  79.85490  90.35234
2945 103.90247 134.72858
2946  88.99238  91.20554
2947  99.68946 156.63076
2948 112.64890 133.42715
2949 138.29913 148.18887
2950  68.74809  86.27883
2951 109.31532 108.15405
2952 148.41316 153.21000
2953  99.68946 115.48849
2954 118.01975 140.47882
2955  65.11085 123.31347
2956  94.07271 104.43637
2957  98.59934 100.29715
2958  87.98103  88.15329
2959  99.68946 126.14982
2960 108.87453  85.91995
2961  82.67964  95.05627
2962  89.49248  93.02825
2963  97.49329 116.23514
2964  56.90554  85.91995
2965  65.11085 108.70024
2966  89.49248 101.68643
2967  84.04596  77.09206
2968  94.07271  96.45693
2969  85.38394 101.38768
2970  78.39247 101.86459
2971 160.40970 115.40821
2972 132.86077  82.04198
2973  87.98103  76.29671
2974 158.17366 111.16134
2975 118.88436 100.34108
2976 101.40205 116.90985
2977  59.09706  86.18704
2978  85.38394  91.31978
2979  87.98103 107.42256
2980 160.64248 121.98538
2981  70.47602  82.53427
2982  47.74778  78.89456
2983 130.98218 130.88575
2984  85.38394 104.01573
2985  99.68946  96.17588
2986  93.87868 106.63721
2987 130.98218 119.32199
2988 167.98113 154.50274
2989 126.08506 162.10718
2990 148.41316 118.15034
2991 132.48782  92.40792
2992 118.88436  70.83204
2993 109.83399  76.24628
2994 102.87025 112.63023
2995 133.38061 136.88194
2996 154.68529 122.01758
2997  99.68946  89.18909
2998  66.22941  66.84341
2999  87.98103  97.18369
3000  90.48191 104.13043

Evaluate fit (for now)

w %>% 
  select(wage) %>% 
  bind_cols(predict(lm_fit, w)) %>% 
  mutate(
    sq_res = (wage - .pred)^2
  ) %>% 
  summarize(
    SSR = sum(sq_res),
    MSE = mean(sq_res),
    RMSE = sqrt(mean(sq_res))
  )

      SSR      MSE    RMSE
1 3443887 1147.962 33.8816