The HPGENSELECT procedure, available in SAS/STAT 12.3 (which runs on Base SAS 9.4), performs model selection for generalized linear models (GLMs). It fits models for standard distributions in the exponential family, such as the normal, Poisson, and Tweedie distributions. In addition, PROC HPGENSELECT fits multinomial models for ordinal and nominal responses, and it fits zero-inflated Poisson and negative binomial models for count data. For all these models, the HPGENSELECT procedure provides forward, backward, and stepwise variable selection and includes Akaike’s information criterion (AIC), a small-sample bias-corrected version of Akaike’s information criterion (AICC), and the Schwarz Bayesian criterion (SBC) as selection criteria. PROC HPGENSELECT enables you to run in distributed mode on a cluster of machines that distribute the data and the computations or in single-machine mode on the server where SAS is installed.
Many of the probability distributions that the HPGENSELECT procedure fits are members of an exponential family of distributions, which have probability distributions that are expressed as follows for some functions and that determine the specific distribution:
For fixed , this is a one-parameter exponential family of distributions. The response variable can be discrete or continuous, so represents either a probability mass function or a probability density function. A more useful parameterization of generalized linear models is by the mean and variance of the distribution:
In generalized linear models, the mean of the response distribution is related to linear regression parameters through a link function,
for the ith observation, where is a fixed known vector of explanatory variables and is a vector of regression parameters. The HPGENSELECT procedure parameterizes models in terms of the regression parameters and either the dispersion parameter or a parameter that is related to , depending on the model. For exponential family models, the distribution variance is , where is a variance function that depends only on .
The zero-inflated models and the multinomial models are not exponential family models, but they are closely related models that are useful and are included in the HPGENSELECT procedure.
Count data that have an incidence of zeros greater than expected for the underlying probability distribution of counts can be modeled by using a zero-inflated distribution. In PROC HPGENSELECT, the underlying distribution can be either Poisson or negative binomial. The population is considered to consist of two types of individuals. The first type gives Poisson or negative binomial distributed counts, which might contain zeros. The second type always gives a zero count. Suppose is the underlying distribution mean and is the probability of an individual being of the second type. The parameter , which is called the zero-inflation probability, is the probability of zero counts in excess of the frequency that the underlying distribution predicts.
The probability distribution of a zero-inflated Poisson random variable Y is given by
The probability distribution of a zero-inflated negative binomial random variable Y is given by
where k is the negative binomial dispersion parameter.
You can model the parameters and in PROC HPGENSELECT by using the regression models,
where h is one of the binary link functions: logit, probit, or complementary log-log. You usually use the log link function for g when you are fitting a Poisson or a negative binomial model.
The mean and variance of Y for the zero-inflated Poisson are given by
The mean and variance of Y for the zero-inflated negative binomial are given by
Multinomial models apply to cases where an observation can fall into one of k categories. Binary data occur in the special case where k = 2. If there are observations in a subpopulation i, then the probability distribution of the number that falls into the k categories can be modeled by the multinomial distribution, where . The multinomial model is an ordinal model if the categories have a natural order.
If are the category probabilities, the cumulative category probabilities are modeled by using the same link functions that are used for binomial data. Suppose that , , are the cumulative category probabilities. The ordinal model is
where are intercept terms that depend only on the categories and is a vector of covariates that does not include an intercept term. The link function g can be specified as a logit, probit, log-log, or complementary log-log function.
The HPGENSELECT procedure supports three methods of effect selection: forward selection, backward elimination, and stepwise selection.
In forward selection, the model-fitting process begins with only the intercept and then sequentially adds the effect that most improves the fit. The process terminates when adding an effect produces no significant improvement. The statistic that determines whether to add an effect is the significance level of a hypothesis test that indicates an effect’s potential contribution to the model. At each step, the effect that is most significant is added. The process stops when the significance level for adding any effect is greater than some specified entry significance level.
Backward elimination starts from the full model, which includes all independent effects. Then effects are deleted one by one until a stopping condition is satisfied. At each step, the effect that makes the smallest contribution to the model is deleted. The significance level of an effect determines whether to drop that effect. At any step, the least significant predictor is dropped, and the process continues until all effects that remain in the model are significant at a specified stay significance level.
Stepwise selection is a modification of forward selection in which effects already in the model do not necessarily stay there. In the HPGENSELECT procedure’s implementation of stepwise selection, the same entry and removal significance levels for forward selection and backward elimination are used to assess contributions of effects as they are added to or removed from a model. If, at a step of the selection process, any effects in the model are not significant, then the least significant of these effects is removed from the model and the algorithm proceeds to the next step. This ensures that no effect can be added to a model while an effect currently in the model is not deemed significant. Only after all necessary deletions have been made can another effect be added to the model. In this case the effect whose addition is the most significant is added to the model, and the algorithm proceeds to the next step. The stepwise process ends when none of the effects outside the model are significant and every effect in the model is significant. In some cases, neither of these two stopping conditions is met and the sequence of models cycles. In these cases, the stepwise method terminates at the end of the sequence.
Frequency models are commonly used in the insurance industry to predict how often claims are made. This example uses a sample of real automobile insurance policy data to model the number of claims. The following DATA step reads the data, and Table 1 describes the variables in the data set Claim_History
:
data claim_history; input ID $ 1-10 Kids_Drive 11 Birth $ 15-25 Age 27-30 Home_Kids 31 YOJ 34-37 Income 38-48 Parent1 $ 49-52 Home_Value 53-63 MStatus $ 64-67 Gender $ 68 #2 Education $ 1-14 Occupation $ 15-27 Travel_Time 28-34 Car_Use $ 35-45 Bluebook 46-55 TIF 56 Car_Type $ 60-72 #3 Red_Car $ 1-3 OldClaim 5-13 Claims 14-18 Revoked $ 19-23 Mvr_Pts 24-26 Clm_Amt 27-35 Car_Age 36-39 Claim_Flag 40 Urbanicity $ 43-48; datalines; 77382913 0 11/22/1964 34 0 10 62977.82 No 0.00 No F ... more lines ... 121441578 0 7/1/1964 35 0 11 43111.84 No 0.00 No M High School Blue Collar 51.00 Commercial 27330.00 10 Panel Truck Yes 0.00 0 No 0 0.00 8 0 Rural ;
Table 1: Claim_History
Data Set
Variable Name |
Description |
---|---|
|
Policy identification number |
|
Number of driving children |
|
Date of birth of insured |
|
Age of insured |
|
Number of children at home |
|
Years on job |
|
Income of insured |
|
Single parent |
|
Value of home |
|
Marital status |
|
Gender of insured |
|
Maximum education level of insured |
|
Occupation of insured |
|
Distance to work |
|
Vehicle use |
|
Value of vehicle |
|
Time in force |
|
Type of vehicle |
|
A red car |
|
Total dollar value of claims in past five years |
|
Number of claims in past five years |
|
License revoked in past seven years |
|
Motor vehicle record points |
|
Claim amount |
|
Age of vehicle |
|
Claim indicator |
|
Home/Work area |
You can use PROC FREQ as follows to generate a histogram of the response variable Claims
for a visual inspection of its marginal distribution:
ods graphics on; proc freq data=claim_history; table claims / plots(only)=freqplot(scale=percent); run;
Figure 1 shows that the marginal distribution of Claims
resembles a Poisson distribution that has excess zeros, suggesting that a zero-inflated Poisson (ZIP)
model might be appropriate.
Figure 1: Distribution of Claims
The following SAS statements fit a zero-inflated Poisson (ZIP) model and use forward selection to find the best subset of effects for both the conditional mean of the Poisson distribution and the zero-inflation probability.
The CLASS statement specifies that the variables Education
, Gender
, Car_Type
, Car_Use
, MStatus
, Occupation
, Parent1
, Red_Car
, Revoked
, and Urbanicity
are categorical variables.
The MODEL statement specifies that the response variable has a zero-inflated Poisson distribution with a log link function.
The ZEROMODEL statement requests that a probit link function be used for the zero-inflation probability equation.
The SELECTION statement requests that forward selection be used and that the final model be chosen based on the AICC criterion. The DETAILS=SUMMARY option requests that only a summary of the selection process be displayed rather than the details from each step of the selection process.
The ID statement requests that the variable Claims
be included in the output data set.
The OUTPUT statement requests that the selected model’s prediction and the estimate of the zero-inflation probability for each observation be saved to the SAS data set Zip
.
The ODS OUTPUT statements requests that the selected model’s “Fit Statistics” table be saved to the SAS data set Fit
, the “Number of Observations” table be saved to the SAS data set Nobs
, and the “Dimensions” table be saved to the SAS data set Dimensions
.
proc hpgenselect data=claim_history; class education gender car_type car_use mstatus occupation parent1 red_car revoked urbanicity; model claims = education gender car_type car_use mstatus occupation parent1 red_car revoked urbanicity bluebook age car_age home_kids home_value income kids_drive mvr_pts tif travel_time yoj / distribution=zip link=log; zeromodel education gender car_type car_use mstatus occupation parent1 red_car revoked urbanicity bluebook age car_age home_kids home_value income kids_drive mvr_pts tif travel_time yoj / link=probit; selection method=forward(choose=aicc) details=summary; id claims; output out=zip pred=pred pzero=pzero; ods output fitstatistics=fit nobs=nobs dimensions=dimensions; run;
The “Performance Information” table in Output 1 shows that the procedure executed in single-machine mode (that is, on the server where SAS is installed). When high-performance procedures run in single-machine mode, they use concurrently scheduled threads. In this case, four threads were used.
The “Model Information” table reports that a zero-inflated Poisson model was fit with a log link function for the mean equation and a probit link function for the zero-inflation probability equation.
Output 1: Performance and Model Information
The HPGENSELECT ProcedurePerformance Information | |
---|---|
Execution Mode | Single-Machine |
Number of Threads | 4 |
Model Information | |
---|---|
Data Source | WORK.CLAIM_HISTORY |
Response Variable | Claims |
Class Parameterization | GLM |
Distribution | Zero-Inflated Poisson |
Link Function | Log |
Zero Model Link Function | Probit |
Optimization Technique | Newton-Raphson with Ridging |
Number of Observations Read | 2500 |
---|---|
Number of Observations Used | 2500 |
Output 2 lists the 10 class variables that are specified in the CLASS statement, along with the number of levels and the values for each variable.
Output 2: Class Level Information
Class Level Information | ||
---|---|---|
Class | Levels | Values |
Education | 5 | < High School Bachelors High School Masters PhD |
Gender | 2 | F M |
Car_Type | 6 | Minivan Panel Truck Pickup SUV Sports Car Van |
Car_Use | 2 | Commercial Private |
MStatus | 2 | No Yes |
Occupation | 8 | Blue Collar Clerical Doctor Home Maker Lawyer Manager Professional Student |
Parent1 | 2 | No Yes |
Red_Car | 2 | No Yes |
Revoked | 2 | No Yes |
Urbanicity | 2 | Rural Urban |
Output 3 displays a summary of the selection process.
The “Selection Information” table reports that forward selection was used, the selection and stopping criteria are the significance level of each individual effect, and the entry significance level is the default value of 0.05.
The “Selection Summary” table reports the variables that are added at each step of the selection process. Because the ZIP model is a mixture model and has two equations, the variables that are selected for the zero-inflation probability equation are distinguished from the variables that are selected for the mean equation by having “_Zero” appended to their name. The summary shows that four variables plus an intercept were selected for the mean equation and that eight variables plus an intercept were selected for the zero-inflation probability equation.
The “Dimensions” table reports that 14 effects are included in the final model and 18 parameters are estimated.
Output 3: Summary of the Selection Process
Selection Information | |
---|---|
Selection Method | Forward |
Select Criterion | Significance Level |
Stop Criterion | Significance Level |
Choose Criterion | AICC |
Effect Hierarchy Enforced | None |
Entry Significance Level (SLE) | 0.05 |
Stop Horizon | 1 |
Selection Summary | ||||
---|---|---|---|---|
Step | Effect Entered |
Number Effects In |
AICC | p Value |
0 | Intercept | 1 | ||
Intercept_Zero | 2 | 5686.6821 | . | |
1 | Mvr_Pts_Zero | 3 | 5140.5067 | <.0001 |
2 | Urbanicity_Zero | 4 | 4979.1354 | <.0001 |
3 | Income_Zero | 5 | 4954.3377 | <.0001 |
4 | Car_Use_Zero | 6 | 4937.4125 | <.0001 |
5 | Revoked_Zero | 7 | 4926.9092 | 0.0005 |
6 | Travel_Time_Zero | 8 | 4920.1708 | 0.0031 |
7 | Car_Type_Zero | 9 | 4914.0826 | 0.0064 |
8 | Home_Value_Zero | 10 | 4908.7648 | 0.0070 |
9 | Red_Car | 11 | 4904.6657 | 0.0126 |
10 | MStatus | 12 | 4901.7134 | 0.0254 |
11 | Travel_Time | 13 | 4899.3634 | 0.0358 |
12 | Mvr_Pts | 14 | 4897.1158* | 0.0383 |
* Optimal Value of Criterion |
Selection stopped because no candidate for entry is significant at the 0.05 level. |
The model at step 12 is selected where AICC is 4897.116. |
Selected Effects: | Intercept MStatus Red_Car Mvr_Pts Travel_Time Intercept_Zero Car_Type_Zero Car_Use_Zero Revoked_Zero Urbanicity_Zero Home_Value_Zero Income_Zero Mvr_Pts_Zero Travel_Time_Zero |
---|
Dimensions | |
---|---|
Number of Effects | 14 |
Number of Parameters | 18 |
Columns in X | 24 |
Output 4 displays the estimates of the model parameters. The “Parameter Estimates” table displays the estimates of the mean equation’s parameters, and the “Zero-Inflation Parameter Estimates” table displays the estimates of the zero-inflation probability equation’s parameters. The selected variables for the mean equation are MStatus
, Red_Car
, Mvr_Pts
, and Travel_Time
. The selected variables for the zero-inflation probability equation are Car_Type
, Car_Use
, Revoked
, Urbanicity
, Home_Value
, Income
, Mvr_Pts
, and Travel_Time
.
Output 4: Parameter Estimates
Parameter Estimates | |||||
---|---|---|---|---|---|
Parameter | DF | Estimate | Standard Error |
Chi-Square | Pr > ChiSq |
Intercept | 1 | 0.393835 | 0.087850 | 20.0977 | <.0001 |
MStatus No | 1 | 0.111187 | 0.052546 | 4.4775 | 0.0343 |
MStatus Yes | 0 | 0 | . | . | . |
Red_Car No | 1 | -0.142290 | 0.056806 | 6.2743 | 0.0123 |
Red_Car Yes | 0 | 0 | . | . | . |
Mvr_Pts | 1 | 0.021451 | 0.010358 | 4.2888 | 0.0384 |
Travel_Time | 1 | 0.003631 | 0.001707 | 4.5255 | 0.0334 |
Zero-Inflation Parameter Estimates | |||||
---|---|---|---|---|---|
Parameter | DF | Estimate | Standard Error |
Chi-Square | Pr > ChiSq |
Intercept_Zero | 1 | 0.281308 | 0.199009 | 1.9981 | 0.1575 |
Car_Type_Zero Minivan | 1 | 0.095028 | 0.148198 | 0.4112 | 0.5214 |
Car_Type_Zero Panel Truck | 1 | -0.034481 | 0.200538 | 0.0296 | 0.8635 |
Car_Type_Zero Pickup | 1 | -0.072832 | 0.157468 | 0.2139 | 0.6437 |
Car_Type_Zero SUV | 1 | -0.297481 | 0.151435 | 3.8589 | 0.0495 |
Car_Type_Zero Sports Car | 1 | -0.297123 | 0.179088 | 2.7526 | 0.0971 |
Car_Type_Zero Van | 0 | 0 | . | . | . |
Car_Use_Zero Commercial | 1 | -0.367408 | 0.091243 | 16.2144 | <.0001 |
Car_Use_Zero Private | 0 | 0 | . | . | . |
Revoked_Zero No | 1 | 0.380971 | 0.111722 | 11.6281 | 0.0006 |
Revoked_Zero Yes | 0 | 0 | . | . | . |
Urbanicity_Zero Rural | 1 | 1.390559 | 0.108296 | 164.8738 | <.0001 |
Urbanicity_Zero Urban | 0 | 0 | . | . | . |
Home_Value_Zero | 1 | 0.000000814 | 0.000000362 | 5.0499 | 0.0246 |
Income_Zero | 1 | 0.000002556 | 0.000001024 | 6.2366 | 0.0125 |
Mvr_Pts_Zero | 1 | -0.363820 | 0.023392 | 241.9059 | <.0001 |
Travel_Time_Zero | 1 | -0.005264 | 0.002499 | 4.4386 | 0.0351 |
Convergence criterion (GCONV=1E-8) satisfied. |
Output 5 displays the fit statistics for the final model.
Output 5: Fit Statistics
Fit Statistics | |
---|---|
-2 Log Likelihood | 4860.84011 |
AIC (smaller is better) | 4896.84011 |
AICC (smaller is better) | 4897.11580 |
BIC (smaller is better) | 5001.67293 |
Pearson Chi-Square | 2398.50471 |
Pearson Chi-Square/DF | 0.96636 |
Most of the criteria are useful only for comparing the model fit among given alternative models. However, the Pearson statistic can be used to determine whether there is evidence of overdispersion or underdispersion. If the model is correctly specified and there is no overdispersion or underdispersion, the Pearson chi-square statistic divided by the degrees of freedom has an expected value of 1. The obvious question is whether the observed value of 0.96636 is significantly less than 1 and thus indicates underdispersion. The Pearson statistic for a zero-inflated Poisson model has a limiting chi-square distribution under certain regularity conditions, with degrees of freedom equal to the number of observations minus the number of estimated parameters. A formal one-sided test for underdispersion is performed by computing , the probability of observing a smaller value of the statistic.
The following SAS statements compute the p-value for the test:
data _null_; set nobs(where=(label="Number of Observations Used")); call symput('n',NobsUsed); run; data _null_; set dimensions(where=(description="Number of Parameters")); call symput('parms',value); run; data fit; set fit(where=(label="Pearson Chi-Square")); format pvalue pvalue6.4; df=%eval(&n) - %eval(&parms); pvalue=probchi(value,df); label pvalue="Pr < ChiSq"; run;
proc print data=fit noobs label; var label value df pvalue; run;
Output 6 displays the test result. The p-value for the one-sided test for underdispersion is 0.12, so you fail to reject the null hypothesis of no underdispersion at the most commonly used confidence levels.
Output 6: Test for Overdispersion
Description | Value | df | Pr < ChiSq |
---|---|---|---|
Pearson Chi-Square | 2398.50471 | 2482 | 0.1172 |
A common method of assessing the goodness of fit of a model is to compare the observed relative frequencies of the various counts to the maximum likelihood estimates of their respective probabilities. The following SAS statements demonstrate one method of computing the estimated probabilities and generating two comparative plots.
The first step is to observe the value of the largest count and save it as a macro variable:
proc means data=zip(where=(~missing(pred))) noprint; var claims; output out=maxcount max=max; run;
data _null_; set maxcount; call symput('max',max); run; %let max=%sysfunc(strip(&max));
Next, you use the model predictions and the estimated zero-inflation probabilities that are stored in the output data set Zip
to compute the conditional probabilities . These are the variables ep0
–ep&max
in the following DATA step. You also generate an indicator variable for each count , , where each observation is assigned a value of 1 if count is observed, and 0 otherwise. These are the variables c0
–c&max
.
data zip(drop= i); set zip(where=(~missing(pred))); lambda=pred/(1-pzero); array ep{0:&max} ep0-ep&max; array c{0:&max} c0-c&max; do i = 0 to &max; if i=0 then ep{i}= pzero + (1-pzero)*pdf('POISSON',i,lambda); else ep{i}= (1-pzero)*pdf('POISSON',i,lambda); c{i}=ifn(claims=i,1,0); end; run;
Now you can use PROC MEANS to compute the means of the variables ep0
, , ep&max
and c0
, , c&max
. The means of ep0
, , ep&max
are the maximum likelihood estimates of . The means of c0
, , c&max
are the observed relative frequencies.
proc means data=zip noprint; var ep0 - ep&max c0-c&max; output out=ep(drop=_TYPE_ _FREQ_) mean(ep0-ep&max)=ep0-ep&max; output out=p(drop=_TYPE_ _FREQ_) mean(c0-c&max)=p0-p&max; run;
The output data sets from PROC MEANS are in what is commonly referred to as wide form. That is, there is one observation for each variable. In order to generate comparative plots, the data need to be in what is referred to as long form. Ultimately, you need four variables: one whose observations are an index of the values of the counts, a second whose observations are the observed relative frequencies, a third whose observations contain the ZIP model estimates of the probabilities , and a fourth whose observations contain the difference between the observed relative frequencies and the estimated probabilities.
The following SAS statements transpose the two output data sets so that they are in long form. Then, the two data sets are merged, and the variables that index the count values and record the difference between the observed relative frequencies and the estimated probabilities are generated.
proc transpose data=ep out=ep(rename=(col1=zip) drop=_NAME_); run; proc transpose data=p out=p(rename=(col1=p) drop=_NAME_); run;
data zipprob; merge ep p; zipdiff=p-zip; claims=_N_ -1; label zip='ZIP Probabilities' p='Relative Frequencies' zipdiff='Observed minus Predicted'; run;
Now you can use the SGPLOT procedure to produce the comparative plots:
proc sgplot data=zipprob; scatter x=claims y=p / markerattrs=(symbol=CircleFilled size=5px color=blue); scatter x=claims y=zip / markerattrs=(symbol=TriangleFilled size=5px color=red); xaxis type=discrete; run;
Figure 2 shows that the ZIP model that has the selected effects captures the shape of the distribution of the relative frequencies and accounts for the excess zeros quite well.
Figure 2: Comparison of ZIP Probabilities to Observed Relative Frequencies
ZIP Probabilities versus Relative Frequencies |
Observed Relative Frequencies Minus ZIP Probabilities |
|
|
These sample files and code examples are provided by SAS Institute Inc. "as is" without warranty of any kind, either express or implied, including but not limited to the implied warranties of merchantability and fitness for a particular purpose. Recipients acknowledge and agree that SAS Institute shall not be liable for any damages whatsoever arising out of their use of this material. In addition, SAS Institute will provide no support for the materials contained herein.
data claim_history;
input ID $ 1-10 Kids_Drive 11 Birth $ 15-25 Age 27-30
Home_Kids 31 YOJ 34-37 Income 38-48 Parent1 $ 49-52
Home_Value 53-63 MStatus $ 64-67 Gender $ 68
#2 Education $ 1-14 Occupation $ 15-27 Travel_Time 28-34
Car_Use $ 35-45 Bluebook 46-55 TIF 56 Car_Type $ 60-72
#3 Red_Car $ 1-3 OldClaim 5-13 Claims 14-18 Revoked $ 19-23
Mvr_Pts 24-26 Clm_Amt 27-35 Car_Age 36-39 Claim_Flag 40
Urbanicity $ 43-48;
datalines;
77382913 0 11/22/1964 34 0 10 62977.82 No 0.00 No F
Bachelors Clerical 33.64 Private 11200.00 1 SUV
No 0.00 0 No 0 2501.00 1 1 Urban
588888550 0 1/17/1954 45 0 0 0.00 No 106859.37 Yes F
< High School Home Maker 48.36 Private 6000.00 1 SUV
No 0.00 0 No 3 2920.17 5 1 Urban
140015922 0 8/6/1960 39 3 12 51884.11 Yes 180950.83 No F
Bachelors Clerical 43.11 Private 10590.00 6 SUV
No 0.00 0 No 0 0.00 13 0 Rural
162166370 0 4/19/1940 59 0 12 87460.05 No 0.00 No M
High School Manager 45.00 Private 15420.00 1 Minivan
Yes 44857.00 2 No 4 4111.00 1 1 Urban
116375554 0 10/6/1968 31 2 12 18902.50 No 93797.39 Yes F
< High School Clerical 47.56 Private 17330.00 4 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
235358484 0 2/22/1971 28 1 13 44077.29 No 170597.80 Yes F
High School Blue Collar 29.48 Commercial 8710.00 6 SUV
No 8935.00 2 No 0 6857.00 1 1 Urban
410873772 0 7/24/1952 47 0 11 46281.00 No 0.00 No F
< High School Blue Collar 29.01 Private 19700.00 10 Minivan
No 0.00 0 No 1 0.00 5 0 Urban
254362485 2 7/6/1955 44 2 0 0.00 No 82343.55 Yes F
High School Home Maker 8.07 Private 5900.00 6 SUV
No 3338.00 3 No 0 0.00 11 0 Urban
201327208 0 12/14/1938 60 0 12 37940.23 No 182738.85 Yes F
High School Blue Collar 15.67 Commercial 11290.00 1 Sports Car
No 0.00 0 No 0 5247.00 1 1 Urban
294816298 2 8/3/1963 36 2 12 130539.60 Yes 344195.47 No F
Bachelors Blue Collar 5.00 Commercial 27200.00 4 Minivan
No 0.00 0 No 0 0.00 9 0 Rural
686791659 0 5/7/1947 52 0 8 51277.53 No 230339.54 Yes F
Bachelors Professional 36.92 Private 1500.00 4 SUV
No 0.00 0 No 1 0.00 10 0 Urban
364483168 0 4/9/1943 56 0 0 0.00 No 63826.53 Yes F
PhD Home Maker 65.00 Private 13220.00 1 Minivan
No 0.00 0 No 0 0.00 12 0 Rural
745183922 0 6/30/1949 50 0 8 167468.77 No 0.00 No F
PhD Doctor 22.03 Private 34150.00 4 Sports Car
No 0.00 0 No 3 0.00 1 0 Urban
800426023 0 12/2/1954 44 2 15 16352.03 No 134163.64 Yes F
High School Home Maker 36.79 Private 10520.00 1 SUV
No 7838.00 1 No 1 8840.68 1 1 Urban
997497927 0 12/6/1966 32 3 14 54968.06 No 146784.13 Yes F
High School Professional 20.08 Private 10040.00 4 SUV
No 0.00 0 Yes 0 0.00 8 0 Urban
948288985 0 10/25/1953 46 0 10 79538.16 No 0.00 No F
Bachelors Manager 12.92 Private 14050.00 3 Minivan
No 0.00 0 Yes 2 0.00 11 0 Urban
803325269 0 7/24/1955 44 2 15 139330.45 Yes 316899.61 No F
High School Blue Collar 35.27 Commercial 22050.00 10 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
916609661 0 10/3/1969 30 1 10 17454.57 Yes 140978.27 No F
< High School Blue Collar 49.53 Private 12380.00 13 Minivan
No 0.00 0 No 0 0.00 6 0 Rural
454040458 0 4/9/1946 53 0 6 38035.58 No 153380.55 Yes F
High School Blue Collar 32.18 Commercial 13140.00 1 SUV
No 0.00 0 No 4 2425.00 1 1 Urban
298667574 2 6/26/1955 44 2 13 142588.05 No 365255.91 Yes M
Masters Manager 28.23 Private 21790.00 6 Minivan
Yes 0.00 0 No 2 0.00 9 0 Urban
783473090 0 1/6/1963 36 0 11 105384.27 No 267508.96 Yes M
Masters Professional 23.92 Private 13800.00 7 Minivan
Yes 31695.00 3 Yes 4 0.00 17 0 Urban
8565171 0 10/13/1958 41 0 10 66265.35 No 159276.15 Yes M
Masters Lawyer 58.55 Private 12230.00 4 Minivan
Yes 0.00 0 No 1 13105.33 9 1 Urban
22340563 1 5/25/1961 38 3 16 7527.93 No 113808.76 Yes M
< High School Clerical 25.53 Private 8080.00 1 Pickup
Yes 0.00 0 No 0 0.00 8 0 Rural
755810990 0 11/20/1951 47 0 11 44705.21 No 217885.09 Yes F
Bachelors Professional 50.09 Private 12840.00 1 SUV
No 1533.00 2 No 0 5125.00 10 1 Urban
813759954 0 1/21/1933 66 1 17 96829.72 No 325825.73 Yes M
Masters Professional 23.42 Private 11180.00 7 SUV
No 0.00 0 No 0 0.00 16 0 Urban
637739719 0 4/23/1947 52 0 7 64013.82 No 244862.52 Yes M
< High School Blue Collar 32.72 Commercial 7900.00 4 Pickup
Yes 8882.00 3 No 1 2143.00 5 1 Urban
82973186 0 7/5/1958 41 0 6 12541.08 No 0.00 No M
< High School Clerical 5.00 Private 7500.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
789568994 0 6/16/1953 46 0 10 104990.11 No 306539.65 No F
Bachelors Professional 39.94 Private 16080.00 13 SUV
No 0.00 0 No 0 0.00 7 0 Urban
541204921 0 9/8/1953 46 0 8 73871.58 No 245877.50 Yes F
Masters Lawyer 42.80 Private 20240.00 4 Sports Car
No 0.00 0 No 0 0.00 16 0 Rural
271813109 0 9/18/1956 43 2 15 49848.96 Yes 0.00 No F
Masters Lawyer 35.02 Private 13130.00 1 SUV
No 3622.00 3 No 4 6158.00 20 1 Urban
93412915 0 7/3/1956 43 3 14 48184.26 No 209188.27 Yes F
High School Blue Collar 50.50 Commercial 14530.00 12 Sports Car
No 6891.00 2 No 5 0.00 1 0 Urban
116801717 0 5/21/1959 40 0 10 78913.73 No 229054.53 No F
Bachelors Manager 36.41 Private 5500.00 10 SUV
No 6803.00 2 No 6 0.00 10 0 Urban
285566265 0 3/5/1957 42 0 10 123142.93 No 306368.26 No F
Masters Manager 16.19 Private 24930.00 4 Minivan
No 0.00 0 No 3 0.00 14 0 Urban
461573915 0 2/4/1950 49 0 8 22059.28 No 123924.36 Yes F
< High School Clerical 24.30 Commercial 21990.00 11 Pickup
No 0.00 0 No 1 0.00 1 0 Urban
473135731 0 1/9/1947 52 0 12 35630.76 No 155971.69 Yes M
High School Clerical 39.12 Private 6040.00 10 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
683378483 0 5/16/1944 55 0 14 55408.83 No 162236.86 Yes M
Bachelors Blue Collar 44.88 Commercial 27890.00 4 Panel Truck
No 0.00 0 No 0 0.00 14 0 Rural
384628643 0 10/21/1959 40 0 11 49780.05 No 0.00 No F
< High School Clerical 52.32 Private 10500.00 6 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
122722410 0 10/4/1954 45 0 11 60845.02 No 0.00 No F
Bachelors Manager 31.48 Private 24260.00 4 Minivan
No 0.00 0 No 0 0.00 18 0 Urban
349219108 0 10/19/1963 36 0 7 70313.39 No 211506.30 Yes F
Bachelors Professional 55.32 Private 14960.00 6 Minivan
No 7650.00 3 No 5 0.00 4 0 Urban
345771306 0 9/13/1958 41 0 8 55363.54 No 0.00 No M
High School Clerical 16.90 Commercial 31390.00 1 Panel Truck
Yes 0.00 0 No 3 0.00 1 0 Rural
699382604 1 4/25/1946 53 1 0 0.00 No 0.00 Yes F
< High School Student 34.22 Private 1500.00 10 Sports Car
No 1175.00 3 No 2 0.00 7 0 Rural
586056136 0 10/16/1953 46 0 14 24574.85 No 176282.35 Yes F
High School Home Maker 72.78 Private 8560.00 10 Sports Car
No 0.00 0 No 0 0.00 9 0 Rural
444239590 0 7/26/1949 50 0 7 73307.60 No 240645.07 No M
Masters Lawyer 37.57 Private 18720.00 7 Van
No 0.00 0 No 2 0.00 19 0 Rural
34434267 0 12/20/1936 62 0 12 22181.48 No 185458.84 No F
High School Clerical 23.82 Private 17880.00 7 Sports Car
No 9873.00 3 No 5 3705.00 1 1 Urban
416505182 0 9/7/1946 53 0 15 84345.18 No 264549.50 Yes F
Bachelors Manager 35.82 Private 9930.00 4 SUV
No 0.00 0 No 3 6693.00 5 1 Urban
930929206 0 7/24/1945 54 0 15 107808.40 No 278940.17 Yes F
Bachelors Manager 45.43 Commercial 27020.00 7 Pickup
No 1780.00 3 No 0 0.00 6 0 Urban
23391155 0 2/19/1946 53 1 13 52759.22 No 164905.92 Yes F
Bachelors Professional 41.11 Private 24160.00 9 Minivan
No 0.00 0 No 0 0.00 13 0 Rural
391760011 0 7/1/1960 39 2 12 59684.99 No 197088.69 Yes M
High School Blue Collar 42.07 Commercial 7470.00 7 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
754620325 0 5/13/1958 41 2 0 0.00 Yes 54130.22 No F
Masters Home Maker 17.55 Private 32090.00 6 Minivan
No 0.00 0 No 0 0.00 17 0 Rural
819642529 1 11/28/1953 45 2 17 111268.31 No 288070.97 Yes F
Masters Lawyer 46.40 Private 24600.00 1 Van
No 28026.00 2 Yes 2 4644.00 10 1 Urban
312200998 0 5/24/1948 51 0 13 80620.84 No 256151.91 Yes F
High School Professional 26.87 Private 25700.00 1 Van
No 0.00 0 No 0 0.00 1 0 Urban
321756880 0 4/22/1968 31 3 14 26112.40 No 117228.96 Yes F
< High School Clerical 57.77 Private 14030.00 3 SUV
No 0.00 0 No 0 4277.00 5 1 Rural
170341954 0 8/29/1950 49 1 15 89611.60 No 261945.53 Yes M
Masters Professional 23.22 Commercial 6400.00 10 Pickup
Yes 0.00 0 No 0 0.00 23 0 Urban
82438997 0 12/14/1953 45 2 12 62447.15 Yes 203472.49 No M
High School Blue Collar 39.08 Commercial 12240.00 7 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
290532681 0 3/6/1953 46 0 5 108700.85 No 337340.08 Yes F
Masters Manager 38.69 Private 12070.00 3 SUV
No 0.00 0 No 0 0.00 17 0 Urban
406716758 1 12/28/1955 43 2 16 72357.25 No 288114.71 Yes M
Bachelors Blue Collar 40.13 Commercial 23190.00 1 Minivan
Yes 0.00 0 No 0 0.00 7 0 Urban
645904097 0 9/1/1965 34 2 13 27580.77 Yes 0.00 No M
< High School Blue Collar 37.88 Commercial 12250.00 4 Minivan
Yes 0.00 0 No 6 0.00 5 0 Rural
330583611 0 10/29/1966 33 1 11 86187.25 Yes 241285.36 No M
Bachelors Professional 81.05 Private 13420.00 17 Minivan
No 0.00 0 No 1 0.00 5 0 Rural
119788926 0 6/25/1963 36 3 7 29741.36 Yes 0.00 No F
< High School Clerical 32.41 Private 8070.00 6 SUV
No 2797.00 2 No 0 0.00 7 0 Urban
870743869 2 8/14/1959 40 3 14 20125.67 Yes 138443.61 No F
< High School Blue Collar 5.13 Private 8260.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Urban
930282594 1 1/28/1954 45 2 0 0.00 No 69743.08 Yes F
Masters Home Maker 26.69 Private 14300.00 1 Minivan
No 9062.00 1 No 1 0.00 11 0 Urban
128484499 2 1/29/1954 45 2 12 30085.32 No 128193.58 Yes M
< High School Clerical 43.70 Commercial 7200.00 4 Pickup
No 0.00 0 Yes 3 3769.00 8 1 Urban
197015157 0 10/17/1935 64 0 13 61521.48 No 248877.72 Yes F
Masters Lawyer 40.50 Private 7650.00 1 Sports Car
No 0.00 0 No 8 7390.44 9 1 Urban
192114963 0 10/10/1958 41 2 10 78675.26 Yes 265450.06 No M
Bachelors Blue Collar 33.03 Commercial 13470.00 11 Minivan
Yes 0.00 0 No 0 0.00 3 0 Urban
758370952 0 10/17/1945 54 0 13 88667.79 No 316418.51 Yes F
PhD Lawyer 62.95 Private 20090.00 4 Minivan
No 10520.00 2 No 1 1065.00 14 1 Urban
756376204 0 12/29/1966 32 3 14 21943.94 No 128775.84 Yes F
< High School Blue Collar 33.65 Private 7270.00 1 SUV
No 0.00 0 Yes 1 0.00 1 0 Urban
880702697 0 4/20/1955 44 0 0 0.00 No 104489.90 Yes F
Bachelors Home Maker 27.82 Private 14190.00 4 Sports Car
No 35430.00 2 Yes 2 0.00 8 0 Urban
899830494 1 2/25/1961 38 2 14 83937.05 No 234150.80 Yes F
Bachelors Blue Collar 28.28 Commercial 13800.00 3 SUV
No 10851.00 2 No 0 0.00 10 0 Urban
666444862 1 1/11/1962 37 2 14 96188.22 Yes 0.00 No F
Bachelors Professional 49.32 Private 13340.00 1 SUV
No 0.00 0 Yes 1 0.00 10 0 Urban
476379522 1 12/29/1943 55 1 14 17819.64 No 115539.86 Yes F
Bachelors Home Maker 32.02 Private 13340.00 1 SUV
No 6913.00 1 No 3 0.00 8 0 Rural
790738376 0 3/25/1954 45 2 4 25031.76 Yes 0.00 No F
High School Clerical 34.09 Commercial 6100.00 1 Pickup
Yes 5771.00 1 No 5 6195.00 1 1 Rural
999482663 0 8/13/1951 48 0 12 22632.64 No 135678.51 Yes F
Bachelors Manager 30.26 Private 16730.00 13 SUV
No 0.00 0 No 0 0.00 9 0 Urban
695833713 0 4/11/1970 29 1 8 73842.01 Yes 0.00 No F
High School Blue Collar 24.51 Commercial 22340.00 1 Sports Car
No 4769.00 1 No 4 3418.00 1 1 Urban
616722972 0 8/10/1947 52 0 13 37295.46 No 163285.30 No M
< High School Blue Collar 27.87 Commercial 6700.00 4 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
132742099 0 11/28/1958 40 0 7 50223.96 No 0.00 No M
High School Blue Collar 15.74 Commercial 13780.00 1 Minivan
Yes 1937.00 2 No 6 0.00 5 0 Urban
594606184 0 2/24/1952 47 0 7 76461.86 No 229333.85 Yes M
Bachelors Professional 28.77 Private 13850.00 6 Minivan
Yes 0.00 0 No 0 0.00 7 0 Urban
833443761 0 8/11/1953 46 0 8 79317.14 No 241733.42 Yes M
High School Professional 5.00 Private 6100.00 1 Pickup
Yes 4263.00 2 No 7 0.00 6 0 Urban
213361324 0 4/11/1944 55 0 14 72336.90 No 210378.42 Yes M
PhD Manager 27.69 Commercial 22980.00 3 Panel Truck
No 0.00 0 No 2 0.00 11 0 Urban
716232766 0 2/20/1967 32 4 15 4478.34 Yes 0.00 No F
< High School Student 7.47 Private 6780.00 4 SUV
No 7181.00 3 No 5 2891.10 8 1 Urban
137443614 0 9/5/1955 44 1 9 5952.49 No 0.00 Yes M
Bachelors Student 21.89 Commercial 6500.00 4 Pickup
Yes 0.00 0 No 0 0.00 10 0 Urban
406695090 0 1/30/1960 39 2 14 50874.54 No 131769.61 Yes F
< High School Blue Collar 22.93 Commercial 14100.00 6 Sports Car
No 0.00 0 No 3 0.00 1 0 Urban
983599846 0 2/29/1940 59 0 15 158702.96 No 0.00 No F
PhD Doctor 32.33 Private 20540.00 17 SUV
No 0.00 0 No 0 0.00 18 0 Urban
454217720 0 10/10/1955 44 1 11 75045.62 No 244818.90 Yes M
High School Blue Collar 56.34 Commercial 9000.00 4 Pickup
Yes 3288.00 3 No 6 2449.00 10 1 Urban
282526845 0 3/30/1940 59 0 11 186632.22 No 483645.20 Yes M
PhD Manager 34.56 Private 21730.00 1 Van
No 0.00 0 No 2 0.00 13 0 Urban
332762693 0 8/28/1973 26 1 0 0.00 No 0.00 Yes F
Bachelors Student 9.95 Commercial 4100.00 1 Sports Car
No 11279.00 3 No 5 4524.00 6 1 Urban
953612670 0 12/22/1955 43 2 11 46224.49 No 173103.37 Yes M
High School Blue Collar 45.40 Commercial 11510.00 13 Pickup
Yes 0.00 0 Yes 0 4480.00 10 1 Urban
137281356 0 7/17/1952 47 0 7 28653.56 No 144131.26 No M
High School Professional 21.56 Commercial 9070.00 6 Pickup
Yes 0.00 0 No 3 0.00 8 0 Rural
533779817 0 9/6/1954 45 0 12 107327.06 No 316035.25 No F
Bachelors Professional 38.14 Private 18540.00 1 SUV
No 0.00 0 No 2 0.00 9 0 Urban
670502617 0 7/2/1950 49 0 14 95156.16 No 278952.99 Yes M
Masters Professional 70.45 Commercial 9720.00 6 Pickup
No 5645.00 3 No 0 0.00 15 0 Urban
95033073 0 12/1/1954 44 0 12 39851.87 No 125283.41 Yes F
High School Blue Collar 37.40 Commercial 7410.00 1 SUV
No 3704.00 2 No 0 0.00 6 0 Urban
255731304 0 11/22/1948 50 0 15 36504.32 No 137024.90 Yes M
< High School Blue Collar 30.02 Commercial 14210.00 1 Minivan
Yes 0.00 0 No 0 0.00 8 0 Urban
195811371 0 8/24/1941 58 0 11 51869.72 No 0.00 No M
< High School Blue Collar 35.57 Commercial 24520.00 4 Panel Truck
Yes 0.00 0 Yes 5 40151.71 1 1 Urban
57895463 0 6/14/1943 56 0 13 125795.30 No 0.00 No M
Masters Lawyer 51.94 Private 7100.00 1 Minivan
Yes 0.00 0 No 0 0.00 14 0 Urban
930441156 0 3/16/1962 37 0 7 61790.49 No 0.00 No M
High School Blue Collar 32.20 Commercial 15150.00 4 Minivan
No 0.00 0 No 0 2876.00 7 1 Urban
976339643 0 7/15/1942 57 0 10 33707.03 No 0.00 No F
< High School Blue Collar 40.08 Commercial 27520.00 12 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
440161891 0 1/1/1957 42 2 13 64766.07 No 263986.33 Yes F
High School Blue Collar 20.38 Commercial 11840.00 18 SUV
No 44414.00 1 Yes 1 1796.00 1 1 Urban
490636474 1 6/1/1959 40 2 6 54158.61 No 180763.73 Yes M
< High School Blue Collar 65.48 Private 16920.00 10 Van
Yes 0.00 0 No 1 0.00 1 0 Rural
466727453 0 11/28/1965 33 3 12 46452.58 No 166666.51 Yes M
< High School Blue Collar 47.10 Private 6150.00 10 Minivan
No 0.00 0 No 1 0.00 5 0 Urban
715325953 0 5/3/1966 33 3 7 22899.07 Yes 126381.73 No M
< High School Clerical 19.29 Private 7090.00 6 Pickup
Yes 0.00 0 No 0 0.00 5 0 Rural
357996074 0 8/19/1948 51 0 11 124550.35 No 330451.21 Yes M
Masters Lawyer 37.41 Private 38290.00 7 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
303541974 0 6/11/1959 40 0 5 57062.79 No 0.00 No F
Masters Professional 45.79 Private 16250.00 10 Sports Car
No 0.00 0 No 0 2872.00 19 1 Urban
144633248 0 5/6/1949 50 0 10 24358.08 No 128209.88 Yes M
< High School Blue Collar 11.26 Private 17790.00 3 Van
No 0.00 0 Yes 0 0.00 7 0 Urban
522831508 0 10/16/1960 39 0 10 76150.11 No 219917.29 Yes M
Bachelors Blue Collar 38.75 Commercial 14010.00 6 Minivan
No 0.00 0 No 5 0.00 8 0 Rural
925155504 0 9/8/1948 51 0 0 0.00 No 0.00 Yes F
< High School Student 9.83 Private 16180.00 7 SUV
No 0.00 0 No 0 0.00 6 0 Urban
856909134 2 8/16/1963 36 3 13 28326.29 No 145411.35 Yes F
< High School Clerical 36.97 Commercial 26280.00 7 Pickup
No 39535.00 3 Yes 2 8662.00 8 1 Urban
176300530 0 9/30/1945 54 0 12 69624.96 No 271182.69 Yes F
Bachelors Manager 51.02 Private 22340.00 1 SUV
No 3155.00 1 No 2 0.00 12 0 Urban
530675931 0 11/17/1952 47 0 8 28172.05 No 175173.34 Yes F
High School Home Maker 27.33 Private 13970.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Urban
753621305 1 9/30/1963 36 1 13 60097.21 No 173562.11 Yes F
High School Blue Collar 40.36 Commercial 28040.00 11 Pickup
No 0.00 0 No 1 0.00 1 0 Urban
885737455 0 10/31/1936 63 0 15 26921.08 No 140455.27 Yes F
Bachelors Manager 19.37 Private 14360.00 1 SUV
No 30288.00 1 Yes 2 5952.00 11 1 Urban
95483524 0 1/31/1966 33 2 9 31675.22 No 159621.49 Yes F
High School Blue Collar 24.88 Commercial 9130.00 7 Sports Car
No 32882.00 1 Yes 6 7719.00 1 1 Urban
508400544 3 3/5/1962 37 3 9 6856.62 Yes 86075.17 No F
High School Home Maker 34.81 Private 12540.00 1 SUV
No 3452.00 1 No 1 0.00 7 0 Rural
68419810 0 11/21/1950 48 0 12 93658.47 No 274828.15 Yes M
Bachelors Professional 32.71 Commercial 18050.00 1 Van
Yes 0.00 0 No 0 0.00 10 0 Urban
177904348 0 12/18/1942 56 2 17 29523.52 No 198106.86 Yes F
< High School Blue Collar 52.01 Private 14250.00 14 SUV
No 0.00 0 No 1 2353.00 7 1 Urban
390463105 0 7/7/1957 42 0 0 0.00 No 0.00 No F
High School Home Maker 5.00 Private 25540.00 1 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
597023314 0 2/2/1953 46 0 13 27668.70 No 163355.58 Yes M
< High School Blue Collar 45.29 Private 8870.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
995983724 0 9/12/1930 69 0 14 69097.67 No 249025.97 Yes M
Bachelors Manager 56.71 Private 15310.00 4 SUV
Yes 0.00 0 No 3 0.00 11 0 Urban
305504579 1 9/24/1942 57 2 15 34116.09 Yes 0.00 No F
High School Clerical 25.44 Private 10610.00 10 Sports Car
No 34041.00 3 Yes 1 5457.00 7 1 Urban
563040522 0 10/29/1948 51 0 9 46201.13 No 193648.73 Yes M
High School Blue Collar 32.60 Commercial 11220.00 4 Pickup
Yes 0.00 0 No 0 0.00 9 0 Rural
653240659 0 11/12/1955 44 3 15 29502.15 No 141516.18 Yes F
< High School Clerical 30.20 Private 28750.00 4 Minivan
No 37130.00 1 No 2 0.00 2 0 Urban
262104318 0 1/13/1950 49 0 14 108748.30 No 322394.12 Yes F
< High School Blue Collar 31.95 Private 21520.00 1 SUV
No 0.00 0 No 1 0.00 7 0 Urban
411870556 0 6/27/1957 42 0 11 49223.56 No 155963.47 Yes M
High School Blue Collar 28.57 Commercial 27460.00 1 Minivan
Yes 4546.00 3 No 0 3443.00 1 1 Urban
957050266 0 1/17/1953 46 0 10 41083.46 No 177526.94 Yes F
High School Blue Collar 21.03 Commercial 12810.00 10 SUV
No 2520.00 2 No 4 0.00 10 0 Urban
414427246 0 7/27/1959 40 1 13 79715.15 Yes 0.00 No F
Bachelors Clerical 6.18 Private 23140.00 10 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
728230622 0 4/6/1943 56 0 12 277.99 No 91929.80 Yes F
High School Student 57.79 Commercial 26150.00 1 Pickup
No 49641.00 2 No 0 0.00 8 0 Urban
297255585 0 10/18/1951 48 0 8 137411.01 No 391680.20 No M
Bachelors Blue Collar 21.67 Commercial 11940.00 10 Pickup
Yes 0.00 0 No 0 0.00 4 0 Urban
779818728 0 6/6/1961 38 0 10 28409.29 No 0.00 No M
High School Clerical 27.13 Commercial 8140.00 10 Pickup
Yes 0.00 0 No 1 0.00 7 0 Rural
609195177 0 11/6/1972 27 3 9 69793.56 Yes 0.00 No F
Bachelors Professional 24.30 Private 14660.00 4 SUV
No 2848.00 1 No 3 4313.00 6 1 Urban
126864927 1 8/23/1957 42 2 15 85408.06 No 274402.43 Yes F
High School Blue Collar 32.32 Commercial 20170.00 10 Minivan
No 697.00 2 No 0 4257.00 8 1 Urban
632172083 0 6/30/1949 50 0 13 94588.60 No 276150.49 Yes M
< High School Blue Collar 8.02 Private 6500.00 11 Minivan
No 0.00 0 No 2 1412.55 1 1 Urban
845009116 0 7/2/1946 53 0 12 16535.78 No 133203.66 Yes F
Bachelors Home Maker 24.21 Private 3150.00 3 SUV
No 1335.00 2 No 0 0.00 6 0 Urban
399237836 0 1/10/1956 43 0 7 58111.64 No 0.00 No M
Bachelors Clerical 33.87 Private 1500.00 4 Minivan
Yes 0.00 0 No 2 0.00 11 0 Rural
641381483 0 10/26/1950 49 0 12 66971.66 No 0.00 No M
High School Professional 16.95 Private 24760.00 10 Minivan
Yes 6813.00 5 No 0 0.00 8 0 Urban
92890623 1 2/2/1962 37 2 9 54349.14 No 212419.32 Yes F
High School Manager 27.80 Private 10630.00 13 SUV
No 1381.00 1 No 4 0.00 11 0 Urban
163220080 0 3/4/1949 50 0 11 109785.54 No 348665.93 Yes F
High School Professional 35.25 Private 9440.00 1 Minivan
No 0.00 0 No 0 0.00 8 0 Urban
665180201 0 4/6/1975 24 1 13 23108.55 No 93445.26 Yes F
Bachelors Clerical 34.08 Private 6210.00 14 SUV
Yes 5876.00 1 No 2 0.00 13 0 Urban
773942917 0 5/31/1962 37 0 6 53895.29 No 161773.99 Yes M
Bachelors Clerical 44.23 Commercial 11250.00 17 Pickup
No 0.00 0 No 0 5636.00 11 1 Urban
394138480 0 11/8/1956 43 2 12 60972.96 Yes 0.00 No F
Bachelors Blue Collar 55.70 Commercial 5800.00 1 Sports Car
No 0.00 0 Yes 1 3414.00 8 1 Urban
814013916 0 3/13/1949 50 0 12 34702.57 No 162957.78 No M
High School Blue Collar 31.14 Commercial 9970.00 10 Minivan
No 651.00 3 No 2 0.00 6 0 Urban
178129665 0 11/20/1951 47 0 0 0.00 No 0.00 Yes M
High School Student 35.27 Commercial 11610.00 7 Pickup
Yes 19545.00 1 Yes 0 26305.26 1 1 Rural
534426680 0 9/8/1959 40 0 11 164807.28 No 0.00 No M
PhD Doctor 21.76 Private 5500.00 1 Pickup
Yes 0.00 0 No 0 0.00 17 0 Urban
214040951 1 11/20/1941 57 2 0 0.00 No 0.00 Yes M
High School Student 28.86 Private 9240.00 1 Pickup
Yes 8336.00 2 Yes 5 2463.00 1 1 Urban
344781057 0 6/4/1955 44 2 12 6034.94 Yes 0.00 No M
< High School Student 28.93 Private 6500.00 10 Pickup
Yes 23949.00 1 Yes 6 0.00 1 0 Urban
416746837 0 1/7/1947 52 0 10 27019.17 No 142928.62 No F
Bachelors Professional 58.62 Private 9400.00 16 Sports Car
No 0.00 0 No 1 0.00 13 0 Rural
931284621 0 9/24/1956 43 0 14 30037.45 No 166870.67 Yes M
< High School Blue Collar 5.00 Private 11920.00 3 Pickup
Yes 25664.00 3 Yes 3 0.00 1 0 Urban
279632339 0 6/5/1948 51 0 7 94081.97 No 255867.49 Yes M
Bachelors Manager 57.39 Private 15140.00 9 Minivan
Yes 0.00 0 No 2 0.00 9 0 Urban
255731304 0 11/23/1946 52 0 15 88690.95 No 279497.19 Yes M
Bachelors Blue Collar 40.49 Private 18200.00 4 Van
Yes 1261.00 4 No 2 0.00 10 0 Urban
968418547 0 12/7/1960 38 2 14 58832.76 No 193644.40 Yes M
Bachelors Blue Collar 40.93 Commercial 17680.00 1 Van
Yes 0.00 0 Yes 2 4611.02 10 1 Urban
17347314 0 2/5/1962 37 1 7 111183.44 Yes 314817.29 No F
Bachelors Professional 67.07 Private 12420.00 10 Sports Car
No 0.00 0 No 0 0.00 8 0 Urban
989066499 1 7/11/1956 43 2 16 45347.73 No 198637.77 Yes F
High School Clerical 15.54 Private 10330.00 1 Sports Car
No 0.00 0 No 1 0.00 1 0 Urban
969347793 0 2/22/1958 41 0 10 19815.95 No 142622.10 Yes M
< High School Clerical 36.77 Private 11590.00 6 Minivan
No 0.00 0 No 0 0.00 5 0 Rural
469933313 0 4/21/1946 53 0 12 48586.89 No 0.00 No M
High School Blue Collar 61.02 Commercial 19300.00 6 Van
No 4390.00 3 No 3 5951.18 6 1 Urban
631474711 0 1/22/1951 48 0 10 27207.74 No 0.00 No F
High School Student 64.28 Private 10150.00 6 SUV
No 18535.00 1 No 3 0.00 7 0 Urban
363479465 0 8/1/1947 52 0 13 152003.69 No 406182.85 Yes F
Masters Lawyer 28.88 Private 6700.00 11 SUV
No 0.00 0 No 0 0.00 1 0 Rural
52463713 0 5/20/1947 52 0 12 78608.72 No 281358.28 No M
Bachelors Professional 36.66 Private 18910.00 1 Van
Yes 0.00 0 No 0 0.00 11 0 Rural
318742437 0 9/19/1943 56 0 15 134165.84 No 324905.22 Yes F
Masters Manager 45.14 Private 20520.00 6 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
779705246 3 8/25/1937 62 3 16 33994.88 No 136008.26 Yes M
< High School Blue Collar 41.74 Private 7700.00 4 SUV
Yes 8002.00 3 No 4 16840.12 1 1 Urban
606191446 0 2/23/1949 50 0 11 113845.14 No 0.00 No M
High School Clerical 18.45 Private 12880.00 1 Minivan
Yes 0.00 0 No 1 0.00 1 0 Urban
344149788 0 12/5/1950 48 0 11 26874.79 No 0.00 No M
High School Clerical 18.29 Commercial 10450.00 1 Pickup
No 3830.00 1 No 8 4194.00 6 1 Urban
834666908 0 2/24/1943 56 0 12 95259.07 No 320094.48 Yes F
Bachelors Blue Collar 25.17 Commercial 11030.00 4 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
319910320 0 1/12/1950 49 0 8 76398.79 No 225767.80 Yes M
High School Blue Collar 44.03 Commercial 14040.00 7 Minivan
No 32239.00 2 Yes 5 0.00 1 0 Urban
918437912 0 7/16/1949 50 0 9 58628.33 No 0.00 No M
Masters Lawyer 14.47 Private 12360.00 1 Minivan
Yes 0.00 0 No 0 1030.00 15 1 Urban
379632558 0 7/9/1969 30 0 12 80872.08 No 285858.56 Yes M
Bachelors Professional 27.21 Private 29580.00 10 Minivan
Yes 0.00 0 No 0 0.00 7 0 Rural
774052555 1 12/25/1960 38 2 13 38316.93 No 125157.42 Yes F
PhD Doctor 44.47 Private 1500.00 1 Sports Car
No 2896.00 1 No 8 0.00 8 0 Urban
57808809 0 8/3/1956 43 4 11 69651.42 No 272224.51 Yes M
High School Blue Collar 49.61 Commercial 19210.00 10 Van
Yes 0.00 0 No 0 0.00 7 0 Urban
938382235 0 8/2/1949 50 0 12 92237.11 No 0.00 No M
Bachelors Blue Collar 56.46 Commercial 15720.00 13 Minivan
Yes 0.00 0 No 3 0.00 11 0 Rural
233252730 0 5/11/1951 48 0 8 134140.04 No 0.00 No M
PhD Manager 34.10 Commercial 30240.00 1 Panel Truck
No 7478.00 2 No 6 0.00 13 0 Urban
314006147 0 7/19/1947 52 0 10 47417.42 No 229556.09 No M
Masters Lawyer 60.79 Private 8840.00 10 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
324060462 0 12/18/1956 42 0 13 172119.02 No 429985.12 Yes M
PhD Manager 26.42 Commercial 7580.00 16 Pickup
No 0.00 0 No 0 0.00 12 0 Urban
600385688 0 7/27/1972 27 3 15 52335.20 No 187295.27 Yes M
Bachelors Clerical 23.58 Private 9430.00 18 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
329152754 0 7/25/1961 38 2 10 40179.59 No 164345.98 Yes F
Masters Home Maker 23.33 Private 3320.00 1 Sports Car
No 0.00 0 No 0 0.00 2 0 Rural
676425834 0 6/2/1953 46 0 11 89656.58 No 267838.94 No F
Bachelors Professional 38.89 Private 11070.00 1 SUV
No 0.00 0 No 1 0.00 10 0 Urban
826840501 0 3/19/1957 42 1 6 68984.14 Yes 219684.48 No M
< High School Professional 45.67 Private 1500.00 6 Minivan
Yes 0.00 0 Yes 4 0.00 5 0 Urban
169535646 0 12/28/1951 47 0 0 0.00 No 56265.91 Yes F
Bachelors Home Maker 31.97 Private 6200.00 1 SUV
No 0.00 0 Yes 0 0.00 1 0 Urban
105282377 0 8/4/1955 44 0 9 70913.74 No 0.00 No F
Bachelors Blue Collar 68.95 Commercial 5900.00 7 SUV
No 0.00 0 No 0 0.00 9 0 Rural
251851062 0 6/29/1959 40 0 8 55257.77 No 182916.68 No M
High School Blue Collar 37.23 Commercial 13860.00 10 Minivan
No 6474.00 2 No 3 0.00 1 0 Urban
132924806 0 3/10/1945 54 0 14 81437.56 No 0.00 No F
Masters Lawyer 39.28 Private 15040.00 4 Sports Car
No 0.00 0 No 0 6220.00 16 1 Urban
249923796 2 11/15/1959 40 2 13 45777.22 No 199049.13 Yes M
Bachelors Clerical 78.43 Commercial 16990.00 7 Van
Yes 0.00 0 No 4 0.00 11 0 Rural
958652858 1 12/3/1956 42 2 10 36230.17 Yes 158234.08 No F
< High School Blue Collar 41.74 Private 6480.00 4 SUV
No 9773.00 2 No 1 2962.10 5 1 Urban
430554774 0 9/7/1954 45 3 18 77864.84 No 209525.94 Yes F
< High School Blue Collar 14.49 Private 27170.00 7 Minivan
No 0.00 0 No 1 0.00 7 0 Urban
732351484 1 7/18/1960 39 3 14 46877.89 No 176581.91 Yes F
Bachelors Clerical 27.29 Private 13740.00 7 SUV
No 0.00 0 No 1 0.00 9 0 Urban
114352452 1 7/3/1956 43 1 11 84341.68 No 289734.29 Yes M
Masters Lawyer 47.44 Private 28840.00 10 Minivan
No 3826.00 3 No 2 0.00 8 0 Urban
897529156 0 6/15/1966 33 0 9 69641.49 No 230290.21 No M
Bachelors Blue Collar 32.73 Commercial 22680.00 1 Panel Truck
Yes 1712.00 4 No 2 2044.22 15 1 Urban
339847244 0 5/20/1947 52 0 13 16005.24 No 52556.92 Yes M
< High School Clerical 38.31 Private 11570.00 7 Pickup
Yes 3546.00 1 No 5 0.00 1 0 Urban
827574178 0 7/11/1952 47 0 12 55019.39 No 206800.63 Yes F
Bachelors Professional 51.41 Private 18110.00 4 SUV
No 9085.00 2 No 1 0.00 9 0 Urban
897465576 0 3/4/1948 51 1 13 46380.93 No 217178.99 Yes F
High School Manager 18.21 Private 20130.00 12 SUV
No 0.00 0 No 0 0.00 6 0 Urban
448101140 0 3/16/1952 47 0 8 51624.25 No 0.00 No M
High School Clerical 24.20 Private 20500.00 1 Van
Yes 0.00 0 No 0 0.00 1 0 Urban
686821723 0 4/15/1957 42 1 11 200927.84 No 513817.29 Yes M
PhD Manager 25.50 Commercial 5600.00 1 Pickup
No 4020.00 1 No 2 2931.00 14 1 Urban
380886411 0 4/16/1952 47 0 12 64246.46 No 233450.18 Yes M
Bachelors Manager 33.96 Commercial 7200.00 1 Pickup
Yes 10265.00 1 No 1 0.00 13 0 Urban
551296680 0 3/13/1956 43 0 12 2346.16 No 99553.56 Yes F
Bachelors Student 25.19 Commercial 24590.00 1 Minivan
No 33218.00 3 No 0 0.00 7 0 Urban
433559105 0 5/2/1963 36 0 11 48901.03 No 210300.02 Yes M
High School Manager 5.00 Private 5100.00 1 Pickup
No 3805.00 3 No 0 0.00 9 0 Urban
363183316 0 1/18/1958 41 2 13 78370.26 Yes 230394.06 No F
Masters Lawyer 42.41 Private 21340.00 11 Minivan
No 0.00 0 No 0 0.00 12 0 Rural
887521778 0 10/28/1943 56 0 8 42833.87 No 146454.54 Yes M
Bachelors Blue Collar 28.84 Commercial 22760.00 4 Panel Truck
Yes 0.00 0 No 5 0.00 8 0 Rural
668312735 0 9/17/1952 47 0 9 107414.12 No 0.00 No F
Masters Home Maker 49.82 Commercial 21220.00 7 Pickup
No 8295.00 2 No 2 0.00 17 0 Urban
786615637 0 10/29/1946 53 0 2 55890.49 No 0.00 No F
Masters Lawyer 43.26 Private 12390.00 6 SUV
No 6668.00 1 No 4 0.00 19 0 Urban
343549613 0 12/7/1952 46 0 10 70307.22 No 226428.87 Yes F
Bachelors Blue Collar 36.26 Commercial 22210.00 1 SUV
No 6632.00 2 No 0 0.00 10 0 Urban
292877455 0 4/19/1944 55 0 15 39421.85 No 173117.49 Yes F
High School Clerical 31.92 Private 18150.00 1 Minivan
No 0.00 0 No 0 0.00 8 0 Urban
775278706 0 5/20/1949 50 0 3 87718.96 No 0.00 No M
Bachelors Blue Collar 20.07 Commercial 9160.00 17 Minivan
No 0.00 0 Yes 2 9270.00 9 1 Urban
307042838 0 8/3/1962 37 3 15 98654.55 No 272278.05 Yes F
Masters Lawyer 14.75 Private 11370.00 1 SUV
No 0.00 0 No 5 0.00 13 0 Urban
381939339 0 6/4/1965 34 1 11 35136.37 No 121174.60 Yes M
High School Clerical 8.87 Private 15330.00 10 Minivan
Yes 0.00 0 No 1 0.00 1 0 Urban
647929536 0 6/9/1962 37 0 10 44705.44 No 159710.16 Yes M
Masters Professional 20.90 Private 12990.00 6 Minivan
Yes 0.00 0 No 4 0.00 13 0 Urban
689058670 0 8/25/1943 56 0 13 44320.46 No 166534.77 Yes F
Bachelors Clerical 47.52 Commercial 12160.00 1 Pickup
No 3211.00 1 No 7 4539.00 15 1 Urban
22340563 1 5/25/1960 39 3 17 25846.21 No 107211.39 Yes M
High School Clerical 67.57 Commercial 26850.00 10 Panel Truck
Yes 0.00 0 No 3 0.00 7 0 Urban
792036483 1 8/27/1965 34 1 12 33197.11 No 123198.62 Yes F
High School Clerical 29.50 Private 5100.00 4 SUV
No 0.00 0 No 0 0.00 6 0 Urban
521577209 0 4/2/1953 46 0 10 144447.86 No 370577.78 No F
Masters Lawyer 34.29 Private 12130.00 1 SUV
No 0.00 0 No 3 0.00 17 0 Urban
220914247 0 10/6/1942 57 1 0 0.00 No 83842.53 Yes F
< High School Home Maker 35.94 Private 9180.00 1 SUV
No 2933.00 2 No 8 5834.73 1 1 Urban
464257651 0 10/4/1963 36 0 13 46195.04 No 218148.84 Yes F
Bachelors Clerical 25.09 Private 20530.00 3 Minivan
No 0.00 0 No 0 0.00 14 0 Rural
640148036 0 11/6/1946 53 0 11 27045.39 No 161922.02 Yes M
Bachelors Clerical 53.59 Commercial 6800.00 6 Pickup
No 6523.00 3 No 4 2439.00 7 1 Urban
202401508 0 6/1/1951 48 0 12 88744.70 No 241554.68 Yes F
High School Blue Collar 54.69 Commercial 7050.00 1 SUV
No 1031.00 2 No 5 0.00 12 0 Urban
707470066 0 9/24/1969 30 4 16 42579.22 No 169595.52 Yes F
High School Blue Collar 11.84 Commercial 24490.00 10 Pickup
No 2974.00 1 No 0 0.00 7 0 Urban
364590423 0 10/3/1955 44 2 14 26377.37 Yes 169045.47 No M
High School Clerical 30.21 Private 8540.00 1 Minivan
Yes 4236.00 3 No 3 4312.00 1 1 Urban
85976149 0 7/23/1975 24 1 7 6862.20 Yes 0.00 No F
Bachelors Clerical 37.94 Private 2190.00 1 SUV
Yes 11226.00 1 No 4 2569.00 9 1 Urban
232838532 0 8/17/1944 55 0 15 87426.46 No 286181.61 Yes M
Bachelors Blue Collar 40.80 Private 8410.00 4 Pickup
No 0.00 0 No 0 0.00 9 0 Urban
121455159 0 1/10/1951 48 0 8 75914.37 No 0.00 No F
Bachelors Professional 51.01 Private 13240.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Urban
308802855 0 8/16/1945 54 0 12 1590.35 No 58365.12 Yes M
Masters Lawyer 14.21 Private 20320.00 7 Van
Yes 0.00 0 No 0 0.00 16 0 Urban
835290346 0 2/9/1952 47 0 13 40459.99 No 0.00 No F
Masters Blue Collar 54.20 Commercial 5550.00 4 Sports Car
No 0.00 0 No 1 0.00 16 0 Rural
183450284 0 8/1/1961 38 0 5 25123.15 No 101352.48 Yes M
< High School Student 52.20 Private 11710.00 1 Pickup
Yes 0.00 0 No 1 0.00 1 0 Rural
55524088 0 2/18/1972 27 1 9 7988.75 No 59185.11 Yes F
High School Home Maker 48.37 Private 5000.00 6 Sports Car
No 0.00 0 No 2 0.00 1 0 Rural
128098401 0 4/3/1974 25 1 9 24234.29 No 0.00 Yes M
Bachelors Student 46.22 Commercial 6420.00 1 Pickup
Yes 1368.00 2 No 1 0.00 15 0 Rural
627042394 0 5/10/1965 34 3 9 23439.10 No 113409.27 Yes F
High School Clerical 37.51 Private 7240.00 4 Minivan
No 0.00 0 Yes 1 7551.01 6 1 Urban
571823205 0 4/6/1953 46 1 13 62886.16 Yes 202177.70 No F
Bachelors Professional 17.74 Private 22260.00 1 Minivan
No 5290.00 1 No 6 0.00 6 0 Urban
204629831 1 8/23/1954 45 1 10 36364.70 Yes 0.00 No M
High School Clerical 47.95 Private 20010.00 4 Minivan
No 0.00 0 No 3 5811.00 8 1 Urban
657603682 0 9/23/1952 47 0 11 78953.03 No 233924.79 Yes M
Bachelors Blue Collar 23.41 Commercial 17410.00 4 Van
Yes 0.00 0 No 1 0.00 8 0 Urban
439757265 0 8/7/1956 43 0 4 135157.18 No 358419.54 Yes F
PhD Doctor 31.04 Private 20470.00 6 SUV
No 0.00 0 No 0 0.00 16 0 Urban
430670098 0 4/1/1969 30 2 11 132463.07 Yes 362176.13 No M
Bachelors Professional 37.78 Private 14820.00 6 Minivan
Yes 5007.00 3 No 5 0.00 11 0 Urban
64308498 0 9/14/1943 56 0 14 13692.43 No 134847.42 Yes F
High School Home Maker 28.10 Private 35620.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Urban
495504901 0 2/1/1959 40 2 12 71237.40 No 203432.90 Yes M
Bachelors Clerical 25.43 Private 12620.00 1 Minivan
Yes 30001.00 2 Yes 5 0.00 13 0 Urban
673625030 0 12/25/1947 51 0 16 36430.61 No 170379.52 Yes M
High School Clerical 50.53 Commercial 18050.00 6 Van
No 0.00 0 No 1 0.00 1 0 Rural
810479400 0 6/25/1966 33 2 14 58973.04 No 197612.98 Yes M
High School Blue Collar 26.39 Commercial 10580.00 1 Pickup
Yes 0.00 0 No 1 20539.98 1 1 Urban
106952963 3 7/20/1962 37 3 10 107765.00 Yes 309215.80 No M
Masters Manager 14.08 Commercial 24440.00 4 Panel Truck
Yes 5818.00 1 No 1 0.00 17 0 Urban
206064949 0 3/16/1964 35 2 13 8745.75 No 127941.50 Yes F
High School Blue Collar 50.37 Commercial 5370.00 1 SUV
No 0.00 0 No 6 962.00 1 1 Urban
792318698 1 10/25/1957 42 4 15 9949.97 No 0.00 Yes F
High School Student 37.37 Private 6690.00 11 SUV
No 0.00 0 Yes 0 0.00 1 0 Urban
43560967 0 2/10/1944 55 0 11 44426.93 No 214963.26 Yes F
Bachelors Manager 26.66 Private 15890.00 10 SUV
No 0.00 0 No 0 0.00 11 0 Urban
12233674 0 12/24/1968 30 0 10 37614.20 No 165401.82 Yes M
High School Blue Collar 74.51 Commercial 16170.00 6 Minivan
Yes 0.00 0 No 1 0.00 1 0 Rural
519429084 0 11/24/1956 42 0 7 2763.17 No 0.00 Yes M
High School Student 44.06 Commercial 7230.00 4 Pickup
No 0.00 0 No 0 0.00 9 0 Rural
91970915 1 7/14/1963 36 2 9 21873.28 Yes 118099.58 No M
< High School Clerical 26.77 Private 7290.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
946150116 0 7/28/1951 48 0 15 24503.15 No 141397.71 No M
< High School Blue Collar 39.12 Commercial 20350.00 1 Van
Yes 0.00 0 No 0 0.00 8 0 Rural
75005626 0 5/24/1958 41 0 9 18938.86 No 0.00 No M
< High School Blue Collar 50.15 Private 5600.00 1 Minivan
No 41669.00 3 Yes 1 2553.00 1 1 Urban
438313427 0 7/20/1955 44 0 13 102872.29 No 345288.47 No M
Bachelors Professional 38.12 Private 5960.00 7 Pickup
Yes 0.00 0 Yes 1 0.00 17 0 Urban
202517761 0 9/25/1961 38 0 11 48207.12 No 179539.09 No F
High School Clerical 38.12 Private 10120.00 3 SUV
No 1842.00 3 No 4 22180.37 8 1 Urban
97502024 0 4/20/1963 36 3 15 7584.76 No 75925.14 Yes M
< High School Student 5.00 Private 15500.00 1 Minivan
Yes 6826.00 2 No 7 0.00 1 0 Urban
656344335 0 12/9/1955 43 0 7 83549.79 No 0.00 No M
Bachelors Professional 5.00 Commercial 24950.00 1 Panel Truck
No 0.00 0 No 0 0.00 13 0 Urban
535896650 0 11/17/1969 30 2 12 106721.90 Yes 0.00 No F
Bachelors Manager 43.05 Private 26520.00 7 Sports Car
No 0.00 0 No 0 3282.00 13 1 Urban
734265621 0 9/12/1947 52 0 14 284897.87 No 645241.38 Yes M
PhD Manager 33.16 Commercial 35190.00 3 Panel Truck
Yes 0.00 0 No 0 0.00 19 0 Urban
989828809 0 6/20/1953 46 0 5 40264.09 No 116913.45 Yes F
Masters Professional 5.00 Private 17940.00 6 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
405093473 0 3/18/1934 65 0 0 0.00 No 110627.13 Yes F
PhD Home Maker 42.92 Private 16830.00 6 SUV
No 0.00 0 No 0 0.00 13 0 Rural
669242372 0 11/20/1953 45 2 13 103093.22 No 323805.10 Yes M
Masters Professional 30.91 Private 14830.00 6 Minivan
Yes 0.00 0 No 0 0.00 16 0 Urban
386767475 1 1/14/1957 42 3 13 42891.48 No 197172.55 Yes F
High School Clerical 25.97 Private 22150.00 15 SUV
No 3790.00 2 No 0 2088.00 6 1 Urban
535150620 0 8/22/1956 43 0 12 66100.85 No 247991.05 Yes F
Masters Lawyer 42.00 Private 12410.00 1 SUV
No 0.00 0 No 0 2479.00 14 1 Urban
437754829 2 1/23/1963 36 3 6 26011.03 No 133863.18 Yes M
< High School Blue Collar 40.75 Private 18290.00 6 Minivan
No 0.00 0 Yes 0 0.00 1 0 Urban
474290004 0 11/12/1969 30 0 11 112686.88 No 292963.78 No M
High School Manager 24.16 Private 12770.00 1 Minivan
Yes 0.00 0 No 0 9863.16 1 1 Urban
536804471 0 4/14/1960 39 0 11 107948.79 No 273485.98 No F
Bachelors Professional 49.14 Private 7330.00 10 SUV
No 8043.00 2 No 6 0.00 11 0 Urban
181829322 0 3/12/1954 45 2 16 63478.74 No 218781.17 Yes F
Bachelors Professional 22.50 Private 24510.00 1 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
111008804 0 9/1/1960 39 0 10 106943.99 No 0.00 No F
Bachelors Blue Collar 21.11 Private 19960.00 10 SUV
No 0.00 0 No 0 0.00 12 0 Urban
528286303 0 2/2/1959 40 0 11 4403.53 No 0.00 No F
Masters Home Maker 53.73 Private 10400.00 4 Minivan
No 21205.00 2 No 1 0.00 17 0 Urban
524414536 0 11/29/1967 31 1 10 26118.62 No 0.00 Yes F
Bachelors Student 46.75 Private 7210.00 4 SUV
No 0.00 0 No 0 0.00 8 0 Urban
396881068 0 10/23/1942 57 0 7 93870.47 No 302628.30 Yes M
Masters Manager 16.42 Private 16870.00 11 Van
Yes 0.00 0 No 0 0.00 14 0 Urban
742200775 0 10/27/1948 51 0 11 54920.41 No 0.00 No F
Masters Lawyer 31.25 Private 33400.00 6 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
994001102 0 2/2/1950 49 0 13 66195.75 No 229424.73 Yes M
Bachelors Professional 16.96 Private 8550.00 4 Pickup
Yes 28274.00 2 No 0 0.00 11 0 Urban
866100928 0 8/8/1941 58 0 13 103554.83 No 322977.88 No F
Masters Lawyer 48.79 Private 30580.00 1 Sports Car
No 0.00 0 No 0 6418.00 17 1 Rural
3246903 0 12/1/1966 32 5 0 0.00 No 0.00 Yes M
< High School Student 24.35 Private 4700.00 4 Minivan
Yes 0.00 0 No 0 0.00 8 0 Urban
114135074 0 3/19/1952 47 0 12 143716.18 No 379399.42 Yes F
PhD Manager 23.22 Commercial 38120.00 1 Panel Truck
No 0.00 0 No 2 0.00 16 0 Urban
400710320 0 7/16/1954 45 2 13 72727.04 No 246001.61 Yes F
Bachelors Professional 23.86 Private 13210.00 10 SUV
No 0.00 0 No 2 0.00 10 0 Urban
570595259 0 6/10/1960 39 2 13 26839.80 Yes 143883.85 No M
Masters Lawyer 25.72 Private 21950.00 1 Van
No 5477.00 3 No 4 0.00 9 0 Urban
138657379 0 9/17/1959 40 0 11 87967.24 No 260891.91 Yes M
Masters Professional 49.42 Private 14300.00 10 Minivan
Yes 0.00 0 Yes 0 0.00 11 0 Urban
135293295 0 5/11/1961 38 0 8 44575.28 No 164144.52 Yes F
Bachelors Professional 31.21 Private 9760.00 11 SUV
No 3787.00 4 Yes 4 0.00 6 0 Urban
63207789 0 2/6/1952 47 0 11 30451.83 No 150467.93 Yes M
< High School Blue Collar 33.68 Commercial 21210.00 1 Van
Yes 0.00 0 No 0 0.00 8 0 Urban
419976048 0 4/26/1953 46 0 3 16717.42 No 0.00 No M
Bachelors Student 44.68 Private 15520.00 10 Minivan
Yes 0.00 0 No 0 0.00 11 0 Urban
707689538 0 12/12/1952 46 0 14 54340.47 No 218964.19 Yes F
Bachelors Clerical 45.22 Private 20320.00 6 SUV
No 0.00 0 No 5 0.00 13 0 Urban
730441601 0 3/13/1946 53 0 13 17423.69 No 0.00 Yes M
Bachelors Student 39.44 Commercial 15200.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
904098670 0 1/22/1958 41 2 15 97678.76 Yes 273141.53 No M
Bachelors Blue Collar 21.64 Commercial 12850.00 1 Minivan
Yes 38815.00 3 No 6 0.00 1 0 Urban
470060990 0 6/9/1978 21 0 0 0.00 No 51892.92 No M
High School Student 55.09 Commercial 3600.00 10 Minivan
Yes 3231.00 3 No 7 0.00 1 0 Rural
731368580 0 8/14/1974 25 3 12 78061.54 Yes 0.00 No F
High School Professional 5.00 Private 20640.00 6 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
345771306 0 9/13/1957 42 0 8 61322.02 No 228496.18 No M
High School Clerical 35.60 Commercial 11830.00 1 Pickup
No 0.00 0 No 2 0.00 1 0 Rural
374610346 0 12/5/1961 37 2 8 73897.00 No 244387.08 Yes F
Bachelors Clerical 5.09 Private 16390.00 11 SUV
No 34941.00 2 No 0 0.00 6 0 Urban
134794189 0 10/8/1947 52 0 14 135115.88 No 335049.87 Yes M
PhD Manager 28.32 Private 17530.00 1 Minivan
No 0.00 0 Yes 1 0.00 13 0 Urban
174725774 0 5/4/1949 50 0 13 36605.17 No 184411.03 Yes M
High School Blue Collar 48.05 Commercial 18050.00 3 Van
No 46625.00 3 No 4 0.00 1 0 Urban
621372360 0 9/9/1972 27 1 0 0.00 No 0.00 Yes F
< High School Student 39.13 Commercial 11330.00 4 Sports Car
No 35165.00 3 Yes 7 0.00 4 0 Urban
669976904 0 11/10/1963 36 0 11 30070.61 No 152771.04 Yes F
< High School Blue Collar 33.09 Private 17970.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Rural
920579205 0 12/24/1951 47 0 13 78118.79 No 226596.39 Yes M
Masters Manager 25.39 Private 14010.00 10 Minivan
Yes 0.00 0 Yes 0 0.00 18 0 Urban
73710290 0 8/3/1942 57 0 13 99985.15 No 298355.56 Yes M
Masters Lawyer 22.88 Private 17200.00 1 Van
No 6739.00 2 No 5 0.00 20 0 Urban
591933815 0 4/11/1953 46 0 9 107006.18 No 342271.84 Yes M
Masters Manager 7.29 Private 6100.00 1 Minivan
Yes 0.00 0 No 0 0.00 15 0 Urban
860428575 0 3/27/1970 29 1 13 36708.41 Yes 0.00 No M
High School Professional 44.72 Private 16150.00 1 Minivan
No 5618.00 1 No 8 0.00 9 0 Urban
659941698 0 12/24/1948 50 0 13 73668.44 No 212878.28 Yes F
Masters Lawyer 12.51 Private 8870.00 3 Sports Car
No 0.00 0 Yes 6 0.00 11 0 Urban
362967186 0 10/23/1960 39 1 11 32187.59 No 174246.94 Yes F
High School Professional 37.57 Private 8620.00 6 SUV
No 5399.00 2 No 4 3349.00 1 1 Urban
422758152 0 6/2/1945 54 0 3 27546.43 No 181136.55 Yes M
High School Clerical 5.00 Private 15730.00 3 Minivan
Yes 0.00 0 No 3 0.00 5 0 Urban
888163837 0 7/16/1951 48 0 7 35398.37 No 0.00 No M
High School Clerical 12.51 Commercial 6200.00 10 Pickup
No 0.00 0 No 2 0.00 9 0 Rural
170839274 0 8/5/1962 37 0 10 55242.47 No 183992.09 No M
High School Blue Collar 30.29 Commercial 8700.00 6 Pickup
No 33030.00 2 Yes 0 6250.00 1 1 Urban
230975934 0 9/19/1946 53 0 13 80022.78 No 246531.98 Yes F
Bachelors Blue Collar 58.00 Commercial 20990.00 4 Sports Car
No 29379.00 2 Yes 5 3408.00 9 1 Urban
107330101 1 3/25/1954 45 2 14 28730.58 Yes 0.00 No M
High School Blue Collar 56.94 Commercial 6000.00 1 Minivan
Yes 0.00 0 No 0 13041.58 1 1 Urban
589562459 0 10/4/1947 52 0 7 16253.32 No 0.00 No M
< High School Clerical 40.26 Private 8080.00 1 Pickup
No 969.00 2 No 3 0.00 7 0 Urban
768598772 0 4/10/1954 45 1 11 51655.26 Yes 182945.26 No F
High School Blue Collar 52.23 Commercial 16210.00 17 SUV
No 0.00 0 No 1 0.00 6 0 Rural
932328426 0 8/15/1971 28 4 10 10031.84 No 0.00 Yes M
Bachelors Student 13.33 Commercial 5850.00 1 Pickup
Yes 12269.00 1 Yes 0 5657.00 12 1 Urban
627082069 0 11/16/1951 48 0 0 0.00 No 0.00 No F
< High School Student 5.00 Private 9060.00 1 SUV
No 0.00 0 No 2 0.00 1 0 Urban
602256369 0 6/12/1970 29 2 14 45299.04 No 148600.41 Yes F
High School Blue Collar 11.18 Commercial 8930.00 7 SUV
No 5289.00 1 No 4 1502.00 1 1 Urban
997883308 0 7/4/1960 39 0 13 18274.38 No 0.00 No F
High School Clerical 11.19 Private 7230.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Rural
35408858 0 8/18/1953 46 0 12 88358.54 No 267679.31 Yes F
Masters Lawyer 25.27 Private 31980.00 3 Minivan
No 0.00 0 Yes 0 0.00 1 0 Urban
327540972 0 4/15/1943 56 0 13 76637.99 No 0.00 No M
High School Blue Collar 60.58 Commercial 14060.00 1 Minivan
Yes 24930.00 2 No 10 0.00 5 0 Urban
414426196 1 3/23/1942 57 1 13 53227.48 No 204308.98 Yes F
Bachelors Professional 41.22 Private 34950.00 6 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
366128758 0 12/7/1940 58 2 12 146202.13 No 473365.75 Yes M
Bachelors Professional 21.82 Private 10320.00 6 Pickup
Yes 4716.00 1 No 0 2891.00 12 1 Urban
324561319 0 12/6/1943 55 0 0 0.00 No 0.00 No F
PhD Home Maker 36.41 Private 2950.00 4 SUV
No 0.00 0 No 0 0.00 12 0 Urban
852560906 0 8/3/1957 42 0 9 16715.51 No 117162.71 No F
High School Clerical 5.00 Private 21580.00 1 Pickup
No 0.00 0 No 1 0.00 6 0 Rural
37461363 0 2/22/1955 44 0 12 46781.23 No 0.00 No F
Bachelors Professional 28.83 Private 17960.00 11 SUV
No 6545.00 1 No 5 3411.00 15 1 Urban
600514127 0 10/24/1965 34 3 14 57243.77 Yes 0.00 No F
Bachelors Clerical 45.18 Private 36000.00 1 Pickup
No 0.00 0 Yes 0 0.00 6 0 Urban
37848520 0 12/21/1948 50 0 5 28299.44 No 183580.53 Yes F
Bachelors Home Maker 39.60 Private 9330.00 6 SUV
No 0.00 0 No 2 0.00 11 0 Urban
261036496 0 2/26/1959 40 2 11 23057.29 No 126080.17 Yes F
High School Clerical 51.46 Private 27660.00 6 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
783473090 0 1/6/1962 37 0 11 9664.46 No 147748.78 Yes M
Masters Professional 30.06 Commercial 28700.00 1 Panel Truck
No 5476.00 1 No 2 0.00 1 0 Urban
276502461 0 12/3/1958 40 0 13 84505.52 No 251399.76 Yes F
Masters Lawyer 31.75 Private 19100.00 6 Minivan
No 0.00 0 Yes 5 0.00 15 0 Urban
441486228 0 8/23/1951 48 0 12 19392.51 No 0.00 No F
Bachelors Blue Collar 39.45 Private 8240.00 1 SUV
No 0.00 0 No 1 0.00 8 0 Rural
993821847 0 9/11/1956 43 0 12 94641.49 No 299423.97 Yes F
Masters Lawyer 52.18 Private 21400.00 6 SUV
No 11095.00 1 No 0 0.00 19 0 Urban
688658173 0 12/28/1956 42 2 14 20586.23 No 142997.26 Yes F
< High School Clerical 47.36 Private 7760.00 4 SUV
No 0.00 0 No 0 5142.00 1 1 Rural
346696036 0 4/12/1952 47 0 10 64758.51 No 0.00 No F
Masters Manager 5.00 Private 15970.00 6 SUV
No 0.00 0 Yes 2 0.00 13 0 Urban
733443011 0 11/6/1950 49 0 11 99100.42 No 251945.29 Yes F
Masters Lawyer 26.07 Private 26650.00 1 Minivan
No 0.00 0 No 0 0.00 15 0 Rural
921318752 0 9/29/1954 45 0 8 40367.83 No 171247.71 Yes F
Bachelors Professional 37.13 Private 10040.00 1 Sports Car
No 0.00 0 No 1 0.00 8 0 Rural
178223169 0 2/21/1953 46 0 12 74607.07 No 275747.97 Yes F
Bachelors Blue Collar 36.78 Commercial 13930.00 7 SUV
No 0.00 0 No 0 0.00 7 0 Urban
918785477 0 5/2/1944 55 0 5 60745.30 No 233583.37 Yes M
Bachelors Manager 15.08 Private 15320.00 7 Minivan
Yes 0.00 0 No 0 0.00 14 0 Urban
474958398 0 10/22/1949 50 0 13 62626.04 No 0.00 No F
High School Blue Collar 35.65 Commercial 13790.00 6 SUV
No 0.00 0 No 1 0.00 10 0 Urban
378873543 0 2/11/1936 63 0 7 52612.88 No 209831.99 Yes F
Bachelors Manager 46.02 Private 13060.00 3 Sports Car
No 7649.00 1 No 0 0.00 7 0 Urban
275063923 0 3/22/1952 47 0 9 39837.34 No 147764.67 Yes M
< High School Clerical 58.75 Private 10940.00 1 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
865839595 0 11/29/1951 47 0 11 61407.30 No 0.00 No F
Bachelors Clerical 16.02 Private 10830.00 13 SUV
No 0.00 0 No 2 0.00 5 0 Urban
660450297 0 2/16/1941 58 0 12 71100.80 No 266848.45 Yes M
< High School Blue Collar 40.45 Private 14160.00 1 Minivan
Yes 43052.00 2 Yes 6 4610.00 5 1 Rural
741602674 0 3/3/1945 54 0 10 46623.95 No 212272.57 No M
Masters Lawyer 39.65 Private 18990.00 13 Van
No 0.00 0 No 0 3850.00 13 1 Urban
287427656 0 4/12/1965 34 2 0 0.00 Yes 0.00 No M
< High School Student 38.16 Private 9220.00 6 Pickup
Yes 7575.00 2 No 3 0.00 5 0 Urban
844109080 0 8/21/1962 37 2 13 4319.11 No 0.00 Yes M
High School Student 35.92 Private 9960.00 6 Minivan
No 0.00 0 No 3 4155.00 1 1 Urban
577235524 0 1/31/1952 47 0 10 31095.54 No 173254.10 Yes M
< High School Clerical 31.26 Private 27760.00 4 Minivan
No 0.00 0 No 1 0.00 4 0 Urban
95461310 1 5/11/1960 39 2 9 24628.37 No 195488.58 Yes F
High School Blue Collar 31.82 Commercial 18810.00 6 SUV
No 2415.00 1 No 3 6653.00 10 1 Urban
598404152 0 12/17/1946 52 0 13 604.81 No 0.00 No F
High School Home Maker 45.05 Private 19420.00 1 Minivan
No 0.00 0 No 0 0.00 5 0 Rural
968418547 0 12/7/1960 38 2 14 58832.76 No 193644.40 Yes M
Bachelors Blue Collar 40.93 Commercial 20750.00 1 Minivan
Yes 8403.00 1 No 6 2856.00 10 1 Urban
922205147 0 8/16/1969 30 0 7 10677.83 No 0.00 No M
< High School Clerical 22.07 Commercial 11700.00 4 Pickup
Yes 7228.00 1 No 8 3242.00 7 1 Urban
220259253 0 12/17/1976 22 0 10 5441.85 No 0.00 Yes M
Bachelors Student 45.62 Commercial 3800.00 1 Minivan
Yes 30922.00 2 Yes 6 1748.74 1 1 Urban
254109469 0 5/25/1937 62 0 12 11667.73 No 0.00 No M
Bachelors Student 46.92 Private 8870.00 7 SUV
No 0.00 0 No 0 0.00 3 0 Rural
274305518 0 2/14/1954 45 1 17 5306.26 No 0.00 Yes F
High School Student 31.69 Private 12990.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Urban
13237023 0 10/23/1947 52 0 12 23405.98 No 175921.83 No M
< High School Blue Collar 25.47 Private 6960.00 13 Pickup
Yes 0.00 0 No 0 0.00 8 0 Urban
700098445 0 4/22/1957 42 0 12 82659.88 No 208430.70 No F
Masters Lawyer 59.01 Private 9770.00 6 SUV
No 0.00 0 No 0 0.00 19 0 Urban
283577004 0 8/29/1952 47 0 10 57606.90 No 0.00 No M
< High School Blue Collar 24.02 Commercial 12970.00 10 Minivan
Yes 8917.00 1 Yes 5 4289.00 1 1 Rural
634782735 0 10/15/1965 34 0 9 31052.03 No 116137.05 Yes F
High School Clerical 62.94 Private 13700.00 5 SUV
No 0.00 0 No 2 5884.00 7 1 Urban
813753191 0 3/13/1956 43 1 14 39140.26 No 173591.31 Yes F
High School Clerical 20.78 Private 26470.00 7 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
14285900 0 4/25/1946 53 0 13 117853.53 No 0.00 No M
Masters Lawyer 5.00 Private 6800.00 10 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
302594351 0 9/22/1943 56 0 15 118666.10 No 335736.91 Yes M
Bachelors Blue Collar 58.62 Commercial 15390.00 1 Minivan
Yes 0.00 0 No 0 0.00 9 0 Rural
70771420 0 6/27/1973 26 1 12 50402.39 No 169080.27 Yes F
High School Clerical 47.52 Private 9140.00 6 Sports Car
No 7567.00 1 No 0 0.00 1 0 Rural
96173378 0 12/2/1946 52 0 11 81849.03 No 273960.58 Yes F
High School Blue Collar 55.69 Commercial 6700.00 1 SUV
No 4235.00 3 No 6 5497.00 1 1 Urban
108496672 0 9/22/1956 43 2 16 63611.98 No 220416.62 Yes M
High School Clerical 56.92 Private 12160.00 10 Minivan
No 0.00 0 No 1 0.00 1 0 Rural
66782260 0 3/29/1965 34 2 12 55229.10 No 202454.80 Yes F
Bachelors Blue Collar 55.89 Commercial 8390.00 10 SUV
No 0.00 0 No 0 0.00 6 0 Urban
805454074 0 4/11/1965 34 0 5 59972.39 No 165806.18 No M
Bachelors Professional 51.30 Commercial 23040.00 1 Panel Truck
No 0.00 0 No 3 931.00 7 1 Urban
607763262 0 9/22/1956 43 0 6 39273.23 No 0.00 No M
High School Blue Collar 38.86 Commercial 21660.00 6 Van
No 0.00 0 No 0 0.00 1 0 Rural
761909052 0 11/27/1957 41 0 10 27907.18 No 152144.21 No F
High School Home Maker 40.12 Private 8390.00 6 Sports Car
No 0.00 0 No 4 0.00 6 0 Rural
318075197 1 7/20/1937 62 1 2 54775.52 No 237216.70 Yes F
Masters Lawyer 16.46 Private 15770.00 4 Sports Car
No 11035.00 1 No 6 0.00 14 0 Urban
457288786 2 11/23/1958 40 2 14 12338.78 No 107774.02 Yes M
Masters Manager 47.08 Commercial 22310.00 1 Van
Yes 3816.00 3 No 5 7406.00 15 1 Urban
973329537 0 12/17/1952 46 0 9 19814.34 No 0.00 Yes M
High School Student 14.25 Private 7310.00 7 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
945502940 0 3/27/1957 42 0 6 22019.07 No 140727.47 Yes M
High School Blue Collar 47.02 Commercial 12100.00 1 Minivan
Yes 1738.00 1 No 0 0.00 9 0 Urban
384934557 0 1/20/1961 38 1 0 0.00 No 0.00 Yes F
< High School Student 16.93 Private 5850.00 6 SUV
No 5090.00 1 No 6 3333.00 8 1 Rural
151800477 0 11/27/1969 29 2 13 26413.17 No 172042.83 Yes F
High School Clerical 28.70 Commercial 16200.00 4 Pickup
No 0.00 0 No 1 8484.00 1 1 Urban
521036720 0 12/31/1951 47 0 0 0.00 No 0.00 No M
Bachelors Student 25.46 Commercial 12030.00 1 Minivan
Yes 0.00 0 No 0 0.00 14 0 Urban
803824722 2 11/15/1955 44 2 13 155896.54 Yes 398190.66 No F
Masters Lawyer 83.55 Private 33800.00 4 Minivan
No 0.00 0 No 1 0.00 12 0 Rural
386659377 0 11/2/1969 30 2 11 134791.93 Yes 304438.50 No F
Bachelors Blue Collar 28.29 Commercial 23560.00 6 Pickup
No 0.00 0 No 3 0.00 9 0 Urban
292763066 0 9/7/1946 53 0 13 70494.44 No 227305.39 Yes M
PhD Manager 22.14 Private 13850.00 4 Minivan
Yes 0.00 0 No 3 0.00 15 0 Urban
303127881 1 11/17/1958 41 4 16 38818.70 No 154795.96 Yes M
High School Blue Collar 56.57 Commercial 27910.00 10 Panel Truck
Yes 4858.00 2 No 0 0.00 1 0 Urban
932313066 0 1/30/1954 45 0 9 38290.43 No 157906.69 Yes M
High School Blue Collar 39.45 Commercial 9830.00 9 Pickup
No 1434.00 2 No 0 0.00 8 0 Urban
134483089 0 5/7/1967 32 1 10 38499.66 Yes 0.00 No F
Bachelors Clerical 11.58 Private 8550.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Urban
914531962 0 1/12/1966 33 3 0 0.00 Yes 0.00 No F
< High School Home Maker 33.74 Private 7810.00 1 Sports Car
No 31379.00 5 Yes 5 3440.00 6 1 Urban
916882613 0 6/14/1958 41 0 13 49208.07 No 204795.18 Yes M
Bachelors Professional 57.41 Private 21910.00 3 Minivan
Yes 0.00 0 No 0 0.00 8 0 Rural
664787627 0 2/25/1957 42 0 13 77737.19 No 238724.45 Yes F
Bachelors Manager 26.84 Private 13470.00 6 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
19803940 0 8/27/1961 38 0 9 51996.38 No 223034.50 Yes M
High School Professional 46.50 Private 11330.00 11 Pickup
No 2721.00 4 No 1 0.00 1 0 Rural
154474118 0 12/28/1952 46 0 10 131260.21 No 0.00 No M
PhD Lawyer 21.94 Private 19230.00 7 Minivan
No 0.00 0 No 0 0.00 20 0 Urban
22977160 0 10/23/1953 46 0 11 45372.16 No 236719.39 Yes M
High School Blue Collar 24.12 Commercial 22790.00 4 Panel Truck
No 0.00 0 No 0 0.00 1 0 Urban
422058524 0 12/11/1969 29 1 3 17120.14 Yes 117426.30 No M
High School Clerical 19.71 Private 6970.00 4 Pickup
Yes 26023.00 1 Yes 4 0.00 1 0 Urban
791714037 0 6/25/1950 49 0 0 0.00 No 0.00 No F
Bachelors Home Maker 23.18 Private 6400.00 6 Sports Car
No 0.00 0 No 1 0.00 8 0 Rural
981711560 0 8/1/1949 50 0 14 40447.12 No 192989.93 Yes M
High School Blue Collar 18.65 Commercial 5540.00 7 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
12215659 0 3/22/1963 36 0 7 39375.87 No 142984.82 Yes F
High School Home Maker 47.07 Private 9040.00 10 Sports Car
No 4905.00 1 No 4 0.00 5 0 Urban
833440071 0 4/19/1956 43 0 0 0.00 No 97753.83 No M
High School Student 22.21 Commercial 8030.00 7 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
252101012 0 2/15/1950 49 0 11 52484.91 No 0.00 No M
Masters Lawyer 39.88 Private 19830.00 4 Van
Yes 0.00 0 No 3 6431.00 18 1 Urban
35513355 0 4/23/1957 42 0 0 0.00 No 0.00 Yes M
Bachelors Student 12.96 Commercial 5700.00 10 Pickup
No 0.00 0 No 5 5109.65 1 1 Urban
164038394 1 7/19/1957 42 1 10 63994.33 No 295427.86 Yes M
High School Blue Collar 29.85 Commercial 18750.00 1 Van
Yes 0.00 0 No 4 0.00 1 0 Urban
173536416 1 7/27/1963 36 2 0 0.00 No 0.00 Yes M
< High School Student 26.07 Private 12370.00 10 Minivan
No 3373.00 2 No 1 6673.00 1 1 Urban
560240002 0 12/23/1965 33 1 9 9529.90 No 0.00 Yes F
High School Student 25.43 Private 10270.00 7 SUV
No 1108.00 3 No 5 0.00 9 0 Urban
171256104 0 4/2/1958 41 2 16 74400.45 No 278185.40 Yes F
Masters Lawyer 5.00 Private 13250.00 4 Sports Car
No 0.00 0 No 0 0.00 17 0 Urban
802967671 0 7/25/1946 53 0 0 0.00 No 116797.12 No F
Bachelors Home Maker 25.47 Private 12380.00 1 Minivan
No 29865.00 2 No 0 3084.00 12 1 Urban
120935025 0 2/8/1947 52 0 13 3078.54 No 64198.40 No F
< High School Home Maker 35.34 Private 8930.00 10 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
925607630 0 12/20/1955 43 1 0 0.00 No 0.00 Yes M
High School Student 27.07 Commercial 7770.00 1 Pickup
No 32562.00 1 No 6 1043.00 5 1 Rural
198356289 0 8/5/1957 42 3 14 84797.88 No 247913.18 Yes F
High School Blue Collar 5.00 Commercial 25860.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
79468033 0 7/11/1940 59 0 12 50245.11 No 0.00 No M
Bachelors Clerical 33.16 Private 12420.00 4 Minivan
Yes 0.00 0 No 0 0.00 5 0 Rural
589886635 0 7/29/1975 24 0 10 20219.88 No 115168.49 Yes F
High School Blue Collar 5.00 Commercial 17850.00 11 Sports Car
Yes 27872.00 2 Yes 9 5017.00 1 1 Urban
591312483 0 3/29/1967 32 3 12 77948.59 No 222583.59 Yes M
Bachelors Blue Collar 29.06 Private 12180.00 6 Pickup
Yes 0.00 0 No 1 0.00 11 0 Urban
544560620 0 9/2/1946 53 0 14 107394.32 No 318906.23 Yes F
High School Blue Collar 19.81 Commercial 26400.00 6 SUV
No 0.00 0 No 2 0.00 1 0 Urban
29706144 0 11/9/1971 28 3 11 57417.07 Yes 144442.98 No F
Bachelors Blue Collar 37.08 Commercial 15640.00 1 SUV
No 7628.00 2 No 0 5802.00 8 1 Urban
644129356 0 2/9/1932 67 0 13 45368.15 No 190398.64 Yes M
Bachelors Professional 33.44 Private 17760.00 4 SUV
Yes 0.00 0 Yes 0 2464.02 13 1 Urban
707481422 0 8/26/1939 60 0 13 8250.50 No 113386.10 Yes M
High School Student 14.23 Commercial 8330.00 1 Minivan
No 3730.00 1 No 2 6057.00 1 1 Urban
181012623 0 2/13/1963 36 0 12 62419.39 No 197290.36 Yes M
Bachelors Clerical 62.14 Private 16850.00 1 Minivan
Yes 0.00 0 No 0 0.00 10 0 Rural
793412772 0 10/12/1977 22 0 0 0.00 No 0.00 No F
High School Home Maker 63.07 Private 13520.00 4 SUV
No 28386.00 2 Yes 2 5636.50 1 1 Urban
503472799 0 11/26/1962 36 0 12 44977.50 No 119566.78 Yes M
High School Blue Collar 35.76 Commercial 14780.00 4 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
101209161 0 1/25/1961 38 0 12 73664.00 No 0.00 No F
Bachelors Blue Collar 42.55 Commercial 13950.00 4 SUV
No 0.00 0 No 1 0.00 13 0 Rural
671380948 0 4/25/1963 36 0 8 68284.25 No 218440.59 Yes F
PhD Doctor 31.37 Private 8330.00 7 SUV
No 4891.00 1 No 0 0.00 10 0 Urban
647127299 0 1/14/1953 46 0 14 64799.97 No 221459.77 Yes M
Bachelors Professional 25.57 Private 12580.00 6 Minivan
No 0.00 0 No 2 0.00 11 0 Urban
209514173 0 6/5/1958 41 0 11 98960.18 No 283545.26 No M
Bachelors Professional 31.64 Commercial 11400.00 7 Pickup
Yes 0.00 0 No 0 0.00 13 0 Urban
35012164 0 7/24/1938 61 0 14 65774.59 No 199244.40 Yes M
Masters Lawyer 56.95 Private 28170.00 4 Sports Car
Yes 0.00 0 Yes 4 5372.00 18 1 Urban
357448350 0 10/6/1961 38 0 12 62756.09 No 175084.71 No F
Masters Lawyer 54.72 Private 13790.00 10 SUV
No 11836.00 3 No 5 0.00 18 0 Urban
819334428 0 12/23/1955 43 0 10 31427.94 No 0.00 No M
High School Clerical 5.34 Private 5800.00 6 Pickup
Yes 0.00 0 No 4 0.00 1 0 Rural
374448919 0 7/7/1940 59 0 11 131918.55 No 328571.29 Yes F
Bachelors Blue Collar 27.13 Commercial 1500.00 13 Sports Car
No 9343.00 2 No 0 0.00 6 0 Urban
389693575 0 11/3/1941 58 0 11 98262.91 No 296689.18 Yes F
Masters Lawyer 27.15 Private 31700.00 11 Van
No 38683.00 1 Yes 7 0.00 21 0 Urban
909479253 0 3/24/1941 58 0 6 123288.37 No 366423.95 No F
PhD Doctor 25.33 Private 7000.00 1 SUV
No 50111.00 4 Yes 1 1442.00 17 1 Urban
174361626 0 11/1/1952 47 0 10 31456.40 No 148338.95 No F
High School Clerical 56.07 Private 1500.00 1 SUV
No 3278.00 1 No 3 2967.00 1 1 Rural
63012891 0 1/24/1952 47 0 5 31957.41 No 156434.67 Yes M
High School Clerical 23.54 Private 9400.00 6 Minivan
Yes 0.00 0 Yes 0 0.00 6 0 Urban
566226397 0 10/30/1963 36 0 9 110873.02 No 0.00 No M
Bachelors Blue Collar 50.29 Commercial 24730.00 6 Panel Truck
Yes 0.00 0 No 0 5967.00 7 1 Urban
485486006 0 4/4/1955 44 0 0 0.00 No 0.00 Yes M
High School Student 50.26 Commercial 17700.00 10 Van
No 0.00 0 No 0 0.00 12 0 Urban
329068647 0 1/13/1951 48 0 8 105567.30 No 0.00 No M
Bachelors Manager 84.44 Private 15660.00 11 Minivan
No 9837.00 3 No 9 0.00 8 0 Urban
388940769 2 12/2/1959 39 2 13 92000.48 No 301964.81 Yes M
Bachelors Professional 50.12 Private 14600.00 1 Minivan
Yes 6627.00 3 No 2 34301.66 1 1 Urban
19168448 0 6/14/1947 52 0 14 74422.44 No 247485.83 Yes F
Bachelors Professional 5.00 Commercial 22490.00 9 Pickup
No 0.00 0 No 0 0.00 7 0 Urban
453755417 0 7/19/1962 37 0 11 106783.83 No 290821.40 Yes F
Masters Lawyer 22.21 Private 12410.00 6 SUV
No 0.00 0 No 0 0.00 14 0 Urban
594819618 0 1/16/1964 35 1 12 75164.61 No 253077.20 Yes F
Masters Manager 31.63 Private 11290.00 6 Sports Car
No 0.00 0 No 1 4943.00 14 1 Urban
663015884 0 6/8/1955 44 0 6 38001.84 No 185665.38 No F
Bachelors Clerical 30.28 Private 10690.00 9 Minivan
No 2513.00 3 No 4 0.00 8 0 Urban
748665144 1 3/15/1963 36 2 14 118971.30 Yes 0.00 No M
Bachelors Manager 44.11 Commercial 31390.00 1 Panel Truck
Yes 0.00 0 No 0 5295.00 14 1 Urban
94885896 0 5/29/1957 42 3 10 61438.37 No 222008.37 Yes M
Bachelors Professional 24.95 Private 16060.00 1 Minivan
Yes 0.00 0 No 0 0.00 13 0 Urban
166124602 0 2/20/1956 43 0 11 87246.78 No 0.00 No F
Masters Lawyer 21.10 Private 20900.00 13 SUV
No 0.00 0 No 0 0.00 18 0 Urban
605441366 0 6/23/1952 47 0 10 45237.15 No 0.00 No F
High School Professional 42.69 Private 15550.00 3 Pickup
No 0.00 0 Yes 0 0.00 1 0 Urban
14008511 1 5/9/1955 44 3 0 0.00 No 0.00 Yes F
High School Student 57.44 Private 7900.00 6 SUV
No 0.00 0 Yes 1 0.00 11 0 Urban
253825018 0 8/23/1966 33 1 12 7023.89 No 60072.54 Yes F
Bachelors Home Maker 30.65 Commercial 22300.00 4 Pickup
No 0.00 0 No 0 0.00 13 0 Rural
398144007 0 8/31/1971 28 1 0 0.00 Yes 63142.45 No M
High School Student 41.72 Commercial 9750.00 9 Pickup
Yes 0.00 0 No 2 908.98 10 1 Urban
425482902 0 4/26/1946 53 0 12 79833.95 No 253064.19 Yes F
Bachelors Blue Collar 43.87 Commercial 15180.00 1 Minivan
No 2053.00 1 No 4 0.00 12 0 Urban
876321305 0 7/21/1963 36 0 13 38946.02 No 201598.43 Yes M
< High School Clerical 23.52 Private 21200.00 10 Van
Yes 38892.00 3 Yes 3 0.00 5 0 Urban
533572373 1 7/25/1960 39 1 14 35865.03 No 143214.58 Yes M
High School Professional 37.74 Private 22780.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
342739357 2 10/27/1945 54 2 15 106745.95 No 310092.61 Yes F
High School Blue Collar 56.29 Commercial 17570.00 4 Minivan
No 0.00 0 No 2 0.00 5 0 Rural
32463104 0 6/26/1937 62 2 13 25425.75 Yes 0.00 No M
High School Clerical 35.08 Private 10240.00 6 SUV
No 6706.00 2 No 3 0.00 1 0 Urban
246238308 0 6/11/1933 66 1 17 88979.30 No 275391.44 Yes F
PhD Lawyer 42.10 Private 10400.00 9 Sports Car
No 0.00 0 No 4 0.00 20 0 Urban
22527442 0 11/16/1945 54 0 14 129565.86 No 352586.36 Yes F
Masters Lawyer 56.70 Private 6900.00 1 Sports Car
No 15686.00 1 No 4 0.00 17 0 Urban
580920255 1 6/27/1960 39 3 14 71308.98 Yes 224122.61 No F
Bachelors Professional 86.65 Private 14580.00 1 SUV
No 4648.00 3 No 3 1357.00 7 1 Urban
810329333 0 7/26/1952 47 0 10 172980.80 No 451118.20 Yes M
Bachelors Professional 41.96 Commercial 30110.00 6 Panel Truck
Yes 0.00 0 No 0 0.00 13 0 Rural
957375580 0 10/12/1955 44 0 10 66641.76 No 264360.48 No M
High School Blue Collar 27.68 Commercial 15570.00 1 Minivan
Yes 0.00 0 No 0 0.00 6 0 Urban
124378313 0 7/7/1951 48 0 9 201767.71 No 0.00 No F
Masters Manager 37.09 Private 31780.00 7 Minivan
No 0.00 0 No 0 0.00 19 0 Urban
466811413 0 2/6/1953 46 0 13 113386.41 No 322467.47 Yes F
Masters Professional 35.57 Private 21070.00 10 SUV
No 0.00 0 No 0 0.00 13 0 Urban
366029224 0 8/23/1959 40 0 12 4716.50 No 121325.08 Yes M
High School Student 45.23 Private 6410.00 1 Pickup
Yes 46652.00 2 Yes 1 23345.83 1 1 Urban
365860432 0 6/14/1950 49 0 12 56739.35 No 207006.24 Yes F
High School Clerical 31.94 Private 19540.00 7 Minivan
No 0.00 0 No 1 0.00 1 0 Urban
970332680 0 11/8/1948 51 0 15 65244.87 No 242164.15 No M
Bachelors Professional 41.59 Commercial 24630.00 3 Panel Truck
No 6125.00 2 No 0 0.00 8 0 Urban
870543245 0 7/25/1945 54 0 0 0.00 No 0.00 No M
High School Student 28.03 Commercial 25020.00 7 Minivan
Yes 44429.00 3 Yes 7 8701.62 7 1 Urban
90344846 0 2/11/1951 48 0 13 57712.54 No 0.00 No M
PhD Lawyer 51.86 Private 14880.00 5 Minivan
Yes 0.00 0 No 1 0.00 14 0 Urban
719279313 0 2/2/1939 60 0 13 82171.31 No 275663.72 Yes M
Masters Lawyer 45.45 Private 15720.00 1 Minivan
Yes 0.00 0 No 0 4531.00 13 1 Urban
631967097 0 2/25/1973 26 1 13 88986.57 Yes 248334.87 No F
Bachelors Manager 42.32 Private 29220.00 1 Minivan
No 7070.00 1 No 4 0.00 10 0 Urban
503023943 0 4/21/1957 42 0 9 50949.21 No 227128.87 No F
Bachelors Clerical 24.27 Private 10790.00 3 SUV
No 0.00 0 No 0 0.00 9 0 Urban
565111928 0 3/5/1955 44 1 11 54355.35 No 234436.74 Yes M
High School Blue Collar 49.26 Commercial 5900.00 10 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
116534791 0 5/14/1957 42 0 0 0.00 No 87178.21 Yes M
High School Student 112.67 Commercial 7820.00 10 Pickup
No 0.00 0 No 0 0.00 10 0 Rural
671889409 0 3/1/1944 55 0 9 69683.36 No 231225.11 Yes F
< High School Blue Collar 50.21 Private 7000.00 6 Sports Car
No 1174.00 1 No 0 0.00 6 0 Urban
726398507 0 12/15/1936 62 1 15 68062.54 No 269613.67 Yes M
Bachelors Professional 44.99 Private 12620.00 1 SUV
Yes 34151.00 2 Yes 3 4252.00 1 1 Urban
327583169 0 1/20/1966 33 1 12 67776.49 No 210356.02 Yes F
High School Blue Collar 18.76 Commercial 22450.00 6 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
374448919 0 7/7/1940 59 0 11 131918.55 No 328571.29 Yes F
Bachelors Blue Collar 27.13 Commercial 19580.00 6 SUV
No 0.00 0 No 0 0.00 6 0 Urban
388307461 0 12/1/1945 53 0 13 89249.79 No 0.00 No M
Bachelors Professional 53.59 Private 15720.00 12 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
981279059 0 10/22/1953 46 0 0 0.00 No 111438.76 Yes F
< High School Home Maker 29.26 Private 6100.00 1 SUV
No 0.00 0 No 0 8374.34 4 1 Urban
412968231 0 3/25/1973 26 4 9 45253.76 Yes 196145.94 No M
High School Blue Collar 31.87 Commercial 23270.00 7 Minivan
Yes 4567.00 1 No 5 19088.88 9 1 Urban
892883588 0 8/7/1959 40 1 9 20915.08 No 87525.86 Yes F
< High School Clerical 64.69 Private 12940.00 6 Sports Car
No 0.00 0 No 2 0.00 1 0 Rural
548725414 0 9/4/1967 32 0 9 4059.77 No 0.00 No M
< High School Student 25.28 Private 9170.00 1 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
524947310 0 2/26/1944 55 0 12 81768.67 No 295161.62 Yes M
High School Blue Collar 26.23 Private 14950.00 7 Minivan
No 0.00 0 No 0 0.00 8 0 Rural
10530845 0 11/16/1946 53 0 12 45386.76 No 162853.38 Yes F
Masters Lawyer 37.74 Private 6040.00 7 SUV
No 0.00 0 No 0 0.00 13 0 Urban
688381462 0 2/18/1964 35 0 13 7162.67 No 0.00 No M
High School Student 49.99 Commercial 6580.00 6 Pickup
Yes 0.00 0 No 1 2081.00 9 1 Urban
476437412 0 7/26/1948 51 0 12 257228.19 No 588088.59 Yes M
PhD Doctor 40.40 Private 35650.00 4 Minivan
Yes 0.00 0 No 0 0.00 16 0 Urban
326820492 0 4/8/1964 35 0 5 28551.15 No 128410.54 No F
High School Home Maker 45.35 Private 7860.00 4 Sports Car
No 4632.00 1 No 3 0.00 1 0 Urban
610877471 0 8/19/1945 54 0 14 35638.13 No 188539.33 Yes F
PhD Doctor 34.27 Private 10460.00 6 SUV
No 0.00 0 No 0 0.00 10 0 Urban
410196095 0 4/1/1947 52 0 8 83171.47 No 292802.32 Yes F
Bachelors Professional 26.51 Private 24160.00 7 Minivan
No 0.00 0 No 0 0.00 5 0 Urban
2034339 0 7/3/1962 37 0 12 38574.70 No 180147.86 Yes F
< High School Blue Collar 43.76 Private 26340.00 6 SUV
No 0.00 0 Yes 0 0.00 1 0 Urban
193813759 3 5/4/1944 55 0 7 152439.01 No 413325.34 Yes F
PhD Doctor 53.71 Private 20000.00 1 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
148542842 0 3/19/1959 40 0 12 108058.84 No 0.00 No M
Bachelors Professional 29.28 Commercial 22070.00 4 Van
Yes 0.00 0 No 2 3997.00 11 1 Urban
547430526 0 1/15/1958 41 3 15 66059.48 Yes 220810.76 No M
Bachelors Blue Collar 28.54 Private 12420.00 4 Minivan
Yes 0.00 0 No 3 0.00 10 0 Urban
794649863 1 7/2/1963 36 2 16 40983.30 No 142139.45 Yes F
< High School Blue Collar 5.00 Private 33960.00 4 Sports Car
No 1200.00 2 No 7 315.83 1 1 Urban
471820211 0 12/13/1957 41 0 13 125602.92 No 280180.79 Yes F
Masters Lawyer 22.34 Private 18160.00 4 SUV
No 0.00 0 No 0 0.00 17 0 Urban
642497439 0 3/25/1968 31 1 0 0.00 No 0.00 Yes M
< High School Student 17.62 Private 4600.00 9 Pickup
Yes 6542.00 1 No 3 0.00 1 0 Urban
173377251 2 2/28/1954 45 3 0 0.00 No 0.00 Yes F
Bachelors Student 58.46 Private 11880.00 10 SUV
No 0.00 0 No 0 0.00 9 0 Rural
802236621 0 11/3/1953 46 0 8 75614.08 No 188803.90 Yes M
Masters Manager 34.54 Private 13660.00 4 Minivan
Yes 0.00 0 No 3 3858.00 14 1 Urban
166585759 0 12/18/1960 38 0 10 37769.13 No 0.00 No F
< High School Clerical 24.23 Private 15070.00 10 SUV
No 2820.00 3 No 7 0.00 5 0 Urban
908596775 0 10/3/1949 50 0 0 0.00 No 90068.20 No F
Bachelors Home Maker 50.02 Private 10250.00 6 SUV
No 0.00 0 No 0 0.00 7 0 Rural
236005895 0 7/23/1948 51 0 13 46569.88 No 0.00 No F
Masters Lawyer 59.50 Private 35990.00 10 Minivan
No 0.00 0 No 0 1465.00 17 1 Urban
134311337 0 12/8/1962 36 0 12 32278.02 No 156388.13 Yes F
Bachelors Professional 29.58 Private 5300.00 4 SUV
No 0.00 0 No 0 0.00 8 0 Urban
669242372 1 11/20/1952 46 0 12 133300.14 No 379536.91 Yes M
Masters Manager 37.31 Private 16840.00 1 Van
Yes 0.00 0 No 0 0.00 18 0 Urban
247147250 0 10/25/1973 26 1 0 0.00 No 0.00 Yes F
< High School Student 34.46 Private 4100.00 1 SUV
No 5262.00 3 No 2 0.00 7 0 Urban
943460621 0 10/30/1946 53 0 12 72536.68 No 0.00 No M
Bachelors Blue Collar 78.28 Commercial 6800.00 1 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
507365681 1 5/28/1959 40 2 16 36886.07 No 169625.11 Yes F
High School Clerical 46.67 Private 13130.00 11 Sports Car
No 0.00 0 No 2 0.00 9 0 Rural
922780757 0 4/29/1961 38 2 14 54064.28 No 201418.18 Yes F
Bachelors Professional 6.77 Private 5300.00 6 Sports Car
No 2307.00 2 No 3 0.00 7 0 Urban
778825542 0 10/11/1943 56 0 13 42176.13 No 0.00 Yes M
High School Student 38.33 Commercial 9360.00 1 Pickup
Yes 0.00 0 No 0 0.00 5 0 Rural
116936487 0 3/16/1957 42 0 2 34071.60 No 160862.34 Yes M
< High School Clerical 37.79 Commercial 27420.00 13 Panel Truck
Yes 32610.00 1 No 0 0.00 6 0 Urban
431540609 1 10/4/1956 43 2 13 35193.24 No 172257.62 Yes F
High School Blue Collar 31.47 Commercial 12820.00 14 SUV
No 0.00 0 No 0 0.00 1 0 Rural
289346694 0 12/12/1940 58 0 0 0.00 No 0.00 Yes F
High School Student 8.98 Commercial 7300.00 1 SUV
No 0.00 0 Yes 4 5141.00 1 1 Urban
518032759 0 10/29/1960 39 0 13 134460.37 No 0.00 No F
PhD Manager 32.83 Private 7350.00 1 SUV
No 1650.00 2 No 4 0.00 17 0 Urban
979385364 0 3/17/1969 30 3 13 69512.47 No 187161.96 Yes F
Bachelors Blue Collar 42.61 Commercial 13330.00 1 SUV
No 0.00 0 No 2 4711.00 9 1 Urban
923686718 0 4/21/1957 42 0 12 138218.56 No 327627.48 Yes F
Masters Lawyer 48.38 Private 5700.00 1 SUV
No 0.00 0 No 0 0.00 14 0 Urban
270350065 0 11/12/1945 54 0 0 0.00 No 0.00 Yes F
Bachelors Student 48.92 Commercial 6900.00 14 SUV
No 0.00 0 No 0 2664.00 13 1 Rural
663154691 0 8/21/1971 28 2 15 40061.20 No 134035.34 Yes F
High School Blue Collar 38.73 Commercial 8310.00 7 SUV
No 5084.00 1 No 2 0.00 1 0 Urban
61482162 1 6/23/1958 41 3 17 70869.65 No 218586.30 Yes M
High School Professional 46.37 Private 17810.00 13 Van
Yes 0.00 0 No 1 0.00 1 0 Urban
854212281 0 2/22/1967 32 1 13 57582.82 No 213828.01 Yes F
High School Blue Collar 36.12 Commercial 15950.00 4 SUV
No 4365.00 3 No 1 1101.93 9 1 Urban
752309500 0 7/17/1946 53 0 14 69296.66 No 211553.03 Yes M
High School Professional 19.03 Private 20310.00 14 Van
No 0.00 0 No 3 0.00 1 0 Rural
903408846 0 3/5/1954 45 3 15 7680.38 No 0.00 Yes M
< High School Student 49.37 Private 2270.00 1 Minivan
Yes 0.00 0 No 5 3440.00 5 1 Urban
914690116 0 5/18/1955 44 0 12 43650.19 No 116191.18 Yes F
Masters Lawyer 31.61 Private 10270.00 1 Sports Car
No 0.00 0 No 0 0.00 11 0 Urban
420153981 0 8/18/1949 50 0 8 34928.40 No 0.00 No F
Masters Manager 26.79 Private 12700.00 4 Sports Car
No 22345.00 2 No 0 3764.00 13 1 Urban
186836882 1 12/5/1956 42 4 17 82169.74 No 252844.93 Yes F
Bachelors Blue Collar 17.40 Commercial 24350.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Rural
623456680 0 3/17/1950 49 0 0 0.00 No 85478.44 Yes M
High School Home Maker 35.50 Private 19260.00 1 Minivan
Yes 3444.00 1 No 1 0.00 1 0 Urban
289114892 0 1/12/1965 34 3 14 95190.96 No 269159.38 Yes F
Bachelors Blue Collar 30.29 Commercial 19150.00 6 Sports Car
No 7248.00 3 No 3 0.00 11 0 Urban
179793921 0 6/6/1943 56 0 11 14226.66 No 124712.00 Yes F
Masters Home Maker 45.18 Private 8520.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Rural
359816109 0 5/29/1954 45 1 12 91347.40 No 301304.01 Yes M
Masters Manager 37.42 Private 17130.00 7 Van
Yes 0.00 0 No 0 1911.00 14 1 Urban
681956699 0 6/22/1957 42 0 7 76034.05 No 0.00 No F
High School Blue Collar 38.57 Commercial 11880.00 1 SUV
No 0.00 0 Yes 0 61678.15 5 1 Urban
358163280 0 8/15/1974 25 2 12 47995.81 Yes 159776.41 No M
High School Clerical 5.00 Commercial 8800.00 7 Pickup
No 0.00 0 No 3 2912.00 9 1 Urban
695751615 0 10/7/1951 48 0 13 20887.24 No 159568.05 Yes M
< High School Clerical 14.80 Private 18570.00 3 Van
No 0.00 0 No 0 0.00 6 0 Urban
745699242 0 2/1/1944 55 0 13 91433.16 No 273791.17 No M
Masters Lawyer 26.52 Private 7000.00 17 Pickup
No 0.00 0 No 3 0.00 15 0 Urban
843069544 0 1/23/1948 51 0 14 89605.56 No 288266.15 No F
Bachelors Clerical 31.90 Private 10460.00 1 SUV
No 21581.00 2 Yes 0 0.00 8 0 Urban
137064945 0 6/7/1966 33 1 0 0.00 No 0.00 Yes F
< High School Student 30.82 Private 16080.00 6 Pickup
No 2942.00 2 No 1 0.00 1 0 Urban
515125019 0 11/4/1959 40 1 11 29310.17 No 118987.25 Yes M
High School Clerical 5.00 Commercial 9240.00 1 Pickup
No 0.00 0 Yes 1 919.80 2 1 Urban
946949662 0 1/11/1960 39 0 9 40716.37 No 170075.55 Yes F
High School Professional 8.99 Private 5570.00 1 SUV
No 24183.00 2 No 3 0.00 8 0 Urban
491718211 0 5/1/1947 52 0 13 68097.65 No 216432.24 Yes M
Bachelors Manager 32.30 Private 1500.00 7 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
815242706 0 9/6/1966 33 2 12 67788.66 Yes 0.00 No M
Masters Lawyer 26.38 Private 15090.00 4 Minivan
Yes 6430.00 3 No 4 0.00 10 0 Urban
643863134 0 3/19/1952 47 0 0 0.00 No 52928.72 Yes F
Bachelors Home Maker 51.86 Private 6430.00 1 SUV
No 8376.00 1 No 6 3027.00 12 1 Urban
695442940 0 4/26/1948 51 0 8 106090.09 No 306974.55 Yes M
Bachelors Blue Collar 37.38 Commercial 12110.00 1 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
187694741 0 2/20/1954 45 1 0 0.00 No 97495.76 Yes F
Masters Lawyer 41.60 Private 11100.00 1 SUV
No 0.00 0 No 0 0.00 10 0 Rural
898993547 1 10/24/1960 39 2 11 10665.53 No 0.00 Yes F
High School Student 9.75 Private 5600.00 1 SUV
No 0.00 0 No 2 3766.00 6 1 Urban
444802034 0 9/16/1957 42 1 10 105512.11 No 303874.97 Yes M
Masters Manager 32.25 Commercial 24040.00 4 Panel Truck
No 0.00 0 No 1 0.00 20 0 Urban
578861838 1 4/21/1955 44 1 0 0.00 No 0.00 Yes M
High School Student 20.24 Commercial 8660.00 7 Pickup
Yes 0.00 0 No 1 1493.00 1 1 Urban
580228287 0 5/6/1977 22 1 8 18631.59 Yes 0.00 No F
High School Clerical 21.40 Private 10800.00 10 SUV
No 0.00 0 No 3 6407.00 1 1 Urban
125449255 0 5/17/1960 39 1 15 30804.19 No 159350.56 Yes F
High School Clerical 39.07 Private 13140.00 9 SUV
No 5101.00 3 No 6 3731.00 7 1 Rural
131251943 0 6/21/1967 32 2 12 67228.50 Yes 0.00 No F
Bachelors Manager 38.96 Private 11420.00 6 SUV
No 0.00 0 No 0 0.00 13 0 Urban
352908590 0 7/27/1935 64 0 10 37379.63 No 0.00 No M
Masters Lawyer 14.47 Private 11640.00 1 SUV
No 0.00 0 No 0 3504.00 15 1 Urban
475225902 0 2/17/1964 35 2 13 28776.77 No 116463.07 Yes M
< High School Blue Collar 36.65 Commercial 7880.00 1 Pickup
Yes 2569.00 2 No 5 2531.00 1 1 Urban
842110768 0 9/30/1970 29 1 13 27222.31 No 146133.40 Yes M
High School Clerical 32.88 Private 12200.00 1 Pickup
Yes 0.00 0 No 1 0.00 1 0 Urban
62112142 0 4/6/1963 36 0 11 53384.70 No 169912.90 No M
Masters Lawyer 26.27 Private 12590.00 10 Minivan
Yes 0.00 0 No 2 0.00 10 0 Urban
863439012 0 12/12/1951 47 0 9 105623.11 No 0.00 No M
Bachelors Manager 47.17 Private 15810.00 7 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
160803643 0 8/24/1942 57 0 8 98693.38 No 309068.53 Yes F
Masters Professional 14.44 Private 17070.00 4 Minivan
No 0.00 0 No 0 0.00 19 0 Urban
609885620 0 12/12/1947 51 0 14 18281.74 No 0.00 Yes F
High School Student 60.64 Commercial 17500.00 6 SUV
No 0.00 0 No 0 2098.00 7 1 Urban
897555319 0 7/1/1933 66 0 8 20442.80 No 164510.41 Yes M
< High School Blue Collar 39.95 Private 1500.00 7 SUV
Yes 3331.00 1 No 6 616.00 1 1 Urban
120253904 0 1/28/1949 50 0 11 52592.57 No 188236.25 Yes F
High School Blue Collar 52.12 Commercial 26560.00 3 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
894416584 1 11/18/1957 41 1 12 61617.89 No 211159.88 Yes F
Bachelors Professional 25.16 Private 13220.00 1 Minivan
No 0.00 0 No 4 5320.00 8 1 Urban
524683007 0 7/30/1947 52 0 10 43539.33 No 200882.98 Yes F
Masters Lawyer 43.17 Private 13290.00 10 SUV
No 9667.00 1 No 7 4312.00 16 1 Urban
499584399 0 1/13/1956 43 2 10 102933.08 No 306713.85 Yes F
Bachelors Blue Collar 40.26 Commercial 11790.00 10 SUV
No 0.00 0 No 1 0.00 8 0 Urban
12136446 0 5/24/1966 33 4 13 29161.25 No 127565.21 Yes M
High School Clerical 20.88 Commercial 24690.00 4 Panel Truck
No 0.00 0 Yes 0 5359.00 1 1 Urban
561801264 0 12/21/1958 40 1 11 71293.16 Yes 164600.32 No F
Bachelors Blue Collar 26.71 Commercial 8630.00 3 SUV
No 0.00 0 No 0 0.00 12 0 Rural
184967702 0 4/28/1944 55 0 14 31572.98 No 156734.10 Yes M
Bachelors Clerical 62.54 Private 11490.00 14 Pickup
No 6290.00 3 No 0 0.00 8 0 Urban
631023812 0 10/4/1967 32 2 13 34368.34 No 142364.86 Yes F
< High School Blue Collar 47.64 Private 7640.00 17 Sports Car
No 0.00 0 No 2 6879.00 1 1 Urban
236446168 0 8/7/1962 37 2 15 75110.78 No 278221.02 Yes F
Masters Lawyer 38.08 Private 18580.00 13 Minivan
No 0.00 0 No 0 0.00 16 0 Urban
583441358 0 7/12/1944 55 0 10 109899.99 No 320514.92 Yes F
Masters Manager 7.03 Private 9500.00 4 SUV
No 0.00 0 No 0 0.00 13 0 Urban
521577431 0 12/14/1949 49 0 14 28695.57 No 164841.12 No M
Bachelors Clerical 49.49 Commercial 5920.00 4 Pickup
Yes 0.00 0 No 0 0.00 7 0 Urban
386218363 0 4/17/1940 59 0 14 107937.56 No 298175.74 Yes F
Bachelors Professional 22.21 Private 18550.00 6 SUV
No 0.00 0 No 0 0.00 4 0 Urban
51876784 0 1/13/1954 45 0 14 4429.53 No 88614.59 Yes F
High School Home Maker 45.29 Private 6440.00 7 SUV
No 0.00 0 No 1 0.00 10 0 Rural
475955841 0 3/25/1955 44 0 9 17048.57 No 0.00 Yes F
High School Student 9.31 Private 29160.00 7 Minivan
No 1830.00 2 No 3 0.00 7 0 Urban
111885786 0 7/13/1933 66 1 14 45875.86 No 207530.26 Yes F
High School Professional 30.28 Private 18880.00 3 Sports Car
No 28353.00 1 No 7 0.00 1 0 Urban
319264746 0 2/16/1950 49 0 13 32588.81 No 169056.53 Yes F
High School Professional 56.01 Private 17380.00 6 SUV
No 0.00 0 No 0 4266.00 4 1 Urban
964020613 0 5/4/1972 27 1 9 8407.81 Yes 54879.68 No M
< High School Clerical 44.66 Private 19900.00 4 Van
No 0.00 0 No 3 4739.00 6 1 Urban
383853953 0 9/30/1953 46 0 6 106710.69 No 312122.73 Yes F
High School Blue Collar 25.98 Commercial 12630.00 4 SUV
No 9091.00 3 No 0 0.00 10 0 Urban
424427930 0 10/13/1940 59 1 11 65456.09 Yes 0.00 No M
Bachelors Professional 34.52 Private 17890.00 1 Van
No 0.00 0 No 0 20509.48 7 1 Urban
874058106 0 5/31/1955 44 2 13 10626.58 No 0.00 Yes M
High School Student 16.62 Commercial 6960.00 1 Pickup
No 0.00 0 No 0 0.00 10 0 Rural
630263481 0 12/13/1952 46 0 12 82397.62 No 0.00 No M
Bachelors Professional 44.05 Private 20510.00 4 Minivan
Yes 34195.00 2 Yes 0 0.00 4 0 Urban
923385909 1 5/26/1960 39 2 0 0.00 Yes 81473.45 No F
High School Home Maker 19.87 Private 6670.00 6 SUV
No 10102.00 1 Yes 5 0.00 10 0 Urban
843933160 0 8/3/1953 46 0 11 71666.61 No 0.00 No F
Bachelors Professional 52.58 Private 15340.00 1 SUV
No 0.00 0 No 0 2786.00 12 1 Urban
674380854 0 12/30/1952 46 0 13 23863.17 No 143183.84 Yes M
Masters Lawyer 44.16 Private 11320.00 1 Pickup
Yes 7387.00 2 No 4 0.00 18 0 Urban
230201806 0 3/6/1953 46 0 7 76216.36 No 0.00 No F
Masters Home Maker 55.59 Commercial 29700.00 20 Pickup
No 35098.00 1 No 1 0.00 19 0 Urban
408998525 0 12/9/1942 56 0 12 184068.19 No 0.00 No M
PhD Doctor 31.05 Private 33080.00 7 Minivan
No 0.00 0 No 2 0.00 13 0 Urban
132147876 0 10/24/1960 39 0 7 140469.21 No 351522.64 Yes F
Bachelors Manager 8.39 Private 29170.00 1 Pickup
No 0.00 0 No 0 0.00 13 0 Urban
473317996 0 4/2/1966 33 4 18 113498.14 No 305455.82 Yes F
Bachelors Blue Collar 27.58 Commercial 16150.00 1 SUV
No 6974.00 3 No 5 0.00 5 0 Urban
159942906 0 12/15/1951 47 0 14 71660.22 No 222417.44 Yes F
Masters Manager 21.90 Private 13610.00 1 Minivan
No 0.00 0 No 0 0.00 18 0 Urban
26982245 0 8/31/1954 45 0 13 69852.35 No 214714.45 Yes F
Bachelors Professional 10.36 Private 6000.00 11 SUV
No 0.00 0 No 0 0.00 8 0 Urban
759415361 0 10/1/1945 54 0 15 52027.30 No 217276.99 Yes M
< High School Blue Collar 31.35 Commercial 6900.00 7 Pickup
No 0.00 0 No 0 0.00 4 0 Rural
783726476 0 5/4/1953 46 0 11 35214.31 No 139244.43 Yes M
Bachelors Clerical 35.03 Private 12230.00 7 Pickup
Yes 0.00 0 No 0 0.00 9 0 Rural
967019191 0 9/30/1951 48 0 9 88552.29 No 0.00 No M
Bachelors Manager 15.61 Private 15160.00 1 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
417647121 0 1/6/1953 46 0 15 181917.73 No 411686.78 Yes F
PhD Doctor 41.83 Private 28030.00 4 Minivan
No 0.00 0 No 0 0.00 16 0 Urban
644790732 0 1/6/1953 46 0 8 56387.89 No 204485.61 Yes M
High School Blue Collar 35.40 Private 7140.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
44982120 0 2/24/1965 34 3 12 27907.91 No 136438.59 Yes M
< High School Clerical 31.84 Private 1500.00 1 Minivan
Yes 0.00 0 No 1 0.00 6 0 Urban
445883468 0 6/2/1941 58 0 14 36926.86 No 0.00 No M
High School Clerical 29.02 Commercial 30410.00 7 Panel Truck
Yes 0.00 0 No 0 0.00 8 0 Rural
456484064 0 12/23/1945 53 0 13 189508.98 No 0.00 No F
PhD Manager 35.56 Private 27680.00 1 SUV
No 0.00 0 No 3 0.00 17 0 Urban
547061152 0 4/11/1951 48 0 12 92972.11 No 0.00 No F
Bachelors Manager 25.92 Private 28830.00 4 SUV
No 0.00 0 No 0 0.00 5 0 Urban
445582540 0 4/3/1945 54 0 13 33790.73 No 171274.79 Yes M
< High School Clerical 63.19 Private 9730.00 1 Pickup
Yes 41917.00 2 Yes 5 4147.00 1 1 Urban
6993836 0 4/20/1949 50 0 13 63799.02 No 0.00 No M
< High School Blue Collar 42.65 Private 16050.00 1 Minivan
Yes 3754.00 1 No 3 5459.00 1 1 Urban
10185862 0 11/12/1949 50 0 14 15989.16 No 117037.52 Yes M
< High School Clerical 21.81 Private 20000.00 14 Van
No 0.00 0 Yes 0 0.00 5 0 Urban
467453467 0 4/11/1955 44 0 12 100045.98 No 238931.19 Yes F
< High School Blue Collar 38.21 Commercial 24300.00 1 Pickup
No 0.00 0 No 1 0.00 6 0 Rural
23505650 0 12/26/1941 57 0 12 100768.91 No 0.00 No F
Bachelors Professional 31.20 Private 11580.00 6 SUV
No 6712.00 1 No 4 4373.00 12 1 Urban
713884148 0 9/15/1960 39 1 13 77888.72 No 217052.86 Yes F
Bachelors Blue Collar 43.81 Commercial 9290.00 6 SUV
No 0.00 0 No 0 706.00 10 1 Urban
556048283 0 6/22/1964 35 3 11 88117.40 Yes 236439.88 No F
Bachelors Blue Collar 54.66 Commercial 17400.00 6 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
924523082 0 8/18/1950 49 0 8 57774.85 No 176757.57 Yes F
High School Manager 35.10 Private 15680.00 7 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
135238902 1 1/22/1939 60 2 15 151225.36 No 416062.27 Yes F
PhD Doctor 45.96 Private 10560.00 6 Sports Car
No 0.00 0 No 3 2907.27 13 1 Urban
408435788 0 3/6/1951 48 0 14 115125.72 No 271838.54 Yes F
Masters Lawyer 38.22 Private 30600.00 7 SUV
No 0.00 0 Yes 0 0.00 19 0 Urban
934611742 0 10/19/1947 52 0 10 2679.76 No 0.00 No F
PhD Home Maker 53.47 Private 11380.00 11 Minivan
No 0.00 0 No 0 0.00 17 0 Rural
528698470 0 6/9/1954 45 1 12 38638.83 No 151007.03 Yes F
High School Clerical 97.79 Private 9500.00 1 Minivan
Yes 0.00 0 No 0 0.00 9 0 Rural
56624931 0 10/15/1954 45 0 6 75109.42 No 277895.89 No M
Masters Lawyer 25.56 Private 15350.00 1 Minivan
Yes 0.00 0 No 0 0.00 19 0 Urban
472757481 0 2/16/1943 56 0 9 178807.15 No 451332.09 Yes F
Bachelors Professional 53.26 Private 33140.00 1 Van
No 2925.00 2 No 0 0.00 5 0 Urban
676479934 1 4/8/1957 42 3 11 59800.36 Yes 0.00 No M
High School Clerical 36.62 Private 11680.00 3 Pickup
Yes 6914.00 3 No 5 5039.00 1 1 Urban
281271126 0 9/24/1939 60 2 15 3004.91 Yes 125808.90 No F
High School Home Maker 5.00 Private 11640.00 17 SUV
No 0.00 0 Yes 0 2166.00 1 1 Urban
702402466 1 5/24/1962 37 3 13 91450.46 No 284852.89 Yes M
Bachelors Professional 47.30 Private 10650.00 1 Pickup
Yes 27439.00 2 Yes 3 6332.00 1 1 Urban
923458151 0 4/18/1947 52 0 11 56582.28 No 0.00 No F
< High School Clerical 47.15 Private 21460.00 13 SUV
No 1606.00 2 No 1 3554.00 6 1 Urban
279883681 1 4/14/1958 41 1 11 63989.31 No 212476.59 Yes F
Bachelors Manager 41.00 Private 5600.00 1 SUV
No 37404.00 2 No 0 3388.00 11 1 Urban
450197593 0 8/2/1975 24 0 8 57503.53 No 147968.74 Yes M
Bachelors Professional 22.04 Private 17720.00 4 Van
Yes 0.00 0 Yes 1 0.00 8 0 Urban
855248699 0 10/18/1969 30 0 0 0.00 No 0.00 No M
High School Student 25.24 Commercial 4500.00 1 Pickup
Yes 2409.00 3 No 3 2668.00 9 1 Urban
904934030 0 4/7/1948 51 0 14 175218.58 No 477999.39 Yes F
Masters Manager 21.64 Private 6600.00 8 SUV
No 0.00 0 No 0 5349.00 15 1 Urban
367663474 0 10/6/1953 46 0 11 68126.03 No 214584.01 Yes F
Bachelors Professional 51.83 Private 12910.00 1 SUV
No 0.00 0 Yes 3 3036.00 6 1 Urban
724908543 0 7/18/1973 26 3 0 0.00 No 50963.68 Yes F
Bachelors Home Maker 41.65 Private 4100.00 1 SUV
No 2621.00 2 No 6 3110.00 8 1 Urban
715988300 0 9/23/1948 51 0 12 82886.09 No 237612.72 Yes F
PhD Home Maker 25.93 Private 21480.00 3 Sports Car
No 26426.00 2 No 3 0.00 17 0 Rural
207249253 0 5/30/1953 46 0 6 34508.43 No 183693.61 Yes F
High School Clerical 14.11 Private 8430.00 1 SUV
No 25401.00 3 No 1 0.00 6 0 Rural
282367437 0 3/5/1954 45 0 13 78432.27 No 259621.64 Yes F
Bachelors Manager 24.73 Private 9590.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Urban
477622647 0 7/26/1971 28 1 13 97231.13 No 262856.31 Yes F
Bachelors Blue Collar 56.37 Commercial 22200.00 4 SUV
No 0.00 0 No 3 0.00 11 0 Rural
542281799 0 1/8/1938 61 0 11 61471.62 No 227562.39 Yes F
Masters Lawyer 46.12 Private 17410.00 1 Sports Car
No 0.00 0 Yes 5 0.00 8 0 Urban
798630672 0 9/10/1967 32 1 11 8823.77 No 91593.41 Yes F
< High School Professional 59.94 Private 9280.00 1 SUV
No 4409.00 2 No 1 0.00 8 0 Urban
399814035 0 5/29/1945 54 0 11 177841.65 No 0.00 No F
Masters Lawyer 50.49 Private 7000.00 10 Sports Car
No 47939.00 3 No 1 0.00 24 0 Urban
538753309 0 12/29/1955 43 0 11 106059.17 No 267151.97 Yes F
High School Manager 44.33 Private 5800.00 13 SUV
No 0.00 0 No 4 0.00 1 0 Urban
562092571 0 3/19/1947 52 0 9 30775.85 No 200352.83 Yes M
< High School Clerical 24.71 Commercial 25530.00 10 Panel Truck
Yes 1086.00 2 No 0 0.00 5 0 Urban
561113047 0 12/20/1947 51 0 14 89581.74 No 269747.48 No M
Masters Lawyer 36.53 Private 22020.00 9 Minivan
No 0.00 0 Yes 0 0.00 16 0 Urban
590618636 0 12/24/1962 36 2 12 69546.25 No 186299.54 Yes F
High School Blue Collar 32.62 Commercial 12050.00 1 Sports Car
No 5106.00 2 No 1 6386.00 1 1 Urban
333412730 0 12/10/1957 41 0 12 70425.92 No 209876.93 Yes F
High School Professional 37.88 Private 22860.00 6 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
300442475 1 9/23/1960 39 1 11 50890.53 No 194125.92 Yes F
High School Clerical 31.62 Private 10490.00 1 SUV
No 0.00 0 No 5 0.00 6 0 Rural
929223734 0 5/8/1958 41 1 10 137815.12 Yes 0.00 No F
Bachelors Manager 32.89 Private 16160.00 9 Minivan
No 0.00 0 Yes 1 0.00 1 0 Urban
138372300 0 10/23/1952 47 0 14 19778.56 No 96106.87 No M
< High School Blue Collar 49.89 Commercial 25250.00 4 Panel Truck
Yes 0.00 0 No 2 4903.00 1 1 Rural
413843100 0 7/11/1950 49 0 14 21917.54 No 157111.85 Yes F
Masters Lawyer 18.31 Private 25530.00 6 Minivan
No 0.00 0 No 0 0.00 19 0 Urban
347660942 0 1/20/1948 51 0 14 28979.33 No 174099.67 Yes M
PhD Manager 44.67 Commercial 22570.00 1 Panel Truck
Yes 0.00 0 No 3 0.00 11 0 Urban
10599924 0 8/31/1947 52 0 6 168168.38 No 0.00 No M
Masters Lawyer 22.04 Private 6700.00 10 Minivan
Yes 0.00 0 No 0 0.00 15 0 Urban
77257945 0 9/24/1960 39 0 11 57744.09 No 213238.92 Yes F
High School Blue Collar 44.87 Commercial 11170.00 1 SUV
No 0.00 0 No 3 2777.00 8 1 Urban
594177143 0 12/22/1959 39 0 4 102051.59 No 237340.78 No M
PhD Manager 20.57 Private 7020.00 6 Pickup
Yes 0.00 0 No 1 5723.00 16 1 Urban
977286255 2 6/21/1954 45 2 10 71118.70 Yes 0.00 No F
Bachelors Clerical 42.64 Private 15600.00 1 Minivan
No 3534.00 3 No 5 2446.00 4 1 Urban
859734595 0 5/21/1958 41 0 5 53292.82 No 0.00 No F
High School Blue Collar 45.53 Commercial 6830.00 6 SUV
No 0.00 0 No 0 2774.00 1 1 Urban
810025621 0 7/9/1961 38 1 12 15215.81 Yes 134162.87 No M
Bachelors Home Maker 10.14 Commercial 8650.00 1 Pickup
Yes 0.00 0 No 0 0.00 8 0 Rural
624440117 0 7/8/1941 58 0 15 89402.76 No 274332.52 Yes M
Bachelors Blue Collar 22.52 Commercial 22990.00 10 Panel Truck
No 0.00 0 Yes 2 0.00 15 0 Urban
77027507 0 6/13/1954 45 0 12 43998.06 No 181594.97 Yes F
Masters Manager 16.11 Private 25500.00 4 Minivan
No 0.00 0 No 0 0.00 15 0 Urban
97863760 0 3/1/1952 47 0 13 128480.96 No 0.00 No M
Bachelors Professional 39.72 Private 14350.00 1 Minivan
Yes 0.00 0 No 2 0.00 12 0 Urban
291645169 0 7/27/1944 55 0 12 51512.29 No 0.00 No M
Bachelors Clerical 29.09 Commercial 9160.00 6 Pickup
No 0.00 0 No 0 0.00 4 0 Rural
697069006 0 1/30/1956 43 0 14 93239.07 No 277687.42 Yes F
Masters Professional 36.28 Private 5800.00 1 Sports Car
No 0.00 0 No 0 0.00 13 0 Rural
349140341 0 10/14/1961 38 0 6 90075.00 No 271397.24 No F
Masters Professional 39.71 Private 30110.00 1 Minivan
No 0.00 0 No 2 0.00 15 0 Urban
199869071 0 6/9/1953 46 0 10 42620.90 No 0.00 No F
High School Clerical 45.49 Private 10360.00 4 SUV
No 7333.00 1 Yes 0 5120.00 1 1 Urban
880892293 3 8/12/1959 40 4 10 147646.53 Yes 385797.66 No M
PhD Professional 12.30 Commercial 28870.00 3 Panel Truck
Yes 1449.00 2 No 3 6767.00 25 1 Urban
431732727 0 4/19/1951 48 0 11 105103.11 No 318522.65 Yes F
Masters Lawyer 33.58 Private 6300.00 10 Sports Car
No 0.00 0 No 0 0.00 16 0 Urban
61092357 2 12/12/1955 43 3 12 53073.30 Yes 213524.64 No F
Masters Lawyer 38.54 Private 23100.00 10 Pickup
No 5328.00 4 No 5 6515.00 13 1 Urban
731351298 2 1/13/1959 40 3 13 48623.31 No 221757.29 Yes F
< High School Blue Collar 21.13 Private 25620.00 10 Sports Car
No 0.00 0 No 2 0.00 1 0 Rural
639473172 0 5/2/1957 42 0 8 57095.04 No 0.00 No F
High School Blue Collar 25.14 Commercial 20720.00 4 SUV
No 46442.00 1 Yes 5 0.00 12 0 Rural
600565109 0 9/17/1951 48 0 15 36097.71 No 0.00 No M
High School Manager 24.06 Private 9910.00 1 Pickup
Yes 8258.00 2 No 0 0.00 6 0 Urban
46945798 0 2/3/1953 46 0 14 104465.60 No 299208.09 No M
Masters Lawyer 18.97 Private 24840.00 10 Minivan
Yes 0.00 0 No 0 0.00 16 0 Urban
918037800 0 5/5/1947 52 0 14 25834.78 No 127523.91 Yes F
High School Clerical 53.14 Private 11340.00 6 SUV
No 0.00 0 No 1 0.00 1 0 Rural
374890426 0 7/27/1946 53 0 14 161395.14 No 412343.61 Yes M
PhD Lawyer 39.89 Private 22940.00 4 Minivan
No 0.00 0 No 2 0.00 11 0 Urban
620021234 0 5/18/1968 31 1 9 83316.08 Yes 239711.28 No F
High School Professional 12.30 Commercial 37720.00 6 Panel Truck
No 0.00 0 No 5 19970.21 1 1 Urban
766689359 0 2/24/1946 53 0 16 139306.57 No 338974.92 Yes M
Masters Lawyer 5.00 Private 21910.00 6 Van
Yes 0.00 0 No 0 0.00 18 0 Urban
739230069 1 2/2/1956 43 1 3 154610.53 Yes 0.00 No M
Masters Lawyer 53.20 Private 31830.00 10 Minivan
Yes 0.00 0 Yes 0 0.00 19 0 Urban
878242363 0 9/7/1943 56 0 12 38388.63 No 173079.13 No F
Bachelors Clerical 21.22 Private 1500.00 6 SUV
No 0.00 0 No 0 0.00 13 0 Rural
957392742 0 2/15/1957 42 3 16 35586.00 No 125316.84 Yes M
High School Clerical 28.86 Commercial 5060.00 10 Pickup
No 24208.00 1 Yes 5 4236.00 1 1 Urban
414522894 0 8/14/1972 27 3 11 14460.79 No 108045.76 Yes F
High School Clerical 29.58 Private 9990.00 1 SUV
No 0.00 0 Yes 2 8107.43 1 1 Urban
481512763 0 11/2/1952 47 0 10 45668.81 No 165228.74 No M
Masters Manager 33.79 Commercial 9840.00 8 Pickup
Yes 0.00 0 Yes 0 0.00 9 0 Urban
498844883 2 8/9/1954 45 2 14 71032.79 No 219527.39 Yes F
Bachelors Clerical 36.31 Private 14330.00 17 Minivan
No 0.00 0 No 5 0.00 6 0 Urban
812601483 0 1/22/1953 46 0 13 26411.69 No 140130.90 Yes M
High School Clerical 42.51 Commercial 10060.00 1 Pickup
Yes 8636.00 3 No 5 5488.00 7 1 Urban
951534863 0 4/22/1946 53 0 12 74060.56 No 272685.88 Yes M
Bachelors Manager 70.00 Private 13430.00 9 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
490977666 0 4/15/1962 37 2 14 83418.90 No 297024.43 Yes F
High School Blue Collar 32.55 Commercial 9840.00 10 Sports Car
No 3771.00 3 No 3 5027.00 1 1 Urban
887205191 0 9/23/1959 40 0 14 96461.60 No 262391.05 No M
Bachelors Blue Collar 20.33 Private 15150.00 4 Minivan
Yes 0.00 0 No 0 0.00 12 0 Urban
592729210 0 11/16/1941 58 0 7 65922.98 No 238114.85 Yes M
Bachelors Manager 29.90 Commercial 29800.00 1 Panel Truck
Yes 3886.00 2 No 2 0.00 8 0 Urban
738075150 0 7/1/1946 53 0 7 10231.93 No 129978.60 Yes F
Masters Home Maker 32.89 Private 24470.00 16 Minivan
No 5458.00 2 No 3 0.00 18 0 Urban
285072055 0 6/3/1953 46 0 11 98571.72 No 0.00 No M
Bachelors Blue Collar 26.83 Commercial 17020.00 1 Van
No 4538.00 2 No 7 3180.00 10 1 Urban
643790170 0 9/20/1966 33 3 11 27938.64 Yes 0.00 No F
High School Clerical 18.33 Private 4290.00 10 Sports Car
No 0.00 0 No 0 0.00 6 0 Rural
629209460 2 9/30/1955 44 2 13 142551.30 Yes 391566.27 No F
Masters Lawyer 16.16 Private 5900.00 11 Sports Car
No 39019.00 1 No 8 0.00 18 0 Urban
609839061 0 3/7/1944 55 0 7 24784.80 No 160332.70 Yes F
Bachelors Home Maker 62.70 Private 9480.00 1 Sports Car
No 3587.00 3 No 0 0.00 9 0 Urban
925679757 0 12/5/1938 60 0 0 0.00 No 108147.65 Yes F
< High School Student 30.34 Private 7500.00 4 SUV
No 8739.00 1 No 4 3736.00 1 1 Urban
902048251 0 9/10/1935 64 0 14 45109.56 No 178513.98 Yes M
Bachelors Blue Collar 21.76 Commercial 14860.00 1 SUV
No 0.00 0 No 0 4278.00 9 1 Urban
31285809 0 3/2/1943 56 2 10 47562.29 No 169576.18 Yes F
High School Blue Collar 16.27 Commercial 21880.00 1 Pickup
No 9894.00 1 No 2 0.00 7 0 Urban
405402235 0 11/15/1939 60 0 0 0.00 No 146261.12 Yes F
Bachelors Home Maker 44.57 Private 23800.00 3 Sports Car
No 6223.00 1 No 5 0.00 12 0 Urban
481734854 0 8/21/1948 51 0 13 81987.33 No 258281.90 No M
High School Blue Collar 35.86 Private 14800.00 9 Minivan
No 0.00 0 No 0 0.00 8 0 Rural
268975269 0 1/5/1956 43 0 13 43899.63 No 184254.49 Yes M
High School Clerical 10.66 Private 19760.00 1 Van
Yes 6024.00 1 No 5 0.00 8 0 Urban
464550883 0 7/25/1955 44 0 0 0.00 No 0.00 No F
PhD Home Maker 25.99 Private 22490.00 11 Minivan
No 0.00 0 No 1 0.00 15 0 Urban
181441361 0 9/10/1964 35 0 5 37684.31 No 155474.05 No M
Masters Professional 28.76 Private 11040.00 1 Minivan
Yes 9788.00 2 No 3 0.00 9 0 Urban
935222021 0 7/30/1958 41 0 11 56281.09 No 179308.70 No M
Bachelors Manager 53.69 Private 11230.00 1 Minivan
No 5916.00 1 No 1 0.00 13 0 Urban
412707461 0 5/1/1959 40 1 14 84156.90 No 269578.06 Yes M
Bachelors Professional 49.15 Commercial 38320.00 4 Panel Truck
No 3442.00 1 No 2 0.00 1 0 Urban
85637705 2 2/1/1954 45 3 15 23000.25 No 167879.09 Yes M
< High School Clerical 19.00 Private 10680.00 6 Pickup
No 0.00 0 No 0 0.00 8 0 Rural
58554153 0 10/6/1949 50 0 14 27782.66 No 0.00 No M
< High School Blue Collar 40.62 Commercial 6500.00 1 Pickup
Yes 8506.00 1 No 1 3124.00 1 1 Urban
55524088 0 2/18/1971 28 1 9 20851.89 No 123108.54 Yes F
High School Home Maker 5.00 Private 20960.00 1 Minivan
No 20581.00 1 Yes 3 0.00 1 0 Urban
695588460 0 11/17/1961 38 4 19 30734.95 No 136297.64 Yes F
< High School Clerical 15.07 Private 21430.00 10 Minivan
No 0.00 0 No 0 0.00 4 0 Rural
424197869 0 3/1/1941 58 0 15 102091.94 No 270867.67 Yes F
Masters Lawyer 16.17 Private 17510.00 6 Minivan
No 0.00 0 No 4 0.00 13 0 Urban
751746887 0 4/30/1950 49 0 13 147455.26 No 394200.57 No M
PhD Manager 52.88 Commercial 23230.00 6 Panel Truck
No 0.00 0 No 0 0.00 22 0 Urban
762375598 1 10/10/1958 41 1 10 96165.84 No 241381.94 Yes F
Masters Lawyer 28.83 Private 15220.00 1 SUV
No 0.00 0 Yes 1 1187.00 8 1 Urban
63641910 0 4/7/1954 45 1 10 102764.51 Yes 0.00 No F
Masters Lawyer 43.25 Private 19680.00 6 Minivan
No 0.00 0 No 0 1283.00 17 1 Urban
291046635 0 1/14/1944 55 0 13 44967.31 No 205530.67 Yes M
High School Clerical 29.69 Private 6000.00 1 Minivan
Yes 0.00 0 No 0 0.00 9 0 Urban
384962368 0 10/18/1951 48 0 14 100708.99 No 0.00 No F
PhD Manager 11.56 Private 16370.00 1 SUV
No 0.00 0 Yes 1 0.00 1 0 Urban
196850945 0 10/4/1946 53 0 11 91924.00 No 249756.33 Yes M
High School Blue Collar 5.00 Commercial 19330.00 13 Van
No 20463.00 1 Yes 3 3611.00 8 1 Urban
257009795 0 8/15/1944 55 0 12 37537.22 No 158064.16 Yes F
Bachelors Blue Collar 30.28 Commercial 10750.00 6 SUV
No 2595.00 2 No 1 0.00 11 0 Urban
232169136 0 3/27/1947 52 0 12 37387.96 No 0.00 No M
< High School Blue Collar 26.39 Commercial 7310.00 4 Pickup
Yes 19685.00 3 Yes 4 1131.35 1 1 Urban
711833264 1 4/25/1960 39 1 13 55219.55 No 127925.73 Yes F
Bachelors Clerical 66.15 Private 10920.00 1 SUV
No 0.00 0 No 2 0.00 10 0 Rural
922582130 0 8/29/1963 36 2 0 0.00 No 66630.05 Yes F
Masters Home Maker 31.74 Private 5100.00 4 Sports Car
No 0.00 0 No 3 0.00 9 0 Urban
297552418 0 12/26/1943 55 0 12 41340.61 No 0.00 No F
Masters Lawyer 24.18 Private 10690.00 7 Minivan
No 0.00 0 Yes 0 0.00 9 0 Urban
164947678 2 3/17/1959 40 2 11 93310.24 No 265298.46 Yes F
Bachelors Blue Collar 48.29 Commercial 10830.00 1 Pickup
No 45879.00 2 No 4 0.00 8 0 Urban
692062611 0 8/24/1959 40 0 7 30630.65 No 0.00 No M
< High School Blue Collar 50.39 Commercial 11510.00 4 Pickup
Yes 981.00 3 No 5 3007.00 1 1 Urban
289630825 0 11/3/1958 41 0 7 37771.18 No 169247.37 Yes F
Bachelors Home Maker 44.37 Private 9380.00 4 SUV
No 0.00 0 No 0 0.00 11 0 Rural
289885831 1 2/27/1956 43 2 14 12258.86 Yes 0.00 No M
Bachelors Student 28.66 Commercial 4250.00 7 Minivan
No 0.00 0 No 0 0.00 9 0 Rural
765313451 0 6/20/1958 41 0 13 4129.90 No 102229.19 Yes F
Bachelors Home Maker 51.39 Private 1500.00 4 Sports Car
No 0.00 0 No 0 0.00 11 0 Rural
352733454 0 7/27/1961 38 0 7 94513.22 No 256581.52 Yes F
Bachelors Manager 20.00 Private 19120.00 10 SUV
No 0.00 0 No 0 0.00 14 0 Urban
459075283 0 7/5/1943 56 0 12 146309.19 No 426818.03 Yes F
Masters Lawyer 10.52 Private 34460.00 6 Pickup
No 0.00 0 No 3 0.00 15 0 Urban
673623853 0 5/15/1952 47 0 0 0.00 No 94100.66 Yes F
High School Home Maker 26.98 Commercial 17840.00 6 Pickup
No 0.00 0 No 1 0.00 1 0 Rural
367158992 0 1/16/1954 45 0 0 0.00 No 0.00 No F
Bachelors Home Maker 9.20 Private 6000.00 13 SUV
No 698.00 2 No 3 0.00 2 0 Urban
60983747 0 2/1/1964 35 3 14 45684.45 Yes 173040.35 No M
< High School Blue Collar 30.08 Commercial 24110.00 9 Panel Truck
Yes 0.00 0 No 0 0.00 6 0 Rural
237375162 0 12/16/1973 25 2 12 26906.45 Yes 0.00 No F
High School Clerical 10.15 Private 4000.00 1 Sports Car
No 23451.00 2 Yes 8 3748.00 8 1 Urban
325063400 0 9/10/1964 35 0 0 0.00 No 0.00 No F
Bachelors Student 8.05 Commercial 6330.00 4 SUV
No 6191.00 3 No 8 0.00 8 0 Urban
234742148 0 11/1/1963 36 2 11 33294.23 Yes 0.00 No F
< High School Clerical 26.00 Private 10070.00 1 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
841000572 0 4/27/1955 44 0 12 220721.61 No 583507.84 No M
PhD Lawyer 48.73 Private 13890.00 6 Minivan
Yes 0.00 0 No 0 0.00 17 0 Rural
484058014 0 8/17/1949 50 0 7 72306.26 No 193868.47 Yes M
Masters Lawyer 56.74 Private 14500.00 1 Minivan
Yes 9583.00 1 No 0 4519.00 12 1 Urban
737454436 1 1/14/1963 36 1 8 90885.89 Yes 0.00 No F
Masters Lawyer 46.32 Private 30790.00 1 Pickup
No 11692.00 1 No 1 1760.00 17 1 Urban
866014907 0 3/24/1950 49 0 14 37781.03 No 167788.72 Yes M
High School Professional 40.95 Private 11370.00 7 Pickup
Yes 0.00 0 No 0 0.00 6 0 Urban
182670239 0 6/15/1948 51 0 14 74712.74 No 0.00 No F
High School Professional 5.00 Private 6600.00 11 Sports Car
No 0.00 0 No 0 0.00 12 0 Rural
320166141 0 11/11/1945 54 0 14 38768.17 No 177896.38 Yes M
Bachelors Clerical 28.18 Private 1500.00 1 Minivan
Yes 6521.00 2 No 4 0.00 11 0 Urban
541441959 3 8/20/1954 45 3 14 54391.31 No 219805.85 Yes M
Bachelors Clerical 22.12 Commercial 22720.00 1 Panel Truck
Yes 0.00 0 No 0 0.00 9 0 Rural
829674021 0 4/10/1946 53 0 11 32196.46 No 151510.10 Yes M
< High School Blue Collar 11.16 Private 11310.00 3 Pickup
Yes 0.00 0 No 2 0.00 1 0 Urban
570439437 0 4/1/1950 49 0 13 15492.11 No 143129.22 Yes F
< High School Clerical 39.14 Private 18950.00 7 Pickup
No 0.00 0 No 2 0.00 8 0 Urban
21443966 0 5/6/1941 58 0 10 182597.94 No 460349.30 Yes F
PhD Doctor 24.10 Private 25560.00 7 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
951679399 0 3/21/1949 50 0 12 726.78 No 0.00 No F
High School Student 62.13 Commercial 18920.00 4 Minivan
No 0.00 0 No 4 0.00 12 0 Rural
282856816 0 3/30/1959 40 1 13 75127.71 No 171885.78 Yes M
Bachelors Clerical 49.61 Private 6980.00 6 Pickup
No 0.00 0 No 1 0.00 14 0 Urban
679574710 1 8/21/1963 36 1 13 32646.16 No 173200.36 Yes F
High School Blue Collar 17.90 Private 11460.00 4 SUV
No 0.00 0 Yes 0 0.00 7 0 Urban
495081514 0 10/25/1951 48 0 13 45819.42 No 161548.56 Yes M
High School Manager 26.52 Private 6080.00 6 Pickup
No 25622.00 1 Yes 4 4715.00 9 1 Urban
746913178 0 7/26/1960 39 1 0 0.00 Yes 0.00 No F
Bachelors Student 15.44 Private 19470.00 10 SUV
No 0.00 0 No 2 2597.00 8 1 Rural
833177798 0 10/1/1955 44 0 10 61597.36 No 207094.82 Yes M
Bachelors Manager 25.47 Commercial 19310.00 6 Van
Yes 2576.00 1 No 0 0.00 4 0 Urban
490356885 1 9/23/1961 38 2 12 35653.33 No 135667.52 Yes M
< High School Blue Collar 33.67 Private 8870.00 1 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
702922859 0 5/23/1940 59 0 7 94972.56 No 319369.07 Yes M
Bachelors Manager 21.48 Private 7400.00 1 Pickup
Yes 0.00 0 No 0 0.00 11 0 Urban
570398624 0 6/5/1954 45 1 13 65939.50 No 231593.46 Yes M
Bachelors Professional 42.57 Private 14510.00 6 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
54017601 0 10/22/1950 49 0 15 40599.40 No 193571.19 Yes F
High School Blue Collar 39.46 Commercial 23790.00 3 Sports Car
No 4397.00 1 No 6 0.00 5 0 Urban
317743899 0 12/6/1940 58 0 10 90671.75 No 0.00 No M
Masters Manager 42.92 Private 7300.00 1 Pickup
Yes 9090.00 2 No 0 0.00 12 0 Urban
917556873 0 3/31/1960 39 2 10 24176.74 No 152550.52 Yes M
High School Clerical 46.86 Commercial 20570.00 9 Van
No 0.00 0 No 0 0.00 1 0 Rural
603952631 0 4/4/1966 33 3 13 21989.78 Yes 144044.81 No M
High School Clerical 24.05 Private 13900.00 3 Minivan
Yes 0.00 0 No 3 0.00 8 0 Urban
322577777 0 6/15/1962 37 2 14 63769.51 No 216279.53 Yes F
High School Blue Collar 12.25 Commercial 12510.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Rural
329879708 2 8/18/1941 58 3 18 9750.20 No 0.00 Yes M
< High School Student 50.36 Private 2480.00 1 Minivan
Yes 3741.00 2 Yes 3 5185.00 1 1 Urban
79517894 0 1/23/1951 48 0 13 114947.54 No 353366.54 Yes F
PhD Manager 5.00 Private 18370.00 17 Pickup
No 0.00 0 No 0 0.00 17 0 Urban
205548689 0 6/3/1963 36 0 11 34329.45 No 156793.01 Yes M
< High School Blue Collar 56.48 Commercial 8530.00 9 Pickup
Yes 743.00 2 No 2 5013.00 1 1 Urban
845037017 0 4/11/1960 39 0 12 33570.26 No 189197.20 No M
Bachelors Clerical 43.54 Private 7410.00 1 Pickup
No 0.00 0 Yes 4 2519.00 11 1 Rural
11000229 0 11/10/1940 59 0 15 43117.68 No 173745.49 Yes F
High School Blue Collar 21.66 Commercial 30660.00 6 SUV
No 0.00 0 No 0 0.00 9 0 Rural
846882696 1 6/2/1957 42 1 10 74411.71 Yes 0.00 No F
Masters Manager 26.31 Private 16250.00 7 SUV
No 5936.00 2 No 4 0.00 14 0 Urban
860428575 0 3/27/1968 31 1 13 44120.45 Yes 0.00 No M
High School Professional 11.53 Commercial 6410.00 1 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
254748203 0 4/17/1973 26 3 0 0.00 Yes 0.00 No M
High School Student 41.09 Commercial 4100.00 1 Minivan
No 0.00 0 No 3 3953.00 1 1 Urban
618040112 0 2/3/1945 54 0 14 40862.13 No 0.00 No F
Masters Home Maker 48.36 Private 20400.00 7 SUV
No 0.00 0 No 0 10106.49 17 1 Urban
251567668 0 3/23/1947 52 0 11 84437.70 No 0.00 No F
Masters Manager 65.10 Private 16940.00 1 Minivan
No 0.00 0 No 1 2489.00 17 1 Urban
583244400 0 1/23/1948 51 0 13 58873.71 No 213744.18 Yes M
Bachelors Professional 40.82 Commercial 22010.00 7 Van
No 0.00 0 No 0 0.00 14 0 Rural
789994234 0 10/25/1949 50 0 11 60895.01 No 244784.43 No F
PhD Professional 17.04 Private 7590.00 7 Sports Car
No 2005.00 1 No 6 0.00 14 0 Urban
763925602 0 8/4/1950 49 0 15 58904.47 No 255754.91 No M
Bachelors Professional 39.08 Commercial 25890.00 1 Panel Truck
Yes 0.00 0 No 2 0.00 9 0 Urban
630493812 0 3/20/1965 34 4 12 24897.01 No 166510.23 Yes M
High School Clerical 26.01 Commercial 7390.00 17 Pickup
Yes 23866.00 2 No 2 0.00 7 0 Urban
803840924 1 6/3/1963 36 2 12 15358.03 No 125216.30 Yes F
< High School Clerical 16.03 Private 24480.00 6 Sports Car
No 0.00 0 No 1 0.00 1 0 Urban
229043169 0 12/15/1950 48 0 8 102860.60 No 0.00 No M
Masters Lawyer 42.75 Private 19220.00 1 Minivan
Yes 0.00 0 No 2 0.00 17 0 Urban
503049980 0 4/27/1933 66 0 13 78187.25 No 285420.61 Yes F
Masters Lawyer 44.85 Private 14200.00 4 Sports Car
No 3834.00 2 No 0 0.00 10 0 Urban
624399353 0 4/9/1957 42 2 13 88994.82 Yes 0.00 No F
Bachelors Blue Collar 45.25 Private 25830.00 1 Sports Car
No 31687.00 2 Yes 2 23805.37 10 1 Urban
498457014 0 4/4/1959 40 0 13 72241.85 No 212156.92 Yes F
High School Professional 13.86 Private 17580.00 1 SUV
No 0.00 0 Yes 0 0.00 10 0 Urban
411031179 1 1/31/1956 43 1 10 119340.69 Yes 338327.31 No F
PhD Lawyer 34.90 Private 1500.00 1 SUV
No 0.00 0 No 1 2360.00 15 1 Urban
629780029 0 6/27/1966 33 1 10 83663.58 No 217762.74 Yes M
Bachelors Blue Collar 53.58 Commercial 21100.00 4 Van
Yes 5495.00 3 No 7 2206.00 8 1 Urban
561288306 0 5/28/1948 51 0 14 71266.85 No 251915.05 Yes M
Bachelors Blue Collar 39.15 Commercial 33370.00 4 Panel Truck
No 0.00 0 No 0 0.00 5 0 Urban
89192106 0 8/25/1960 39 0 13 10314.72 No 0.00 Yes F
< High School Student 33.02 Private 16570.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Urban
543513719 0 8/11/1965 34 1 13 69317.75 No 238256.29 Yes F
Bachelors Blue Collar 36.41 Private 17700.00 11 SUV
No 0.00 0 No 0 0.00 5 0 Urban
488230129 0 1/12/1965 34 1 10 71328.48 Yes 203767.74 No F
Bachelors Manager 32.48 Private 21320.00 6 Minivan
Yes 0.00 0 No 0 0.00 15 0 Urban
816452105 0 11/28/1947 51 0 13 30764.07 No 175918.69 Yes F
Masters Lawyer 24.10 Private 8430.00 6 SUV
No 3644.00 2 No 5 0.00 16 0 Urban
802328969 1 10/3/1960 39 3 0 0.00 Yes 0.00 No F
Bachelors Home Maker 39.05 Private 6580.00 1 SUV
No 0.00 0 No 0 1076.00 1 1 Rural
741192389 1 2/4/1957 42 2 12 110127.80 No 282422.98 Yes M
Bachelors Manager 32.72 Commercial 37670.00 1 Panel Truck
Yes 0.00 0 No 0 6995.00 14 1 Urban
69309215 0 11/11/1947 52 0 6 109493.38 No 279274.97 Yes F
Bachelors Professional 26.18 Commercial 27790.00 11 Van
No 0.00 0 No 0 0.00 14 0 Urban
571108830 1 3/29/1958 41 1 5 34304.46 Yes 97504.23 No M
High School Clerical 56.65 Private 9030.00 6 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
496819716 0 11/30/1943 55 0 13 33519.31 No 232836.42 Yes F
Bachelors Clerical 60.81 Private 14760.00 1 SUV
No 0.00 0 No 3 2517.00 5 1 Urban
47386311 0 5/28/1953 46 0 12 33635.31 No 191957.40 Yes F
High School Blue Collar 54.66 Commercial 26790.00 7 Minivan
No 3960.00 2 No 3 3273.00 8 1 Urban
966942320 0 7/19/1963 36 3 16 30032.71 No 107742.96 Yes F
High School Blue Collar 32.11 Commercial 16310.00 10 SUV
No 0.00 0 Yes 0 4148.00 12 1 Urban
198132513 0 5/22/1965 34 2 15 133936.95 Yes 343256.51 No M
Bachelors Professional 26.09 Private 18290.00 1 Van
No 0.00 0 No 0 0.00 8 0 Rural
54569584 0 12/23/1943 55 0 4 95472.66 No 0.00 No F
Bachelors Professional 22.26 Private 35340.00 7 Minivan
No 0.00 0 No 0 0.00 10 0 Rural
342456793 0 7/12/1951 48 0 12 27699.92 No 117399.65 Yes F
High School Clerical 34.59 Private 15070.00 7 SUV
No 34237.00 1 No 0 0.00 7 0 Urban
533429603 0 9/25/1957 42 1 10 134519.79 Yes 342728.44 No M
Masters Lawyer 36.13 Private 5700.00 1 Pickup
No 2308.00 1 No 2 7801.00 12 1 Urban
425540577 0 4/19/1943 56 0 0 0.00 No 118580.98 Yes F
Bachelors Home Maker 60.21 Private 20680.00 1 SUV
No 0.00 0 Yes 0 0.00 13 0 Rural
357815196 0 1/28/1955 44 0 11 41390.00 No 175478.04 No M
Bachelors Manager 26.99 Private 7710.00 8 Pickup
Yes 3173.00 3 No 0 0.00 11 0 Urban
838688149 0 12/15/1951 47 0 9 40764.36 No 158061.26 Yes F
PhD Manager 15.83 Private 11400.00 1 Sports Car
No 0.00 0 No 1 0.00 14 0 Urban
415552524 3 7/7/1963 36 3 14 102147.33 No 270030.40 Yes M
< High School Blue Collar 27.73 Private 15310.00 4 Minivan
No 6455.00 1 No 2 16677.68 7 1 Urban
504635508 0 12/14/1967 31 0 8 67842.22 No 0.00 No M
Bachelors Blue Collar 49.17 Commercial 4600.00 7 Pickup
Yes 0.00 0 Yes 0 3005.00 1 1 Urban
656190149 0 10/1/1944 55 0 12 63375.52 No 225110.96 Yes F
Bachelors Blue Collar 25.31 Commercial 20390.00 1 SUV
No 0.00 0 No 0 0.00 14 0 Rural
504800653 0 12/6/1950 48 0 13 120483.30 No 358642.61 Yes M
Masters Professional 60.17 Private 14110.00 7 Minivan
Yes 0.00 0 No 0 0.00 12 0 Urban
368897332 0 4/28/1953 46 0 14 52411.15 No 158113.40 Yes M
Bachelors Manager 13.63 Private 11340.00 6 Minivan
Yes 0.00 0 No 2 0.00 8 0 Urban
967639753 0 1/31/1953 46 0 9 74181.20 No 251023.96 No F
High School Professional 33.11 Private 24340.00 7 Minivan
No 0.00 0 No 3 0.00 6 0 Rural
346806456 0 7/29/1951 48 0 0 0.00 No 0.00 Yes M
High School Student 23.04 Commercial 33540.00 4 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
548481033 0 11/23/1966 32 4 15 14936.98 No 126561.25 Yes F
< High School Clerical 40.02 Private 6190.00 6 SUV
No 4890.00 2 No 1 0.00 6 0 Urban
78446084 0 6/24/1943 56 0 11 64124.09 No 210352.95 Yes M
Masters Manager 18.82 Commercial 22950.00 3 Panel Truck
Yes 4232.00 3 No 0 0.00 17 0 Urban
493235037 0 7/4/1918 81 2 23 109274.80 No 381377.11 Yes M
Bachelors Professional 39.21 Private 22030.00 7 Sports Car
Yes 4773.00 2 No 0 0.00 6 0 Urban
236929493 0 10/12/1958 41 2 14 53940.14 No 182684.48 Yes F
High School Blue Collar 32.24 Commercial 24510.00 1 Pickup
No 24295.00 1 Yes 3 3585.00 1 1 Urban
168592387 0 12/2/1956 42 0 12 90409.28 No 279592.51 Yes M
Masters Lawyer 42.14 Private 16270.00 1 Van
Yes 3791.00 3 No 3 0.00 11 0 Urban
458858576 3 6/27/1958 41 3 13 57371.32 No 153181.24 Yes F
High School Blue Collar 68.59 Commercial 28600.00 1 Pickup
No 1858.00 4 No 3 3340.00 7 1 Urban
486815695 0 4/21/1943 56 0 12 36934.98 No 195331.46 No M
< High School Blue Collar 12.36 Commercial 28580.00 6 Panel Truck
No 4567.00 1 No 0 0.00 7 0 Urban
802769940 0 8/21/1953 46 0 10 35563.56 No 179331.23 Yes M
Bachelors Home Maker 27.48 Private 19750.00 1 Minivan
Yes 0.00 0 No 1 0.00 7 0 Rural
196786105 0 11/22/1956 42 2 11 49263.80 Yes 198206.57 No F
High School Clerical 5.00 Commercial 37750.00 7 Van
No 0.00 0 No 0 0.00 1 0 Urban
572435823 0 6/5/1959 40 0 14 107499.47 No 281872.54 Yes M
Bachelors Manager 18.72 Commercial 17470.00 9 Van
Yes 0.00 0 No 2 0.00 7 0 Urban
949231860 1 8/23/1961 38 2 6 21073.14 Yes 91826.54 No F
< High School Clerical 34.31 Commercial 17570.00 1 Pickup
No 4657.00 1 No 0 0.00 1 0 Urban
287264722 0 9/26/1951 48 0 9 2229.02 No 0.00 No F
< High School Student 20.76 Commercial 21930.00 1 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
215264531 2 3/7/1959 40 2 12 88412.80 No 246706.28 Yes F
High School Blue Collar 26.37 Commercial 15410.00 7 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
759568265 1 11/26/1941 57 3 15 94890.25 No 267063.85 Yes F
Bachelors Manager 17.39 Private 18170.00 8 SUV
No 0.00 0 No 1 0.00 12 0 Urban
634473118 1 5/3/1961 38 2 13 46061.26 Yes 0.00 No F
Bachelors Clerical 38.57 Private 18910.00 1 Minivan
No 0.00 0 No 3 5301.00 9 1 Urban
237764523 0 1/21/1946 53 0 10 142206.14 No 0.00 No M
Bachelors Professional 34.40 Private 21720.00 1 Van
No 0.00 0 Yes 0 0.00 9 0 Urban
766201126 0 7/11/1950 49 0 14 34627.89 No 159544.46 Yes M
High School Professional 43.01 Private 20310.00 3 Van
Yes 7467.00 2 No 3 0.00 1 0 Urban
632040016 0 4/27/1954 45 3 0 0.00 No 63103.08 Yes M
< High School Student 22.89 Commercial 7640.00 1 Pickup
Yes 0.00 0 No 0 7136.00 1 1 Urban
143093971 0 2/14/1945 54 0 16 48078.12 No 274258.66 Yes F
Bachelors Clerical 39.97 Private 18290.00 1 Sports Car
No 0.00 0 No 1 0.00 8 0 Urban
681418403 0 8/28/1952 47 0 15 40494.86 No 196730.18 Yes M
< High School Blue Collar 5.00 Private 10250.00 10 Pickup
Yes 0.00 0 No 0 0.00 4 0 Urban
548829498 0 2/3/1946 53 0 12 189052.36 No 0.00 No M
PhD Doctor 30.71 Private 12550.00 3 Minivan
Yes 2045.00 4 No 0 1030.00 1 1 Urban
797320781 0 9/24/1954 45 0 12 78103.03 No 229351.51 Yes F
High School Blue Collar 52.50 Private 6010.00 10 Sports Car
No 0.00 0 No 0 0.00 6 0 Urban
130382635 0 11/24/1954 44 0 12 92898.29 No 264737.36 Yes F
Masters Lawyer 34.82 Private 14130.00 10 Sports Car
No 0.00 0 No 1 0.00 9 0 Urban
949108478 2 3/19/1961 38 3 16 30433.47 No 137924.59 Yes F
< High School Blue Collar 20.53 Commercial 12560.00 10 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
283531307 0 1/23/1966 33 3 0 0.00 No 64785.83 Yes M
High School Student 16.36 Commercial 4800.00 4 Pickup
No 0.00 0 No 5 4979.00 1 1 Urban
740786666 0 5/5/1947 52 0 14 106217.60 No 323804.47 Yes F
Masters Lawyer 47.05 Private 12120.00 1 SUV
No 0.00 0 No 0 0.00 12 0 Urban
269541759 0 2/2/1951 48 0 10 58716.49 No 0.00 No M
Bachelors Blue Collar 63.92 Commercial 12170.00 1 Minivan
Yes 0.00 0 No 0 0.00 11 0 Rural
726839340 0 11/3/1942 57 0 11 77631.22 No 0.00 No F
High School Manager 43.79 Private 26180.00 7 Pickup
No 3090.00 2 No 0 6035.00 1 1 Urban
473040009 0 4/16/1959 40 0 11 67700.10 No 0.00 No F
High School Blue Collar 16.18 Commercial 12270.00 10 SUV
No 5722.00 2 No 6 6156.00 1 1 Urban
654878657 0 7/3/1954 45 0 12 54667.40 No 204364.15 Yes F
Masters Lawyer 14.45 Private 13570.00 1 SUV
No 0.00 0 No 3 0.00 13 0 Rural
922637030 0 10/9/1945 54 0 14 97382.46 No 308417.66 Yes F
Bachelors Blue Collar 47.86 Commercial 23510.00 9 Sports Car
No 0.00 0 No 0 0.00 15 0 Rural
473135731 0 1/9/1946 53 0 12 45431.88 No 182320.18 Yes M
Bachelors Clerical 39.12 Private 8020.00 13 Pickup
Yes 0.00 0 No 0 0.00 16 0 Urban
594167500 0 1/3/1977 22 1 0 0.00 Yes 53636.26 No F
High School Home Maker 53.91 Private 1500.00 18 SUV
Yes 0.00 0 No 0 2729.00 1 1 Urban
937224895 0 4/12/1954 45 0 6 9158.75 No 0.00 Yes M
High School Student 49.32 Commercial 6920.00 6 Minivan
Yes 0.00 0 No 0 0.00 6 0 Rural
460845643 0 3/3/1950 49 0 14 26301.32 No 0.00 Yes F
Bachelors Student 32.31 Commercial 19780.00 4 SUV
No 1645.00 1 No 3 0.00 12 0 Urban
169167240 0 8/27/1966 33 2 11 19894.36 No 156232.56 Yes F
High School Blue Collar 51.51 Commercial 6790.00 10 Sports Car
No 16816.00 1 Yes 0 1254.00 7 1 Urban
2312564 0 10/6/1953 46 0 11 104205.96 No 0.00 No F
Masters Lawyer 26.61 Private 20760.00 11 SUV
No 0.00 0 No 4 0.00 22 0 Urban
197539832 0 6/14/1968 31 1 13 42491.91 No 163297.21 Yes M
High School Clerical 14.17 Private 8850.00 1 Pickup
Yes 1109.00 3 No 5 4431.00 8 1 Urban
22905935 0 1/21/1946 53 0 15 74294.83 No 267508.64 Yes M
Bachelors Manager 49.77 Private 10330.00 10 Pickup
Yes 6550.00 4 No 2 0.00 9 0 Urban
58307018 0 12/6/1967 31 1 0 0.00 No 0.00 Yes M
< High School Student 29.02 Private 21390.00 1 Van
Yes 0.00 0 No 0 4552.00 1 1 Urban
656190149 0 10/1/1944 55 0 12 63375.52 No 225110.96 Yes F
Bachelors Blue Collar 25.31 Commercial 25450.00 13 Minivan
No 0.00 0 No 0 0.00 14 0 Rural
867204089 0 8/27/1956 43 3 15 61852.18 No 176218.71 Yes F
High School Blue Collar 29.84 Commercial 1500.00 6 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
428282729 1 9/9/1962 37 2 13 31212.50 No 155824.25 Yes M
High School Clerical 35.73 Private 10100.00 1 Pickup
Yes 11626.00 2 No 0 2222.00 1 1 Urban
575831555 0 7/24/1958 41 1 13 65184.79 No 253053.77 Yes F
< High School Blue Collar 11.71 Private 17220.00 10 Minivan
No 28753.00 1 No 2 0.00 6 0 Urban
12136446 1 5/25/1963 36 3 11 20920.64 No 124116.21 Yes M
High School Clerical 70.57 Private 25280.00 11 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
983644114 1 1/23/1937 62 3 16 43410.46 No 186428.94 Yes M
Bachelors Blue Collar 43.37 Commercial 15400.00 1 Minivan
Yes 10086.00 3 No 0 0.00 14 0 Urban
681443164 0 6/5/1954 45 0 4 83111.07 No 237262.57 No M
Bachelors Manager 31.12 Private 23790.00 1 Minivan
No 7017.00 1 No 5 0.00 7 0 Urban
708077771 0 6/2/1966 33 1 12 36354.50 No 192457.33 Yes M
Bachelors Blue Collar 26.18 Commercial 18730.00 13 Van
Yes 0.00 0 No 0 0.00 7 0 Rural
361665026 0 7/31/1966 33 3 12 74546.10 No 245204.90 Yes M
Bachelors Blue Collar 22.40 Commercial 12250.00 1 Minivan
No 3961.00 3 No 5 0.00 9 0 Urban
621496694 0 9/1/1969 30 1 11 88305.23 No 278236.15 Yes F
Masters Professional 5.00 Private 19710.00 3 SUV
No 0.00 0 No 0 0.00 20 0 Urban
30585255 0 5/2/1963 36 3 14 167970.50 No 441721.19 Yes M
Bachelors Professional 32.60 Private 5100.00 6 Pickup
Yes 2769.00 1 No 0 5396.00 13 1 Urban
698414529 0 9/30/1946 53 0 0 0.00 No 84982.30 Yes M
Masters Professional 44.96 Private 6800.00 6 Minivan
No 0.00 0 No 3 0.00 24 0 Urban
898038749 0 3/16/1958 41 0 9 21650.93 No 142292.51 No F
< High School Clerical 23.52 Commercial 25640.00 1 Pickup
No 0.00 0 No 1 4720.00 1 1 Urban
101731472 0 5/17/1964 35 2 14 29249.71 No 159238.88 Yes F
High School Blue Collar 44.78 Commercial 23380.00 1 Pickup
No 0.00 0 No 1 0.00 7 0 Urban
717945707 0 7/1/1950 49 1 12 98174.74 No 321272.42 Yes F
Masters Lawyer 27.30 Private 16220.00 3 Minivan
No 0.00 0 No 0 0.00 15 0 Urban
901710077 0 2/27/1959 40 1 5 89347.92 No 230105.61 Yes F
Masters Professional 47.81 Private 18150.00 6 Pickup
No 0.00 0 No 2 0.00 14 0 Urban
166240500 0 5/22/1954 45 0 9 26237.32 No 0.00 No F
High School Home Maker 26.23 Private 29420.00 6 Pickup
No 0.00 0 No 2 0.00 1 0 Urban
62746989 0 9/22/1960 39 0 9 51814.37 No 0.00 No F
Masters Manager 27.73 Private 15170.00 10 Sports Car
No 5446.00 1 No 0 0.00 15 0 Urban
619949605 1 4/8/1962 37 1 9 65402.36 No 202380.65 Yes F
High School Blue Collar 61.69 Private 11740.00 1 Sports Car
No 0.00 0 No 0 0.00 7 0 Rural
430441105 0 5/30/1950 49 0 13 43560.39 No 174689.91 Yes M
Bachelors Clerical 35.28 Commercial 10760.00 4 Pickup
Yes 0.00 0 No 0 0.00 7 0 Urban
103293644 0 8/19/1967 32 1 11 36179.32 Yes 106891.98 No F
< High School Clerical 11.98 Private 13030.00 1 Sports Car
No 0.00 0 No 0 4307.00 6 1 Rural
294816298 2 8/3/1963 36 2 12 130539.60 Yes 344195.47 No F
Bachelors Blue Collar 5.00 Commercial 35990.00 1 Van
No 0.00 0 Yes 0 0.00 9 0 Rural
292071650 1 5/25/1960 39 2 14 24546.30 No 147125.04 Yes F
High School Blue Collar 5.26 Commercial 3950.00 4 SUV
No 4227.00 2 No 0 0.00 10 0 Urban
375087720 0 11/23/1951 47 0 13 80431.06 No 243919.34 Yes M
Bachelors Clerical 21.68 Commercial 25630.00 1 Panel Truck
Yes 0.00 0 No 0 0.00 13 0 Rural
890091849 0 2/17/1953 46 0 14 125610.42 No 329202.57 Yes M
Masters Lawyer 26.90 Private 18660.00 3 Van
No 0.00 0 Yes 2 0.00 13 0 Urban
699677378 0 1/4/1961 38 0 8 83303.64 No 234493.06 Yes F
Bachelors Clerical 10.02 Private 17600.00 4 Pickup
No 8109.00 2 No 1 0.00 17 0 Urban
474659214 0 5/22/1951 48 0 0 0.00 No 0.00 Yes M
Bachelors Student 44.57 Commercial 6300.00 1 Pickup
No 0.00 0 No 0 0.00 7 0 Rural
848429245 0 1/9/1944 55 0 11 133318.20 No 398344.28 Yes M
Masters Lawyer 19.59 Private 33470.00 1 Minivan
No 0.00 0 No 0 0.00 13 0 Rural
382198324 0 2/19/1947 52 0 13 43392.51 No 202835.14 Yes F
High School Clerical 22.87 Private 21250.00 1 Minivan
No 30910.00 2 Yes 1 0.00 1 0 Urban
8890927 1 4/27/1954 45 2 14 20637.33 No 0.00 Yes M
High School Student 44.32 Commercial 8060.00 1 Pickup
No 0.00 0 Yes 0 0.00 1 0 Urban
717945707 0 7/1/1950 49 1 12 98174.74 No 321272.42 Yes F
Masters Lawyer 27.30 Private 18800.00 1 SUV
No 0.00 0 No 6 0.00 15 0 Urban
998040578 0 9/20/1962 37 0 11 22631.98 No 142768.82 No F
< High School Blue Collar 56.07 Private 19970.00 13 Pickup
No 0.00 0 Yes 1 4813.00 7 1 Urban
525918644 1 8/31/1961 38 2 0 0.00 Yes 0.00 No F
High School Home Maker 24.30 Private 5920.00 4 Sports Car
No 0.00 0 No 3 2827.00 6 1 Urban
624440117 0 7/9/1938 61 0 15 52893.75 No 216569.08 Yes M
Bachelors Blue Collar 36.63 Commercial 11250.00 6 SUV
No 8057.00 2 No 5 6284.00 6 1 Urban
799857899 0 7/3/1950 49 0 12 194.92 No 0.00 No F
PhD Home Maker 54.28 Private 7300.00 10 SUV
No 0.00 0 No 1 0.00 16 0 Rural
404639990 0 10/31/1954 45 1 14 92626.18 No 252584.70 Yes M
Masters Manager 35.47 Commercial 31340.00 17 Panel Truck
Yes 0.00 0 No 1 0.00 16 0 Urban
414345397 0 3/29/1941 58 2 0 0.00 No 0.00 Yes F
High School Student 39.57 Commercial 1500.00 11 SUV
No 3564.00 2 No 9 5089.00 10 1 Urban
549069454 0 4/29/1947 52 0 16 72500.05 No 273021.68 Yes F
High School Blue Collar 5.00 Private 7270.00 6 SUV
No 6217.00 1 No 7 0.00 1 0 Urban
920638735 0 5/8/1955 44 0 9 34407.71 No 169326.18 Yes F
High School Blue Collar 33.88 Commercial 13460.00 1 Minivan
No 7250.00 3 No 3 3262.00 5 1 Urban
249037674 0 1/15/1954 45 0 14 108308.64 No 0.00 No M
High School Blue Collar 28.69 Commercial 17450.00 12 Van
Yes 0.00 0 No 1 5822.00 8 1 Urban
212373089 0 12/23/1957 41 0 13 87332.87 No 293660.80 Yes F
High School Blue Collar 34.63 Commercial 18240.00 1 SUV
No 6863.00 1 No 1 4506.00 1 1 Urban
65561698 0 7/11/1958 41 2 13 11123.64 No 91506.35 Yes F
High School Home Maker 21.75 Private 17570.00 4 Sports Car
No 1951.00 2 No 0 0.00 1 0 Urban
807685357 0 7/19/1956 43 0 11 203511.01 No 501150.41 Yes M
High School Manager 5.00 Commercial 36000.00 7 Panel Truck
No 0.00 0 No 1 0.00 1 0 Urban
195051458 0 3/29/1965 34 2 11 13342.63 Yes 155171.32 No F
High School Home Maker 46.40 Private 1500.00 1 Sports Car
No 0.00 0 No 0 0.00 9 0 Rural
189803842 1 2/11/1960 39 1 9 82791.29 Yes 0.00 No F
Bachelors Blue Collar 5.00 Commercial 20800.00 1 Minivan
No 27444.00 1 Yes 7 3651.00 9 1 Urban
418019534 0 10/7/1948 51 0 16 29137.69 No 0.00 No F
Masters Lawyer 16.46 Private 6390.00 1 SUV
No 0.00 0 No 0 0.00 17 0 Rural
791411047 0 1/1/1977 22 3 11 12825.14 Yes 105131.62 No M
< High School Blue Collar 27.59 Commercial 9610.00 6 Pickup
Yes 2468.00 1 No 8 3667.00 1 1 Urban
581216860 0 2/3/1946 53 0 14 28534.60 No 145197.51 Yes M
< High School Blue Collar 90.44 Commercial 9650.00 9 Pickup
No 0.00 0 No 0 0.00 5 0 Rural
275063923 0 3/23/1950 49 0 10 45365.76 No 237043.71 Yes M
High School Clerical 32.08 Commercial 35510.00 1 Panel Truck
No 0.00 0 No 0 0.00 10 0 Rural
574107788 0 6/14/1954 45 0 10 57626.73 No 0.00 No F
High School Blue Collar 23.88 Commercial 6000.00 3 SUV
No 0.00 0 No 6 7407.00 1 1 Urban
243123645 0 4/5/1959 40 1 9 42745.46 No 168433.05 Yes M
< High School Blue Collar 24.91 Private 19670.00 16 Van
Yes 34492.00 3 Yes 3 0.00 6 0 Urban
135363189 0 12/26/1964 34 1 10 83792.23 No 261802.91 Yes F
PhD Doctor 20.86 Private 13280.00 10 SUV
No 0.00 0 No 2 0.00 14 0 Urban
194836773 0 9/25/1956 43 0 8 25712.73 No 0.00 Yes F
< High School Student 31.14 Private 12470.00 1 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
831574245 0 1/27/1953 46 0 11 27702.85 No 178482.04 No F
Bachelors Clerical 11.65 Commercial 20660.00 1 Pickup
No 0.00 0 No 4 0.00 11 0 Urban
771801025 0 3/2/1945 54 0 10 193786.22 No 478456.32 No M
PhD Manager 46.79 Commercial 46610.00 14 Panel Truck
Yes 0.00 0 No 1 0.00 15 0 Urban
449429892 0 1/12/1968 31 2 13 33470.20 Yes 107173.96 No M
High School Clerical 53.72 Commercial 4850.00 17 Pickup
Yes 0.00 0 No 4 3146.00 1 1 Rural
865313474 0 5/29/1950 49 0 9 36306.47 No 184878.38 Yes M
High School Blue Collar 39.22 Commercial 10030.00 4 Pickup
Yes 0.00 0 No 2 0.00 7 0 Urban
369052748 1 9/24/1956 43 2 14 37897.55 No 191416.72 Yes F
High School Clerical 54.86 Private 9590.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Rural
216745844 0 11/16/1966 33 1 9 46866.68 Yes 0.00 No F
Bachelors Clerical 12.00 Private 9490.00 4 Sports Car
No 0.00 0 No 0 0.00 15 0 Rural
352903182 0 12/24/1949 49 0 7 86847.13 No 228889.25 No M
Masters Professional 33.34 Private 16320.00 17 Van
Yes 0.00 0 No 3 0.00 6 0 Rural
91239264 1 6/18/1959 40 2 13 21410.83 Yes 0.00 No M
Bachelors Clerical 27.97 Private 12670.00 4 Minivan
No 0.00 0 No 1 0.00 7 0 Rural
93262171 0 2/17/1960 39 0 10 54817.92 No 244266.23 Yes M
Bachelors Manager 47.91 Private 10880.00 4 Pickup
Yes 0.00 0 Yes 0 0.00 11 0 Urban
782118634 0 5/2/1953 46 0 12 44763.41 No 0.00 No F
High School Blue Collar 38.79 Commercial 19070.00 4 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
549986445 0 10/31/1969 30 1 13 38897.81 No 128607.36 Yes M
Masters Manager 14.13 Private 4500.00 7 Pickup
Yes 0.00 0 No 0 0.00 17 0 Urban
536598966 0 9/22/1955 44 1 10 70103.50 Yes 0.00 No F
Bachelors Clerical 47.08 Private 12910.00 1 SUV
No 0.00 0 No 0 0.00 10 0 Rural
919224306 0 3/1/1951 48 0 13 3798.14 No 0.00 No F
Masters Lawyer 42.67 Private 13140.00 4 SUV
No 0.00 0 Yes 0 0.00 15 0 Urban
757352494 0 5/13/1964 35 3 16 32600.92 No 136454.11 Yes F
High School Blue Collar 19.53 Commercial 5000.00 5 SUV
No 0.00 0 No 0 0.00 8 0 Rural
846904796 0 8/23/1960 39 3 14 51523.90 Yes 0.00 No F
< High School Blue Collar 41.31 Private 20840.00 3 SUV
No 0.00 0 No 1 0.00 1 0 Urban
566729633 0 4/27/1937 62 0 14 155164.06 No 425892.24 Yes M
Masters Lawyer 28.55 Private 7700.00 13 Pickup
Yes 0.00 0 No 0 0.00 18 0 Urban
314006147 0 7/19/1946 53 0 10 72291.13 No 0.00 No M
Masters Lawyer 9.47 Private 14310.00 6 Minivan
Yes 8013.00 1 No 5 6857.00 18 1 Urban
904934030 0 4/8/1947 52 0 14 37239.20 No 191936.52 Yes F
Masters Manager 22.05 Private 11900.00 3 SUV
No 0.00 0 No 0 0.00 12 0 Urban
672676093 0 3/1/1960 39 0 10 82598.18 No 0.00 No F
High School Blue Collar 39.13 Commercial 5600.00 1 SUV
No 0.00 0 Yes 2 856.00 10 1 Urban
410936764 0 11/10/1932 67 0 13 97259.11 No 313614.82 Yes M
PhD Doctor 16.76 Private 27570.00 6 SUV
No 1451.00 4 No 5 9662.82 1 1 Urban
62426525 0 12/30/1964 34 1 12 25989.30 No 137835.72 Yes M
< High School Blue Collar 47.68 Private 9490.00 6 Minivan
Yes 0.00 0 No 4 0.00 8 0 Rural
21748822 0 5/30/1964 35 0 10 44839.30 No 195156.07 Yes M
High School Clerical 5.00 Commercial 27030.00 6 SUV
No 5068.00 1 No 2 0.00 1 0 Rural
686796682 1 1/18/1955 44 2 12 90670.99 Yes 0.00 No F
High School Blue Collar 7.50 Commercial 14180.00 1 SUV
No 0.00 0 Yes 0 0.00 5 0 Urban
405289616 0 7/4/1948 51 0 10 103745.50 No 0.00 No F
Bachelors Blue Collar 19.80 Commercial 18430.00 3 Minivan
No 4987.00 2 Yes 0 0.00 10 0 Urban
442319498 0 3/12/1953 46 0 9 35586.42 No 168623.86 No M
< High School Clerical 39.88 Commercial 6620.00 1 Pickup
No 3627.00 1 No 8 5567.00 1 1 Urban
579393787 0 2/10/1956 43 0 12 12084.69 No 0.00 No F
High School Home Maker 42.94 Private 18470.00 1 Minivan
No 0.00 0 No 0 0.00 9 0 Rural
899597938 2 9/15/1958 41 3 14 13392.99 No 125873.19 Yes F
< High School Clerical 30.62 Private 5600.00 3 SUV
No 1479.00 2 No 5 5588.00 7 1 Urban
600941278 0 5/21/1952 47 0 11 68061.27 No 209609.94 Yes M
Bachelors Professional 34.97 Private 20870.00 1 Van
Yes 0.00 0 No 0 0.00 13 0 Urban
714678734 0 9/13/1941 58 0 10 101009.36 No 322160.72 Yes M
Bachelors Professional 38.37 Commercial 42540.00 4 Panel Truck
No 3977.00 1 No 0 0.00 4 0 Urban
433735514 1 5/22/1962 37 2 13 48376.62 No 159858.09 Yes F
High School Blue Collar 12.56 Private 10040.00 6 SUV
No 0.00 0 No 1 0.00 7 0 Rural
481515756 0 10/12/1945 54 0 13 144680.84 No 416018.75 Yes M
Masters Manager 26.19 Commercial 26820.00 4 Panel Truck
Yes 0.00 0 No 1 0.00 14 0 Urban
605614925 0 4/28/1974 25 3 15 71891.96 No 211305.65 Yes F
High School Blue Collar 21.02 Commercial 27470.00 6 Pickup
No 3340.00 2 No 6 5173.00 9 1 Urban
21806232 2 12/21/1947 51 0 13 54306.99 No 216808.19 Yes F
High School Blue Collar 49.03 Private 20490.00 5 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
945363119 0 2/12/1952 47 0 12 54318.92 No 217348.41 Yes M
High School Blue Collar 50.56 Private 14770.00 4 Minivan
No 0.00 0 No 2 0.00 1 0 Urban
258016112 0 5/29/1964 35 3 13 64871.67 No 187353.88 Yes F
< High School Clerical 43.54 Private 7990.00 7 SUV
No 4620.00 1 No 5 0.00 8 0 Urban
660894129 0 7/29/1953 46 0 0 0.00 No 0.00 No M
High School Student 22.93 Commercial 17380.00 4 Van
Yes 0.00 0 No 3 1493.00 1 1 Rural
541876922 0 8/13/1947 52 0 14 52939.21 No 251642.26 Yes F
Bachelors Manager 21.68 Private 9290.00 6 SUV
No 9795.00 2 No 2 0.00 9 0 Urban
811081761 1 3/29/1958 41 1 10 89601.94 No 258834.12 Yes F
High School Blue Collar 24.73 Commercial 22210.00 11 Van
No 5384.00 2 No 5 0.00 8 0 Urban
280427835 0 6/15/1956 43 0 0 0.00 No 0.00 No F
High School Home Maker 27.36 Private 5990.00 7 Sports Car
No 0.00 0 No 0 1431.00 1 1 Urban
674151273 0 3/5/1948 51 0 13 94587.10 No 258739.06 No F
Bachelors Home Maker 17.60 Private 10370.00 7 SUV
No 0.00 0 Yes 2 0.00 7 0 Urban
205112426 0 8/29/1963 36 0 11 23371.93 No 0.00 No M
Bachelors Student 14.60 Commercial 7180.00 1 Pickup
Yes 0.00 0 No 0 2721.61 10 1 Rural
321220035 0 11/18/1945 53 0 0 0.00 No 111179.97 Yes F
< High School Home Maker 44.02 Private 6800.00 6 Sports Car
No 0.00 0 No 0 0.00 8 0 Rural
705235711 0 7/2/1958 41 2 13 35256.29 No 159003.26 Yes F
High School Clerical 58.95 Private 11010.00 1 SUV
No 3603.00 1 No 3 3183.00 6 1 Urban
133422221 0 2/5/1955 44 2 13 26763.23 Yes 141019.39 No F
Masters Manager 48.74 Private 11500.00 1 SUV
No 0.00 0 No 0 0.00 11 0 Urban
716477434 0 3/15/1951 48 0 12 106742.11 No 0.00 No M
Bachelors Professional 27.68 Commercial 18340.00 1 Van
No 1124.00 4 No 0 0.00 9 0 Urban
854714763 0 8/20/1966 33 1 10 70565.20 No 241472.37 Yes F
Masters Lawyer 9.75 Private 10380.00 10 Minivan
No 0.00 0 No 0 0.00 21 0 Urban
734769566 2 11/27/1939 59 2 15 134777.91 No 404248.37 Yes M
Masters Manager 41.36 Commercial 26910.00 1 Panel Truck
Yes 0.00 0 No 3 4276.00 16 1 Urban
50971962 0 2/16/1967 32 1 8 8659.18 Yes 0.00 No F
High School Home Maker 43.48 Private 14460.00 1 SUV
No 31073.00 1 Yes 0 1398.00 1 1 Urban
435306534 0 9/20/1956 43 0 0 0.00 No 0.00 No M
High School Student 19.24 Commercial 13890.00 1 Minivan
Yes 1501.00 1 No 1 3568.00 4 1 Urban
923320044 0 11/7/1965 34 2 12 17068.95 No 77862.78 Yes F
Masters Lawyer 61.02 Private 13510.00 1 SUV
No 3092.00 1 No 5 0.00 11 0 Urban
748685732 0 5/1/1938 61 0 14 78093.82 No 229815.39 No M
High School Blue Collar 56.55 Commercial 15410.00 10 SUV
No 3380.00 3 No 9 0.00 1 0 Urban
424786843 0 8/2/1969 30 0 10 27803.50 No 0.00 No F
High School Clerical 41.49 Private 4500.00 1 SUV
No 6351.00 4 No 0 754.97 8 1 Urban
347712484 2 10/14/1958 41 3 8 88887.37 Yes 265793.14 No F
High School Blue Collar 31.39 Commercial 30190.00 10 SUV
No 0.00 0 Yes 1 1205.00 8 1 Urban
973540888 1 1/3/1955 44 2 14 52857.29 Yes 0.00 No F
< High School Blue Collar 30.37 Private 6790.00 10 Sports Car
No 0.00 0 No 1 0.00 1 0 Urban
133955210 1 7/1/1958 41 3 11 50839.59 Yes 204325.58 No F
High School Blue Collar 43.78 Commercial 10680.00 4 SUV
No 0.00 0 No 1 0.00 1 0 Urban
634844410 0 10/23/1952 47 0 14 19483.13 No 81684.96 Yes M
High School Clerical 54.04 Private 9150.00 4 Pickup
No 20115.00 1 Yes 6 6801.00 3 1 Urban
92691593 0 10/19/1983 16 0 10 50100.44 No 158926.27 No M
High School Blue Collar 41.12 Commercial 19430.00 1 Van
Yes 0.00 0 No 2 44916.11 7 1 Urban
585301579 0 6/20/1969 30 0 8 52120.16 No 0.00 No M
Bachelors Professional 11.18 Commercial 28600.00 1 Panel Truck
Yes 0.00 0 No 1 0.00 1 0 Rural
740607512 0 11/24/1943 55 0 14 131276.82 No 0.00 No F
PhD Manager 29.54 Commercial 40580.00 10 Van
No 6680.00 2 No 3 0.00 16 0 Urban
718230034 0 2/22/1962 37 0 10 11753.71 No 108867.71 Yes F
< High School Clerical 22.84 Private 18190.00 4 Sports Car
No 0.00 0 No 2 0.00 7 0 Urban
850314594 0 8/27/1950 49 0 5 9315.73 No 138562.66 No M
PhD Manager 9.70 Commercial 23570.00 6 Panel Truck
No 1208.00 1 Yes 2 0.00 9 0 Urban
180728444 0 9/29/1953 46 0 11 19313.08 No 120018.62 Yes M
< High School Clerical 51.76 Commercial 19390.00 10 Van
Yes 0.00 0 No 0 0.00 1 0 Rural
882186283 0 7/22/1952 47 0 8 9897.78 No 160829.55 Yes M
High School Student 41.00 Private 17190.00 12 Minivan
No 6495.00 1 No 0 0.00 1 0 Rural
903990337 0 9/4/1958 41 2 15 129235.72 No 324725.17 Yes M
Masters Lawyer 28.24 Private 27770.00 1 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
382888746 0 4/30/1949 50 1 11 37966.59 No 149654.31 Yes F
< High School Clerical 30.83 Private 10300.00 7 SUV
No 0.00 0 No 4 0.00 1 0 Rural
816067541 2 8/24/1959 40 3 11 52067.86 No 220789.57 Yes F
Bachelors Clerical 18.62 Private 8770.00 4 SUV
No 0.00 0 No 3 0.00 14 0 Rural
506576300 0 7/19/1960 39 0 0 0.00 No 0.00 No F
Bachelors Student 38.32 Commercial 5400.00 1 SUV
No 0.00 0 No 0 0.00 6 0 Rural
413295070 0 7/13/1945 54 0 14 151138.08 No 409988.77 Yes M
Bachelors Manager 32.16 Commercial 22010.00 1 Van
Yes 2733.00 3 No 6 0.00 1 0 Urban
306000247 0 2/26/1950 49 0 9 114121.70 No 0.00 No M
Bachelors Blue Collar 51.63 Commercial 17810.00 11 Van
Yes 0.00 0 No 1 0.00 10 0 Rural
685834429 0 2/22/1961 38 3 17 77830.10 No 157793.36 Yes F
High School Blue Collar 58.03 Commercial 8030.00 3 SUV
No 9937.00 3 No 0 5064.00 11 1 Urban
428914455 0 11/29/1961 37 0 13 53058.98 No 220547.79 Yes M
Bachelors Professional 37.57 Commercial 18450.00 10 Van
Yes 0.00 0 No 0 0.00 16 0 Rural
872660848 0 4/30/1960 39 3 12 69394.29 Yes 0.00 No F
PhD Lawyer 51.61 Private 9720.00 1 SUV
No 0.00 0 Yes 0 2473.59 13 1 Urban
155095638 2 7/27/1956 43 3 12 52906.08 No 0.00 Yes F
High School Student 40.48 Private 11090.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
851811867 0 1/9/1944 55 0 0 0.00 No 101007.39 Yes F
< High School Student 36.03 Private 10360.00 6 SUV
No 0.00 0 No 3 0.00 7 0 Rural
379087735 0 12/23/1952 46 0 14 65060.20 No 206130.03 Yes M
Bachelors Professional 38.54 Private 12610.00 4 Minivan
Yes 4814.00 2 No 2 0.00 6 0 Urban
434339867 0 11/28/1946 52 0 9 87454.87 No 247727.94 Yes F
Bachelors Professional 11.28 Private 26010.00 7 Minivan
No 0.00 0 No 0 5250.00 7 1 Urban
342861311 0 10/8/1950 49 0 0 0.00 No 0.00 Yes M
High School Student 27.70 Commercial 14900.00 1 Minivan
No 0.00 0 Yes 2 5157.00 11 1 Urban
124631828 0 3/3/1961 38 2 8 43851.32 No 135243.14 Yes F
High School Clerical 24.76 Private 9690.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Rural
67355622 0 9/8/1957 42 0 12 9108.70 No 103306.28 Yes F
Bachelors Home Maker 24.98 Private 15840.00 10 SUV
No 8455.00 3 No 1 0.00 6 0 Urban
224903628 0 5/18/1959 40 0 10 74870.68 No 206864.17 Yes M
High School Blue Collar 46.42 Commercial 27110.00 6 Panel Truck
No 3137.00 1 No 4 0.00 7 0 Urban
192827925 0 6/29/1943 56 0 14 54285.64 No 0.00 No M
High School Blue Collar 52.45 Commercial 15440.00 10 Minivan
Yes 6417.00 1 No 0 0.00 1 0 Urban
429128652 0 6/9/1946 53 0 13 110911.46 No 335699.22 Yes M
Bachelors Professional 49.01 Commercial 25840.00 17 Panel Truck
Yes 10474.00 2 No 1 0.00 7 0 Urban
745608358 0 1/24/1972 27 1 10 20971.59 Yes 0.00 No F
Bachelors Student 27.81 Commercial 6640.00 15 Sports Car
No 7186.00 3 No 2 1858.00 8 1 Urban
132155799 0 9/22/1959 40 3 10 48653.89 No 157515.24 Yes F
< High School Blue Collar 20.96 Private 17200.00 4 SUV
No 0.00 0 No 0 0.00 6 0 Rural
827574178 0 7/11/1952 47 0 12 55019.39 No 206800.63 Yes F
Bachelors Professional 51.41 Private 11700.00 4 SUV
No 2257.00 2 No 3 0.00 9 0 Urban
223988387 0 10/6/1939 60 0 15 1007.09 No 0.00 Yes F
Bachelors Student 24.00 Private 10800.00 6 SUV
No 7378.00 1 No 4 4390.00 4 1 Urban
777238082 1 4/24/1958 41 2 8 96329.73 Yes 250550.78 No M
Masters Lawyer 23.12 Private 22060.00 1 Minivan
No 4165.00 1 No 4 0.00 18 0 Urban
983967210 0 11/30/1947 51 0 15 92962.42 No 302726.39 Yes F
Masters Lawyer 18.95 Private 26310.00 4 Minivan
No 0.00 0 Yes 0 0.00 9 0 Urban
360355769 0 3/8/1955 44 0 12 33473.76 No 78982.25 Yes M
High School Clerical 23.00 Private 9940.00 10 Pickup
No 4266.00 1 No 1 0.00 1 0 Urban
937056883 3 11/23/1960 38 3 15 27418.54 No 135907.31 Yes M
High School Blue Collar 35.37 Commercial 9790.00 5 Pickup
No 0.00 0 No 4 0.00 4 0 Rural
71181985 0 7/24/1948 51 0 12 30969.10 No 181778.95 Yes M
High School Clerical 39.68 Commercial 9700.00 13 Pickup
Yes 0.00 0 No 3 0.00 8 0 Urban
336469329 2 9/2/1954 45 2 10 75209.14 Yes 0.00 No M
Masters Lawyer 36.56 Private 15480.00 1 Minivan
Yes 0.00 0 No 5 4905.00 14 1 Urban
631245376 0 10/30/1952 47 0 11 25674.03 No 151713.69 Yes M
< High School Blue Collar 46.00 Private 10020.00 4 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
729841394 0 1/19/1950 49 0 14 57070.33 No 135173.93 Yes M
High School Clerical 44.05 Private 16170.00 10 Minivan
Yes 0.00 0 No 3 0.00 7 0 Urban
261574026 0 4/21/1953 46 0 8 5739.53 No 0.00 No F
PhD Manager 19.35 Private 24480.00 4 Minivan
No 13665.00 2 No 4 0.00 16 0 Urban
719936557 0 12/16/1958 40 2 1 50297.98 No 152955.56 Yes F
< High School Blue Collar 19.86 Private 5500.00 1 SUV
No 0.00 0 No 0 0.00 7 0 Urban
439272478 0 4/22/1962 37 1 11 11629.38 No 0.00 Yes F
High School Student 15.80 Commercial 6360.00 7 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
868372619 0 7/20/1970 29 3 10 53643.46 Yes 0.00 No F
High School Clerical 53.51 Private 9760.00 1 SUV
No 0.00 0 Yes 1 0.00 11 0 Rural
713190787 0 11/21/1954 44 0 12 62741.31 No 173680.16 Yes M
Masters Lawyer 29.60 Private 12170.00 6 Minivan
No 0.00 0 No 0 0.00 9 0 Urban
681971608 0 4/1/1958 41 0 13 57614.79 No 181310.29 Yes M
Bachelors Blue Collar 36.88 Commercial 11360.00 1 Pickup
Yes 0.00 0 No 6 5900.00 9 1 Urban
775922807 0 2/21/1959 40 0 12 20574.07 No 0.00 No F
High School Clerical 40.87 Private 21440.00 10 SUV
No 27094.00 3 Yes 6 0.00 6 0 Urban
519292395 0 12/27/1949 49 0 0 0.00 No 100880.46 Yes F
Masters Home Maker 34.41 Private 7440.00 3 SUV
No 6711.00 2 No 2 0.00 10 0 Urban
479317426 0 3/4/1954 45 0 11 80601.48 No 0.00 No F
Bachelors Professional 54.17 Private 15170.00 6 SUV
No 9448.00 4 No 4 0.00 1 0 Urban
549559962 0 10/8/1959 40 3 10 15519.17 Yes 158830.44 No M
< High School Clerical 22.28 Private 7050.00 6 Pickup
No 0.00 0 No 3 0.00 1 0 Rural
931940060 0 1/14/1966 33 1 0 0.00 No 0.00 Yes F
High School Home Maker 28.45 Private 18960.00 1 Minivan
No 0.00 0 No 3 0.00 10 0 Rural
174133754 0 6/25/1960 39 0 9 16929.10 No 147218.98 Yes F
< High School Blue Collar 24.29 Private 7090.00 4 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
505836127 0 9/12/1976 23 2 0 0.00 No 0.00 Yes F
< High School Student 28.98 Private 3800.00 6 SUV
Yes 7705.00 4 No 0 0.00 5 0 Rural
655557135 0 10/15/1961 38 0 12 103322.99 No 312216.66 No M
Masters Lawyer 43.86 Private 15630.00 1 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
525331193 0 4/29/1951 48 0 13 96479.13 No 287237.27 No F
Masters Manager 27.29 Private 15950.00 9 SUV
No 0.00 0 No 0 0.00 21 0 Urban
718173217 0 6/26/1942 57 0 11 186610.38 No 508282.14 Yes F
PhD Doctor 38.73 Private 12800.00 1 Minivan
No 0.00 0 No 0 0.00 18 0 Urban
649910425 0 8/23/1969 30 0 9 31374.27 No 0.00 No F
High School Clerical 53.86 Commercial 32820.00 1 Van
No 0.00 0 Yes 0 0.00 1 0 Rural
599358562 0 3/24/1945 54 0 12 157057.47 No 0.00 No F
Masters Manager 21.04 Private 23440.00 1 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
28899891 2 5/7/1956 43 2 11 98428.88 No 260695.68 Yes F
High School Blue Collar 35.27 Commercial 5800.00 1 SUV
No 0.00 0 No 0 0.00 7 0 Rural
594117257 0 11/6/1964 35 2 14 76487.56 No 233302.76 Yes F
High School Clerical 42.50 Private 12650.00 4 Minivan
No 0.00 0 No 2 0.00 9 0 Urban
863217470 0 4/22/1958 41 2 13 50542.50 No 197089.52 Yes F
High School Blue Collar 37.27 Commercial 29870.00 17 Minivan
No 40450.00 2 Yes 0 0.00 1 0 Urban
213626892 2 2/18/1959 40 3 0 0.00 Yes 66506.37 No F
< High School Home Maker 38.24 Private 2670.00 1 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
283162482 0 1/24/1938 61 0 9 59562.60 No 233352.27 Yes M
Bachelors Professional 18.30 Private 9470.00 6 SUV
Yes 35070.00 2 Yes 0 4447.00 11 1 Urban
584134783 0 12/20/1947 51 0 11 52966.72 No 0.00 No F
High School Blue Collar 10.70 Commercial 11900.00 7 SUV
No 0.00 0 Yes 1 1937.00 1 1 Urban
183266180 0 6/21/1962 37 2 9 30286.77 No 174482.82 Yes F
High School Blue Collar 30.58 Commercial 17580.00 1 SUV
No 10205.00 2 No 2 0.00 1 0 Urban
595400901 0 8/17/1953 46 0 11 16368.90 No 129084.06 No F
High School Home Maker 21.62 Private 7740.00 6 Sports Car
No 0.00 0 No 0 0.00 9 0 Rural
865506592 0 4/6/1958 41 2 12 1953.60 No 98325.04 Yes F
< High School Home Maker 68.92 Private 5800.00 1 Sports Car
No 0.00 0 No 4 0.00 3 0 Urban
630595251 0 5/30/1956 43 0 13 67890.88 No 199570.74 Yes F
Masters Manager 22.38 Private 8290.00 1 SUV
No 0.00 0 No 0 6570.45 8 1 Urban
597270705 0 11/6/1938 61 2 16 119012.99 Yes 0.00 No F
Masters Lawyer 49.92 Private 31240.00 14 Sports Car
No 7204.00 2 No 1 0.00 18 0 Urban
275306071 0 4/20/1966 33 3 8 31529.83 Yes 0.00 No F
High School Clerical 42.71 Private 9620.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
567216017 0 2/4/1948 51 0 7 13658.76 No 0.00 No M
< High School Clerical 30.02 Commercial 8150.00 13 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
374507309 0 7/25/1953 46 0 8 35995.28 No 0.00 No M
Masters Professional 57.71 Commercial 5100.00 1 Pickup
No 0.00 0 Yes 0 3531.00 12 1 Urban
127255429 0 3/30/1975 24 1 10 5426.93 No 0.00 Yes M
High School Student 23.23 Commercial 24630.00 7 Panel Truck
Yes 24546.00 1 Yes 11 3373.00 5 1 Urban
168443977 1 8/7/1958 41 2 13 43703.95 No 122065.79 Yes M
Bachelors Clerical 20.34 Private 14390.00 1 Minivan
Yes 3482.00 2 No 0 0.00 13 0 Urban
952827285 1 4/28/1957 42 2 15 30938.90 No 153953.75 Yes M
High School Home Maker 33.50 Commercial 8790.00 17 Pickup
Yes 5192.00 3 No 5 0.00 1 0 Urban
738770352 0 11/10/1950 49 0 11 99487.73 No 0.00 No M
Masters Lawyer 55.53 Private 16350.00 3 Van
No 8692.00 2 No 11 4496.00 16 1 Urban
665870167 0 10/15/1938 61 0 6 46826.34 No 178835.87 No F
Masters Lawyer 19.23 Private 23880.00 10 SUV
No 1776.00 3 No 4 0.00 16 0 Urban
508727800 0 4/19/1966 33 0 10 34682.11 No 183265.31 No F
High School Blue Collar 22.22 Private 6380.00 3 Sports Car
No 1564.00 2 No 0 3269.00 10 1 Urban
40149003 0 3/21/1961 38 0 14 68328.01 No 0.00 No M
Bachelors Professional 50.29 Private 8010.00 6 Minivan
Yes 1011.00 2 No 5 0.00 15 0 Urban
624453887 0 5/8/1935 64 0 5 46598.22 No 180231.47 No F
Masters Lawyer 27.13 Private 12560.00 4 Sports Car
No 0.00 0 No 3 2432.00 1 1 Urban
590499274 0 4/23/1951 48 0 11 106667.70 No 247751.41 Yes M
Bachelors Professional 29.19 Private 16970.00 8 Van
No 0.00 0 No 0 3127.00 9 1 Urban
841523410 0 3/15/1966 33 1 11 46375.72 No 189029.24 Yes M
High School Blue Collar 16.49 Commercial 11040.00 1 Minivan
No 0.00 0 No 0 0.00 6 0 Rural
582692958 0 9/13/1963 36 0 8 78948.40 No 194293.55 No M
Masters Lawyer 60.17 Private 12990.00 13 Minivan
No 39424.00 3 Yes 5 0.00 9 0 Urban
689874543 0 12/25/1951 47 0 10 52411.63 No 0.00 No M
< High School Blue Collar 5.00 Commercial 20110.00 1 Van
No 1455.00 3 Yes 0 3361.00 1 1 Urban
281097608 0 7/7/1949 50 0 7 63723.83 No 0.00 No F
Bachelors Manager 20.73 Private 7870.00 6 SUV
No 11070.00 2 No 2 0.00 7 0 Urban
233385530 0 12/27/1959 39 0 9 61567.38 No 218824.40 No F
High School Manager 29.19 Private 13640.00 14 Minivan
No 0.00 0 No 2 0.00 1 0 Urban
40478781 1 11/25/1960 38 1 8 40662.05 No 154032.95 Yes F
Bachelors Clerical 28.79 Private 20690.00 17 SUV
No 35134.00 2 No 4 0.00 11 0 Rural
687551495 0 6/24/1964 35 3 11 81629.92 No 232013.59 Yes F
Bachelors Professional 71.37 Private 32210.00 1 SUV
No 0.00 0 No 0 0.00 6 0 Rural
137130471 0 9/19/1968 31 1 13 39489.08 No 116150.43 Yes F
High School Professional 59.80 Private 10260.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Rural
264990259 0 9/3/1942 57 1 14 18774.64 No 182712.40 Yes F
Masters Home Maker 68.02 Private 9080.00 1 Sports Car
No 10842.00 2 No 4 3965.00 14 1 Rural
959909655 0 4/30/1953 46 0 11 50863.37 No 199437.80 Yes F
High School Clerical 17.39 Commercial 18920.00 11 Pickup
No 0.00 0 No 1 0.00 8 0 Urban
341162899 0 5/2/1956 43 0 0 0.00 No 0.00 No M
High School Student 14.14 Commercial 5790.00 6 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
624914462 0 5/30/1972 27 0 9 81474.04 No 0.00 No F
Bachelors Blue Collar 39.10 Commercial 25720.00 10 Pickup
No 6985.00 3 No 3 0.00 13 0 Urban
346258674 0 7/24/1968 31 1 0 0.00 No 0.00 Yes F
High School Student 45.71 Private 2480.00 1 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
122549723 0 2/25/1946 53 0 15 106622.26 No 334527.83 Yes F
Masters Lawyer 31.34 Private 21750.00 10 Minivan
No 0.00 0 No 4 0.00 17 0 Urban
547910569 0 3/31/1941 58 4 16 46214.22 No 241259.28 Yes M
High School Clerical 34.38 Private 18860.00 11 Van
Yes 0.00 0 No 0 0.00 12 0 Urban
547417844 0 2/2/1951 48 0 12 13022.70 No 154121.61 Yes F
< High School Clerical 36.88 Private 9550.00 1 Sports Car
No 7000.00 1 No 1 5261.00 8 1 Urban
499001916 0 3/25/1952 47 0 10 71975.57 No 207191.11 No M
Bachelors Blue Collar 20.59 Commercial 34790.00 4 Panel Truck
Yes 0.00 0 No 3 0.00 11 0 Urban
346637435 0 8/12/1960 39 0 8 28923.87 No 140957.26 Yes M
< High School Clerical 25.93 Commercial 28000.00 7 Panel Truck
Yes 0.00 0 No 1 4685.00 6 1 Urban
573965811 0 6/7/1957 42 3 15 74548.64 Yes 0.00 No M
Masters Blue Collar 62.36 Commercial 6530.00 4 Pickup
Yes 0.00 0 No 0 0.00 7 0 Rural
356077226 0 11/21/1955 43 0 11 75232.23 No 0.00 No M
Bachelors Manager 43.57 Private 15800.00 10 Minivan
Yes 0.00 0 No 5 0.00 7 0 Urban
24617929 0 12/29/1960 38 0 14 57935.63 No 203583.48 Yes M
Bachelors Professional 32.44 Private 15740.00 4 Minivan
Yes 0.00 0 No 0 0.00 11 0 Urban
922562855 0 10/10/1949 50 0 12 47991.45 No 214996.24 No F
Bachelors Blue Collar 52.55 Commercial 11300.00 6 SUV
No 2159.00 1 No 0 4696.00 9 1 Urban
420261410 0 7/14/1957 42 0 10 41293.26 No 0.00 No F
High School Clerical 47.61 Private 5700.00 10 SUV
No 0.00 0 No 0 2355.00 8 1 Urban
326120152 0 11/8/1958 41 0 6 9536.12 No 0.00 No M
< High School Blue Collar 30.26 Private 6550.00 4 Pickup
No 0.00 0 No 0 3065.00 1 1 Urban
63720055 0 9/9/1953 46 0 8 102091.57 No 0.00 No M
Masters Lawyer 25.28 Private 1500.00 9 Minivan
Yes 2619.00 2 No 2 0.00 8 0 Urban
359736972 0 4/18/1942 57 0 8 81766.52 No 308350.04 Yes F
High School Blue Collar 30.47 Commercial 15570.00 4 SUV
No 4734.00 2 No 7 3007.00 7 1 Urban
257138944 0 5/30/1974 25 1 9 71206.84 No 202437.22 Yes M
Bachelors Professional 18.70 Commercial 23910.00 7 Panel Truck
Yes 548.00 2 No 7 4539.00 12 1 Urban
736860175 0 4/13/1964 35 2 13 55262.02 No 170646.27 Yes F
Bachelors Blue Collar 20.23 Commercial 10530.00 7 SUV
No 6444.00 3 No 0 0.00 7 0 Urban
278169212 0 12/30/1943 55 0 13 9619.42 No 126014.90 Yes F
PhD Doctor 19.97 Private 7960.00 1 SUV
No 0.00 0 No 2 0.00 15 0 Urban
691925852 0 7/3/1948 51 0 6 101319.71 No 297694.13 Yes F
Bachelors Blue Collar 19.68 Commercial 16730.00 4 SUV
No 0.00 0 No 0 0.00 10 0 Urban
5752214 1 6/16/1956 43 1 11 71724.43 Yes 0.00 No F
High School Blue Collar 35.59 Commercial 29900.00 6 Pickup
No 0.00 0 No 2 0.00 1 0 Rural
302738462 0 7/13/1953 46 0 7 60551.47 No 0.00 No F
Bachelors Professional 35.71 Commercial 25850.00 1 Pickup
No 1294.00 1 No 0 2078.00 10 1 Urban
552882821 0 3/31/1963 36 0 9 51353.13 No 0.00 No F
High School Blue Collar 66.22 Commercial 6710.00 1 Sports Car
No 3863.00 1 No 3 0.00 9 0 Rural
329348554 0 11/6/1939 60 0 12 45038.21 No 242566.11 No F
Bachelors Professional 43.07 Private 17980.00 3 Minivan
No 0.00 0 No 1 6004.00 16 1 Urban
743964218 0 8/3/1966 33 1 11 9981.11 No 126081.83 Yes F
< High School Clerical 18.36 Private 2500.00 17 SUV
No 0.00 0 No 1 0.00 6 0 Urban
903187204 0 8/3/1958 41 0 5 58139.13 No 195096.90 Yes F
High School Blue Collar 26.97 Commercial 29680.00 1 SUV
No 0.00 0 No 3 0.00 8 0 Rural
380373654 0 5/15/1947 52 0 8 21726.93 No 175391.59 Yes M
< High School Clerical 63.87 Commercial 17270.00 1 Van
No 0.00 0 No 0 0.00 6 0 Rural
243766006 0 5/20/1950 49 0 14 47795.65 No 201302.08 Yes M
High School Blue Collar 37.41 Commercial 15620.00 7 Minivan
Yes 5150.00 2 No 1 0.00 1 0 Urban
796282922 0 4/22/1943 56 0 14 66604.66 No 246139.74 Yes M
PhD Doctor 39.47 Private 11620.00 4 Pickup
No 0.00 0 No 0 0.00 17 0 Urban
475630863 0 12/1/1961 37 2 13 31721.90 Yes 127110.16 No M
High School Home Maker 35.01 Private 12660.00 6 Minivan
Yes 0.00 0 No 0 0.00 6 0 Urban
699416315 0 2/22/1936 63 2 13 63694.72 Yes 0.00 No F
Masters Manager 30.32 Private 14170.00 3 Sports Car
No 2629.00 1 No 0 2895.00 12 1 Urban
989408905 0 12/16/1965 33 0 11 91549.47 No 269268.14 Yes M
Masters Lawyer 50.71 Private 13950.00 3 Minivan
Yes 0.00 0 No 0 0.00 13 0 Urban
977521421 0 6/17/1955 44 3 12 69619.92 No 239561.28 Yes M
Masters Manager 37.41 Commercial 22830.00 9 Panel Truck
Yes 0.00 0 No 0 0.00 15 0 Urban
453734391 0 6/9/1948 51 0 11 64292.12 No 202366.06 Yes M
Bachelors Blue Collar 30.58 Commercial 13030.00 1 Minivan
Yes 0.00 0 No 4 0.00 11 0 Rural
551233343 0 1/31/1945 54 0 13 24397.02 No 143227.21 Yes M
High School Clerical 35.11 Private 15240.00 9 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
982078476 0 9/26/1949 50 0 0 0.00 No 91409.08 No F
High School Student 37.46 Private 6820.00 4 SUV
No 0.00 0 No 2 0.00 11 0 Rural
797163987 0 7/26/1966 33 1 12 120665.16 No 353724.00 Yes F
Bachelors Manager 34.93 Private 5820.00 1 Pickup
No 0.00 0 No 3 0.00 4 0 Urban
459294600 0 1/7/1950 49 0 14 76778.09 No 209439.66 Yes F
Bachelors Home Maker 62.22 Private 14080.00 6 Sports Car
No 13397.00 1 Yes 1 6006.00 5 1 Urban
989168282 0 2/17/1959 40 0 9 49181.64 No 186066.06 Yes M
Bachelors Blue Collar 27.66 Commercial 18770.00 10 Van
No 0.00 0 No 0 0.00 13 0 Urban
619566934 0 11/6/1950 49 0 11 68711.30 No 232438.27 Yes F
Masters Manager 29.21 Private 21780.00 1 Minivan
No 0.00 0 Yes 0 0.00 10 0 Urban
955376851 0 5/20/1958 41 0 12 23326.52 No 147098.81 No F
Bachelors Home Maker 25.00 Private 7890.00 1 SUV
No 0.00 0 No 0 0.00 11 0 Urban
62742723 1 5/5/1941 58 1 14 87643.70 No 290987.55 Yes F
Bachelors Manager 36.68 Private 16060.00 4 SUV
No 0.00 0 No 1 0.00 9 0 Urban
301985160 0 6/18/1942 57 2 15 148442.64 Yes 0.00 No F
Masters Lawyer 40.12 Private 18500.00 6 Sports Car
No 7014.00 2 No 4 3159.00 11 1 Urban
735124438 0 8/14/1953 46 0 18 57869.80 No 264516.17 Yes F
High School Blue Collar 58.80 Commercial 17500.00 4 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
345992784 0 8/20/1959 40 1 0 0.00 Yes 100488.92 No F
< High School Home Maker 11.52 Private 7130.00 4 SUV
No 8288.00 2 No 2 0.00 1 0 Urban
407837479 0 9/13/1949 50 0 12 29296.03 No 173232.53 Yes F
< High School Blue Collar 33.87 Private 9430.00 6 SUV
No 0.00 0 No 5 0.00 1 0 Urban
946030696 0 3/20/1968 31 1 13 82761.84 No 267537.00 Yes F
Bachelors Manager 34.84 Private 12880.00 1 Minivan
No 0.00 0 No 0 3674.00 4 1 Urban
983844230 0 12/23/1948 50 0 14 41987.53 No 161159.53 Yes F
Bachelors Blue Collar 30.19 Commercial 10700.00 6 SUV
No 0.00 0 No 0 0.00 13 0 Urban
971526886 0 11/18/1962 36 0 11 87658.78 No 217975.81 Yes M
Masters Manager 13.35 Commercial 26180.00 1 Panel Truck
No 0.00 0 No 0 0.00 17 0 Urban
231434550 0 9/10/1956 43 0 6 24410.61 No 127797.52 No F
< High School Clerical 12.27 Private 8240.00 16 SUV
No 44891.00 1 Yes 2 0.00 6 0 Urban
156312663 0 10/23/1968 31 4 15 20554.56 No 128047.94 Yes F
High School Clerical 25.92 Private 7760.00 9 SUV
No 3327.00 2 No 5 13351.89 11 1 Urban
122103441 0 2/6/1957 42 0 13 19835.46 No 141116.71 Yes F
< High School Home Maker 43.36 Private 5700.00 12 SUV
No 0.00 0 No 0 0.00 1 0 Rural
61087160 0 7/23/1954 45 2 13 39162.61 No 168058.01 Yes F
High School Blue Collar 58.66 Private 9920.00 4 SUV
No 36025.00 3 No 7 0.00 4 0 Urban
760432134 0 1/30/1954 45 0 12 52244.50 No 270015.27 No M
High School Blue Collar 39.16 Private 27610.00 6 Minivan
Yes 0.00 0 No 0 0.00 10 0 Rural
909479253 0 3/24/1940 59 0 7 150956.03 No 386522.03 No F
PhD Doctor 25.33 Private 9300.00 9 SUV
No 7670.00 2 No 3 0.00 11 0 Urban
765685114 0 2/1/1948 51 0 8 42596.98 No 204431.77 Yes M
Bachelors Manager 35.08 Commercial 18830.00 12 Van
No 5109.00 2 No 6 0.00 9 0 Urban
738458916 0 12/24/1961 37 0 12 93093.76 No 0.00 No M
High School Professional 21.97 Private 14710.00 6 Minivan
No 0.00 0 No 0 0.00 8 0 Urban
376021969 0 4/20/1964 35 0 13 40457.38 No 0.00 No F
High School Blue Collar 55.39 Commercial 9050.00 13 SUV
No 974.00 3 No 7 6074.00 6 1 Urban
458463350 0 7/23/1945 54 0 0 0.00 No 98560.94 Yes F
Bachelors Home Maker 29.22 Private 17700.00 1 SUV
No 0.00 0 No 0 2421.00 12 1 Urban
761519731 0 5/1/1956 43 2 9 63644.38 Yes 174540.85 No F
Bachelors Manager 24.13 Private 19410.00 3 Sports Car
No 4123.00 1 No 6 0.00 11 0 Urban
556992457 0 1/1/1968 31 1 12 32381.47 Yes 0.00 No F
High School Blue Collar 25.13 Commercial 16980.00 1 Sports Car
No 4185.00 3 No 1 1941.00 1 1 Urban
625091544 0 10/14/1938 61 0 0 0.00 No 137023.05 Yes F
Bachelors Home Maker 53.53 Private 15490.00 1 Sports Car
No 0.00 0 No 2 0.00 11 0 Urban
471915181 1 7/8/1943 56 3 18 14757.02 No 149528.17 Yes F
< High School Clerical 43.63 Private 11750.00 4 Sports Car
No 0.00 0 No 0 0.00 7 0 Urban
908411443 0 1/16/1949 50 0 10 101296.15 No 291426.28 Yes M
Masters Manager 6.57 Private 20820.00 3 Van
No 0.00 0 No 1 0.00 10 0 Urban
497054064 0 9/6/1957 42 4 14 22224.52 Yes 103267.25 No M
< High School Clerical 31.23 Private 18780.00 11 SUV
No 0.00 0 No 0 0.00 1 0 Rural
960646647 0 6/11/1948 51 0 0 0.00 No 0.00 No F
< High School Student 22.85 Private 6600.00 1 SUV
No 27503.00 4 Yes 1 6836.26 1 1 Urban
373919199 3 11/28/1958 40 3 14 4885.03 No 0.00 Yes F
Bachelors Student 57.56 Commercial 5600.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
831157828 0 6/4/1970 29 0 7 11953.75 No 0.00 No F
< High School Clerical 15.80 Private 10190.00 1 SUV
No 0.00 0 No 1 3090.00 8 1 Urban
204546735 0 2/16/1955 44 0 13 24849.44 No 0.00 No F
< High School Clerical 36.29 Private 12970.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
660320432 1 1/12/1956 43 1 11 73247.49 Yes 0.00 No F
Masters Lawyer 11.72 Private 13170.00 4 Sports Car
No 3338.00 1 No 6 0.00 16 0 Urban
411033051 0 3/21/1975 24 1 8 12871.12 Yes 0.00 No M
Bachelors Clerical 53.07 Private 16500.00 13 Minivan
Yes 0.00 0 No 0 5865.00 6 1 Urban
168833347 0 8/19/1970 29 1 13 30446.86 No 145719.69 Yes F
High School Clerical 24.11 Private 5640.00 7 Sports Car
No 0.00 0 No 1 0.00 1 0 Rural
282847528 0 3/27/1959 40 2 10 31992.95 Yes 0.00 No M
< High School Blue Collar 41.79 Private 14070.00 10 Minivan
No 1128.00 1 No 0 0.00 6 0 Urban
351569400 0 2/28/1950 49 0 12 105276.62 No 294480.00 Yes F
Bachelors Professional 30.04 Private 38000.00 10 Van
No 0.00 0 No 0 47519.54 1 1 Rural
196544770 0 5/9/1940 59 0 14 71197.08 No 0.00 No F
High School Blue Collar 37.01 Commercial 14520.00 15 Minivan
No 0.00 0 No 0 3794.00 6 1 Urban
27436744 0 8/4/1947 52 0 12 97335.66 No 0.00 No M
Bachelors Professional 21.60 Commercial 18660.00 4 Van
Yes 0.00 0 No 0 0.00 10 0 Urban
684096160 0 3/3/1964 35 0 9 69591.65 No 0.00 No F
Masters Lawyer 31.58 Private 11960.00 1 SUV
No 0.00 0 No 1 4019.00 17 1 Urban
201327208 0 12/14/1938 60 0 12 37940.23 No 182738.85 Yes F
High School Blue Collar 15.67 Commercial 21280.00 1 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
259127860 0 11/30/1943 55 0 11 112422.98 No 286788.43 Yes M
Bachelors Blue Collar 30.28 Private 17210.00 4 Van
Yes 0.00 0 No 0 0.00 1 0 Urban
141897395 0 7/1/1952 47 0 14 138689.36 No 406448.74 Yes M
Masters Lawyer 25.56 Private 20230.00 1 Van
No 0.00 0 No 0 0.00 15 0 Urban
779624178 0 10/10/1947 52 0 10 101636.93 No 325192.60 Yes F
Masters Lawyer 26.35 Private 14220.00 1 Sports Car
No 0.00 0 No 1 0.00 10 0 Urban
697633471 0 4/4/1968 31 2 12 17566.51 Yes 0.00 No M
< High School Clerical 14.42 Private 6360.00 10 Minivan
No 0.00 0 No 0 2979.00 5 1 Urban
658140662 0 6/26/1949 50 0 13 58504.01 No 0.00 No F
Bachelors Blue Collar 44.33 Commercial 20550.00 1 SUV
No 2916.00 1 No 6 24407.84 11 1 Urban
417493849 0 4/28/1942 57 0 10 162165.33 No 437750.14 No M
PhD Doctor 32.91 Private 13820.00 6 Minivan
Yes 0.00 0 No 0 0.00 20 0 Urban
510127591 0 4/13/1963 36 0 12 32252.22 No 127658.80 Yes M
High School Blue Collar 33.10 Commercial 5620.00 4 Pickup
No 10383.00 2 No 5 0.00 1 0 Urban
844879272 1 3/23/1959 40 2 14 26555.30 No 160140.08 Yes F
< High School Clerical 47.46 Private 8160.00 17 Sports Car
No 0.00 0 No 1 0.00 1 0 Urban
491700780 0 10/18/1943 56 0 9 68799.50 No 233046.59 Yes F
Masters Lawyer 38.44 Private 13980.00 4 SUV
No 3631.00 1 No 0 0.00 14 0 Urban
370351885 0 5/2/1946 53 0 8 109230.06 No 301276.43 Yes M
PhD Doctor 31.52 Private 28570.00 1 Minivan
No 0.00 0 No 0 0.00 6 0 Urban
741060357 0 11/12/1963 36 0 11 78379.33 No 240847.55 Yes M
Bachelors Blue Collar 30.93 Commercial 14080.00 1 Minivan
Yes 7419.00 1 No 3 0.00 13 0 Urban
959594346 0 3/14/1957 42 0 12 109919.00 No 348657.73 Yes F
Masters Manager 22.92 Private 22520.00 9 Sports Car
No 0.00 0 No 0 0.00 8 0 Urban
893823860 0 6/10/1944 55 0 15 121912.94 No 0.00 No F
Masters Professional 38.17 Private 18080.00 11 SUV
No 0.00 0 No 0 0.00 8 0 Urban
329068647 0 1/14/1948 51 0 8 52395.12 No 0.00 No M
Bachelors Manager 74.16 Private 19740.00 6 Minivan
Yes 4447.00 3 No 0 0.00 4 0 Urban
237008961 0 4/7/1978 21 1 12 359.56 Yes 0.00 No M
High School Student 44.21 Commercial 3320.00 6 Minivan
Yes 6117.00 3 No 1 0.00 8 0 Rural
922967381 0 8/10/1959 40 0 11 38956.93 No 140755.36 Yes F
High School Blue Collar 29.44 Commercial 12110.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
743756067 0 2/2/1942 57 2 16 6017.60 Yes 0.00 No F
< High School Home Maker 22.76 Private 9330.00 4 SUV
No 0.00 0 No 1 4790.00 1 1 Urban
474302091 0 2/3/1945 54 0 13 20058.29 No 140496.68 Yes M
< High School Clerical 15.09 Private 16390.00 6 Van
Yes 0.00 0 No 0 0.00 7 0 Urban
129525439 0 6/28/1948 51 0 14 188840.75 No 455605.29 Yes F
PhD Doctor 42.83 Private 35600.00 6 Van
No 0.00 0 No 3 0.00 9 0 Urban
289365421 0 4/11/1962 37 1 11 92633.40 No 268717.99 Yes M
High School Blue Collar 54.88 Commercial 33220.00 1 Panel Truck
Yes 0.00 0 No 2 0.00 7 0 Rural
803733222 0 11/1/1945 54 0 10 107553.30 No 346995.05 No M
High School Blue Collar 18.47 Commercial 29070.00 21 Panel Truck
No 0.00 0 No 2 0.00 1 0 Urban
547019584 1 7/13/1953 46 0 13 64029.98 No 191941.20 Yes M
Masters Lawyer 59.93 Private 24070.00 3 SUV
No 30807.00 1 No 7 0.00 13 0 Urban
84930620 1 7/13/1955 44 2 15 90939.16 No 290793.11 Yes F
Masters Lawyer 20.92 Private 2740.00 4 Sports Car
No 0.00 0 Yes 1 0.00 8 0 Urban
100737644 0 8/19/1961 38 0 10 95196.69 No 281124.27 Yes F
Bachelors Manager 45.79 Private 20730.00 9 SUV
No 0.00 0 No 0 0.00 11 0 Urban
826845293 0 1/5/1966 33 2 11 33391.57 No 161863.60 Yes F
High School Clerical 56.54 Private 8140.00 4 Sports Car
No 0.00 0 No 5 4057.00 10 1 Urban
537150897 0 6/18/1962 37 0 8 32496.59 No 117288.45 No M
High School Professional 5.37 Private 22090.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
414688788 0 12/22/1951 47 0 11 14359.10 No 0.00 Yes M
Bachelors Student 30.77 Commercial 15490.00 6 Minivan
No 0.00 0 No 6 0.00 11 0 Urban
374898992 0 10/25/1948 51 0 13 27449.60 No 115617.91 Yes M
High School Clerical 40.27 Commercial 10030.00 17 Pickup
Yes 0.00 0 No 2 0.00 1 0 Rural
301787735 0 3/26/1949 50 0 12 23772.95 No 132315.75 No F
< High School Clerical 17.29 Private 8880.00 10 Pickup
No 6552.00 3 No 5 0.00 1 0 Urban
132742099 0 11/28/1957 41 0 7 78866.45 No 0.00 No M
Bachelors Blue Collar 22.37 Commercial 18270.00 6 Van
Yes 6856.00 1 No 2 19013.40 6 1 Urban
865629860 0 1/28/1940 59 0 12 12359.26 No 122315.13 No M
High School Clerical 23.85 Private 13640.00 1 Minivan
No 0.00 0 No 1 0.00 1 0 Rural
928944973 0 7/17/1966 33 2 9 120322.48 Yes 0.00 No M
Bachelors Manager 19.03 Commercial 16830.00 4 Van
Yes 26318.00 1 No 0 0.00 12 0 Urban
608881316 0 4/19/1944 55 0 13 59543.35 No 210698.11 Yes F
Bachelors Professional 32.10 Private 12950.00 1 SUV
No 677.00 2 No 4 0.00 5 0 Urban
460939265 0 8/21/1951 48 0 11 56813.71 No 230220.95 No M
High School Clerical 55.20 Private 10930.00 7 Minivan
Yes 0.00 0 No 0 5184.00 1 1 Urban
59670547 0 2/9/1941 58 0 12 30360.01 No 171624.73 No F
High School Clerical 12.46 Private 12000.00 6 SUV
No 6060.00 1 Yes 4 0.00 1 0 Urban
967655243 0 10/18/1953 46 0 0 0.00 No 114513.19 Yes F
Bachelors Home Maker 31.28 Private 22920.00 3 Minivan
No 0.00 0 No 0 0.00 13 0 Rural
61765965 0 9/4/1959 40 0 10 52856.24 No 174800.45 No F
Masters Lawyer 35.80 Private 10790.00 1 SUV
No 0.00 0 No 0 0.00 13 0 Urban
675792166 0 6/16/1944 55 0 14 253058.43 No 545672.15 Yes F
PhD Manager 30.20 Private 26810.00 7 Sports Car
No 0.00 0 No 0 0.00 14 0 Urban
169013078 0 1/1/1958 41 0 11 97613.56 No 273986.86 Yes F
Masters Lawyer 18.59 Private 31930.00 4 Sports Car
No 0.00 0 No 1 0.00 21 0 Urban
621338967 0 10/11/1958 41 0 10 55713.93 No 190206.02 No F
High School Blue Collar 74.55 Private 11690.00 10 SUV
No 0.00 0 Yes 0 0.00 1 0 Rural
576374778 0 8/7/1938 61 0 13 103293.30 No 284549.90 Yes F
PhD Doctor 36.86 Private 42520.00 7 SUV
No 0.00 0 No 0 0.00 14 0 Urban
358204102 0 3/31/1951 48 0 14 146632.27 No 373281.17 Yes F
Masters Manager 25.08 Private 24700.00 4 Minivan
No 0.00 0 No 2 0.00 15 0 Urban
642771567 0 9/9/1961 38 0 13 15251.52 No 146061.54 Yes F
< High School Clerical 31.32 Private 3030.00 1 Sports Car
No 0.00 0 No 0 2091.00 1 1 Urban
822574090 0 6/26/1950 49 0 17 34126.92 No 181309.34 Yes F
Bachelors Manager 33.47 Private 4910.00 4 Sports Car
No 7244.00 1 No 3 0.00 7 0 Urban
530290205 0 9/3/1946 53 0 9 96093.28 No 282736.60 Yes F
Bachelors Manager 24.92 Private 6800.00 1 SUV
No 0.00 0 No 0 0.00 14 0 Urban
75735980 0 7/22/1952 47 0 0 0.00 No 0.00 No M
High School Student 58.85 Commercial 6200.00 6 Pickup
Yes 4754.00 2 No 8 108.74 1 1 Urban
589800015 0 3/7/1956 43 2 15 36613.88 No 141878.95 Yes F
High School Blue Collar 41.57 Commercial 25580.00 1 Pickup
No 4078.00 2 No 0 680.00 1 1 Urban
976863366 0 12/23/1955 43 0 8 33402.62 No 177485.95 Yes F
Bachelors Home Maker 6.08 Private 8550.00 10 SUV
No 0.00 0 No 0 0.00 7 0 Rural
494471934 0 7/16/1956 43 2 12 636.36 Yes 0.00 No M
< High School Student 34.35 Private 8450.00 1 Minivan
No 2210.00 2 Yes 0 1222.00 5 1 Urban
244454444 0 8/7/1937 62 1 0 0.00 No 114514.63 Yes F
High School Home Maker 38.55 Private 11060.00 9 Sports Car
No 0.00 0 No 1 6767.00 1 1 Urban
745465646 0 7/27/1949 50 0 14 100094.50 No 274673.28 Yes M
Masters Manager 15.16 Commercial 44110.00 6 Panel Truck
No 21533.00 3 Yes 3 0.00 13 0 Urban
331190396 0 3/29/1963 36 0 10 52719.90 No 0.00 No M
High School Clerical 41.00 Commercial 9460.00 4 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
54333597 0 8/13/1934 65 0 15 5012.66 No 107286.80 Yes F
High School Student 32.11 Commercial 8670.00 1 Sports Car
No 5900.00 1 No 8 2415.00 8 1 Urban
668800586 3 9/11/1956 43 3 6 35313.43 No 135863.47 Yes F
High School Blue Collar 5.34 Private 7940.00 4 SUV
No 0.00 0 No 2 0.00 6 0 Urban
35771994 0 1/30/1949 50 0 0 0.00 No 0.00 Yes M
< High School Student 57.09 Commercial 7350.00 4 Pickup
No 17009.00 3 Yes 4 698.00 1 1 Urban
112106611 1 8/22/1956 43 2 10 112450.43 Yes 337742.65 No M
Masters Lawyer 11.81 Private 17290.00 1 Van
No 0.00 0 No 3 3674.00 18 1 Urban
392516352 0 6/25/1972 27 0 13 98135.80 No 247368.54 Yes F
Masters Professional 32.31 Private 16440.00 11 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
423712104 0 8/1/1951 48 0 14 113886.19 No 0.00 No M
PhD Doctor 16.27 Private 29730.00 7 Minivan
No 7196.00 3 No 0 0.00 15 0 Urban
681388843 0 7/31/1945 54 0 11 191330.42 No 0.00 No M
PhD Lawyer 33.53 Private 3430.00 13 Minivan
Yes 0.00 0 No 0 0.00 16 0 Urban
333376964 0 11/11/1954 45 3 8 107202.08 No 268710.18 Yes M
Masters Manager 25.46 Private 22410.00 1 Minivan
No 32164.00 2 Yes 3 0.00 0 0 Urban
224630256 0 2/26/1943 56 0 9 140205.21 No 378490.49 No F
Masters Manager 22.27 Private 15520.00 1 Sports Car
No 0.00 0 No 4 0.00 15 0 Urban
440161891 0 1/2/1956 43 2 13 55273.98 No 220590.06 Yes F
Bachelors Blue Collar 24.09 Commercial 17740.00 3 SUV
No 4500.00 2 No 8 8609.00 9 1 Urban
438145979 0 7/27/1967 32 2 0 0.00 No 0.00 Yes M
High School Student 28.56 Commercial 11990.00 1 Minivan
No 6867.00 3 No 3 5200.00 10 1 Urban
823508688 0 6/21/1949 50 0 13 74365.84 No 264374.62 Yes F
Bachelors Professional 34.69 Private 13940.00 4 SUV
No 4563.00 2 No 1 0.00 11 0 Urban
697285724 0 7/18/1938 61 0 13 28350.08 No 173790.13 Yes F
Bachelors Professional 23.00 Private 21180.00 9 Sports Car
No 9637.00 2 Yes 2 2118.00 18 1 Urban
102262070 0 9/12/1953 46 0 11 146882.46 No 0.00 No M
PhD Manager 33.86 Commercial 21830.00 3 Van
Yes 8170.00 2 No 3 0.00 10 0 Urban
192299372 0 10/29/1936 63 0 10 33313.75 No 0.00 No F
Bachelors Professional 42.91 Private 24210.00 6 SUV
No 3165.00 1 No 3 0.00 8 0 Urban
254189245 1 2/10/1962 37 2 12 15739.02 No 138776.04 Yes F
High School Home Maker 23.30 Private 9230.00 1 Sports Car
No 0.00 0 No 3 4772.00 6 1 Urban
877277908 0 6/10/1944 55 0 13 149854.40 No 0.00 No M
PhD Manager 22.86 Private 10250.00 6 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
40878256 0 2/23/1942 57 2 13 94166.57 Yes 0.00 No M
PhD Doctor 23.08 Private 21900.00 10 Van
Yes 0.00 0 No 0 0.00 20 0 Urban
273257834 0 11/30/1952 46 0 15 91685.46 No 287159.24 Yes F
Bachelors Blue Collar 38.38 Commercial 15270.00 1 SUV
No 0.00 0 No 0 0.00 5 0 Urban
487616897 0 6/26/1947 52 0 10 26115.80 No 0.00 No F
High School Home Maker 50.73 Private 16850.00 1 SUV
No 0.00 0 No 1 0.00 7 0 Rural
811513388 0 3/13/1963 36 0 0 0.00 No 0.00 Yes M
High School Student 51.83 Commercial 13350.00 17 Minivan
Yes 0.00 0 Yes 0 0.00 7 0 Rural
459939116 0 2/27/1948 51 0 10 31860.05 No 0.00 No M
High School Blue Collar 31.51 Commercial 9540.00 10 Pickup
No 0.00 0 No 3 4452.00 1 1 Urban
174940894 0 11/10/1942 57 0 11 4203.65 No 0.00 Yes M
High School Student 32.01 Commercial 22950.00 4 Panel Truck
Yes 0.00 0 No 0 0.00 1 0 Urban
142360940 0 4/21/1941 58 0 13 84607.54 No 250392.37 No F
Masters Professional 24.80 Private 26880.00 4 Minivan
No 0.00 0 No 0 0.00 15 0 Urban
237008961 0 4/7/1978 21 1 12 359.56 Yes 0.00 No M
High School Student 64.70 Commercial 5250.00 10 Pickup
Yes 36775.00 2 No 0 0.00 8 0 Rural
415120460 0 10/20/1946 53 0 0 0.00 No 0.00 No F
Masters Home Maker 28.26 Private 16530.00 7 SUV
No 0.00 0 No 0 0.00 14 0 Rural
666517830 0 9/2/1954 45 0 11 186027.33 No 455274.79 No M
PhD Doctor 56.93 Private 20100.00 6 Van
Yes 2104.00 3 No 2 3278.00 10 1 Urban
101302659 0 12/30/1932 66 0 12 83826.94 No 275724.59 Yes F
Bachelors Blue Collar 10.42 Commercial 43590.00 1 Minivan
No 0.00 0 No 1 0.00 8 0 Urban
163145873 0 6/18/1964 35 1 0 0.00 No 60714.49 Yes F
< High School Home Maker 58.17 Private 13820.00 4 Sports Car
No 4896.00 1 No 1 1399.00 7 1 Urban
978376735 0 1/26/1940 59 0 15 68525.64 No 219285.14 Yes M
Masters Professional 34.67 Commercial 30390.00 6 Panel Truck
No 5714.00 3 No 2 4995.00 12 1 Urban
845009116 0 7/2/1946 53 0 12 16535.78 No 133203.66 Yes F
Bachelors Home Maker 24.21 Private 17700.00 10 SUV
No 0.00 0 No 2 0.00 6 0 Urban
555201745 0 3/29/1964 35 2 11 116035.76 Yes 299266.26 No F
Bachelors Manager 35.65 Commercial 28470.00 4 Pickup
No 6049.00 3 No 2 0.00 12 0 Urban
551324330 0 12/2/1946 52 0 8 63345.79 No 252296.05 Yes M
High School Blue Collar 31.12 Commercial 24780.00 3 Panel Truck
Yes 0.00 0 No 2 0.00 8 0 Urban
156574116 0 7/5/1953 46 0 13 41943.69 No 100318.31 No M
High School Clerical 46.79 Commercial 18340.00 9 Van
No 6018.00 3 No 3 0.00 10 0 Urban
309336404 0 12/18/1960 38 2 0 0.00 No 0.00 Yes F
< High School Student 47.61 Private 10090.00 4 Sports Car
No 6753.00 1 No 6 5336.00 6 1 Urban
462444610 0 8/16/1959 40 0 11 90832.29 No 0.00 No F
Masters Lawyer 19.86 Private 14580.00 1 Pickup
No 3842.00 1 No 2 0.00 1 0 Urban
890142877 1 12/22/1956 42 2 13 45060.10 No 184246.31 Yes M
Bachelors Manager 31.58 Private 9490.00 6 Minivan
Yes 0.00 0 No 0 0.00 12 0 Urban
314541945 0 4/21/1962 37 0 9 26815.94 No 0.00 No M
PhD Lawyer 11.08 Private 15090.00 1 Minivan
Yes 30605.00 4 Yes 4 0.00 9 0 Urban
283273689 0 5/7/1953 46 0 12 128083.18 No 342165.60 Yes F
Bachelors Blue Collar 41.06 Commercial 6100.00 6 SUV
No 8151.00 2 No 4 0.00 10 0 Urban
174233797 0 12/1/1948 50 0 12 21476.57 No 97768.03 Yes F
< High School Blue Collar 40.85 Private 25640.00 6 Minivan
No 33825.00 3 Yes 0 0.00 1 0 Urban
853903798 0 12/2/1954 44 0 9 61957.96 No 168221.89 Yes M
High School Blue Collar 55.74 Commercial 27120.00 1 Panel Truck
Yes 642.00 2 No 0 3334.00 10 1 Urban
521446300 0 7/27/1942 57 0 16 39907.32 No 214055.04 Yes F
< High School Blue Collar 20.71 Private 11190.00 1 SUV
No 0.00 0 No 2 0.00 8 0 Urban
978850186 0 5/28/1951 48 0 13 311.83 No 90070.71 Yes F
< High School Home Maker 30.25 Commercial 14770.00 6 Pickup
No 0.00 0 No 0 5544.00 1 1 Urban
57026600 1 9/18/1951 48 1 11 75740.89 Yes 225299.77 No F
Masters Lawyer 44.09 Private 15190.00 13 SUV
No 0.00 0 No 3 5704.00 19 1 Urban
177140651 0 10/16/1964 35 0 10 366.79 No 0.00 Yes M
< High School Student 25.36 Private 7360.00 6 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
952004858 0 1/3/1951 48 0 15 67875.98 No 242137.73 Yes F
High School Blue Collar 31.41 Commercial 6410.00 1 SUV
No 8268.00 3 No 3 2550.00 1 1 Urban
384332699 1 12/27/1953 45 2 15 64916.24 No 232063.97 Yes F
Bachelors Blue Collar 57.35 Commercial 21270.00 1 Pickup
No 958.00 1 No 2 0.00 12 0 Urban
322057140 0 8/27/1965 34 0 12 43820.99 No 205034.89 Yes M
< High School Blue Collar 27.44 Private 9280.00 6 Minivan
No 0.00 0 No 0 0.00 5 0 Rural
79969831 0 7/10/1944 55 0 15 81426.80 No 0.00 No F
Masters Lawyer 6.55 Private 25160.00 3 Minivan
No 30500.00 2 Yes 3 0.00 17 0 Urban
69484968 2 7/27/1962 37 2 13 27964.38 Yes 125832.24 No F
< High School Clerical 18.99 Private 9980.00 1 Minivan
No 6321.00 3 No 2 6932.00 8 1 Urban
493825994 3 9/11/1954 45 4 17 19421.10 No 0.00 Yes M
High School Student 30.04 Commercial 6000.00 3 Pickup
No 0.00 0 No 0 0.00 13 0 Rural
524204662 0 9/5/1945 54 0 13 66333.74 No 0.00 No F
High School Blue Collar 43.12 Commercial 13530.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Rural
750731752 0 2/7/1948 51 0 16 17398.40 No 165640.54 Yes M
Bachelors Professional 6.72 Private 17010.00 13 Van
No 0.00 0 No 4 0.00 14 0 Urban
936809990 0 11/10/1959 40 0 14 42420.29 No 192941.95 Yes F
< High School Clerical 19.99 Commercial 25200.00 6 Pickup
No 0.00 0 No 0 0.00 6 0 Urban
455134311 0 11/28/1960 38 3 13 33219.14 No 149414.55 Yes M
Masters Lawyer 45.38 Private 15150.00 6 Minivan
Yes 0.00 0 No 0 0.00 17 0 Urban
592856852 0 7/20/1946 53 0 14 97958.17 No 242605.81 Yes F
PhD Doctor 34.69 Private 30730.00 10 Minivan
No 0.00 0 No 1 0.00 11 0 Urban
347083568 1 6/23/1963 36 2 0 0.00 Yes 0.00 No F
High School Home Maker 39.35 Private 8270.00 6 SUV
No 4765.00 2 No 6 2998.00 8 1 Urban
287386122 3 1/3/1956 43 3 0 0.00 No 0.00 Yes M
High School Student 27.83 Private 5700.00 1 Pickup
No 0.00 0 No 3 5126.00 1 1 Urban
224980687 0 6/10/1958 41 2 14 51549.85 Yes 162773.59 No M
Bachelors Professional 30.67 Private 11930.00 6 Pickup
Yes 44702.00 2 No 3 0.00 5 0 Urban
157369970 0 8/5/1952 47 0 10 78941.70 No 238237.15 Yes F
Bachelors Blue Collar 52.57 Private 5900.00 1 Sports Car
No 20847.00 2 Yes 0 0.00 6 0 Urban
649479121 0 1/16/1961 38 2 0 0.00 No 66811.52 Yes F
High School Home Maker 17.28 Private 13490.00 6 SUV
No 0.00 0 No 1 2829.00 8 1 Urban
159942906 0 12/15/1951 47 0 14 71660.22 No 222417.44 Yes F
Masters Manager 21.90 Private 6200.00 6 SUV
No 1391.00 3 No 0 0.00 18 0 Urban
643640971 0 3/18/1948 51 0 11 31497.85 No 145207.37 Yes F
High School Clerical 40.94 Private 20550.00 3 Sports Car
No 0.00 0 No 3 0.00 5 0 Rural
159800187 3 1/26/1961 38 3 11 85099.62 No 256407.45 Yes F
Masters Blue Collar 33.73 Private 13810.00 1 Minivan
No 0.00 0 Yes 1 0.00 18 0 Urban
656685653 0 11/18/1951 48 0 11 40244.86 No 0.00 No F
< High School Blue Collar 19.58 Private 19060.00 11 SUV
No 32687.00 1 No 3 0.00 7 0 Urban
659945192 0 11/21/1954 44 2 9 26455.33 Yes 185130.45 No M
< High School Clerical 38.59 Private 8040.00 10 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
498721695 0 9/26/1969 30 3 11 22009.55 No 136187.22 Yes F
< High School Clerical 18.29 Private 10890.00 10 SUV
No 0.00 0 No 4 0.00 1 0 Rural
869159171 0 10/3/1938 61 0 17 25525.18 No 158141.69 Yes M
Bachelors Blue Collar 16.25 Commercial 11060.00 1 SUV
No 30023.00 3 Yes 5 1298.87 6 1 Urban
239997288 0 5/30/1966 33 0 0 0.00 No 0.00 No M
< High School Student 49.05 Commercial 25280.00 3 Panel Truck
No 0.00 0 No 0 6409.00 11 1 Urban
341146533 0 7/18/1957 42 3 12 53904.39 No 206207.22 Yes F
Bachelors Professional 41.20 Private 19760.00 4 Sports Car
No 0.00 0 No 0 0.00 10 0 Rural
244270992 3 6/11/1937 62 3 19 85080.89 Yes 0.00 No F
Masters Lawyer 18.71 Private 26420.00 17 Sports Car
No 9810.00 4 No 7 6783.00 18 1 Urban
12685449 0 4/1/1960 39 0 10 74718.80 No 0.00 No M
Bachelors Professional 44.72 Private 25760.00 10 Minivan
No 4094.00 1 No 2 4704.00 12 1 Urban
970111737 0 6/4/1966 33 4 16 24396.23 No 87591.15 Yes M
< High School Student 48.94 Commercial 9310.00 1 Pickup
Yes 0.00 0 No 4 0.00 9 0 Urban
865577521 0 7/4/1964 35 0 6 77555.72 No 0.00 No M
Bachelors Blue Collar 17.94 Commercial 26810.00 14 Panel Truck
No 1249.00 2 No 0 1530.00 7 1 Urban
73743247 0 9/18/1950 49 0 12 61789.82 No 206446.02 No F
Bachelors Manager 51.03 Private 12580.00 4 SUV
No 0.00 0 No 0 943.00 15 1 Urban
125087914 3 2/15/1960 39 3 11 76791.14 No 215433.23 Yes F
Masters Professional 23.61 Private 33050.00 13 SUV
No 10265.00 1 No 2 6992.98 20 1 Urban
359653902 0 4/13/1948 51 0 11 103445.25 No 299787.47 Yes M
Bachelors Manager 10.47 Commercial 33570.00 6 Panel Truck
Yes 0.00 0 No 2 0.00 14 0 Urban
873032758 0 6/21/1960 39 0 6 81041.66 No 247599.91 Yes M
Bachelors Professional 38.59 Commercial 21430.00 4 Van
Yes 7114.00 1 No 4 2646.00 9 1 Urban
91873101 0 2/26/1945 54 0 12 52721.89 No 0.00 No M
High School Professional 55.39 Private 2280.00 17 Minivan
Yes 0.00 0 No 1 0.00 1 0 Urban
454328757 0 7/26/1942 57 0 12 62202.65 No 0.00 No M
High School Blue Collar 5.00 Commercial 7720.00 4 Pickup
No 7326.00 1 No 4 2194.00 9 1 Urban
22219151 0 11/19/1953 45 0 12 33647.92 No 180460.58 Yes F
Bachelors Professional 44.95 Private 6720.00 6 Sports Car
No 0.00 0 Yes 2 6005.00 9 1 Urban
253485374 0 7/3/1959 40 0 0 0.00 No 89042.44 Yes F
High School Home Maker 25.26 Private 5500.00 4 Sports Car
No 25344.00 2 No 7 0.00 1 0 Urban
943405957 0 4/5/1948 51 0 15 51734.41 No 233528.51 Yes M
Bachelors Professional 44.57 Private 11770.00 4 Pickup
Yes 0.00 0 No 0 0.00 14 0 Urban
391155976 0 7/18/1964 35 0 13 126045.98 No 282938.29 Yes M
Bachelors Professional 24.41 Private 37420.00 1 Minivan
Yes 5949.00 4 No 6 0.00 8 0 Urban
760131444 0 9/25/1957 42 3 10 996.88 No 0.00 Yes M
< High School Student 43.15 Private 12840.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
400922105 0 11/24/1953 45 0 10 32278.93 No 163420.48 Yes F
Bachelors Professional 46.46 Private 6000.00 6 SUV
No 0.00 0 No 0 5108.00 1 1 Urban
897182732 0 7/1/1952 47 1 12 44451.79 No 221536.43 Yes F
High School Blue Collar 50.85 Commercial 13110.00 10 SUV
No 0.00 0 No 0 2895.66 6 1 Urban
215770981 0 10/28/1946 53 0 11 108232.90 No 290194.65 Yes F
High School Blue Collar 32.27 Commercial 1670.00 1 Sports Car
No 0.00 0 No 2 0.00 7 0 Urban
501487983 0 4/28/1963 36 0 11 10568.24 No 0.00 No F
< High School Clerical 21.76 Private 5170.00 1 SUV
No 0.00 0 No 0 0.00 3 0 Urban
163534580 0 6/26/1937 62 0 17 64106.46 No 242832.78 Yes F
PhD Doctor 29.80 Private 14450.00 11 Sports Car
No 0.00 0 No 0 0.00 9 0 Urban
170332960 0 7/31/1967 32 2 0 0.00 Yes 0.00 No F
High School Home Maker 28.09 Private 15300.00 1 Minivan
No 0.00 0 No 0 0.00 8 0 Urban
765985821 0 8/12/1965 34 2 11 49097.65 No 182986.48 Yes M
High School Professional 29.06 Private 10740.00 6 Pickup
Yes 5265.00 2 No 2 0.00 11 0 Rural
609570914 0 7/25/1942 57 0 12 600.77 No 109015.84 No M
< High School Student 21.20 Private 7260.00 1 Pickup
Yes 0.00 0 No 1 0.00 6 0 Urban
336019495 0 3/3/1947 52 0 14 62804.03 No 225809.83 Yes M
Bachelors Blue Collar 25.62 Commercial 15510.00 6 Minivan
Yes 0.00 0 No 1 0.00 13 0 Rural
139466754 0 1/3/1959 40 0 11 44803.41 No 0.00 No F
Masters Lawyer 41.62 Private 24320.00 3 SUV
No 3285.00 4 No 0 0.00 1 0 Urban
35177175 0 5/11/1949 50 0 7 18356.94 No 133242.78 Yes F
PhD Doctor 25.37 Private 22670.00 1 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
462540536 0 5/3/1952 47 0 7 44811.63 No 0.00 No F
High School Blue Collar 27.37 Commercial 6200.00 1 SUV
No 43405.00 2 Yes 0 7204.00 5 1 Urban
88707431 0 8/22/1951 48 0 11 48182.42 No 167922.54 Yes M
Bachelors Professional 34.83 Commercial 24980.00 13 Panel Truck
Yes 0.00 0 No 0 0.00 7 0 Urban
443560829 0 9/9/1940 59 0 7 150443.62 No 372496.29 No M
Masters Lawyer 63.68 Private 22440.00 1 Minivan
No 0.00 0 Yes 0 0.00 17 0 Urban
725791047 0 3/11/1955 44 0 0 0.00 No 0.00 No M
Bachelors Student 66.33 Commercial 1500.00 3 Minivan
Yes 4042.00 3 No 9 0.00 11 0 Urban
228437432 2 8/10/1957 42 2 12 108916.27 No 331946.49 Yes F
Masters Lawyer 12.98 Private 5700.00 6 SUV
No 27861.00 2 No 5 0.00 19 0 Urban
376021969 0 4/21/1963 36 0 13 48494.01 No 232930.01 No F
Masters Professional 67.28 Private 9950.00 11 Sports Car
No 5951.00 2 No 1 0.00 16 0 Urban
705814454 0 8/28/1951 48 0 8 118987.42 No 296135.38 Yes F
PhD Home Maker 54.58 Private 21280.00 6 Minivan
No 0.00 0 No 3 0.00 18 0 Rural
967051111 0 9/15/1953 46 0 7 26667.15 No 144725.69 No F
High School Clerical 36.17 Commercial 27020.00 6 Van
No 0.00 0 No 0 0.00 11 0 Rural
102318953 0 2/15/1972 27 3 13 35850.61 No 147018.31 Yes F
High School Blue Collar 47.00 Commercial 4200.00 1 Sports Car
No 0.00 0 No 4 4102.00 1 1 Urban
855103921 0 6/22/1967 32 4 0 0.00 No 70052.98 Yes F
< High School Home Maker 16.37 Private 24100.00 1 Sports Car
No 4980.00 2 No 3 0.00 1 0 Urban
613496561 0 11/29/1943 55 0 15 67569.25 No 226686.14 Yes M
Bachelors Professional 41.09 Private 13760.00 1 Minivan
Yes 0.00 0 No 0 0.00 13 0 Rural
498745397 0 1/14/1963 36 0 7 76836.58 No 250652.74 No F
Bachelors Blue Collar 67.31 Commercial 13000.00 1 Sports Car
No 0.00 0 No 2 0.00 1 0 Rural
181009972 0 4/5/1964 35 1 8 84793.72 Yes 0.00 No F
High School Professional 18.57 Commercial 26860.00 1 Pickup
No 4575.00 3 No 7 3590.00 1 1 Urban
749630218 0 2/27/1965 34 1 12 42192.04 No 152847.64 Yes M
High School Blue Collar 34.80 Commercial 25820.00 11 Panel Truck
Yes 0.00 0 No 0 0.00 1 0 Rural
637370013 1 9/25/1959 40 1 14 76633.53 No 241975.26 Yes M
High School Blue Collar 31.54 Commercial 6040.00 8 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
423931148 0 4/5/1944 55 0 11 5744.26 No 0.00 No M
High School Student 5.00 Private 12330.00 6 Minivan
Yes 0.00 0 No 3 0.00 7 0 Urban
87950036 0 10/15/1942 57 0 12 129401.51 No 365110.95 Yes F
PhD Manager 8.54 Commercial 23950.00 6 Pickup
No 12714.00 2 Yes 0 0.00 9 0 Urban
20506772 0 8/9/1955 44 2 13 19506.83 No 165870.10 Yes M
< High School Clerical 25.12 Private 19080.00 14 Van
No 7458.00 1 No 0 0.00 1 0 Urban
379126545 0 5/21/1951 48 0 10 3813.00 No 89707.66 No F
Bachelors Home Maker 15.86 Private 20310.00 4 SUV
No 28280.00 2 Yes 0 0.00 9 0 Urban
905237668 1 12/4/1960 38 2 15 10677.51 No 143198.51 Yes M
< High School Clerical 32.04 Private 6370.00 22 Pickup
No 0.00 0 No 1 0.00 7 0 Urban
456623904 0 10/31/1948 51 0 14 65710.88 No 0.00 No M
Bachelors Manager 10.48 Commercial 28350.00 4 Panel Truck
No 9591.00 2 No 5 0.00 2 0 Urban
928192801 0 6/11/1950 49 0 11 96145.08 No 0.00 No F
PhD Doctor 33.65 Private 17530.00 1 Pickup
No 0.00 0 Yes 3 0.00 9 0 Urban
264240413 0 11/5/1958 41 1 13 45684.96 Yes 0.00 No M
Bachelors Clerical 6.98 Private 8830.00 3 Minivan
No 2516.00 2 No 4 0.00 9 0 Urban
449849353 0 11/30/1951 47 0 13 195138.57 No 472185.12 Yes F
PhD Doctor 11.07 Private 29180.00 13 Pickup
No 0.00 0 No 0 0.00 15 0 Urban
75501953 0 9/10/1949 50 0 11 16665.76 No 184535.84 Yes F
< High School Clerical 17.53 Private 8170.00 6 SUV
No 7411.00 2 No 6 0.00 1 0 Urban
944292474 0 12/18/1956 42 0 8 43919.69 No 114114.97 Yes F
< High School Blue Collar 35.69 Private 1500.00 3 SUV
No 0.00 0 No 0 0.00 5 0 Rural
615835825 0 9/10/1953 46 0 10 24525.63 No 183982.26 No M
< High School Blue Collar 46.48 Private 11190.00 6 Pickup
No 0.00 0 No 2 0.00 1 0 Rural
159215837 0 10/26/1969 30 1 0 0.00 Yes 76283.07 No F
Bachelors Home Maker 34.51 Private 4500.00 6 Sports Car
No 35477.00 4 Yes 1 3706.00 1 1 Urban
72838899 0 8/24/1960 39 1 12 24608.85 Yes 95504.88 No F
< High School Blue Collar 68.08 Private 7860.00 4 Sports Car
No 8455.00 3 No 4 7799.65 6 1 Urban
237445872 0 3/12/1971 28 1 5 87052.10 No 215053.01 Yes F
Bachelors Professional 54.03 Private 13200.00 3 SUV
No 0.00 0 No 1 0.00 8 0 Urban
644038537 0 3/3/1948 51 0 8 80479.08 No 0.00 No M
Bachelors Blue Collar 31.17 Commercial 14650.00 13 Minivan
Yes 575.00 2 No 4 7961.00 14 1 Urban
856972645 0 5/8/1956 43 3 15 14814.64 No 118794.76 Yes F
High School Home Maker 59.82 Private 5800.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Rural
945912532 0 12/24/1947 51 0 13 37040.43 No 0.00 No F
< High School Clerical 24.99 Private 10010.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
8201951 0 7/31/1952 47 0 9 62215.91 No 242563.66 Yes M
High School Professional 41.96 Commercial 24480.00 3 Panel Truck
No 3884.00 2 No 3 9105.00 1 1 Urban
563458110 0 9/21/1961 38 0 11 93840.39 No 233716.48 Yes F
Masters Lawyer 30.67 Private 14010.00 10 SUV
No 0.00 0 No 0 0.00 6 0 Rural
523925240 0 7/30/1947 52 0 13 86755.57 No 224768.26 Yes F
Masters Lawyer 50.51 Private 11560.00 1 Minivan
No 0.00 0 No 1 0.00 9 0 Urban
143403170 0 8/9/1959 40 0 11 119244.04 No 349833.03 No F
Bachelors Blue Collar 23.19 Commercial 14400.00 11 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
605031175 0 10/4/1967 32 4 14 81771.72 Yes 0.00 No F
Bachelors Blue Collar 37.88 Commercial 19460.00 6 SUV
No 0.00 0 Yes 6 12338.38 13 1 Urban
481089051 0 11/3/1939 60 0 10 105599.56 No 305449.02 No F
PhD Doctor 37.37 Private 26440.00 1 SUV
No 0.00 0 Yes 0 0.00 11 0 Urban
218585066 0 9/2/1974 25 3 15 75384.94 No 254054.67 Yes M
Bachelors Blue Collar 19.07 Commercial 17750.00 1 Van
Yes 4640.00 3 No 4 4577.00 8 1 Urban
824308257 0 5/15/1951 48 0 13 16922.82 No 115975.83 Yes F
< High School Home Maker 37.84 Private 17760.00 11 Minivan
No 12373.00 2 Yes 4 0.00 5 0 Urban
661723256 0 7/23/1954 45 0 0 0.00 No 0.00 No F
Bachelors Student 50.13 Commercial 25550.00 3 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
360068553 0 7/23/1968 31 4 0 0.00 Yes 0.00 No F
Bachelors Student 14.04 Commercial 4600.00 11 Sports Car
No 8136.00 1 No 6 1668.00 14 1 Urban
250655555 0 9/28/1957 42 0 14 44970.45 No 224154.82 Yes M
High School Blue Collar 34.65 Commercial 6100.00 1 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
457149825 0 10/4/1951 48 0 10 90044.15 No 0.00 No F
Bachelors Blue Collar 78.81 Commercial 17310.00 3 SUV
No 2317.00 1 No 0 6595.00 16 1 Urban
475131294 0 3/20/1946 53 0 13 30896.97 No 0.00 No F
High School Manager 30.63 Private 16970.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Urban
618184542 0 2/20/1951 48 0 10 91244.75 No 278928.24 Yes F
< High School Blue Collar 9.61 Private 15420.00 8 SUV
No 3136.00 2 No 8 0.00 1 0 Urban
360548947 0 12/18/1939 59 0 11 25833.49 No 0.00 No M
Bachelors Professional 12.61 Private 9980.00 1 Minivan
Yes 0.00 0 No 0 0.00 11 0 Rural
956524459 0 9/26/1965 34 2 9 33538.08 Yes 0.00 No M
< High School Blue Collar 29.17 Private 8250.00 4 Minivan
Yes 38845.00 2 Yes 2 5810.00 1 1 Urban
777389414 0 8/13/1959 40 0 12 101794.29 No 256716.26 Yes F
Masters Lawyer 20.84 Private 22090.00 1 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
861210729 0 1/22/1961 38 0 4 127783.11 No 314272.90 Yes M
PhD Lawyer 25.73 Private 14280.00 4 Minivan
No 0.00 0 No 4 0.00 10 0 Urban
407472341 0 3/31/1962 37 3 10 34052.20 Yes 124093.74 No M
< High School Clerical 81.84 Private 14000.00 14 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
261183678 0 3/12/1937 62 0 15 66738.61 No 0.00 No M
High School Blue Collar 36.29 Commercial 34990.00 3 Minivan
Yes 4736.00 2 No 3 0.00 1 0 Urban
530069868 0 8/10/1954 45 2 0 0.00 No 61060.70 Yes F
Bachelors Home Maker 5.00 Commercial 35630.00 4 Panel Truck
Yes 0.00 0 No 0 0.00 10 0 Urban
478894666 0 6/8/1963 36 1 12 28988.97 Yes 191191.51 No M
High School Clerical 28.13 Private 21520.00 6 Van
No 5971.00 1 No 6 0.00 10 0 Urban
117630250 3 5/31/1954 45 3 17 28538.37 No 140923.69 Yes F
< High School Clerical 15.19 Private 16920.00 3 SUV
No 22262.00 2 Yes 7 1444.00 5 1 Urban
546336138 0 10/7/1972 27 1 13 29978.84 No 139981.12 Yes M
High School Clerical 19.83 Commercial 7200.00 6 Pickup
No 0.00 0 No 4 0.00 7 0 Rural
683071326 0 10/8/1952 47 0 9 62132.88 No 222690.74 Yes M
High School Professional 34.76 Commercial 25310.00 17 Panel Truck
No 0.00 0 No 2 5453.00 1 1 Urban
197255933 0 7/19/1953 46 0 10 45626.16 No 183556.66 Yes F
High School Blue Collar 30.11 Private 14550.00 4 SUV
No 4758.00 2 No 0 3613.00 1 1 Urban
968751232 0 2/2/1939 60 3 14 75522.59 No 269975.73 Yes F
Bachelors Manager 9.74 Commercial 22140.00 10 Pickup
No 0.00 0 No 0 0.00 6 0 Urban
519603309 0 8/8/1952 47 0 16 33716.60 No 145021.06 Yes M
High School Clerical 44.63 Commercial 4870.00 13 Pickup
Yes 0.00 0 Yes 0 2128.73 1 1 Urban
151495494 0 9/15/1965 34 0 11 7805.53 No 0.00 Yes M
High School Student 32.90 Commercial 10840.00 4 Pickup
Yes 5804.00 3 No 4 0.00 1 0 Urban
926900130 0 8/12/1966 33 1 9 21124.29 Yes 0.00 No M
Bachelors Student 29.52 Private 5000.00 1 Pickup
Yes 0.00 0 No 0 0.00 10 0 Urban
287264722 0 9/26/1949 50 0 0 0.00 No 0.00 No F
High School Student 47.21 Private 6520.00 1 SUV
No 0.00 0 Yes 2 0.00 1 0 Rural
805276249 0 3/26/1979 20 0 8 4209.25 No 80789.56 No F
High School Clerical 23.08 Private 10570.00 1 SUV
No 0.00 0 No 4 4400.00 9 1 Urban
14332275 0 12/21/1956 42 0 9 124521.33 No 336516.41 No M
PhD Doctor 20.89 Private 18150.00 4 Minivan
Yes 0.00 0 No 4 0.00 15 0 Urban
873746806 0 2/22/1973 26 2 11 21442.92 No 116421.48 Yes M
< High School Clerical 18.60 Commercial 24280.00 6 Panel Truck
No 42208.00 1 Yes 5 45985.41 1 1 Rural
554490000 0 5/21/1942 57 0 8 66618.13 No 0.00 No M
Masters Lawyer 26.54 Private 18100.00 1 SUV
Yes 0.00 0 No 1 0.00 17 0 Urban
931221104 0 9/16/1965 34 0 0 0.00 No 0.00 No F
High School Home Maker 58.59 Private 26550.00 1 Pickup
No 33961.00 1 Yes 7 0.00 1 0 Rural
594819618 0 1/17/1960 39 1 13 97869.82 No 308323.98 Yes F
Masters Manager 38.05 Private 19670.00 3 Minivan
No 0.00 0 No 4 0.00 13 0 Urban
883074798 2 8/4/1956 43 2 12 62638.27 Yes 0.00 No F
Bachelors Professional 36.01 Commercial 23140.00 6 Pickup
No 7148.00 2 No 4 4665.00 11 1 Urban
848971280 0 10/4/1968 31 2 11 93703.43 No 257485.94 Yes F
High School Blue Collar 5.46 Commercial 29620.00 1 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
572435823 0 6/5/1956 43 0 14 104257.65 No 269355.86 Yes M
Bachelors Manager 18.72 Private 12500.00 1 Minivan
Yes 0.00 0 No 1 0.00 15 0 Urban
267262774 0 3/13/1934 65 0 17 52074.44 No 220576.11 Yes F
Masters Manager 28.10 Private 10010.00 1 Sports Car
No 0.00 0 No 0 0.00 22 0 Urban
298800248 0 2/27/1962 37 0 11 47554.22 No 150128.08 No F
High School Blue Collar 18.06 Private 18230.00 4 SUV
No 0.00 0 No 0 0.00 8 0 Rural
699659067 0 5/14/1949 50 0 10 60394.52 No 194332.11 Yes M
High School Blue Collar 41.40 Commercial 32720.00 13 Panel Truck
Yes 4896.00 1 No 2 0.00 5 0 Urban
823508688 0 6/21/1949 50 0 13 74365.84 No 264374.62 Yes F
Bachelors Professional 34.69 Private 25950.00 6 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
477927525 0 1/16/1964 35 2 7 25273.39 No 131583.64 Yes F
High School Clerical 19.13 Private 6740.00 4 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
538136251 0 11/27/1955 43 0 12 46914.65 No 0.00 No M
High School Clerical 52.42 Private 11310.00 1 Pickup
No 0.00 0 Yes 1 535.28 1 1 Urban
316703824 0 12/25/1954 44 0 13 40824.81 No 193318.52 Yes F
High School Clerical 23.27 Private 25570.00 9 SUV
No 1019.00 2 No 0 0.00 1 0 Urban
57270211 0 8/1/1942 57 0 9 26222.43 No 165896.48 Yes M
< High School Clerical 73.34 Private 6800.00 5 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
866014907 0 3/24/1949 50 0 14 38665.77 No 136024.80 Yes M
High School Professional 70.16 Private 26030.00 4 Minivan
No 0.00 0 No 3 0.00 5 0 Urban
565148583 0 7/27/1953 46 0 13 57322.60 No 0.00 No F
Bachelors Professional 17.13 Private 11830.00 1 SUV
No 5970.00 3 No 0 0.00 6 0 Urban
637531672 0 12/1/1958 40 0 13 54474.96 No 158491.36 Yes M
Bachelors Clerical 36.84 Private 18170.00 12 Van
Yes 0.00 0 No 0 0.00 11 0 Rural
659742958 0 10/5/1960 39 0 8 30119.34 No 157162.10 No F
< High School Blue Collar 11.76 Private 8410.00 7 SUV
No 35909.00 1 Yes 0 0.00 5 0 Urban
989631917 0 12/21/1954 44 0 0 0.00 No 0.00 Yes M
< High School Student 73.79 Private 15580.00 4 Minivan
Yes 0.00 0 No 2 0.00 6 0 Rural
728976743 0 5/11/1955 44 2 0 0.00 Yes 0.00 No F
PhD Doctor 39.46 Private 23570.00 1 Minivan
No 1380.00 3 No 3 3666.00 17 1 Urban
325809077 1 3/4/1963 36 2 11 132952.53 No 318006.71 Yes F
Masters Manager 41.63 Private 23840.00 10 Minivan
No 6808.00 2 No 4 0.00 23 0 Urban
155240688 0 1/7/1953 46 0 9 177831.88 No 471669.51 No M
PhD Doctor 54.17 Private 25240.00 3 Minivan
Yes 949.00 2 No 2 3845.00 14 1 Urban
911091980 0 6/18/1943 56 0 7 1336.31 No 108929.34 No M
Masters Manager 27.87 Private 17350.00 1 Van
Yes 0.00 0 No 0 0.00 12 0 Urban
801260359 0 11/25/1951 47 0 12 40874.81 No 179475.55 Yes M
Masters Professional 63.65 Private 21800.00 1 Van
Yes 3397.00 3 No 4 0.00 15 0 Urban
656567622 1 12/29/1955 43 1 13 78287.63 No 316436.17 Yes M
High School Professional 31.24 Private 15380.00 5 Minivan
Yes 0.00 0 No 1 4475.00 8 1 Urban
443254130 0 4/16/1949 50 0 10 216924.34 No 0.00 No F
PhD Lawyer 5.87 Private 6500.00 6 SUV
No 27369.00 2 Yes 5 7981.00 12 1 Urban
992927524 2 4/28/1962 37 3 0 0.00 No 0.00 Yes F
High School Student 37.54 Commercial 1500.00 6 SUV
No 17372.00 3 Yes 4 0.00 6 0 Rural
956452578 0 10/27/1963 36 2 12 115701.42 Yes 0.00 No M
Bachelors Manager 36.88 Private 17070.00 1 Minivan
Yes 6297.00 2 No 0 0.00 1 0 Urban
578571131 0 9/17/1961 38 0 9 30822.01 No 125424.35 No M
High School Clerical 33.48 Commercial 20060.00 1 Van
No 0.00 0 No 1 0.00 4 0 Urban
548740457 0 7/31/1951 48 0 0 0.00 No 0.00 Yes M
High School Student 48.25 Commercial 1500.00 4 Minivan
Yes 25494.00 3 Yes 6 2316.00 8 1 Urban
638742959 0 5/29/1949 50 0 12 180073.69 No 442648.52 Yes F
PhD Doctor 58.99 Private 35520.00 4 Sports Car
No 4657.00 3 No 6 5160.00 1 1 Urban
531858441 0 11/4/1952 47 0 10 36228.67 No 148632.95 No F
High School Clerical 48.20 Private 5120.00 6 SUV
No 0.00 0 Yes 0 0.00 1 0 Rural
109837109 1 10/17/1962 37 2 14 75605.27 No 215859.41 Yes F
Bachelors Blue Collar 60.52 Commercial 14430.00 9 SUV
No 0.00 0 No 1 0.00 13 0 Urban
146613590 2 10/9/1957 42 3 0 0.00 No 83970.12 Yes F
Bachelors Home Maker 5.00 Private 9240.00 4 Minivan
No 0.00 0 Yes 0 0.00 13 0 Urban
304108310 0 3/13/1957 42 0 10 6599.63 No 0.00 No F
Bachelors Home Maker 32.22 Private 4050.00 7 SUV
No 0.00 0 No 0 0.00 10 0 Urban
118045457 0 1/7/1939 60 0 14 41047.52 No 0.00 No M
Bachelors Manager 5.00 Private 8040.00 1 Minivan
No 0.00 0 No 0 0.00 4 0 Urban
817582283 0 9/16/1952 47 0 6 124519.90 No 352158.41 Yes M
Masters Lawyer 21.03 Private 22050.00 10 Minivan
Yes 0.00 0 No 3 0.00 9 0 Urban
462823578 0 1/23/1964 35 1 9 77179.02 Yes 0.00 No M
High School Blue Collar 33.66 Commercial 12720.00 10 Minivan
No 0.00 0 No 0 4966.00 4 1 Urban
649487880 0 11/30/1952 46 0 0 0.00 No 0.00 No F
< High School Home Maker 40.51 Private 6100.00 3 Sports Car
No 0.00 0 No 3 0.00 1 0 Rural
406043790 1 2/16/1956 43 2 14 71140.97 Yes 217600.44 No M
Bachelors Manager 35.61 Private 14010.00 13 Minivan
Yes 716.00 3 No 3 0.00 1 0 Urban
743343664 0 6/9/1960 39 0 12 59934.92 No 173336.81 Yes F
Bachelors Blue Collar 34.72 Commercial 7490.00 15 SUV
No 0.00 0 No 0 0.00 13 0 Urban
75005626 0 5/24/1958 41 0 9 18938.86 No 0.00 No M
< High School Blue Collar 50.15 Private 5600.00 6 Minivan
No 5171.00 4 No 4 3896.00 1 1 Urban
464550883 0 7/25/1955 44 0 0 0.00 No 0.00 No F
PhD Home Maker 25.99 Private 5900.00 7 SUV
No 8822.00 2 No 0 0.00 15 0 Urban
199954438 0 7/31/1948 51 0 11 48580.23 No 0.00 No F
Bachelors Professional 11.49 Private 21220.00 4 SUV
No 0.00 0 No 3 0.00 4 0 Rural
895283750 0 2/20/1960 39 0 11 108310.71 No 332472.94 Yes M
Bachelors Manager 43.05 Private 24550.00 4 Minivan
No 0.00 0 No 1 0.00 1 0 Urban
320360758 0 4/3/1975 24 0 12 12527.24 No 70593.89 Yes F
Bachelors Clerical 19.32 Private 13980.00 1 Minivan
Yes 0.00 0 No 0 0.00 7 0 Urban
260444103 0 4/10/1965 34 1 12 16838.64 No 76152.19 Yes M
< High School Clerical 36.67 Private 7340.00 4 Pickup
Yes 0.00 0 No 1 0.00 1 0 Urban
702751566 0 12/24/1948 50 0 12 98172.13 No 0.00 No F
Masters Lawyer 5.00 Private 16320.00 13 Minivan
No 0.00 0 No 3 0.00 20 0 Rural
462775314 0 6/30/1964 35 2 7 66662.48 No 206691.92 Yes F
High School Blue Collar 73.01 Commercial 11670.00 6 SUV
No 0.00 0 No 3 0.00 8 0 Rural
235241080 0 2/13/1960 39 2 15 79960.81 No 246845.54 Yes F
Bachelors Professional 41.28 Private 13400.00 4 SUV
No 3207.00 4 No 3 0.00 7 0 Urban
896533861 1 11/5/1958 41 2 0 0.00 No 0.00 Yes M
< High School Student 18.16 Private 1500.00 11 Minivan
Yes 0.00 0 No 1 0.00 8 0 Rural
750564536 0 4/16/1957 42 1 12 98514.96 Yes 289186.93 No F
Masters Lawyer 21.51 Private 15990.00 1 SUV
No 4208.00 1 No 4 23910.12 17 1 Urban
528286303 0 2/2/1958 41 0 11 48021.85 No 0.00 No F
Masters Home Maker 39.68 Private 11050.00 11 SUV
No 0.00 0 No 0 0.00 18 0 Urban
281621321 1 5/26/1963 36 2 12 131089.86 Yes 360637.91 No M
Bachelors Blue Collar 29.02 Commercial 32430.00 1 Panel Truck
Yes 6514.00 4 No 9 60846.53 9 1 Urban
401364122 0 5/12/1960 39 0 7 23551.40 No 0.00 No M
High School Clerical 39.39 Commercial 9200.00 10 Pickup
Yes 6632.00 3 No 4 6799.00 1 1 Urban
930441156 0 3/16/1962 37 0 7 61790.49 No 0.00 No M
High School Blue Collar 32.20 Commercial 13700.00 4 Minivan
No 7373.00 3 Yes 2 0.00 7 0 Urban
417888490 0 8/29/1962 37 0 10 91612.94 No 286673.53 No M
Bachelors Blue Collar 57.19 Commercial 14360.00 7 Minivan
Yes 0.00 0 No 0 0.00 13 0 Rural
405757241 0 9/22/1948 51 0 11 48333.39 No 147633.99 No F
High School Blue Collar 40.33 Commercial 11430.00 4 SUV
No 0.00 0 No 1 0.00 1 0 Rural
732359471 0 1/31/1943 56 0 10 229723.97 No 0.00 No F
PhD Manager 61.10 Commercial 42580.00 14 Panel Truck
No 0.00 0 No 2 0.00 23 0 Urban
906159781 0 4/19/1939 60 0 15 63191.95 No 254621.14 Yes M
PhD Lawyer 11.82 Private 13820.00 6 Minivan
Yes 7575.00 2 No 0 0.00 16 0 Urban
931739722 1 7/16/1953 46 0 13 83790.13 No 266851.54 Yes M
Bachelors Manager 52.64 Private 16450.00 6 SUV
No 5105.00 3 No 3 3542.00 10 1 Urban
847136592 0 10/6/1966 33 1 10 34191.95 Yes 0.00 No F
High School Blue Collar 21.61 Commercial 13670.00 1 SUV
No 0.00 0 No 0 0.00 7 0 Rural
114586827 1 5/2/1940 59 1 17 55165.28 No 225948.42 Yes F
Bachelors Professional 34.24 Private 14050.00 1 SUV
No 0.00 0 No 0 0.00 10 0 Rural
132564987 0 5/7/1943 56 0 14 22881.29 No 174662.80 Yes M
High School Blue Collar 18.84 Commercial 7100.00 1 Pickup
Yes 995.00 3 No 3 675.78 1 1 Urban
937289055 0 12/13/1959 39 0 11 15430.03 No 134171.66 No F
< High School Clerical 19.85 Private 6940.00 9 SUV
No 0.00 0 No 0 0.00 1 0 Rural
472584024 1 11/23/1957 41 2 13 111013.74 Yes 298205.04 No F
Masters Lawyer 34.59 Private 1500.00 6 SUV
No 20972.00 2 Yes 6 1639.00 17 1 Urban
305245799 0 9/20/1951 48 0 13 54028.21 No 193941.19 Yes F
Bachelors Home Maker 46.29 Private 6450.00 1 SUV
No 2755.00 2 No 0 754.52 7 1 Urban
623093701 0 4/16/1963 36 2 12 47060.19 No 175051.51 Yes F
Bachelors Clerical 32.38 Private 26170.00 10 Minivan
No 0.00 0 No 0 0.00 6 0 Urban
567139121 0 12/22/1951 47 0 0 0.00 No 0.00 No F
< High School Student 25.63 Private 6200.00 6 Sports Car
No 0.00 0 No 4 1550.00 1 1 Urban
844404167 0 12/27/1948 50 0 11 33575.48 No 175923.44 Yes M
High School Blue Collar 44.39 Commercial 12470.00 1 Minivan
No 3707.00 1 Yes 0 6050.00 7 1 Urban
634030352 0 10/11/1956 43 0 13 48247.88 No 188049.03 Yes M
Bachelors Blue Collar 73.62 Commercial 10620.00 4 Pickup
No 0.00 0 No 0 0.00 6 0 Rural
281126580 0 5/26/1940 59 0 14 43377.56 No 201956.81 Yes F
< High School Blue Collar 31.07 Private 1500.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Urban
771506938 0 5/24/1946 53 0 13 40382.85 No 203659.07 No M
Masters Lawyer 26.52 Private 10490.00 1 Pickup
No 8424.00 1 No 5 2389.00 11 1 Urban
750731752 0 2/7/1948 51 0 16 17398.40 No 165640.54 Yes M
Bachelors Professional 28.24 Private 23720.00 7 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
718607159 0 5/19/1957 42 1 7 75626.25 Yes 246952.49 No M
Bachelors Professional 34.59 Private 13260.00 6 Minivan
Yes 5754.00 5 No 0 0.00 8 0 Urban
163178776 0 12/31/1974 24 1 7 51504.77 No 201604.24 Yes F
Masters Manager 5.00 Private 8210.00 10 SUV
No 8401.00 1 No 0 0.00 16 0 Urban
835480391 0 3/23/1953 46 0 11 132292.38 No 386835.35 Yes F
Bachelors Manager 42.89 Private 31010.00 10 Pickup
No 0.00 0 No 3 0.00 1 0 Urban
283162482 0 1/25/1934 65 0 9 61058.71 No 229923.67 Yes M
Masters Lawyer 32.26 Private 14110.00 4 SUV
Yes 3628.00 2 No 3 0.00 18 0 Urban
34880842 0 6/24/1961 38 0 0 0.00 No 0.00 Yes F
< High School Student 21.65 Private 17680.00 10 Minivan
No 0.00 0 No 0 0.00 9 0 Urban
690735385 0 6/1/1950 49 0 14 45321.26 No 191422.57 Yes M
Masters Manager 32.71 Private 20120.00 1 Minivan
No 5996.00 3 No 4 0.00 13 0 Urban
740795986 0 5/29/1956 43 0 11 94757.86 No 236020.19 No M
Masters Professional 45.83 Private 15280.00 10 Minivan
Yes 0.00 0 No 0 0.00 20 0 Rural
83485213 0 1/7/1949 50 0 15 25103.64 No 110907.08 Yes F
< High School Blue Collar 21.29 Private 17340.00 17 Sports Car
No 0.00 0 No 1 0.00 1 0 Urban
523944897 0 4/28/1952 47 0 8 59135.39 No 197231.14 No F
High School Blue Collar 9.02 Commercial 6200.00 7 Sports Car
No 0.00 0 No 0 0.00 10 0 Urban
900417448 0 7/5/1942 57 0 15 44108.45 No 0.00 No F
High School Student 13.75 Private 18530.00 10 SUV
No 2056.00 2 No 0 4904.00 1 1 Urban
400158258 0 12/1/1960 38 0 9 141365.20 No 365296.75 No M
Bachelors Professional 42.98 Commercial 31140.00 6 Panel Truck
Yes 10976.00 2 No 0 0.00 10 0 Urban
347728998 2 3/20/1958 41 4 8 6351.80 No 0.00 Yes M
< High School Student 52.92 Private 12930.00 13 Minivan
No 5513.00 2 No 0 0.00 1 0 Urban
402500824 0 9/16/1961 38 2 10 35311.16 No 179004.09 Yes M
High School Blue Collar 35.13 Commercial 19510.00 11 Van
Yes 956.00 2 No 0 0.00 10 0 Urban
270381184 0 8/7/1950 49 0 7 109182.77 No 329559.78 Yes M
Masters Lawyer 67.16 Private 19590.00 10 Minivan
Yes 0.00 0 No 2 0.00 9 0 Urban
166923425 0 10/29/1952 47 0 0 0.00 No 0.00 No M
< High School Student 24.86 Private 6200.00 9 Pickup
No 25973.00 1 Yes 0 1305.00 5 1 Urban
89485818 1 10/3/1961 38 2 11 67347.00 No 240435.92 Yes F
Bachelors Blue Collar 79.26 Commercial 30180.00 10 SUV
No 0.00 0 No 3 0.00 9 0 Rural
545891845 0 2/25/1938 61 0 14 76875.25 No 0.00 No F
Masters Lawyer 38.71 Private 17740.00 10 Sports Car
No 6587.00 3 No 8 4435.00 1 1 Urban
377886788 1 7/17/1954 45 2 10 108150.98 Yes 0.00 No F
Bachelors Manager 49.85 Private 12320.00 11 Minivan
No 4746.00 2 No 0 5812.00 1 1 Urban
264521133 0 12/29/1956 42 0 5 13372.88 No 0.00 Yes F
Bachelors Student 5.00 Commercial 29730.00 10 Pickup
No 0.00 0 No 0 0.00 12 0 Urban
601458149 2 2/26/1954 45 3 7 65750.29 No 241790.69 Yes F
Masters Lawyer 5.00 Private 14980.00 9 SUV
No 20038.00 2 Yes 4 0.00 10 0 Urban
765597052 0 3/6/1964 35 2 11 55636.58 Yes 0.00 No F
High School Blue Collar 38.03 Commercial 22780.00 1 Sports Car
No 0.00 0 No 0 744.00 1 1 Urban
614476228 0 6/17/1942 57 0 12 157190.76 No 404985.68 Yes F
High School Blue Collar 19.46 Commercial 22920.00 6 Minivan
No 0.00 0 No 1 0.00 1 0 Urban
603486842 0 5/14/1951 48 0 16 203751.44 No 504143.96 Yes F
PhD Doctor 29.72 Private 26680.00 6 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
225287104 0 5/6/1948 51 0 12 67452.15 No 0.00 No F
High School Blue Collar 57.66 Commercial 21600.00 3 Sports Car
No 4075.00 3 No 4 5548.00 5 1 Urban
50401499 0 8/2/1952 47 0 14 80197.64 No 262211.56 No M
Bachelors Blue Collar 31.26 Commercial 14220.00 1 Minivan
Yes 0.00 0 No 0 0.00 9 0 Urban
172787086 0 2/10/1965 34 3 11 159559.28 No 387219.89 Yes M
Masters Manager 54.46 Private 42560.00 4 Minivan
No 0.00 0 No 0 0.00 21 0 Urban
867949022 0 12/2/1964 34 1 7 45084.59 Yes 157612.13 No F
High School Clerical 61.05 Private 28300.00 10 Minivan
No 8990.00 5 No 1 0.00 9 0 Urban
117266472 0 3/31/1948 51 0 0 0.00 No 0.00 No F
High School Home Maker 5.00 Private 16760.00 6 SUV
No 0.00 0 No 1 1618.00 4 1 Urban
650499609 0 2/3/1961 38 0 0 0.00 No 0.00 Yes F
Bachelors Student 28.98 Commercial 5300.00 1 Sports Car
No 8080.00 1 Yes 5 709.00 11 1 Urban
774160642 0 7/3/1945 54 0 8 217583.66 No 456526.01 Yes F
PhD Manager 28.75 Private 31180.00 11 Pickup
No 0.00 0 No 2 0.00 12 0 Urban
147127907 0 10/17/1967 32 1 9 89285.67 Yes 0.00 No F
High School Blue Collar 37.01 Commercial 4700.00 6 Sports Car
No 0.00 0 Yes 1 4376.30 9 1 Urban
591054441 0 11/22/1950 48 0 0 0.00 No 0.00 Yes M
High School Student 29.88 Commercial 10940.00 1 Pickup
Yes 0.00 0 No 0 1710.00 12 1 Rural
921144346 0 10/15/1939 60 3 17 6104.22 No 0.00 Yes F
Bachelors Student 31.39 Commercial 8540.00 1 SUV
No 0.00 0 No 0 4566.00 7 1 Rural
62643113 0 9/3/1947 52 0 14 126864.56 No 346248.79 No M
Masters Lawyer 16.49 Private 14440.00 1 Minivan
Yes 30341.00 3 No 1 0.00 15 0 Urban
319953478 0 11/14/1959 40 0 10 29498.58 No 129020.98 No F
High School Home Maker 23.37 Private 8450.00 14 SUV
No 0.00 0 No 0 0.00 1 0 Urban
37308080 1 5/6/1955 44 3 15 55989.28 No 153738.18 Yes M
High School Clerical 46.37 Commercial 7100.00 3 Pickup
Yes 0.00 0 No 0 0.00 3 0 Rural
601951429 0 2/4/1950 49 0 11 20116.22 No 145780.70 No F
Masters Home Maker 53.71 Private 20900.00 1 Sports Car
No 0.00 0 No 0 0.00 11 0 Rural
434532995 0 11/17/1967 32 1 15 69557.32 No 244290.80 Yes F
High School Blue Collar 46.51 Commercial 11660.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Rural
536885068 0 7/28/1953 46 0 7 82148.95 No 0.00 No M
Bachelors Blue Collar 18.74 Commercial 19980.00 7 Van
Yes 8054.00 2 No 0 8000.00 10 1 Urban
504537312 0 3/17/1949 50 0 12 58643.41 No 212459.04 Yes F
Bachelors Professional 32.75 Private 20680.00 15 Sports Car
No 0.00 0 No 2 0.00 8 0 Urban
985708958 0 6/17/1967 32 0 13 62506.77 No 175141.65 No F
Bachelors Blue Collar 47.78 Commercial 32090.00 3 Pickup
No 42535.00 3 No 5 0.00 1 0 Urban
310111738 0 10/9/1949 50 0 10 22365.11 No 131413.42 Yes F
High School Clerical 16.80 Private 6500.00 11 SUV
No 0.00 0 No 0 0.00 1 0 Rural
577158477 0 7/4/1960 39 0 10 70435.77 No 0.00 No M
Masters Professional 52.19 Private 12480.00 1 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
695023156 0 1/26/1962 37 0 11 39777.05 No 123004.01 No F
< High School Blue Collar 5.00 Private 13670.00 4 SUV
No 0.00 0 No 0 0.00 8 0 Rural
68774627 0 3/18/1963 36 3 0 0.00 No 111774.58 Yes F
< High School Home Maker 17.11 Private 5100.00 6 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
758550214 0 10/13/1946 53 0 13 35516.50 No 0.00 No F
High School Clerical 21.20 Private 21770.00 7 Minivan
No 1105.00 2 No 6 0.00 1 0 Urban
298154017 0 5/27/1949 50 0 14 31888.81 No 169899.31 Yes F
< High School Clerical 23.91 Private 11050.00 6 SUV
No 0.00 0 No 4 0.00 6 0 Rural
635477941 1 9/13/1962 37 1 10 65715.11 No 240441.29 Yes F
High School Blue Collar 32.23 Commercial 11770.00 4 SUV
No 0.00 0 No 0 0.00 9 0 Urban
532074764 0 12/9/1960 38 1 10 91424.48 Yes 247423.23 No F
Bachelors Professional 27.22 Private 14440.00 1 SUV
No 0.00 0 Yes 1 0.00 8 0 Urban
701944184 0 11/3/1950 49 0 12 120693.69 No 342406.99 No M
Masters Lawyer 37.87 Private 13800.00 3 Minivan
No 0.00 0 No 0 0.00 19 0 Urban
731266350 0 8/16/1945 54 0 16 63195.32 No 211881.88 Yes F
Bachelors Blue Collar 28.65 Commercial 11440.00 7 SUV
No 0.00 0 No 0 0.00 2 0 Urban
493243717 0 11/10/1950 49 0 8 39489.89 No 175057.49 No F
High School Professional 61.29 Private 5450.00 1 SUV
No 0.00 0 No 0 5871.00 1 1 Rural
634550076 0 1/1/1951 48 0 13 166906.57 No 450604.92 No F
Masters Lawyer 24.15 Private 22990.00 1 Minivan
No 0.00 0 No 2 0.00 7 0 Urban
177725355 0 3/3/1963 36 1 10 89508.70 No 265394.27 Yes M
Bachelors Professional 29.20 Private 30180.00 1 Minivan
No 5288.00 3 No 6 0.00 12 0 Urban
537608002 0 3/20/1964 35 1 6 17972.38 No 109055.94 Yes M
< High School Clerical 34.52 Private 14050.00 7 Minivan
Yes 6890.00 3 No 4 1050.00 1 1 Urban
330080571 0 1/19/1949 50 0 7 50899.08 No 0.00 No F
High School Blue Collar 55.46 Commercial 11590.00 10 SUV
No 0.00 0 No 3 27521.50 1 1 Urban
411815926 0 7/31/1946 53 0 12 46978.92 No 212162.56 No M
High School Blue Collar 23.89 Commercial 4580.00 10 Minivan
Yes 5011.00 2 No 1 8446.00 9 1 Urban
503363297 0 6/2/1961 38 2 8 47365.76 Yes 0.00 No F
High School Blue Collar 65.83 Commercial 6240.00 1 SUV
No 0.00 0 No 1 1803.94 6 1 Urban
845706926 0 7/8/1959 40 0 11 24189.19 No 100892.33 Yes F
< High School Clerical 14.07 Private 9510.00 6 Sports Car
No 3961.00 2 No 0 0.00 6 0 Urban
48564234 0 3/6/1967 32 2 14 37319.84 No 157137.26 Yes M
High School Blue Collar 40.08 Commercial 7600.00 6 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
807784716 0 1/27/1963 36 3 11 101575.11 Yes 282820.93 No M
Bachelors Professional 48.36 Private 5100.00 1 Minivan
Yes 2862.00 3 No 1 0.00 11 0 Urban
594043138 0 9/30/1971 28 1 7 21970.46 Yes 0.00 No M
< High School Blue Collar 60.42 Private 7950.00 10 Pickup
No 2004.00 3 No 3 9058.57 6 1 Urban
959771093 0 12/17/1952 46 0 7 38785.70 No 150823.78 No M
Bachelors Blue Collar 9.20 Commercial 10580.00 9 Minivan
Yes 0.00 0 No 2 0.00 7 0 Rural
500072966 0 2/9/1945 54 0 12 64422.66 No 216645.27 No M
PhD Doctor 20.49 Private 17350.00 1 Van
Yes 0.00 0 No 0 3591.00 16 1 Urban
321851610 0 6/15/1952 47 0 0 0.00 No 84486.13 No F
Bachelors Home Maker 31.62 Private 8140.00 10 Sports Car
No 41175.00 2 Yes 3 13720.43 1 1 Urban
138322127 0 12/22/1948 50 0 0 0.00 No 0.00 No F
< High School Home Maker 32.96 Private 9490.00 1 SUV
No 0.00 0 No 0 0.00 5 0 Rural
713564750 0 1/9/1958 41 2 16 35635.82 No 150462.28 Yes F
High School Clerical 42.37 Private 15120.00 6 Sports Car
No 5358.00 1 No 7 2219.00 1 1 Urban
686481815 0 10/28/1959 40 0 11 54416.61 No 192028.48 No M
High School Blue Collar 56.52 Private 22180.00 1 Minivan
Yes 0.00 0 No 2 0.00 7 0 Urban
349713149 0 8/29/1957 42 1 14 125243.20 No 360647.41 Yes F
Bachelors Blue Collar 52.10 Commercial 30390.00 6 Sports Car
No 0.00 0 No 2 0.00 13 0 Rural
41022073 0 11/3/1949 50 0 14 78510.19 No 232988.41 Yes F
< High School Clerical 63.53 Private 1500.00 6 Sports Car
No 0.00 0 No 0 0.00 3 0 Urban
387113644 0 9/7/1953 46 0 12 28995.89 No 137890.97 No F
High School Clerical 60.08 Private 9200.00 4 Minivan
No 0.00 0 No 1 6639.00 9 1 Urban
201299865 0 9/16/1963 36 3 12 17662.57 Yes 134465.66 No F
High School Home Maker 61.49 Private 20020.00 4 SUV
No 0.00 0 No 0 0.00 6 0 Rural
492349145 0 4/30/1976 23 3 12 14307.01 No 119409.03 Yes M
Bachelors Clerical 48.73 Private 2930.00 3 Minivan
No 0.00 0 No 4 4018.00 1 1 Urban
599426615 0 9/26/1947 52 0 7 33560.40 No 125085.76 Yes M
High School Clerical 26.22 Commercial 10060.00 6 Pickup
Yes 24301.00 1 No 0 0.00 9 0 Urban
808978598 0 9/24/1967 32 1 9 42017.68 No 124856.49 Yes F
Bachelors Professional 11.58 Private 18600.00 8 SUV
No 0.00 0 No 4 4746.00 8 1 Urban
109104767 0 7/26/1948 51 0 7 70194.73 No 269925.10 Yes M
Bachelors Manager 70.91 Private 18950.00 10 Van
No 0.00 0 No 2 0.00 8 0 Urban
557398026 0 11/17/1954 45 0 0 0.00 No 70232.35 Yes F
High School Home Maker 38.48 Private 23460.00 7 Minivan
No 0.00 0 No 2 0.00 1 0 Urban
407556242 1 2/16/1958 41 2 14 290845.78 No 682633.59 Yes F
Masters Manager 41.03 Commercial 43280.00 6 Panel Truck
No 4422.00 2 No 0 2908.00 18 1 Urban
792082979 0 6/23/1956 43 2 9 159442.61 No 423784.26 Yes M
Bachelors Professional 20.09 Private 21740.00 3 Van
Yes 4538.00 1 No 3 0.00 5 0 Urban
154793005 0 10/15/1945 54 0 13 72289.39 No 0.00 No M
< High School Blue Collar 44.06 Private 14130.00 7 Minivan
Yes 39793.00 2 Yes 5 0.00 1 0 Urban
27227013 1 7/26/1963 36 2 11 43680.19 No 164454.76 Yes F
High School Blue Collar 17.35 Commercial 10220.00 1 SUV
No 6121.00 2 No 0 3116.00 6 1 Urban
189442923 0 4/3/1949 50 0 12 4765.70 No 0.00 Yes M
< High School Student 32.77 Private 6980.00 6 Minivan
Yes 10506.00 1 No 0 0.00 4 0 Urban
333237097 0 7/8/1977 22 2 13 11047.21 Yes 0.00 No F
< High School Clerical 46.64 Private 18770.00 1 SUV
No 6996.00 1 No 0 5238.00 8 1 Urban
930187847 0 5/9/1942 57 0 15 20635.21 No 123810.43 Yes F
Bachelors Home Maker 32.91 Private 21110.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Rural
362586299 0 12/28/1964 34 1 10 14941.96 No 95763.94 Yes M
< High School Clerical 12.38 Commercial 12030.00 4 Pickup
Yes 9925.00 2 No 9 0.00 1 0 Urban
818714696 0 8/8/1955 44 0 13 89626.70 No 0.00 No M
Masters Lawyer 14.34 Private 14860.00 6 Minivan
Yes 0.00 0 No 0 0.00 17 0 Urban
838070021 0 10/20/1952 47 0 12 101498.38 No 0.00 No M
Masters Professional 50.94 Commercial 11770.00 10 Pickup
Yes 21063.00 1 Yes 6 0.00 12 0 Urban
737854258 0 3/5/1960 39 0 15 117244.48 No 326391.56 Yes F
Masters Lawyer 41.72 Private 17780.00 13 Sports Car
No 0.00 0 No 2 0.00 14 0 Urban
258327281 0 12/2/1962 36 0 13 69222.85 No 211405.63 Yes M
High School Manager 19.10 Private 15340.00 10 Minivan
No 0.00 0 No 2 0.00 11 0 Urban
1307371 0 8/9/1951 48 0 14 37853.74 No 158469.62 Yes F
Masters Lawyer 55.89 Private 17040.00 9 SUV
No 1245.00 3 No 6 0.00 16 0 Urban
321753992 0 8/11/1964 35 0 11 88298.32 No 246894.99 No F
Bachelors Manager 66.50 Private 24240.00 8 Pickup
No 0.00 0 No 3 0.00 19 0 Urban
516129796 1 11/23/1959 39 1 12 39642.52 No 218194.59 Yes M
Bachelors Clerical 37.66 Private 22810.00 6 Minivan
No 6656.00 2 No 0 4348.00 11 1 Urban
738856598 0 12/16/1953 45 1 13 66508.50 Yes 0.00 No F
Bachelors Clerical 43.57 Private 20120.00 4 Minivan
No 19698.00 3 No 5 0.00 16 0 Urban
752304401 0 7/4/1948 51 0 12 37611.14 No 153345.66 Yes F
High School Blue Collar 22.86 Private 1500.00 4 Sports Car
No 0.00 0 No 0 0.00 6 0 Urban
232639741 0 1/24/1946 53 0 7 98678.47 No 268734.23 Yes F
Bachelors Blue Collar 25.27 Private 11650.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
20796030 0 12/1/1937 61 0 10 106108.00 No 0.00 No M
Masters Manager 35.93 Private 25320.00 1 Pickup
Yes 0.00 0 No 0 0.00 16 0 Urban
521516849 1 9/23/1954 45 1 12 67218.14 No 245505.05 Yes F
Masters Lawyer 23.94 Private 28290.00 4 Minivan
No 2581.00 1 No 3 0.00 12 0 Urban
199869071 0 6/9/1952 47 0 11 28163.43 No 126124.81 No F
< High School Clerical 22.14 Private 4320.00 6 Sports Car
No 17368.00 2 Yes 0 7481.00 5 1 Urban
41072045 0 1/31/1952 47 0 11 56255.86 No 209158.18 Yes M
High School Blue Collar 25.23 Commercial 11830.00 4 Minivan
Yes 1381.00 2 No 1 0.00 1 0 Urban
305624210 0 9/27/1959 40 0 8 20753.12 No 165463.58 No F
High School Clerical 64.87 Private 8570.00 1 Sports Car
No 3068.00 3 No 4 8195.50 9 1 Urban
80263404 1 10/24/1955 44 2 14 8928.02 No 61306.00 Yes F
High School Home Maker 26.98 Private 6790.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Urban
311416263 0 6/13/1980 19 0 6 5335.63 No 0.00 No F
High School Clerical 25.94 Private 11650.00 6 Sports Car
Yes 1845.00 2 No 7 3808.00 1 1 Urban
784073262 0 7/28/1949 50 0 13 54873.33 No 217398.04 Yes F
High School Blue Collar 43.97 Commercial 16840.00 10 SUV
No 29181.00 2 Yes 5 0.00 11 0 Urban
94646508 0 11/16/1950 49 0 11 97622.52 No 277347.85 Yes M
Bachelors Professional 43.88 Private 16160.00 1 Minivan
No 0.00 0 No 0 0.00 8 0 Rural
78482464 0 4/12/1971 28 5 16 32509.00 No 149827.41 Yes F
< High School Clerical 38.73 Private 21200.00 11 Minivan
No 11240.00 4 Yes 0 0.00 3 0 Urban
296748541 0 12/22/1953 45 1 8 47389.47 Yes 204888.34 No F
Bachelors Home Maker 23.14 Private 26730.00 20 Pickup
No 0.00 0 No 2 0.00 9 0 Urban
828557184 0 3/2/1940 59 0 9 28817.72 No 153289.18 Yes F
Bachelors Home Maker 6.01 Private 29230.00 6 Pickup
No 0.00 0 No 1 0.00 1 0 Rural
237764523 0 1/21/1945 54 0 10 122772.54 No 0.00 No M
Bachelors Professional 44.15 Commercial 7590.00 1 Pickup
Yes 5517.00 4 No 3 1381.00 7 1 Urban
252881773 0 10/13/1948 51 0 11 93784.82 No 287311.15 Yes F
Masters Lawyer 30.95 Private 6600.00 1 SUV
No 1230.00 3 No 1 0.00 12 0 Urban
660254587 2 9/17/1960 39 2 11 138.16 Yes 0.00 No M
< High School Student 34.86 Private 7550.00 6 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
242848928 0 1/16/1947 52 0 9 22657.89 No 96532.09 Yes M
< High School Clerical 16.51 Commercial 30450.00 4 Panel Truck
Yes 5369.00 1 No 7 0.00 5 0 Urban
459453746 0 11/9/1950 49 0 11 39219.52 No 201871.68 No F
< High School Blue Collar 34.18 Commercial 16430.00 10 SUV
No 5161.00 1 No 11 4802.00 7 1 Urban
886328677 0 11/17/1947 52 0 11 51445.66 No 194927.55 Yes M
High School Manager 19.09 Private 13330.00 1 Minivan
Yes 0.00 0 Yes 2 0.00 7 0 Urban
140971425 0 9/23/1952 47 0 14 66523.75 No 0.00 No M
Bachelors Professional 56.34 Private 12850.00 3 Minivan
Yes 0.00 0 No 0 12023.80 12 1 Urban
419212551 0 6/14/1944 55 0 17 74026.94 No 292979.47 Yes F
Masters Lawyer 16.87 Private 9740.00 4 SUV
No 0.00 0 No 0 0.00 11 0 Urban
279799481 0 2/21/1960 39 0 14 93076.99 No 244763.76 Yes M
Bachelors Professional 28.64 Private 14710.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
359938601 0 2/23/1944 55 0 9 162584.84 No 436687.91 Yes F
PhD Doctor 12.05 Private 17760.00 7 SUV
No 0.00 0 No 2 0.00 20 0 Urban
868741586 0 12/9/1949 49 0 0 0.00 No 87080.42 Yes M
High School Student 68.65 Commercial 6400.00 1 Pickup
Yes 5032.00 3 No 7 1869.00 1 1 Urban
676247342 0 11/15/1951 48 0 13 38896.13 No 214165.29 Yes M
< High School Clerical 74.95 Private 10190.00 1 Pickup
Yes 0.00 0 No 1 0.00 1 0 Rural
183705567 0 3/29/1948 51 0 11 38668.30 No 0.00 No M
Bachelors Clerical 49.43 Private 1500.00 6 Minivan
Yes 31344.00 3 Yes 2 731.30 7 1 Rural
59878421 2 9/8/1942 57 3 14 106140.30 Yes 347575.85 No F
Masters Lawyer 39.13 Private 7200.00 4 SUV
No 0.00 0 Yes 4 7058.00 15 1 Urban
529619897 1 5/1/1959 40 3 15 2660.01 No 0.00 Yes M
< High School Student 47.73 Private 5770.00 4 Pickup
Yes 0.00 0 No 3 0.00 6 0 Rural
949833258 0 3/13/1964 35 0 7 64379.01 No 0.00 No M
Bachelors Blue Collar 87.73 Commercial 15030.00 1 Minivan
Yes 0.00 0 No 0 8351.00 12 1 Rural
635523304 0 3/9/1957 42 2 0 0.00 Yes 0.00 No M
< High School Student 48.90 Commercial 24600.00 1 Panel Truck
No 48684.00 1 Yes 0 0.00 7 0 Rural
912038950 0 1/7/1951 48 0 12 64133.34 No 243575.20 No F
High School Professional 34.49 Private 7910.00 4 SUV
No 0.00 0 No 0 0.00 8 0 Urban
172244375 0 8/12/1967 32 4 0 0.00 No 60950.08 Yes M
< High School Student 36.24 Commercial 9150.00 10 Pickup
Yes 0.00 0 No 4 1791.39 1 1 Urban
747246484 0 1/17/1943 56 0 14 142333.26 No 360296.40 Yes M
Bachelors Professional 24.98 Private 21330.00 1 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
256809062 0 1/15/1946 53 0 11 114178.61 No 310404.91 Yes M
Masters Manager 19.96 Private 23080.00 6 Minivan
No 0.00 0 No 4 0.00 16 0 Urban
726561765 0 10/13/1962 37 0 13 78340.51 No 0.00 No M
Bachelors Professional 47.16 Commercial 10890.00 4 Pickup
Yes 3857.00 4 No 2 2763.00 11 1 Urban
833213711 0 8/23/1957 42 0 7 58459.55 No 204258.82 No F
< High School Blue Collar 35.51 Private 20230.00 17 Minivan
No 0.00 0 No 1 0.00 4 0 Rural
751757909 0 6/27/1974 25 5 14 59895.73 No 224976.73 Yes F
Bachelors Clerical 29.59 Private 11780.00 1 SUV
No 30213.00 2 Yes 4 7563.00 7 1 Urban
583510882 0 6/20/1948 51 0 0 0.00 No 0.00 Yes M
High School Student 29.71 Commercial 19480.00 4 Van
No 0.00 0 No 0 0.00 8 0 Rural
158766557 0 10/4/1964 35 2 14 65102.49 No 233449.03 Yes F
Bachelors Blue Collar 10.98 Commercial 15120.00 13 SUV
No 19508.00 2 Yes 5 0.00 11 0 Urban
275426485 0 11/17/1944 55 0 6 48509.29 No 210146.41 Yes F
High School Blue Collar 31.08 Commercial 6400.00 13 SUV
No 9009.00 2 No 1 0.00 8 0 Urban
362850376 0 11/12/1951 48 0 0 0.00 No 0.00 Yes F
High School Student 46.80 Commercial 7380.00 17 SUV
No 4969.00 1 No 5 7008.00 10 1 Urban
128167873 0 5/6/1946 53 0 12 58318.70 No 206406.09 No M
Masters Lawyer 13.22 Private 12630.00 4 Minivan
Yes 4582.00 2 No 5 0.00 15 0 Urban
270504566 0 8/13/1953 46 0 10 132560.33 No 319774.17 No M
Masters Lawyer 21.31 Private 14760.00 4 Minivan
Yes 0.00 0 No 4 0.00 11 0 Urban
204690473 0 6/20/1954 45 0 8 39471.57 No 111469.29 Yes M
High School Blue Collar 30.57 Private 2230.00 1 Minivan
Yes 0.00 0 No 5 0.00 9 0 Urban
193997858 0 6/30/1947 52 0 12 114635.28 No 321941.57 No M
High School Manager 30.00 Commercial 18160.00 10 Van
Yes 7202.00 3 No 3 0.00 1 0 Urban
256277152 0 10/22/1952 47 0 0 0.00 No 91949.07 No M
PhD Home Maker 51.73 Private 6200.00 6 Pickup
No 0.00 0 No 0 0.00 20 0 Urban
397105130 1 4/2/1960 39 2 14 30600.39 No 171976.40 Yes M
< High School Blue Collar 6.65 Commercial 12760.00 6 Minivan
Yes 0.00 0 Yes 3 0.00 6 0 Rural
796525268 0 12/16/1958 40 0 12 31311.30 No 153571.21 No M
High School Blue Collar 12.24 Commercial 8630.00 1 Minivan
Yes 0.00 0 No 1 0.00 1 0 Rural
208745896 0 10/10/1947 52 0 11 41366.97 No 198177.40 Yes M
High School Blue Collar 7.02 Commercial 10840.00 1 Pickup
Yes 0.00 0 No 2 15018.70 8 1 Urban
458441038 0 7/27/1951 48 0 10 112683.53 No 308936.61 No M
Masters Lawyer 38.31 Private 18060.00 11 Minivan
Yes 0.00 0 Yes 1 0.00 12 0 Urban
618603590 0 3/5/1952 47 0 10 53563.64 No 195598.35 Yes M
High School Blue Collar 28.63 Commercial 15420.00 9 Minivan
Yes 4608.00 2 No 0 0.00 1 0 Urban
212828205 0 4/23/1952 47 0 11 127129.50 No 369417.53 No M
Bachelors Professional 15.10 Commercial 18910.00 9 Van
Yes 0.00 0 No 0 0.00 5 0 Urban
203940003 0 2/11/1952 47 0 10 42473.85 No 151397.14 Yes F
Masters Professional 30.83 Private 13790.00 17 SUV
No 0.00 0 No 3 0.00 19 0 Urban
428787729 0 7/6/1952 47 0 7 97610.58 No 265827.86 Yes F
Bachelors Professional 11.95 Private 15960.00 7 SUV
No 808.00 1 No 0 0.00 1 0 Urban
862544054 0 11/9/1967 32 3 13 54463.90 Yes 197379.45 No F
Bachelors Clerical 34.32 Private 10150.00 3 SUV
No 6474.00 3 No 0 0.00 7 0 Urban
833179867 0 7/22/1949 50 0 16 90014.56 No 265404.56 Yes F
Masters Professional 49.16 Private 15500.00 10 Minivan
No 9082.00 1 No 0 0.00 15 0 Urban
77874375 0 2/12/1951 48 0 13 208667.21 No 482290.89 No M
PhD Manager 30.58 Commercial 24880.00 6 Panel Truck
No 12014.00 1 Yes 3 0.00 6 0 Urban
673320205 1 12/19/1943 55 1 17 83076.32 No 254659.94 Yes M
High School Professional 30.66 Private 13000.00 4 Minivan
No 22887.00 2 No 6 0.00 1 0 Urban
41376025 0 1/20/1946 53 0 13 44404.62 No 178233.01 Yes F
High School Clerical 24.38 Private 11240.00 1 Sports Car
No 29959.00 3 Yes 5 0.00 5 0 Urban
211002793 0 6/25/1971 28 3 0 0.00 Yes 0.00 No M
Bachelors Student 32.66 Commercial 3830.00 1 Minivan
Yes 4311.00 1 No 0 6914.00 12 1 Urban
742200775 0 10/28/1947 52 0 11 137357.09 No 327227.37 No F
Masters Lawyer 11.17 Private 17750.00 10 Minivan
No 0.00 0 No 0 0.00 18 0 Urban
773276018 0 4/26/1947 52 1 11 35681.07 Yes 0.00 No F
High School Blue Collar 27.71 Commercial 15210.00 3 SUV
No 0.00 0 No 1 0.00 6 0 Urban
665731103 0 11/29/1961 37 0 12 58561.39 No 182366.95 Yes M
Masters Lawyer 15.17 Private 5590.00 7 Minivan
Yes 2942.00 3 No 3 0.00 20 0 Urban
208718812 0 7/30/1948 51 0 7 63265.41 No 0.00 No M
High School Blue Collar 37.47 Private 17890.00 10 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
91779998 0 6/30/1964 35 1 12 31615.63 Yes 133918.26 No F
High School Clerical 46.92 Private 14430.00 1 SUV
No 0.00 0 Yes 0 0.00 7 0 Rural
802668981 0 3/11/1953 46 0 10 140919.41 No 365825.97 Yes F
Masters Lawyer 49.25 Private 22700.00 13 Minivan
No 0.00 0 No 2 0.00 10 0 Rural
941449901 0 1/12/1964 35 2 7 50871.57 No 190621.09 Yes F
High School Blue Collar 46.41 Commercial 14980.00 6 SUV
No 35500.00 1 Yes 0 4174.00 4 1 Urban
342060486 0 10/3/1948 51 0 0 0.00 No 0.00 Yes M
High School Student 33.61 Commercial 26580.00 7 Panel Truck
Yes 5921.00 5 No 0 3737.00 1 1 Urban
687348918 0 9/21/1945 54 0 6 52409.20 No 212451.65 No M
Bachelors Clerical 39.85 Private 12140.00 3 Pickup
Yes 1986.00 4 No 2 3351.00 7 1 Urban
295508006 0 6/6/1951 48 0 8 81389.50 No 247568.67 Yes F
Bachelors Professional 47.65 Private 14440.00 10 SUV
No 0.00 0 No 0 0.00 11 0 Urban
546761106 0 6/27/1946 53 0 11 55861.01 No 0.00 No M
< High School Blue Collar 11.77 Private 1500.00 6 Minivan
Yes 0.00 0 No 0 0.00 7 0 Urban
988086614 0 5/31/1953 46 0 11 56459.75 No 199878.77 Yes F
Bachelors Manager 5.00 Commercial 24120.00 6 Pickup
No 7688.00 4 No 3 0.00 7 0 Urban
740252220 0 5/23/1955 44 2 0 0.00 No 0.00 Yes M
High School Student 25.23 Private 15070.00 9 Minivan
Yes 0.00 0 No 2 2778.00 9 1 Rural
27615664 0 6/2/1957 42 2 13 118052.43 Yes 0.00 No F
Masters Lawyer 29.99 Private 28930.00 7 Sports Car
No 2568.00 2 No 0 0.00 14 0 Urban
654179975 0 7/16/1968 31 4 0 0.00 No 87889.22 Yes M
Masters Home Maker 66.32 Private 7860.00 6 SUV
No 1105.00 2 No 2 0.00 15 0 Rural
611794581 0 12/15/1939 59 0 14 110322.88 No 327486.19 Yes M
Bachelors Professional 9.99 Commercial 40760.00 15 Panel Truck
Yes 5169.00 2 No 4 0.00 13 0 Urban
310091630 0 4/2/1943 56 2 14 69098.20 No 224599.93 Yes F
Bachelors Professional 20.82 Private 11800.00 1 SUV
No 0.00 0 No 0 0.00 11 0 Urban
467598138 0 5/31/1963 36 2 13 76844.86 Yes 0.00 No F
High School Professional 33.91 Private 17420.00 6 Minivan
No 0.00 0 Yes 0 0.00 11 0 Rural
684167517 0 4/17/1949 50 0 12 78100.39 No 239999.64 Yes M
Masters Lawyer 27.84 Private 13380.00 25 Minivan
Yes 0.00 0 No 0 0.00 15 0 Urban
678962396 2 4/18/1959 40 2 15 40015.34 Yes 145020.56 No M
High School Blue Collar 15.31 Commercial 25120.00 1 Panel Truck
No 0.00 0 No 2 4274.00 1 1 Urban
187608911 0 10/7/1946 53 0 14 62404.50 No 225899.40 Yes M
High School Professional 39.03 Private 11400.00 14 Pickup
Yes 0.00 0 No 0 0.00 6 0 Urban
698216344 1 6/24/1958 41 2 13 7593.62 No 0.00 Yes F
< High School Student 56.85 Private 5600.00 7 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
474000400 0 2/19/1951 48 0 0 0.00 No 100591.64 No F
Masters Home Maker 19.89 Private 8470.00 6 Sports Car
No 21949.00 2 No 0 0.00 22 0 Urban
878765573 0 4/21/1953 46 0 12 38392.34 No 210038.61 Yes M
< High School Blue Collar 51.95 Private 9940.00 4 Pickup
Yes 5629.00 1 No 2 0.00 1 0 Urban
331898973 0 9/8/1960 39 2 13 79484.48 No 239903.55 Yes F
Bachelors Blue Collar 19.20 Commercial 5400.00 1 SUV
No 0.00 0 No 2 0.00 4 0 Rural
530173152 0 12/5/1942 56 0 9 132114.96 No 373190.70 Yes M
PhD Manager 15.61 Commercial 26770.00 1 Panel Truck
No 0.00 0 Yes 2 0.00 14 0 Urban
637643198 0 2/10/1951 48 0 15 185747.34 No 449553.34 Yes F
PhD Home Maker 11.80 Private 40260.00 4 Van
No 0.00 0 No 0 0.00 20 0 Urban
107074178 0 9/24/1938 61 0 11 80152.95 No 272445.16 No F
Masters Manager 31.51 Private 16370.00 9 Sports Car
No 0.00 0 No 0 2000.00 15 1 Urban
104317389 0 6/5/1942 57 0 14 135360.77 No 390682.14 Yes M
Masters Lawyer 40.88 Private 15040.00 4 Minivan
No 0.00 0 No 1 0.00 10 0 Rural
631867230 1 5/25/1957 42 1 9 34560.10 No 119625.98 Yes M
< High School Clerical 36.11 Private 21040.00 10 Minivan
Yes 0.00 0 No 2 0.00 7 0 Urban
128827399 0 7/12/1980 19 0 5 3871.04 No 76850.62 Yes F
High School Manager 48.81 Private 3790.00 3 SUV
No 5194.00 3 No 8 3854.00 5 1 Urban
741663347 0 11/17/1960 38 3 12 107958.32 Yes 273174.28 No F
Bachelors Professional 11.42 Private 24270.00 11 SUV
No 0.00 0 No 1 0.00 11 0 Urban
16259639 0 11/2/1960 39 2 12 52051.85 Yes 0.00 No F
Bachelors Manager 41.57 Private 12690.00 1 SUV
No 0.00 0 No 1 0.00 12 0 Urban
321690322 0 9/24/1953 46 0 3 116668.00 No 0.00 No F
Masters Professional 30.00 Private 31180.00 7 Pickup
No 0.00 0 No 1 0.00 12 0 Urban
585851502 0 8/12/1963 36 0 12 30883.87 No 184655.86 Yes F
High School Clerical 23.47 Private 11090.00 1 Sports Car
No 0.00 0 No 3 0.00 1 0 Rural
278306856 0 7/6/1966 33 1 11 56404.61 No 137033.99 Yes F
High School Manager 32.11 Private 29200.00 1 Pickup
No 21805.00 1 Yes 2 0.00 5 0 Urban
677998499 1 9/15/1958 41 1 14 57073.34 No 230870.50 Yes F
High School Professional 37.64 Private 18260.00 4 Sports Car
No 0.00 0 No 1 0.00 1 0 Urban
220428196 0 12/17/1969 29 1 14 51724.06 No 148689.31 Yes M
High School Professional 44.79 Commercial 10330.00 7 Pickup
No 0.00 0 Yes 2 4790.00 1 1 Urban
982263237 0 2/16/1942 57 0 9 97058.52 No 311131.28 Yes F
High School Professional 29.52 Private 15050.00 6 SUV
No 6713.00 3 No 0 2365.00 1 1 Rural
470683166 0 5/10/1960 39 0 10 116246.93 No 0.00 No M
Bachelors Blue Collar 24.98 Commercial 21380.00 1 Van
No 0.00 0 No 0 5563.00 8 1 Urban
253401913 0 7/25/1967 32 1 13 75512.47 Yes 0.00 No F
High School Manager 8.05 Private 20760.00 4 SUV
No 0.00 0 Yes 2 0.00 6 0 Urban
226980916 0 6/11/1947 52 0 14 31518.64 No 162052.12 Yes M
Bachelors Manager 33.25 Private 20740.00 6 Minivan
Yes 0.00 0 No 0 0.00 12 0 Urban
217804427 0 4/23/1963 36 3 14 27012.16 No 127688.72 Yes F
High School Clerical 30.27 Private 12410.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Rural
470130625 0 12/27/1942 56 0 12 137180.76 No 392070.35 Yes F
Bachelors Professional 46.90 Private 40260.00 4 SUV
No 0.00 0 No 1 0.00 7 0 Rural
506114012 0 3/3/1949 50 0 13 109950.17 No 293398.75 Yes F
PhD Doctor 45.22 Private 17500.00 6 SUV
No 0.00 0 No 0 0.00 15 0 Urban
187691973 0 1/31/1961 38 0 0 0.00 No 72863.68 Yes F
High School Home Maker 50.54 Private 22740.00 4 SUV
No 7171.00 2 No 0 0.00 9 0 Urban
667355215 0 11/26/1962 36 3 12 45589.58 No 172745.01 Yes F
High School Professional 9.28 Private 16650.00 3 SUV
No 0.00 0 No 0 13769.63 5 1 Urban
587450533 0 10/30/1948 51 0 9 94560.83 No 250521.02 No M
Masters Lawyer 23.70 Private 21710.00 4 Van
Yes 679.00 3 No 4 0.00 17 0 Urban
143062921 0 4/26/1968 31 1 12 22654.15 Yes 0.00 No F
< High School Blue Collar 38.29 Private 13330.00 1 SUV
No 0.00 0 Yes 2 0.00 6 0 Urban
208280446 0 2/27/1954 45 3 12 152562.59 No 455930.88 Yes M
Bachelors Manager 43.16 Private 19700.00 3 Minivan
Yes 0.00 0 No 0 0.00 7 0 Urban
649809932 0 11/8/1953 46 0 13 5014.93 No 105811.23 Yes M
< High School Blue Collar 44.75 Private 2690.00 1 Minivan
Yes 0.00 0 No 0 0.00 8 0 Urban
780883211 0 4/23/1957 42 0 11 36863.56 No 104135.57 Yes F
High School Clerical 29.01 Private 5700.00 6 SUV
No 5930.00 1 No 0 0.00 1 0 Urban
882554904 0 4/15/1955 44 0 9 138441.83 No 0.00 No F
Masters Lawyer 30.59 Private 19740.00 10 Pickup
No 0.00 0 No 0 0.00 12 0 Urban
9413261 0 11/10/1944 55 0 10 54877.49 No 0.00 No M
Bachelors Clerical 37.30 Commercial 42170.00 6 Panel Truck
Yes 0.00 0 Yes 0 1125.00 8 1 Urban
421079900 0 3/7/1951 48 1 3 80521.87 No 244551.77 Yes F
Bachelors Manager 15.90 Private 14350.00 1 SUV
No 0.00 0 No 2 0.00 1 0 Urban
737451303 0 6/26/1968 31 3 10 26605.84 Yes 0.00 No F
High School Student 27.48 Commercial 10890.00 1 SUV
No 4044.00 2 No 0 2394.00 9 1 Urban
988358143 0 6/8/1956 43 0 13 42768.19 No 183793.02 Yes M
Bachelors Manager 32.31 Private 10080.00 1 Minivan
Yes 0.00 0 No 0 0.00 8 0 Urban
16446925 0 9/13/1951 48 0 7 22361.91 No 127087.03 Yes M
< High School Clerical 39.34 Private 27160.00 3 Minivan
Yes 22906.00 1 Yes 0 0.00 1 0 Urban
873746806 0 2/22/1973 26 2 11 21442.92 No 116421.48 Yes M
< High School Clerical 33.13 Private 6240.00 1 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
486162046 0 3/22/1950 49 0 12 45470.94 No 170808.34 Yes F
Bachelors Clerical 13.56 Private 10670.00 1 SUV
No 0.00 0 No 0 0.00 7 0 Urban
928986116 0 9/21/1938 61 0 15 85553.87 No 272542.26 Yes M
Masters Lawyer 43.08 Private 19870.00 1 SUV
Yes 0.00 0 No 0 0.00 15 0 Urban
58001635 0 5/19/1959 40 3 13 120602.60 Yes 0.00 No M
PhD Doctor 15.70 Private 17560.00 10 Van
No 0.00 0 No 0 0.00 13 0 Urban
419976473 0 9/27/1942 57 0 12 97083.21 No 0.00 No F
Bachelors Professional 20.34 Private 18800.00 13 Minivan
No 4925.00 1 No 4 0.00 13 0 Urban
569134000 0 10/6/1951 48 0 6 14410.28 No 0.00 No F
< High School Clerical 27.49 Private 7740.00 7 SUV
No 1001.00 1 No 3 7203.76 1 1 Urban
121706213 0 5/22/1956 43 1 14 23215.44 No 80406.09 Yes F
High School Home Maker 33.24 Commercial 16530.00 4 Minivan
No 0.00 0 No 2 0.00 6 0 Rural
289313269 0 7/1/1958 41 0 13 96886.38 No 256415.76 Yes F
Bachelors Professional 12.93 Private 15290.00 1 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
972352732 0 7/28/1958 41 0 12 36448.87 No 0.00 Yes M
High School Student 37.02 Private 17900.00 6 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
831585855 0 3/16/1954 45 2 15 20652.98 No 140293.81 Yes F
< High School Clerical 23.71 Commercial 20720.00 1 Pickup
No 0.00 0 No 0 10689.70 6 1 Urban
852469481 0 12/4/1965 33 5 18 4561.78 No 55632.17 Yes M
High School Student 7.56 Commercial 9650.00 7 Pickup
Yes 0.00 0 No 4 0.00 9 0 Urban
820425739 0 7/15/1955 44 0 11 29929.34 No 124755.61 No M
High School Professional 41.30 Private 15320.00 4 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
513474624 0 12/29/1946 52 0 11 70197.55 No 239210.47 Yes M
Bachelors Blue Collar 41.13 Commercial 37810.00 6 Panel Truck
No 0.00 0 Yes 0 934.00 9 1 Urban
2885798 0 9/25/1952 47 0 15 57446.41 No 205309.79 Yes M
High School Professional 29.85 Commercial 25090.00 4 Panel Truck
No 0.00 0 No 1 5324.00 7 1 Urban
231947709 0 1/27/1961 38 2 0 0.00 Yes 93227.98 No F
< High School Home Maker 50.67 Private 9750.00 8 SUV
No 11093.00 3 No 7 4913.00 1 1 Urban
240336746 0 5/16/1942 57 2 16 86232.27 No 272326.14 Yes F
Masters Manager 7.78 Private 15820.00 9 SUV
No 0.00 0 No 0 0.00 15 0 Urban
986554544 0 10/29/1948 51 0 0 0.00 No 0.00 No M
PhD Doctor 28.67 Private 8310.00 6 Pickup
Yes 0.00 0 No 0 0.00 18 0 Urban
505246407 0 2/21/1946 53 0 13 69268.40 No 238235.72 Yes M
Bachelors Blue Collar 31.46 Commercial 13730.00 6 Minivan
No 23381.00 1 No 1 0.00 12 0 Urban
554193726 0 7/19/1959 40 0 9 103635.63 No 270622.63 Yes M
Bachelors Manager 46.61 Private 14070.00 7 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
374284502 0 2/19/1945 54 0 0 0.00 No 87155.55 Yes F
Masters Home Maker 36.27 Private 22350.00 6 SUV
No 0.00 0 No 0 0.00 9 0 Rural
528512018 1 12/7/1954 44 2 15 80140.31 No 233009.19 Yes M
Masters Professional 40.40 Private 13910.00 21 Minivan
No 0.00 0 No 3 0.00 15 0 Urban
873552637 0 5/11/1943 56 0 4 42234.63 No 145837.08 Yes F
High School Clerical 40.24 Private 5720.00 13 Sports Car
No 8901.00 2 No 0 0.00 7 0 Urban
988854727 0 5/24/1967 32 4 11 16976.10 No 0.00 Yes F
< High School Student 25.02 Private 6640.00 1 SUV
No 3468.00 1 No 0 0.00 5 0 Urban
893570319 0 4/29/1948 51 0 12 101211.84 No 0.00 No M
Bachelors Professional 43.33 Private 16720.00 6 Minivan
Yes 0.00 0 No 0 0.00 12 0 Urban
419009490 0 2/3/1959 40 1 9 90325.58 Yes 0.00 No M
Bachelors Blue Collar 32.54 Commercial 19380.00 3 Van
Yes 0.00 0 No 0 4392.00 7 1 Urban
739643429 0 11/11/1942 57 0 5 32033.03 No 167794.81 Yes F
Masters Home Maker 44.43 Private 18110.00 10 Sports Car
No 1575.00 2 No 7 5834.00 16 1 Urban
678910448 0 2/21/1965 34 1 12 62044.46 No 201347.28 Yes F
Bachelors Professional 37.08 Private 11100.00 17 SUV
No 0.00 0 No 0 0.00 7 0 Rural
324561319 0 12/7/1939 59 0 10 32856.63 No 0.00 No F
PhD Home Maker 29.39 Private 34470.00 1 Pickup
No 0.00 0 No 0 0.00 20 0 Rural
210751378 0 7/20/1949 50 0 13 53567.51 No 202687.36 Yes M
Bachelors Blue Collar 36.87 Commercial 22250.00 13 Minivan
No 0.00 0 No 0 0.00 7 0 Rural
547910569 0 4/1/1939 60 4 16 28633.54 No 151602.19 Yes M
< High School Clerical 16.95 Private 5730.00 1 Minivan
No 30480.00 2 Yes 5 470.52 5 1 Rural
869972677 0 2/16/1943 56 0 3 37351.82 No 0.00 No M
Masters Lawyer 40.02 Private 13910.00 7 Minivan
No 0.00 0 No 0 0.00 20 0 Rural
72803473 2 10/3/1938 61 4 19 158545.83 No 390219.07 Yes F
PhD Manager 24.39 Private 42680.00 10 SUV
No 4640.00 1 No 3 0.00 19 0 Urban
495742019 0 8/21/1961 38 0 13 42245.20 No 0.00 No F
High School Blue Collar 41.68 Commercial 20510.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Rural
430472212 1 8/30/1955 44 2 13 18564.39 Yes 117386.03 No F
< High School Clerical 12.01 Commercial 13850.00 16 Pickup
No 3828.00 3 No 3 2059.00 6 1 Urban
763745844 1 6/14/1959 40 2 16 75187.53 No 241181.58 Yes F
High School Blue Collar 24.63 Commercial 13020.00 10 SUV
No 44010.00 3 Yes 4 1436.17 6 1 Urban
727223664 0 2/12/1961 38 0 11 91951.54 No 282564.59 No M
Bachelors Professional 30.22 Commercial 17850.00 7 Van
No 0.00 0 No 0 0.00 3 0 Rural
964763388 0 6/3/1944 55 0 12 37793.60 No 0.00 No M
High School Home Maker 37.92 Private 17050.00 1 Minivan
No 39617.00 3 Yes 4 5631.00 1 1 Urban
533341484 0 2/23/1968 31 4 6 32837.81 No 117101.31 Yes M
< High School Clerical 24.18 Commercial 4600.00 4 Pickup
No 0.00 0 No 0 0.00 3 0 Rural
709445077 0 5/24/1958 41 0 6 180031.18 No 455994.88 Yes F
Bachelors Professional 24.98 Private 8440.00 8 SUV
No 0.00 0 No 0 0.00 7 0 Urban
5707989 0 3/29/1958 41 3 11 88425.91 Yes 0.00 No F
High School Blue Collar 9.37 Commercial 14440.00 4 SUV
No 6193.00 3 No 2 0.00 5 0 Rural
176017386 0 7/13/1952 47 0 12 48775.85 No 187090.35 Yes F
High School Blue Collar 5.00 Commercial 17910.00 6 SUV
No 0.00 0 No 2 0.00 1 0 Urban
255696249 0 9/10/1963 36 0 9 48740.56 No 210874.57 Yes F
High School Manager 48.22 Private 13230.00 6 SUV
No 0.00 0 No 0 0.00 1 0 Urban
153680870 1 3/18/1959 40 2 11 85272.80 Yes 257282.60 No F
Masters Lawyer 55.10 Private 19070.00 13 SUV
No 2907.00 2 No 5 4246.00 15 1 Urban
459216288 1 2/17/1936 63 1 11 54296.81 No 231033.00 Yes M
Bachelors Professional 36.08 Private 12150.00 4 Sports Car
Yes 0.00 0 No 0 2643.00 12 1 Urban
594690877 1 7/1/1954 45 1 11 105755.85 No 298160.98 Yes F
PhD Manager 35.59 Commercial 20520.00 6 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
63207789 0 2/6/1951 48 0 12 64916.02 No 282966.70 Yes M
Bachelors Blue Collar 18.12 Commercial 6200.00 4 Pickup
Yes 5893.00 1 No 6 0.00 11 0 Urban
142669423 0 3/13/1955 44 0 12 51278.64 No 200802.77 Yes M
< High School Blue Collar 52.48 Commercial 12200.00 3 Pickup
Yes 0.00 0 No 0 40941.35 1 1 Urban
424967789 0 10/13/1948 51 0 11 50172.70 No 186074.38 Yes F
High School Clerical 22.47 Private 11620.00 14 SUV
No 0.00 0 No 0 0.00 1 0 Urban
124334242 0 4/13/1950 49 0 12 73241.61 No 0.00 No F
Bachelors Home Maker 22.29 Private 13580.00 3 SUV
No 11479.00 1 No 4 0.00 14 0 Urban
315911975 0 12/6/1969 29 2 12 34599.80 No 113012.59 Yes M
High School Manager 20.30 Private 7860.00 3 Pickup
Yes 558.00 1 No 7 0.00 1 0 Urban
341750688 0 7/3/1952 47 0 10 80962.92 No 0.00 No F
PhD Doctor 34.78 Private 40240.00 6 Sports Car
No 0.00 0 No 0 0.00 13 0 Urban
631567336 0 6/19/1952 47 0 11 49564.58 No 0.00 No F
< High School Blue Collar 43.21 Private 11160.00 6 Minivan
No 4552.00 1 No 2 0.00 6 0 Urban
999138217 0 9/9/1946 53 0 16 109039.99 No 327237.36 Yes M
PhD Doctor 48.03 Private 28850.00 1 Minivan
Yes 0.00 0 No 1 0.00 15 0 Urban
414453994 0 9/6/1949 50 0 6 15905.36 No 0.00 Yes M
High School Student 20.06 Commercial 8090.00 1 Minivan
Yes 5672.00 2 No 3 5982.00 8 1 Urban
961197985 0 4/5/1955 44 2 0 0.00 No 0.00 Yes F
High School Student 22.14 Commercial 1500.00 6 SUV
No 11086.00 2 No 7 7539.00 9 1 Urban
65828173 0 10/17/1968 31 2 11 22987.87 Yes 0.00 No M
< High School Blue Collar 20.67 Private 4200.00 10 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
282076733 0 6/18/1950 49 0 11 776.18 No 108249.43 Yes F
Bachelors Home Maker 55.77 Private 12960.00 13 SUV
No 3116.00 2 Yes 0 2027.00 10 1 Urban
538753932 0 10/19/1947 52 0 12 197894.84 No 502062.72 Yes F
Bachelors Blue Collar 51.78 Commercial 27670.00 6 Sports Car
No 0.00 0 No 1 0.00 11 0 Urban
317830805 0 5/28/1944 55 0 13 64592.65 No 200725.30 Yes M
Masters Lawyer 26.99 Private 13460.00 6 Minivan
Yes 0.00 0 No 2 0.00 10 0 Urban
119377306 0 5/15/1955 44 0 10 46419.86 No 184408.68 No F
Masters Professional 50.77 Private 11010.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Urban
91828015 0 6/6/1962 37 0 13 89596.18 No 271298.08 Yes M
PhD Doctor 29.82 Private 14160.00 1 Minivan
Yes 1344.00 1 No 5 0.00 13 0 Urban
467793698 0 11/10/1967 32 3 17 51345.53 No 167535.62 Yes F
Bachelors Clerical 33.30 Private 16650.00 7 SUV
No 0.00 0 No 0 0.00 9 0 Rural
716749196 1 11/12/1959 40 1 13 61057.21 No 195866.12 Yes M
Bachelors Blue Collar 31.45 Commercial 5500.00 4 Minivan
Yes 0.00 0 No 1 0.00 6 0 Urban
328852626 0 7/27/1977 22 4 10 746.89 Yes 0.00 No M
Bachelors Student 14.52 Commercial 10070.00 9 Minivan
Yes 0.00 0 No 4 0.00 1 0 Urban
672049450 0 9/6/1948 51 0 12 97713.20 No 296751.71 No M
Bachelors Professional 28.80 Private 17750.00 1 Van
Yes 0.00 0 No 2 0.00 9 0 Urban
383985877 0 1/6/1943 56 0 13 222379.01 No 535687.29 Yes F
PhD Manager 36.91 Private 29340.00 1 Pickup
No 0.00 0 No 1 0.00 13 0 Urban
362866321 0 11/16/1944 55 0 15 59127.82 No 173782.27 Yes M
Bachelors Manager 58.73 Commercial 24130.00 6 Panel Truck
Yes 22302.00 1 No 1 0.00 8 0 Urban
409866880 0 6/6/1954 45 3 0 0.00 No 95329.65 Yes F
High School Home Maker 44.64 Private 6000.00 1 SUV
No 0.00 0 Yes 0 0.00 1 0 Rural
277875743 0 9/7/1964 35 2 14 14835.10 No 133338.42 Yes F
Bachelors Home Maker 28.93 Private 4110.00 6 SUV
No 0.00 0 Yes 0 0.00 7 0 Urban
341162899 0 5/3/1955 44 0 12 3984.94 No 66681.41 No M
High School Student 16.76 Private 15350.00 14 Minivan
No 0.00 0 No 0 0.00 11 0 Rural
444076869 0 6/11/1965 34 4 14 25535.12 No 99326.45 Yes F
< High School Clerical 44.86 Private 18270.00 1 SUV
No 30146.00 2 No 1 0.00 8 0 Urban
952659124 0 7/14/1938 61 0 15 47534.05 No 199888.37 Yes M
< High School Clerical 22.33 Private 12350.00 4 SUV
No 2414.00 1 No 0 4578.00 1 1 Urban
35003648 0 2/11/1963 36 2 9 12938.50 No 0.00 Yes F
High School Student 31.22 Commercial 15520.00 1 SUV
No 0.00 0 No 1 0.00 1 0 Rural
434062050 0 7/12/1965 34 1 13 37805.95 No 173129.96 Yes F
Bachelors Clerical 46.14 Private 3680.00 4 SUV
No 0.00 0 No 0 1324.00 8 1 Rural
576805641 0 6/1/1961 38 1 0 0.00 Yes 0.00 No F
High School Student 34.37 Commercial 16880.00 6 SUV
No 0.00 0 No 0 2437.00 12 1 Rural
2051592 0 5/31/1948 51 0 11 134582.17 No 371127.38 Yes M
Bachelors Professional 40.62 Commercial 30950.00 4 Panel Truck
Yes 0.00 0 No 1 6006.00 14 1 Urban
473040009 0 4/16/1959 40 0 11 67700.10 No 0.00 No F
High School Blue Collar 16.18 Commercial 12230.00 7 SUV
No 1429.00 3 No 7 5117.00 1 1 Urban
764869450 0 12/11/1956 42 3 16 113485.69 Yes 360227.48 No F
PhD Doctor 32.16 Private 17050.00 3 Minivan
No 0.00 0 No 1 0.00 14 0 Urban
459294600 0 1/7/1950 49 0 14 76778.09 No 209439.66 Yes F
Bachelors Home Maker 62.22 Private 6400.00 17 SUV
No 4324.00 3 No 5 0.00 5 0 Urban
685007141 1 2/26/1954 45 2 13 111560.43 Yes 0.00 No M
Masters Manager 28.36 Commercial 6000.00 4 Pickup
Yes 29150.00 2 Yes 4 1379.00 8 1 Urban
963920138 0 8/29/1957 42 2 13 1719.17 No 0.00 Yes F
High School Student 19.07 Commercial 10980.00 4 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
624484902 0 5/3/1953 46 0 8 46954.84 No 0.00 No F
High School Manager 14.39 Private 11140.00 4 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
352149949 0 12/18/1954 44 0 13 77576.30 No 261610.90 Yes M
Bachelors Blue Collar 47.88 Commercial 27810.00 4 Panel Truck
No 0.00 0 No 1 0.00 6 0 Urban
105861671 0 3/16/1949 50 0 9 58723.54 No 280436.03 Yes F
Bachelors Blue Collar 26.46 Commercial 23460.00 14 Minivan
No 0.00 0 No 2 0.00 7 0 Urban
653916577 0 9/24/1953 46 0 11 35361.77 No 0.00 No M
High School Clerical 8.24 Private 13140.00 7 Minivan
No 0.00 0 No 4 0.00 7 0 Urban
479902554 0 5/25/1971 28 1 0 0.00 Yes 0.00 No F
High School Home Maker 27.14 Private 15370.00 3 Sports Car
No 2747.00 1 No 4 2988.00 6 1 Urban
520453580 0 2/25/1940 59 0 15 40877.86 No 247146.50 Yes M
High School Clerical 11.08 Private 16470.00 10 Van
No 0.00 0 No 1 0.00 1 0 Rural
931672228 0 11/11/1964 35 2 10 71826.74 No 193298.37 Yes M
High School Blue Collar 46.12 Commercial 5000.00 1 Minivan
No 5406.00 2 No 3 5979.00 10 1 Urban
808765493 0 12/15/1944 54 0 10 171157.31 No 466984.11 Yes F
PhD Manager 39.37 Private 19900.00 3 SUV
No 0.00 0 No 0 0.00 14 0 Urban
577788426 0 7/7/1943 56 0 12 78290.55 No 0.00 No M
High School Blue Collar 38.30 Commercial 24010.00 11 Panel Truck
Yes 11445.00 3 No 5 16852.81 1 1 Urban
240947606 0 8/14/1956 43 2 13 27683.56 No 121309.58 Yes M
Masters Lawyer 11.47 Private 13250.00 10 Minivan
Yes 0.00 0 No 0 0.00 10 0 Urban
561763896 0 7/11/1958 41 1 13 69777.31 No 231277.52 Yes F
Bachelors Manager 24.90 Private 12980.00 1 Minivan
No 0.00 0 No 4 2391.00 10 1 Urban
490586133 0 2/18/1956 43 2 10 21188.82 No 130493.91 Yes F
< High School Clerical 46.60 Private 30330.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Urban
791755704 0 5/23/1946 53 0 0 0.00 No 0.00 Yes F
High School Student 21.61 Commercial 40100.00 7 Panel Truck
No 27795.00 2 Yes 2 5725.00 4 1 Urban
182715413 0 4/28/1958 41 0 0 0.00 No 0.00 Yes F
High School Student 12.59 Private 11320.00 4 SUV
No 0.00 0 No 0 0.00 5 0 Rural
320947832 0 11/19/1958 40 1 7 34511.63 Yes 0.00 No M
High School Blue Collar 51.47 Commercial 8950.00 6 Pickup
No 4955.00 1 No 7 4696.00 1 1 Urban
494605564 0 7/27/1959 40 2 12 19984.05 No 129312.81 Yes M
< High School Clerical 41.27 Private 5500.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
681522668 0 12/13/1945 53 0 11 47263.90 No 215248.89 Yes M
Bachelors Professional 36.07 Private 11530.00 10 Pickup
No 0.00 0 No 2 0.00 11 0 Urban
944513859 0 2/4/1943 56 0 9 91557.63 No 294494.50 No M
< High School Blue Collar 70.21 Commercial 29110.00 10 Panel Truck
Yes 0.00 0 No 2 0.00 5 0 Rural
812887695 0 8/11/1960 39 0 13 3241.13 No 100092.81 Yes F
< High School Home Maker 16.31 Private 5720.00 1 SUV
No 0.00 0 No 0 3125.00 6 1 Urban
992334492 0 10/30/1958 41 0 13 62802.58 No 180930.51 Yes M
Bachelors Professional 17.02 Commercial 17610.00 7 Van
No 0.00 0 No 0 0.00 9 0 Rural
595361871 0 11/30/1963 35 2 14 114506.02 Yes 293583.34 No F
PhD Lawyer 54.05 Private 16450.00 3 Minivan
No 11156.00 2 No 2 5689.00 16 1 Urban
991962838 0 1/29/1959 40 3 13 57137.23 No 197881.62 Yes F
Bachelors Blue Collar 24.40 Commercial 21520.00 6 Minivan
No 0.00 0 No 0 0.00 9 0 Rural
781268892 0 4/26/1981 18 2 14 478.67 No 0.00 Yes F
High School Student 19.56 Private 7940.00 6 Sports Car
Yes 4922.00 3 No 4 2927.00 9 1 Urban
588705788 0 7/18/1976 23 0 9 34811.00 No 0.00 No M
PhD Manager 27.37 Private 15620.00 1 Minivan
Yes 7170.00 3 No 1 0.00 23 0 Urban
510069049 1 3/30/1962 37 3 11 49500.46 Yes 178996.85 No M
< High School Clerical 5.00 Private 6450.00 17 Pickup
Yes 999.00 3 No 2 0.00 7 0 Urban
951365712 0 10/14/1956 43 0 14 35647.28 No 194535.81 Yes F
High School Clerical 58.20 Private 14250.00 1 SUV
No 0.00 0 No 0 0.00 8 0 Rural
320090672 0 3/23/1962 37 0 9 136305.84 No 0.00 No M
Masters Professional 64.46 Private 11640.00 1 Pickup
No 8939.00 3 No 4 0.00 16 0 Urban
247388076 0 5/29/1946 53 0 14 122959.12 No 342425.89 No M
PhD Doctor 33.39 Private 21830.00 7 Van
Yes 0.00 0 No 0 0.00 20 0 Urban
424021867 3 9/20/1954 45 3 15 32089.13 No 156060.18 Yes M
< High School Clerical 34.24 Commercial 9210.00 1 Pickup
Yes 5823.00 1 No 5 0.00 1 0 Urban
114964671 0 9/23/1943 56 0 12 138172.84 No 0.00 No M
PhD Doctor 29.07 Private 15370.00 1 Minivan
Yes 7876.00 3 No 3 0.00 7 0 Urban
386518484 0 1/5/1956 43 0 11 40754.36 No 160596.70 Yes M
Bachelors Professional 21.46 Commercial 9880.00 4 Pickup
No 0.00 0 No 2 595.00 9 1 Urban
833179867 0 7/22/1949 50 0 16 90014.56 No 265404.56 Yes F
Masters Professional 49.16 Private 6500.00 1 SUV
No 41886.00 1 No 2 0.00 15 0 Urban
243826720 0 3/17/1949 50 0 12 88483.91 No 277534.86 Yes F
Bachelors Blue Collar 41.72 Commercial 10350.00 1 Minivan
No 3068.00 2 No 4 0.00 12 0 Urban
681505223 0 5/9/1951 48 0 8 134646.43 No 359802.55 Yes F
Masters Lawyer 27.91 Private 20660.00 7 Pickup
No 0.00 0 No 2 0.00 10 0 Urban
931672228 0 11/11/1964 35 2 10 71826.74 No 193298.37 Yes M
High School Blue Collar 46.12 Commercial 22460.00 3 Van
No 6029.00 1 No 7 2964.00 10 1 Urban
836327300 1 10/2/1957 42 3 16 39301.81 Yes 146364.76 No F
High School Clerical 36.90 Private 5700.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Urban
589304343 0 10/4/1954 45 0 13 65441.93 No 209679.25 No M
High School Blue Collar 33.48 Commercial 22420.00 1 Van
Yes 27497.00 1 Yes 1 3396.00 8 1 Urban
513441767 0 7/26/1966 33 2 0 0.00 Yes 0.00 No M
High School Student 10.02 Commercial 13930.00 10 Minivan
Yes 2711.00 2 No 5 4910.00 10 1 Urban
710024395 0 11/24/1954 44 1 17 9189.20 No 73828.40 Yes F
< High School Clerical 33.12 Private 6820.00 9 SUV
No 0.00 0 No 2 0.00 6 0 Urban
311775704 0 3/16/1943 56 0 12 69620.45 No 0.00 No F
Masters Lawyer 38.07 Private 21940.00 1 Minivan
No 0.00 0 No 3 0.00 7 0 Urban
798945866 0 1/23/1977 22 3 10 3461.45 Yes 0.00 No M
High School Student 13.49 Commercial 9360.00 1 Pickup
No 0.00 0 No 7 2444.00 7 1 Urban
307275145 0 4/18/1968 31 3 14 17838.83 No 96398.96 Yes F
< High School Clerical 63.76 Commercial 18780.00 3 Pickup
No 0.00 0 No 1 0.00 7 0 Rural
869504500 2 6/13/1958 41 2 0 0.00 Yes 0.00 No F
Masters Lawyer 18.57 Private 11100.00 1 Sports Car
No 0.00 0 Yes 3 1153.00 17 1 Urban
182991499 0 4/23/1942 57 0 9 38767.35 No 165359.90 Yes F
High School Blue Collar 58.75 Private 24620.00 1 Pickup
No 0.00 0 No 0 0.00 8 0 Urban
914372091 0 10/22/1954 45 0 11 118995.82 No 292222.40 Yes F
< High School Blue Collar 45.22 Private 19510.00 1 SUV
No 0.00 0 No 3 0.00 1 0 Urban
636364026 0 9/7/1948 51 0 11 51040.86 No 0.00 No F
Masters Lawyer 40.74 Private 20580.00 1 SUV
No 0.00 0 Yes 3 1107.00 17 1 Urban
42969177 0 8/23/1961 38 1 8 32724.54 No 178282.41 Yes F
Bachelors Blue Collar 5.00 Commercial 8570.00 4 SUV
No 0.00 0 No 0 0.00 13 0 Urban
591506346 2 7/30/1956 43 4 0 0.00 No 98245.35 Yes F
High School Home Maker 38.95 Private 14000.00 6 SUV
No 0.00 0 No 2 0.00 1 0 Rural
681971608 0 4/1/1958 41 0 13 57614.79 No 181310.29 Yes M
Bachelors Blue Collar 36.88 Commercial 18510.00 4 Van
Yes 9986.00 1 No 2 3698.00 9 1 Urban
122706769 1 6/19/1954 45 2 0 0.00 No 129814.23 Yes M
High School Student 87.32 Private 1500.00 7 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
986873992 0 10/10/1959 40 3 11 4026.44 Yes 0.00 No F
< High School Student 30.50 Private 5900.00 3 SUV
No 4006.00 1 No 3 0.00 1 0 Urban
941981940 1 8/28/1961 38 2 11 26263.35 No 125375.06 Yes F
High School Clerical 40.97 Private 5300.00 4 Sports Car
No 0.00 0 No 1 0.00 9 0 Urban
602318059 0 12/4/1957 41 0 11 111406.84 No 320419.65 Yes M
Masters Professional 32.78 Commercial 24130.00 6 Panel Truck
Yes 0.00 0 No 0 0.00 9 0 Urban
512406830 2 7/9/1955 44 4 0 0.00 No 0.00 Yes F
High School Student 45.66 Private 7030.00 4 SUV
No 0.00 0 No 2 0.00 9 0 Rural
136853516 0 3/28/1950 49 0 7 18141.96 No 118774.13 No M
< High School Clerical 29.39 Private 11900.00 6 Pickup
No 0.00 0 No 0 0.00 6 0 Rural
488795290 0 1/29/1969 30 4 0 0.00 No 62606.72 Yes F
High School Home Maker 39.67 Private 15210.00 10 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
956524459 0 9/26/1965 34 2 9 33538.08 Yes 0.00 No M
< High School Blue Collar 29.17 Commercial 16380.00 3 Van
Yes 7564.00 3 No 6 8622.52 1 1 Urban
686729960 0 12/4/1933 65 0 15 131232.00 No 374391.13 Yes M
Masters Lawyer 35.76 Private 15970.00 3 SUV
Yes 0.00 0 No 0 0.00 19 0 Urban
494673239 0 7/24/1951 48 0 14 51981.59 No 169671.78 Yes F
Bachelors Professional 5.00 Private 23390.00 1 Sports Car
No 38267.00 3 Yes 5 0.00 5 0 Urban
484653729 0 1/26/1942 57 0 12 70400.29 No 0.00 No M
Bachelors Manager 15.76 Commercial 30390.00 17 Panel Truck
No 0.00 0 No 0 5097.00 10 1 Urban
821520110 0 6/16/1954 45 0 14 116602.92 No 339739.62 Yes F
Masters Manager 36.64 Private 23860.00 1 Minivan
No 0.00 0 Yes 0 0.00 14 0 Urban
442774263 0 3/13/1957 42 0 5 36330.49 No 185623.81 Yes M
High School Clerical 27.44 Private 15250.00 4 Minivan
Yes 0.00 0 No 0 0.00 11 0 Rural
576491739 0 1/16/1938 61 0 11 75911.87 No 274531.30 Yes M
PhD Manager 6.13 Private 16900.00 1 Sports Car
Yes 0.00 0 No 0 0.00 14 0 Urban
895618201 0 12/18/1947 51 0 12 105936.13 No 297380.63 Yes F
PhD Doctor 57.55 Private 6600.00 1 SUV
No 8112.00 4 No 0 0.00 16 0 Urban
541204921 0 9/8/1953 46 0 8 73871.58 No 245877.50 Yes F
Masters Lawyer 42.80 Private 25510.00 4 Minivan
No 0.00 0 No 1 0.00 16 0 Rural
237479021 1 7/30/1936 63 1 14 69277.16 No 209786.66 Yes F
Bachelors Professional 39.04 Private 14730.00 9 SUV
No 0.00 0 No 0 0.00 11 0 Rural
655855546 0 11/8/1950 49 0 13 51676.53 No 0.00 No M
High School Blue Collar 31.89 Commercial 19390.00 6 Van
Yes 0.00 0 No 2 3642.60 1 1 Urban
622727266 0 8/8/1941 58 0 14 12930.58 No 123551.19 Yes F
High School Home Maker 38.74 Private 18110.00 1 SUV
No 0.00 0 Yes 0 0.00 6 0 Rural
779492973 0 3/10/1966 33 3 13 34200.26 Yes 0.00 No M
High School Manager 14.36 Commercial 6610.00 4 Pickup
No 4502.00 1 No 6 0.00 1 0 Urban
449127613 0 11/7/1948 51 0 7 78328.97 No 255809.50 Yes F
Bachelors Blue Collar 14.66 Commercial 37070.00 4 Van
No 996.00 3 No 1 1264.00 11 1 Urban
240834910 0 6/6/1962 37 0 8 57891.55 No 169651.02 No M
High School Blue Collar 29.22 Commercial 15730.00 9 Minivan
Yes 0.00 0 No 0 0.00 10 0 Urban
562116386 0 10/8/1950 49 0 9 114679.14 No 342865.15 Yes M
Bachelors Manager 39.28 Commercial 17870.00 1 Van
No 0.00 0 No 0 0.00 11 0 Urban
621566024 0 7/26/1945 54 0 15 88232.59 No 260694.40 Yes M
Masters Lawyer 27.35 Private 10320.00 12 Pickup
Yes 15541.00 2 Yes 3 0.00 15 0 Urban
534700499 0 10/1/1944 55 0 14 61908.35 No 227344.93 Yes M
Masters Lawyer 43.43 Private 13190.00 1 Minivan
Yes 2371.00 3 No 1 0.00 12 0 Urban
887417708 0 8/3/1926 73 0 6 62664.27 No 0.00 No M
Bachelors Manager 33.14 Private 15070.00 1 Minivan
Yes 0.00 0 No 5 0.00 8 0 Urban
269977287 0 8/4/1954 45 0 8 144466.52 No 0.00 No F
Masters Manager 38.65 Private 24890.00 1 Minivan
No 0.00 0 No 0 0.00 19 0 Urban
233611730 0 7/7/1941 58 0 8 4333.72 No 0.00 No M
Bachelors Student 37.58 Commercial 7730.00 11 Pickup
Yes 3229.00 2 No 5 4906.00 13 1 Urban
926132274 0 3/24/1959 40 0 13 77047.03 No 239932.99 Yes M
Masters Lawyer 41.07 Private 13200.00 4 Minivan
No 20290.00 2 Yes 0 0.00 16 0 Urban
56102366 0 5/27/1946 53 0 13 86562.07 No 266574.81 Yes F
Masters Manager 5.00 Private 11900.00 17 SUV
No 0.00 0 No 0 0.00 14 0 Urban
796741043 1 2/24/1954 45 3 15 20765.10 No 0.00 Yes F
< High School Student 35.28 Private 15250.00 10 SUV
No 0.00 0 No 1 0.00 8 0 Urban
291961707 0 2/21/1952 47 0 8 36233.66 No 151413.69 Yes F
Bachelors Manager 30.69 Commercial 30870.00 4 Sports Car
No 0.00 0 No 3 0.00 5 0 Urban
622202543 0 1/3/1949 50 0 14 52751.81 No 168324.46 Yes M
Bachelors Blue Collar 81.88 Commercial 9670.00 6 Pickup
Yes 0.00 0 No 0 0.00 8 0 Rural
337669668 0 4/22/1951 48 0 13 131395.97 No 304657.55 Yes M
Masters Lawyer 5.00 Private 3080.00 6 Minivan
No 0.00 0 No 2 0.00 17 0 Urban
469064018 0 6/20/1971 28 1 0 0.00 Yes 0.00 No M
High School Student 13.74 Private 15580.00 1 Minivan
No 0.00 0 No 2 0.00 1 0 Urban
27283606 1 4/13/1959 40 1 13 71402.33 No 238348.85 Yes F
Masters Lawyer 43.96 Private 8640.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Rural
588735599 0 12/26/1954 44 2 16 42392.74 No 150360.74 Yes M
Bachelors Blue Collar 26.98 Commercial 20040.00 12 Van
Yes 0.00 0 No 0 0.00 13 0 Urban
550717937 3 3/9/1954 45 3 12 22737.63 Yes 0.00 No F
< High School Clerical 95.23 Private 13400.00 1 SUV
No 8935.00 3 No 4 0.00 1 0 Urban
707481140 0 8/25/1936 63 0 9 61023.00 No 224449.01 Yes M
Masters Lawyer 48.33 Private 26620.00 8 Minivan
No 0.00 0 No 5 0.00 13 0 Urban
209690435 0 9/12/1953 46 0 13 78005.14 No 267536.40 Yes F
Masters Lawyer 51.97 Private 16160.00 1 SUV
No 0.00 0 No 2 0.00 11 0 Urban
981294220 0 6/6/1974 25 1 11 23244.54 Yes 0.00 No M
High School Clerical 47.08 Private 7410.00 7 Pickup
Yes 965.00 2 No 4 5642.00 7 1 Urban
959594346 0 3/14/1956 43 0 13 116115.56 No 335494.47 Yes F
Masters Manager 11.63 Private 17640.00 1 SUV
No 0.00 0 No 0 0.00 18 0 Urban
126061188 1 8/14/1959 40 2 9 67295.36 No 220103.80 Yes F
Bachelors Blue Collar 44.42 Commercial 19620.00 14 Minivan
No 0.00 0 No 1 1618.76 12 1 Urban
195286517 0 3/24/1962 37 1 8 86371.99 No 256431.24 Yes M
PhD Manager 30.57 Private 14670.00 1 Minivan
Yes 32575.00 3 Yes 2 0.00 1 0 Urban
888150310 0 4/16/1942 57 0 9 50443.04 No 206150.02 Yes F
Masters Lawyer 23.88 Private 17960.00 4 SUV
No 0.00 0 No 0 0.00 19 0 Urban
467744532 0 9/1/1957 42 0 3 27901.78 No 128039.39 Yes M
< High School Clerical 31.11 Private 14710.00 6 Minivan
No 0.00 0 No 1 0.00 7 0 Urban
901412520 0 2/2/1966 33 1 12 12509.73 No 122648.58 Yes M
< High School Clerical 60.09 Private 6050.00 7 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
616849636 0 7/26/1969 30 0 8 57410.90 No 150043.56 No F
Masters Manager 30.58 Private 11280.00 9 SUV
No 3776.00 1 No 2 0.00 14 0 Urban
178507265 0 8/25/1961 38 2 9 122438.59 Yes 0.00 No M
Bachelors Blue Collar 32.19 Commercial 24900.00 9 Panel Truck
No 0.00 0 No 0 18855.93 11 1 Urban
837613639 0 3/18/1957 42 0 12 85425.68 No 243537.76 Yes M
Bachelors Professional 35.10 Commercial 10040.00 7 Pickup
Yes 0.00 0 No 0 0.00 12 0 Rural
490269648 0 1/7/1953 46 0 12 50112.27 No 185272.61 Yes M
Bachelors Manager 51.95 Private 14370.00 1 Minivan
Yes 2894.00 2 No 0 0.00 12 0 Urban
845296243 0 5/2/1952 47 0 13 10950.86 No 103160.43 Yes F
Bachelors Home Maker 37.42 Private 6200.00 4 SUV
No 1862.00 2 No 0 0.00 9 0 Urban
499594855 0 8/2/1958 41 2 0 0.00 No 0.00 Yes M
High School Student 43.15 Commercial 10950.00 9 Pickup
Yes 1050.00 3 No 0 0.00 1 0 Rural
233361667 0 12/4/1963 35 0 12 43222.34 No 199576.19 No M
Bachelors Professional 54.98 Private 1500.00 6 Minivan
Yes 0.00 0 No 0 0.00 15 0 Rural
689062140 0 4/10/1950 49 0 13 73909.61 No 250497.90 Yes M
Bachelors Blue Collar 61.53 Private 13790.00 7 Minivan
Yes 8827.00 4 No 6 0.00 8 0 Urban
806349764 0 4/24/1940 59 0 14 75714.45 No 221495.51 No M
Bachelors Professional 12.85 Private 17210.00 1 Van
No 0.00 0 Yes 0 0.00 6 0 Urban
672745912 0 11/28/1942 56 0 11 41300.59 No 216049.92 No M
Bachelors Clerical 53.73 Private 14310.00 1 Minivan
Yes 0.00 0 No 0 0.00 9 0 Rural
543971880 0 3/8/1945 54 0 14 89674.37 No 261646.19 Yes M
Masters Lawyer 54.62 Private 11230.00 13 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
81804431 1 7/13/1954 45 2 13 81255.11 Yes 231143.25 No F
High School Blue Collar 40.18 Private 15810.00 6 SUV
No 0.00 0 Yes 0 5951.00 1 1 Urban
749101224 1 3/2/1961 38 2 0 0.00 No 0.00 Yes M
High School Student 16.89 Commercial 5300.00 1 Minivan
Yes 2185.00 2 No 4 1897.00 5 1 Urban
341162899 0 5/3/1954 45 0 12 2887.30 No 0.00 No M
High School Student 33.33 Commercial 5800.00 4 Pickup
Yes 0.00 0 No 2 0.00 7 0 Urban
412509451 0 11/2/1959 40 0 12 31161.94 No 0.00 No F
< High School Blue Collar 9.11 Private 6100.00 6 Sports Car
No 10224.00 1 No 3 1737.00 1 1 Urban
606143934 0 3/3/1948 51 0 7 40316.27 No 0.00 No F
Masters Lawyer 43.94 Private 10630.00 7 SUV
No 0.00 0 Yes 3 0.00 1 0 Rural
373550207 1 8/12/1957 42 4 0 0.00 Yes 93310.74 No F
High School Student 51.33 Commercial 9090.00 16 SUV
No 6195.00 2 No 0 5400.00 1 1 Urban
526517149 0 7/16/1945 54 0 9 276354.35 No 0.00 No M
PhD Manager 26.42 Private 19570.00 6 Van
Yes 48993.00 1 Yes 0 0.00 10 0 Urban
501699878 0 12/31/1958 40 1 16 66986.74 No 236896.94 Yes F
Bachelors Manager 28.23 Private 12200.00 13 Sports Car
No 8216.00 3 No 6 0.00 11 0 Urban
632824663 0 3/10/1965 34 1 10 46770.60 Yes 181942.93 No M
Bachelors Blue Collar 13.46 Commercial 15250.00 10 Minivan
No 0.00 0 No 0 0.00 8 0 Urban
835340718 0 9/16/1951 48 0 9 77343.56 No 242830.23 No M
High School Blue Collar 11.74 Commercial 24680.00 7 Panel Truck
No 3319.00 3 No 2 6607.00 1 1 Urban
349350368 0 5/21/1947 52 0 9 40705.76 No 172715.33 Yes M
High School Professional 5.00 Commercial 26650.00 9 Panel Truck
No 0.00 0 No 0 0.00 1 0 Urban
627873239 0 3/12/1953 46 0 9 63989.59 No 228402.40 No M
High School Blue Collar 38.33 Commercial 8410.00 1 Pickup
Yes 13251.00 2 Yes 3 3281.00 10 1 Urban
120982530 0 2/28/1955 44 2 14 182620.05 No 470024.69 Yes F
PhD Doctor 24.32 Private 14670.00 10 SUV
No 0.00 0 No 2 0.00 18 0 Urban
360675457 0 10/18/1952 47 0 10 90801.58 No 300604.16 Yes F
High School Professional 15.71 Private 15280.00 7 SUV
No 0.00 0 No 2 0.00 6 0 Urban
29118224 0 11/28/1948 50 0 0 0.00 No 73209.67 Yes F
Masters Home Maker 26.85 Private 18080.00 4 SUV
No 0.00 0 No 0 0.00 18 0 Urban
545422306 0 6/12/1961 38 0 9 21001.46 No 110313.32 No F
High School Clerical 49.92 Private 14990.00 1 SUV
No 6055.00 1 No 5 2746.00 9 1 Urban
100830732 0 3/8/1957 42 2 13 7313.46 No 94968.88 Yes F
Bachelors Home Maker 24.68 Private 14300.00 17 SUV
No 27090.00 1 No 5 0.00 9 0 Urban
334919457 0 12/5/1943 55 0 12 45953.76 No 0.00 No F
High School Blue Collar 92.26 Private 7280.00 7 SUV
No 5252.00 2 No 0 0.00 1 0 Urban
323766565 0 9/19/1953 46 1 9 49680.26 Yes 228046.14 No M
Bachelors Blue Collar 49.55 Commercial 6100.00 3 Pickup
No 2986.00 3 No 0 7145.00 5 1 Urban
469491663 0 8/23/1945 54 0 6 52206.02 No 188402.74 Yes M
High School Blue Collar 36.19 Commercial 12120.00 4 Minivan
Yes 1520.00 3 No 8 5126.00 5 1 Urban
706306036 0 2/19/1944 55 0 13 240198.41 No 600591.12 Yes F
PhD Lawyer 30.77 Private 31020.00 1 Minivan
No 0.00 0 Yes 3 0.00 1 0 Urban
497331046 0 9/29/1953 46 0 10 68485.32 No 228015.57 No M
Bachelors Professional 12.63 Commercial 18820.00 16 Van
No 7848.00 1 No 0 5102.00 13 1 Urban
895391382 0 9/16/1970 29 0 0 0.00 No 0.00 Yes F
< High School Student 14.58 Private 4640.00 1 Sports Car
No 8658.00 2 No 2 0.00 5 0 Urban
294762574 0 1/31/1956 43 0 11 69071.02 No 214052.53 No M
High School Blue Collar 29.46 Commercial 13400.00 6 Minivan
No 0.00 0 No 1 2819.00 12 1 Urban
887285113 0 12/10/1948 50 0 11 93033.54 No 273493.35 No F
Masters Manager 30.13 Private 6600.00 1 Sports Car
No 7013.00 2 No 0 0.00 19 0 Urban
299469508 0 5/15/1962 37 0 9 102272.20 No 0.00 No F
Masters Manager 15.45 Private 8520.00 1 SUV
No 0.00 0 No 0 0.00 14 0 Urban
277451766 0 4/11/1953 46 1 17 45297.54 No 137040.66 Yes M
Masters Manager 8.40 Private 14660.00 6 Minivan
Yes 0.00 0 No 0 0.00 16 0 Urban
361828312 1 3/19/1960 39 2 0 0.00 No 87282.24 Yes F
High School Home Maker 26.82 Private 8490.00 1 SUV
No 0.00 0 No 0 0.00 6 0 Urban
464069884 0 12/16/1945 53 0 11 21665.48 No 178317.88 Yes F
< High School Blue Collar 39.52 Private 8970.00 6 SUV
No 0.00 0 No 3 0.00 4 0 Rural
5571922 0 7/20/1964 35 0 7 52277.36 No 208304.75 Yes M
High School Blue Collar 41.38 Commercial 26840.00 3 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
478240154 0 12/7/1958 40 1 12 41001.81 Yes 0.00 No F
< High School Clerical 46.67 Private 12090.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
164287398 3 2/23/1956 43 3 10 36436.20 Yes 0.00 No F
< High School Blue Collar 45.65 Private 31000.00 1 Pickup
No 0.00 0 Yes 5 7199.00 1 1 Urban
35225506 0 1/6/1965 34 3 17 17949.15 No 100772.78 Yes M
High School Blue Collar 65.26 Commercial 20060.00 17 Minivan
Yes 10821.00 4 No 6 0.00 10 0 Urban
643127734 0 8/2/1949 50 0 13 42226.34 No 211401.85 Yes F
High School Blue Collar 61.21 Commercial 6500.00 9 Sports Car
No 43963.00 2 Yes 0 4477.00 1 1 Urban
382334680 0 10/3/1964 35 0 8 96290.81 No 0.00 No F
Bachelors Blue Collar 46.26 Commercial 14320.00 15 SUV
No 3597.00 2 No 5 1700.00 5 1 Urban
175563953 0 10/21/1965 34 1 12 115617.36 No 257495.54 Yes M
Masters Professional 17.43 Private 13060.00 7 Minivan
Yes 0.00 0 No 0 0.00 18 0 Urban
748139140 0 8/13/1948 51 0 13 16818.37 No 113607.31 Yes M
< High School Clerical 19.23 Commercial 39520.00 6 Panel Truck
Yes 0.00 0 No 0 0.00 1 0 Urban
621184691 0 1/17/1961 38 3 9 45467.93 No 201165.72 Yes F
Bachelors Blue Collar 29.83 Commercial 30600.00 7 Pickup
No 38664.00 2 Yes 2 0.00 10 0 Urban
481902891 0 1/19/1940 59 0 11 35158.36 No 162721.63 Yes F
High School Clerical 22.89 Private 10920.00 1 SUV
No 0.00 0 No 0 0.00 7 0 Rural
12064672 1 10/2/1954 45 1 14 49557.00 No 189358.49 Yes F
Masters Lawyer 52.14 Private 10960.00 4 SUV
No 0.00 0 No 0 0.00 24 0 Urban
41744708 0 6/18/1946 53 0 12 34564.55 No 0.00 No F
High School Blue Collar 49.48 Commercial 31900.00 10 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
499092484 0 1/13/1946 53 0 12 32353.98 No 179565.83 Yes F
Bachelors Home Maker 64.36 Private 27550.00 1 Pickup
No 0.00 0 No 0 0.00 10 0 Rural
216677472 0 1/5/1963 36 3 12 62893.21 Yes 0.00 No M
Masters Lawyer 37.15 Private 13630.00 3 Minivan
Yes 0.00 0 No 0 0.00 17 0 Urban
641107587 0 10/28/1949 50 0 13 98890.48 No 288460.77 Yes M
Masters Lawyer 37.17 Private 34840.00 10 Minivan
Yes 0.00 0 Yes 0 0.00 17 0 Urban
244334448 0 2/14/1952 47 0 11 95183.98 No 306410.49 No M
Bachelors Professional 32.29 Commercial 9830.00 1 Pickup
Yes 0.00 0 No 0 0.00 2 0 Rural
426770568 0 4/8/1959 40 0 11 32264.97 No 0.00 No F
High School Clerical 46.50 Private 15850.00 1 Minivan
No 0.00 0 No 0 5105.00 1 1 Urban
92204311 0 10/11/1949 50 0 13 91955.82 No 302275.25 Yes M
Masters Lawyer 41.24 Private 18320.00 1 Minivan
Yes 0.00 0 No 0 0.00 15 0 Urban
535651754 0 8/3/1935 64 0 8 90354.12 No 280324.87 Yes M
Masters Lawyer 33.32 Private 16940.00 1 SUV
No 0.00 0 Yes 3 0.00 15 0 Urban
846904796 0 8/23/1960 39 3 14 51523.90 Yes 0.00 No F
< High School Blue Collar 41.31 Private 10550.00 4 SUV
No 8454.00 3 No 7 3857.00 1 1 Urban
520053066 0 11/1/1938 61 0 7 51428.45 No 242717.15 Yes M
< High School Blue Collar 8.14 Private 7700.00 6 Sports Car
Yes 14597.00 1 Yes 4 0.00 1 0 Rural
967096094 3 12/12/1962 36 3 10 60589.33 Yes 0.00 No F
Bachelors Professional 16.22 Private 11160.00 10 SUV
No 0.00 0 No 2 779.00 7 1 Urban
739530069 0 10/23/1961 38 0 7 2139.93 No 61482.30 No F
High School Home Maker 19.40 Private 7930.00 4 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
947782895 1 6/12/1957 42 2 13 39079.84 No 126088.34 Yes M
High School Clerical 11.79 Private 9610.00 1 Minivan
No 0.00 0 No 4 0.00 10 0 Rural
298201589 0 3/12/1956 43 0 11 45416.24 No 146898.63 Yes F
High School Blue Collar 14.67 Commercial 10340.00 1 Sports Car
No 0.00 0 No 3 9605.00 6 1 Urban
632067262 0 7/17/1944 55 0 15 73013.68 No 295578.92 Yes M
Masters Professional 5.00 Private 1500.00 13 Minivan
No 26544.00 2 Yes 0 0.00 13 0 Rural
60512183 1 1/22/1952 47 0 6 77884.91 No 234009.40 Yes F
Bachelors Manager 20.05 Commercial 19040.00 4 Minivan
No 0.00 0 No 0 0.00 15 0 Urban
401624808 0 7/15/1956 43 0 10 13076.75 No 0.00 No F
< High School Home Maker 21.79 Private 7110.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
387596331 0 1/28/1961 38 0 9 62290.45 No 223013.32 No F
Bachelors Blue Collar 21.65 Commercial 14640.00 11 Minivan
No 0.00 0 Yes 0 3667.00 9 1 Urban
320720333 0 10/24/1948 51 0 5 83967.27 No 215940.51 Yes M
Bachelors Professional 54.50 Private 19420.00 9 Minivan
No 2476.00 3 No 5 0.00 6 0 Urban
596890593 0 9/30/1965 34 3 0 0.00 Yes 0.00 No M
High School Student 43.80 Commercial 31810.00 6 Panel Truck
Yes 1157.00 3 No 0 8138.00 1 1 Urban
710640517 0 5/20/1950 49 0 11 172229.66 No 488497.20 Yes F
Bachelors Professional 16.84 Private 32320.00 7 SUV
No 0.00 0 No 0 0.00 8 0 Urban
498146968 0 6/29/1961 38 0 13 23711.39 No 0.00 No M
High School Clerical 24.14 Private 7670.00 10 Pickup
Yes 3158.00 3 No 5 5759.00 9 1 Urban
181478559 0 7/16/1954 45 0 15 65165.63 No 254585.85 Yes F
PhD Doctor 40.53 Private 11500.00 3 Sports Car
No 38411.00 1 Yes 0 5866.00 15 1 Urban
647189153 0 9/7/1951 48 0 11 64578.61 No 250108.52 No F
Bachelors Manager 30.01 Private 13140.00 13 SUV
No 7503.00 2 No 5 0.00 9 0 Urban
587381925 0 5/7/1958 41 0 11 51764.60 No 195291.61 No F
High School Professional 40.26 Private 5600.00 12 SUV
No 5259.00 1 No 5 0.00 1 0 Urban
284416137 0 2/2/1973 26 1 7 21825.79 No 114768.93 Yes F
High School Clerical 64.14 Private 3680.00 6 SUV
No 18428.00 1 Yes 5 0.00 9 0 Rural
694799672 0 2/24/1937 62 0 13 25406.87 No 151031.52 Yes M
High School Clerical 13.44 Private 12930.00 4 Sports Car
No 0.00 0 No 1 0.00 4 0 Urban
860210033 0 10/28/1951 48 0 0 0.00 No 0.00 No M
High School Student 53.82 Commercial 8750.00 4 Pickup
No 1058.00 2 No 6 0.00 9 0 Rural
956104436 0 8/27/1953 46 0 0 0.00 No 0.00 Yes F
< High School Student 57.20 Private 6420.00 4 SUV
No 0.00 0 No 0 0.00 6 0 Rural
670267876 1 12/3/1940 58 2 14 36625.85 Yes 0.00 No M
High School Blue Collar 34.47 Commercial 19790.00 3 Van
Yes 0.00 0 No 4 4629.00 10 1 Urban
591761636 0 2/15/1946 53 0 12 25972.11 No 97541.41 Yes F
High School Clerical 20.80 Private 10860.00 1 SUV
No 2457.00 2 No 4 4797.00 6 1 Urban
19613798 0 3/3/1959 40 0 11 62849.27 No 225933.59 Yes F
Bachelors Professional 40.89 Private 11780.00 1 Sports Car
No 0.00 0 No 3 3658.81 8 1 Urban
228483753 0 8/28/1949 50 0 13 172108.78 No 439996.39 Yes F
PhD Home Maker 49.69 Private 23710.00 3 Pickup
No 7348.00 2 No 0 0.00 9 0 Urban
468311605 0 11/7/1949 50 0 13 41240.34 No 187815.44 Yes F
High School Clerical 15.89 Private 24810.00 6 SUV
No 4053.00 3 No 0 0.00 1 0 Urban
146492809 0 5/11/1966 33 2 10 59473.21 No 203200.41 Yes F
High School Clerical 22.65 Private 10750.00 1 SUV
No 5676.00 2 No 4 0.00 9 0 Urban
960510830 1 12/27/1956 42 1 13 25859.99 No 102424.67 Yes F
High School Clerical 53.54 Private 7140.00 1 SUV
No 6983.00 2 No 5 0.00 9 0 Urban
657516250 0 6/29/1965 34 3 15 26777.01 Yes 0.00 No F
High School Clerical 5.00 Private 4900.00 3 Sports Car
No 1620.00 1 No 7 9769.45 6 1 Urban
461800201 0 8/5/1947 52 0 13 59496.33 No 214625.85 Yes F
Bachelors Professional 17.07 Private 14070.00 10 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
362490912 0 7/8/1964 35 0 9 19639.29 No 0.00 No F
High School Clerical 45.22 Private 20860.00 4 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
704518517 0 4/3/1950 49 0 15 23672.19 No 98437.33 Yes F
High School Clerical 68.04 Private 21530.00 4 Minivan
No 0.00 0 No 4 0.00 4 0 Rural
121978235 0 9/24/1959 40 0 10 59566.19 No 207187.33 No F
High School Blue Collar 14.98 Commercial 8260.00 13 SUV
No 0.00 0 No 1 1139.00 5 1 Urban
757463764 0 12/31/1951 47 0 14 50541.57 No 234379.22 Yes M
Bachelors Professional 51.62 Private 12340.00 1 Minivan
No 11471.00 2 No 0 0.00 8 0 Urban
187424871 0 12/18/1951 47 0 15 34131.97 No 147154.52 Yes F
High School Blue Collar 53.30 Commercial 9610.00 4 Minivan
No 5047.00 1 No 3 5479.00 8 1 Urban
961217357 1 10/8/1952 47 1 12 172090.58 No 374375.87 Yes M
PhD Manager 5.00 Commercial 23410.00 6 Panel Truck
Yes 0.00 0 No 0 0.00 16 0 Urban
414075321 1 5/31/1956 43 1 14 115960.42 Yes 0.00 No F
High School Blue Collar 17.20 Commercial 29570.00 17 Pickup
No 0.00 0 No 0 0.00 7 0 Rural
256031945 0 7/5/1948 51 0 10 83235.48 No 0.00 No M
Masters Manager 10.48 Commercial 30400.00 3 Panel Truck
Yes 0.00 0 No 0 0.00 11 0 Urban
231067135 0 4/20/1969 30 4 11 77207.22 Yes 318564.78 No F
Bachelors Blue Collar 34.43 Commercial 21160.00 10 SUV
No 35118.00 1 Yes 2 0.00 11 0 Urban
212393500 0 4/13/1955 44 3 12 118031.99 No 337903.53 Yes M
Bachelors Professional 23.44 Private 5900.00 1 Pickup
No 0.00 0 No 0 0.00 1 0 Rural
603409480 0 2/7/1940 59 0 11 40218.67 No 226112.60 Yes F
Bachelors Professional 21.32 Private 13820.00 4 SUV
No 0.00 0 No 1 0.00 10 0 Urban
849590952 0 8/24/1974 25 4 11 49575.55 Yes 160042.28 No F
Masters Manager 5.00 Private 6460.00 6 SUV
No 3862.00 2 No 1 2576.00 16 1 Urban
349512324 0 11/6/1947 52 0 11 123426.07 No 361687.91 Yes M
Bachelors Manager 34.51 Commercial 36200.00 1 Panel Truck
Yes 0.00 0 No 0 0.00 12 0 Urban
370878011 0 3/25/1973 26 1 11 42687.39 Yes 0.00 No F
High School Blue Collar 35.32 Commercial 17200.00 1 Minivan
No 0.00 0 No 6 4130.00 1 1 Urban
143755423 0 5/22/1945 54 0 12 228160.16 No 569361.01 No F
PhD Manager 20.76 Private 30490.00 4 Minivan
No 0.00 0 No 4 0.00 18 0 Urban
381092644 0 12/21/1940 58 0 11 178147.39 No 0.00 No M
Masters Lawyer 38.93 Private 1500.00 10 Minivan
No 0.00 0 No 0 0.00 17 0 Urban
288450206 0 3/30/1933 66 0 15 35095.22 No 200580.98 Yes M
Bachelors Manager 39.71 Private 25280.00 6 Pickup
No 2596.00 2 No 2 0.00 17 0 Urban
699677378 0 1/4/1961 38 0 8 83303.64 No 234493.06 Yes F
Bachelors Clerical 10.02 Private 16160.00 1 SUV
No 20337.00 2 Yes 3 0.00 17 0 Urban
43907272 0 8/18/1955 44 0 9 92022.27 No 232327.46 Yes M
Bachelors Blue Collar 39.77 Commercial 19090.00 13 Van
Yes 0.00 0 No 2 0.00 6 0 Rural
389054427 0 12/10/1972 26 2 12 41746.49 Yes 0.00 No M
High School Manager 41.02 Commercial 8270.00 10 Pickup
No 6081.00 4 No 0 3543.52 1 1 Urban
779542452 0 8/5/1960 39 1 12 80186.48 Yes 0.00 No F
Bachelors Professional 19.27 Private 14020.00 1 Minivan
No 6642.00 1 No 2 0.00 14 0 Urban
211999932 0 8/27/1957 42 1 13 126762.13 Yes 0.00 No F
PhD Doctor 53.95 Private 18380.00 10 SUV
No 5279.00 3 No 0 0.00 13 0 Urban
813209345 0 3/3/1953 46 0 10 70191.02 No 218830.68 Yes M
Bachelors Manager 29.79 Private 31500.00 4 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
463528048 0 4/18/1944 55 0 13 108409.00 No 307729.65 Yes M
Bachelors Blue Collar 56.15 Private 20260.00 10 Minivan
No 0.00 0 No 3 0.00 10 0 Urban
480584902 1 11/9/1963 36 2 12 95941.55 Yes 0.00 No F
Masters Manager 46.27 Private 14690.00 4 SUV
No 17070.00 2 Yes 6 2124.00 19 1 Urban
559557436 0 6/1/1949 50 0 1 76489.37 No 259139.20 Yes F
Masters Lawyer 33.19 Private 14150.00 1 SUV
No 0.00 0 No 4 0.00 13 0 Urban
506795126 0 7/16/1963 36 0 11 37868.63 No 160541.58 Yes F
Bachelors Clerical 13.23 Private 8890.00 4 SUV
No 0.00 0 No 1 0.00 7 0 Urban
626386365 0 4/6/1945 54 0 14 54438.55 No 199224.10 Yes M
Bachelors Professional 17.90 Commercial 22900.00 10 Panel Truck
Yes 0.00 0 No 0 0.00 11 0 Urban
747557690 0 8/5/1949 50 0 6 67487.60 No 206632.08 Yes M
Bachelors Manager 52.06 Private 17000.00 6 Minivan
No 0.00 0 No 2 0.00 6 0 Urban
313976839 0 3/13/1950 49 0 12 71511.58 No 0.00 No F
Masters Manager 26.62 Private 13550.00 1 Sports Car
No 0.00 0 No 0 0.00 18 0 Urban
422139546 0 5/15/1951 48 0 14 58291.05 No 244454.48 Yes M
Masters Lawyer 46.64 Private 16200.00 1 Minivan
Yes 4751.00 3 No 0 0.00 15 0 Urban
613111197 0 12/10/1944 54 0 14 70631.82 No 250306.71 Yes M
Bachelors Professional 56.17 Private 19750.00 4 Minivan
Yes 0.00 0 No 4 0.00 16 0 Rural
965145602 0 2/24/1941 58 0 14 213891.78 No 507584.47 Yes F
PhD Doctor 34.30 Private 28690.00 6 Minivan
No 0.00 0 No 0 0.00 17 0 Urban
623678383 0 1/8/1953 46 0 11 33913.79 No 0.00 No F
Bachelors Clerical 24.90 Commercial 16300.00 1 Van
No 0.00 0 No 1 0.00 8 0 Urban
589941468 0 5/21/1945 54 0 10 35090.23 No 188255.33 No F
High School Clerical 40.40 Private 14650.00 1 SUV
No 0.00 0 No 0 0.00 6 0 Rural
924192681 1 7/29/1962 37 2 10 110006.65 Yes 243815.73 No F
High School Blue Collar 43.95 Private 16200.00 4 SUV
No 0.00 0 No 4 0.00 6 0 Rural
83279162 0 6/19/1949 50 0 0 0.00 No 105910.47 Yes F
Masters Home Maker 25.41 Private 6500.00 1 Minivan
No 0.00 0 No 0 0.00 8 0 Rural
865309812 0 10/31/1953 46 0 13 33953.49 No 164541.77 Yes M
< High School Blue Collar 31.53 Private 12040.00 4 Minivan
Yes 0.00 0 No 0 2535.00 6 1 Urban
935373926 1 6/28/1960 39 1 13 13764.90 No 82223.10 Yes F
< High School Clerical 27.82 Private 22960.00 1 Minivan
No 0.00 0 No 0 3505.00 1 1 Urban
991218940 0 3/6/1949 50 0 15 51005.81 No 182511.83 No M
High School Blue Collar 51.77 Commercial 11600.00 1 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
806699134 0 6/28/1948 51 0 0 0.00 No 0.00 No F
< High School Home Maker 36.48 Private 7500.00 1 SUV
No 0.00 0 No 1 0.00 4 0 Rural
853397784 0 2/5/1968 31 2 13 9961.32 No 94727.47 Yes F
< High School Home Maker 52.52 Private 5860.00 1 SUV
No 0.00 0 Yes 0 0.00 4 0 Rural
527087402 0 10/15/1950 49 0 13 55446.92 No 0.00 No F
< High School Blue Collar 5.00 Private 13650.00 17 SUV
No 7062.00 3 No 0 1157.82 1 1 Urban
921318752 0 9/29/1954 45 0 8 40367.83 No 171247.71 Yes F
Bachelors Professional 37.13 Private 10040.00 1 SUV
No 0.00 0 No 0 0.00 8 0 Rural
803849526 0 11/9/1937 62 0 18 48349.72 No 241410.70 Yes F
Masters Professional 39.48 Private 16860.00 3 Sports Car
No 27425.00 3 No 0 0.00 16 0 Urban
601345223 0 11/2/1946 53 0 13 26428.78 No 163089.95 Yes F
< High School Blue Collar 41.70 Private 9440.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
752768207 0 6/22/1962 37 0 10 21484.45 No 0.00 No M
High School Clerical 34.63 Private 9780.00 10 Pickup
No 40648.00 3 Yes 2 0.00 1 0 Urban
462280428 0 10/21/1965 34 4 16 72641.16 No 230443.03 Yes M
Bachelors Clerical 14.52 Private 4800.00 6 Pickup
Yes 0.00 0 No 3 0.00 9 0 Urban
533351979 0 8/6/1954 45 0 11 53555.78 No 167504.65 Yes M
< High School Blue Collar 62.90 Commercial 21290.00 13 Van
Yes 0.00 0 No 0 0.00 1 0 Urban
790747427 0 2/7/1957 42 0 14 40479.77 No 164701.28 Yes M
Bachelors Clerical 71.05 Commercial 10830.00 6 Pickup
Yes 0.00 0 No 0 14811.10 13 1 Urban
25537181 0 11/13/1960 39 0 12 70862.01 No 225344.63 Yes M
Bachelors Blue Collar 48.02 Private 4740.00 6 Pickup
Yes 0.00 0 Yes 0 5005.00 6 1 Urban
179014507 0 2/23/1956 43 0 7 29435.11 No 0.00 No F
High School Clerical 36.90 Private 27500.00 4 Minivan
No 0.00 0 No 3 0.00 1 0 Rural
869972677 0 2/16/1943 56 0 3 37351.82 No 0.00 No M
Masters Lawyer 20.01 Private 13340.00 1 Minivan
Yes 0.00 0 No 1 0.00 20 0 Rural
924629937 0 8/15/1967 32 3 0 0.00 No 0.00 Yes F
Bachelors Home Maker 75.36 Private 4700.00 6 Sports Car
No 0.00 0 No 0 0.00 11 0 Rural
446952687 0 2/2/1955 44 2 14 23540.80 No 171927.75 Yes F
< High School Clerical 49.15 Private 6250.00 1 SUV
No 0.00 0 No 3 0.00 5 0 Urban
376805275 0 12/18/1941 57 0 14 100985.15 No 280767.75 Yes F
Masters Lawyer 8.40 Private 22710.00 6 SUV
No 4531.00 3 No 2 0.00 15 0 Urban
503597559 0 8/3/1967 32 3 0 0.00 No 64184.06 Yes F
Bachelors Home Maker 51.45 Private 13140.00 6 Sports Car
No 0.00 0 No 0 5273.00 4 1 Rural
458303466 0 10/9/1958 41 3 16 18350.88 No 0.00 Yes F
High School Student 30.25 Commercial 11720.00 7 Pickup
Yes 0.00 0 Yes 2 0.00 6 0 Urban
203404166 0 6/12/1980 19 3 11 5228.41 Yes 0.00 No F
High School Student 28.42 Commercial 15080.00 14 SUV
No 0.00 0 No 4 7085.00 10 1 Urban
773135844 0 5/26/1953 46 0 6 112465.07 No 0.00 No M
Masters Manager 36.29 Commercial 24330.00 1 Panel Truck
Yes 1401.00 1 No 0 5992.00 14 1 Urban
216600666 0 12/18/1948 50 0 13 81613.53 No 0.00 No M
Masters Lawyer 32.40 Private 21870.00 12 Minivan
No 0.00 0 No 5 0.00 16 0 Urban
412642631 0 11/30/1953 45 2 13 29754.30 Yes 0.00 No F
Masters Lawyer 12.24 Private 19350.00 10 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
55986085 0 9/17/1954 45 1 10 69411.14 Yes 0.00 No F
High School Blue Collar 33.86 Commercial 12940.00 7 Minivan
No 0.00 0 Yes 1 0.00 1 0 Urban
78210383 1 12/5/1954 44 2 5 28833.16 No 183748.04 Yes M
< High School Clerical 36.48 Private 20550.00 1 Van
Yes 0.00 0 No 3 0.00 1 0 Rural
202267060 0 12/10/1947 51 0 9 102329.98 No 319224.03 Yes F
Bachelors Manager 21.55 Private 16830.00 6 Minivan
No 0.00 0 No 1 0.00 9 0 Urban
189475807 1 1/28/1959 40 2 14 67700.14 Yes 200230.85 No M
Bachelors Manager 47.14 Private 17430.00 1 Van
Yes 6452.00 4 No 4 4847.68 7 1 Urban
165063774 0 4/15/1960 39 0 13 31348.28 No 148482.93 Yes F
Masters Lawyer 18.75 Private 8530.00 4 Minivan
No 0.00 0 Yes 0 0.00 15 0 Urban
79590937 0 1/18/1945 54 1 11 43673.09 Yes 172394.96 No F
High School Blue Collar 38.54 Commercial 18690.00 7 Minivan
No 0.00 0 No 1 53796.20 1 1 Urban
220614099 0 3/19/1943 56 0 13 69152.01 No 250572.33 No F
Bachelors Professional 6.56 Private 14020.00 7 SUV
No 0.00 0 Yes 0 0.00 14 0 Urban
219393180 0 12/1/1960 38 0 13 126747.12 No 311194.86 Yes F
PhD Professional 8.93 Private 17970.00 11 Minivan
No 3381.00 1 No 7 0.00 22 0 Urban
656412065 0 2/28/1973 26 0 10 12239.83 No 101334.35 No F
< High School Student 20.53 Private 5320.00 1 Sports Car
No 6094.00 2 No 0 3758.00 6 1 Urban
387262623 0 3/26/1949 50 0 8 30956.45 No 166845.93 Yes M
High School Clerical 11.16 Commercial 17400.00 4 Van
No 3288.00 2 No 3 4536.00 7 1 Urban
542686402 0 6/11/1957 42 2 11 10806.35 Yes 0.00 No F
< High School Clerical 5.00 Private 8230.00 10 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
872772824 0 5/4/1956 43 3 0 0.00 No 0.00 Yes F
High School Student 62.49 Private 12410.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Rural
281636972 0 4/13/1954 45 0 15 15150.98 No 119433.88 Yes F
< High School Clerical 39.58 Private 10380.00 4 SUV
No 0.00 0 No 2 0.00 1 0 Urban
144269185 0 3/18/1942 57 0 14 51120.82 No 177370.60 Yes M
High School Clerical 34.61 Commercial 7100.00 1 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
860204052 0 1/19/1958 41 0 11 48230.27 No 0.00 No M
High School Blue Collar 44.79 Commercial 14540.00 7 Minivan
No 2157.00 2 No 2 0.00 1 0 Urban
986720801 2 10/24/1958 41 3 14 17320.95 No 109834.88 Yes F
< High School Blue Collar 24.03 Private 6530.00 4 Sports Car
No 0.00 0 No 3 0.00 1 0 Urban
352463503 0 11/4/1953 46 0 13 72383.31 No 224699.53 Yes M
Bachelors Professional 30.77 Private 13340.00 10 Minivan
No 3990.00 2 No 0 1592.00 9 1 Urban
987659359 1 5/13/1935 64 2 15 42332.08 No 186390.30 Yes F
< High School Clerical 23.65 Private 5730.00 4 Sports Car
No 0.00 0 No 2 0.00 1 0 Rural
125989625 1 4/30/1956 43 1 12 71234.83 Yes 0.00 No M
Bachelors Professional 12.40 Private 17160.00 1 Van
No 3744.00 2 No 0 4340.00 6 1 Urban
805970222 1 1/15/1959 40 3 14 51400.80 Yes 179590.11 No M
Bachelors Blue Collar 15.10 Commercial 6640.00 9 Minivan
No 0.00 0 No 0 0.00 6 0 Rural
263132719 0 5/11/1955 44 2 11 41935.31 Yes 150973.10 No M
< High School Blue Collar 38.56 Private 10090.00 6 Minivan
No 0.00 0 No 0 0.00 6 0 Urban
495572630 0 4/3/1949 50 0 10 16917.10 No 92745.15 Yes F
< High School Clerical 22.82 Private 14990.00 10 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
92741602 1 6/20/1954 45 2 12 47906.55 Yes 0.00 No F
Bachelors Clerical 39.55 Private 11930.00 7 Minivan
No 4658.00 3 No 6 1538.00 9 1 Urban
331601279 0 3/19/1958 41 0 11 95902.51 No 285983.44 Yes F
Bachelors Professional 30.04 Commercial 39540.00 1 Van
No 6599.00 2 No 6 6693.00 8 1 Urban
186660483 0 5/9/1971 28 4 0 0.00 Yes 81076.28 No F
< High School Home Maker 27.09 Private 4300.00 1 SUV
No 0.00 0 No 0 3490.00 6 1 Urban
294453398 2 7/12/1961 38 2 10 61957.31 No 233448.72 Yes F
High School Blue Collar 5.00 Private 11500.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Rural
669900520 0 10/10/1953 46 0 9 52338.47 No 199440.62 Yes F
High School Blue Collar 42.61 Commercial 15840.00 4 SUV
No 0.00 0 No 1 0.00 1 0 Urban
706306036 0 2/19/1944 55 0 13 240198.41 No 600591.12 Yes F
PhD Lawyer 46.03 Private 31640.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
423872499 0 4/15/1953 46 0 11 114923.79 No 298660.23 Yes M
High School Blue Collar 50.72 Commercial 38600.00 9 Panel Truck
Yes 0.00 0 No 0 0.00 8 0 Rural
652680644 3 2/1/1954 45 3 14 51164.71 No 218258.01 Yes M
Masters Lawyer 44.83 Private 12310.00 1 Minivan
Yes 0.00 0 Yes 0 4953.00 10 1 Urban
611794581 0 12/15/1937 61 0 15 103017.30 No 332631.18 Yes M
Bachelors Professional 19.14 Commercial 36370.00 1 Van
Yes 0.00 0 No 0 0.00 17 0 Urban
610279903 0 2/7/1950 49 0 11 9443.95 No 0.00 No M
High School Student 32.69 Commercial 6400.00 3 Pickup
No 5551.00 2 No 4 4735.00 7 1 Urban
427672605 0 8/18/1955 44 0 12 69356.52 No 0.00 No F
Bachelors Professional 45.92 Private 13240.00 4 SUV
No 0.00 0 No 1 0.00 5 0 Urban
83908393 0 8/6/1957 42 0 9 117739.94 No 327211.98 No M
Bachelors Blue Collar 43.10 Commercial 13270.00 7 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
721260296 0 10/21/1951 48 0 10 45684.96 No 153260.77 Yes M
< High School Blue Collar 25.09 Private 15610.00 6 Minivan
No 0.00 0 No 0 0.00 3 0 Urban
255252716 1 2/18/1954 45 2 14 12106.15 Yes 0.00 No F
Bachelors Student 44.40 Commercial 7210.00 1 Sports Car
No 36236.00 3 Yes 2 5109.00 12 1 Urban
332153461 0 2/19/1952 47 0 8 63935.83 No 241911.84 No F
High School Blue Collar 47.89 Private 16670.00 1 Minivan
No 11375.00 3 No 6 0.00 1 0 Urban
570538751 2 4/10/1954 45 3 0 0.00 No 71935.70 Yes F
High School Home Maker 35.59 Private 13110.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
610125315 0 4/1/1957 42 2 11 69825.10 Yes 0.00 No F
Bachelors Professional 40.29 Private 22780.00 4 Sports Car
No 0.00 0 No 0 0.00 12 0 Rural
549927672 0 12/31/1941 57 0 12 59304.94 No 214635.09 No F
Masters Lawyer 15.74 Private 28000.00 4 Minivan
No 0.00 0 No 2 0.00 14 0 Urban
326976641 0 7/2/1943 56 0 16 47861.92 No 0.00 No F
Masters Professional 55.78 Private 27320.00 7 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
309073153 0 5/21/1967 32 1 8 76002.18 No 232538.16 Yes F
Bachelors Professional 48.78 Private 12300.00 1 SUV
No 8223.00 1 No 4 0.00 12 0 Urban
19890031 0 1/6/1951 48 0 8 139380.24 No 388124.27 Yes M
Masters Lawyer 52.99 Private 14740.00 3 Minivan
Yes 0.00 0 No 1 0.00 12 0 Urban
733541656 0 9/18/1951 48 0 14 69643.18 No 245463.48 No M
Bachelors Clerical 32.67 Commercial 9970.00 10 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
592286959 0 10/22/1962 37 1 14 76930.50 No 280066.76 Yes F
Bachelors Professional 11.42 Private 12890.00 1 Minivan
No 0.00 0 No 2 0.00 9 0 Urban
227672007 0 11/3/1948 51 0 15 142520.80 No 353218.02 Yes F
Bachelors Manager 36.23 Private 22440.00 1 Minivan
No 0.00 0 No 0 0.00 11 0 Urban
561506095 0 3/16/1972 27 3 13 26012.23 No 128197.41 Yes F
High School Clerical 5.00 Private 19250.00 6 SUV
No 0.00 0 No 2 0.00 5 0 Urban
19903973 0 10/9/1958 41 0 0 0.00 No 0.00 Yes F
< High School Student 17.95 Private 3550.00 9 SUV
No 0.00 0 No 2 0.00 1 0 Rural
420153981 0 8/18/1948 51 0 8 25151.87 No 0.00 No F
Masters Manager 51.05 Private 22480.00 6 Pickup
No 0.00 0 No 3 0.00 16 0 Urban
464738176 0 10/29/1958 41 0 0 0.00 No 68224.15 No F
< High School Home Maker 44.10 Private 2320.00 6 SUV
No 0.00 0 No 0 0.00 5 0 Rural
751118615 0 6/9/1937 62 0 14 25482.07 No 170407.87 Yes F
Masters Lawyer 8.18 Private 7790.00 1 Sports Car
No 9348.00 4 No 0 0.00 13 0 Urban
282603533 0 7/6/1951 48 0 12 111782.67 No 0.00 No M
Bachelors Manager 22.45 Private 1500.00 1 Minivan
No 4724.00 2 No 0 0.00 15 0 Urban
449939222 0 9/12/1967 32 2 15 29206.14 No 146212.12 Yes F
High School Clerical 24.14 Private 13390.00 1 Pickup
No 4447.00 1 No 0 7776.00 8 1 Urban
926349945 0 7/27/1951 48 0 7 70307.77 No 0.00 No F
Bachelors Professional 5.00 Private 27540.00 4 Pickup
No 0.00 0 No 0 0.00 11 0 Urban
561706935 0 8/23/1957 42 3 11 74355.21 No 260194.79 Yes F
Bachelors Blue Collar 46.92 Commercial 30110.00 1 Pickup
No 0.00 0 No 0 0.00 13 0 Rural
970158560 2 7/15/1952 47 0 12 128796.29 No 393865.51 Yes M
Masters Professional 64.19 Private 11460.00 1 SUV
No 0.00 0 No 0 0.00 16 0 Urban
660187356 0 5/17/1966 33 0 10 93522.24 No 0.00 No F
Masters Lawyer 36.35 Private 3500.00 1 SUV
No 42413.00 3 No 1 0.00 18 0 Urban
788883833 0 3/7/1973 26 1 0 0.00 Yes 0.00 No F
Bachelors Home Maker 65.32 Private 25940.00 6 Minivan
No 0.00 0 No 0 0.00 7 0 Rural
251910175 0 10/30/1965 34 3 0 0.00 No 74744.31 Yes F
Bachelors Home Maker 35.50 Private 4900.00 7 SUV
No 8272.00 2 No 0 0.00 6 0 Urban
305897392 0 7/7/1943 56 0 12 43369.48 No 197904.37 No F
Masters Lawyer 19.84 Private 32050.00 6 Minivan
No 0.00 0 No 0 0.00 18 0 Urban
572638158 0 9/2/1969 30 2 10 7132.13 Yes 0.00 No M
< High School Student 17.89 Commercial 4700.00 3 Pickup
Yes 1739.00 2 No 4 0.00 1 0 Urban
986607982 0 9/15/1955 44 4 0 0.00 No 100846.49 Yes F
Bachelors Home Maker 35.86 Private 1500.00 4 Sports Car
No 9637.00 1 No 0 0.00 13 0 Urban
281304815 0 8/16/1944 55 0 0 0.00 No 135832.13 Yes F
High School Student 5.00 Private 22040.00 10 Pickup
No 3707.00 2 No 0 0.00 1 0 Urban
660320432 1 1/12/1956 43 1 11 73247.49 Yes 0.00 No F
Masters Lawyer 11.72 Private 24000.00 7 Sports Car
No 0.00 0 Yes 0 0.00 16 0 Urban
832864413 0 3/30/1975 24 1 10 9761.50 No 92374.11 Yes F
Bachelors Professional 66.10 Private 11320.00 10 Sports Car
Yes 14584.00 2 Yes 10 2009.00 0 1 Urban
373542117 0 6/13/1966 33 3 13 163436.49 No 393599.69 Yes F
Bachelors Manager 24.70 Private 21140.00 11 SUV
No 0.00 0 No 0 0.00 9 0 Urban
238657060 0 3/20/1953 46 0 14 129798.13 No 312179.76 Yes F
Masters Manager 18.68 Commercial 23550.00 1 Pickup
No 0.00 0 No 0 0.00 12 0 Urban
50270043 1 7/15/1957 42 2 12 46177.40 No 159805.61 Yes M
High School Blue Collar 27.83 Commercial 21620.00 6 Minivan
Yes 6271.00 1 No 0 0.00 10 0 Urban
284503295 0 3/11/1954 45 0 11 106015.10 No 263347.96 Yes F
Masters Lawyer 13.72 Private 18910.00 10 Pickup
No 32915.00 1 No 3 0.00 15 0 Urban
853116074 0 5/4/1940 59 0 13 82230.59 No 270287.74 Yes F
High School Professional 58.04 Private 15620.00 1 SUV
No 2978.00 2 Yes 4 0.00 1 0 Urban
820301439 0 2/6/1951 48 0 14 96659.23 No 246611.64 Yes F
Bachelors Blue Collar 61.40 Commercial 18490.00 9 SUV
No 4906.00 1 No 0 1853.00 7 1 Urban
618722704 0 5/22/1952 47 0 12 94522.74 No 268445.14 Yes F
Masters Lawyer 46.27 Private 7300.00 7 Sports Car
No 0.00 0 No 0 0.00 23 0 Urban
708296698 0 1/29/1943 56 0 6 103503.12 No 279903.03 No M
Masters Professional 14.43 Private 45480.00 4 Minivan
No 0.00 0 No 1 0.00 15 0 Rural
828182123 1 5/3/1962 37 2 11 28906.94 No 162438.59 Yes F
High School Clerical 34.26 Private 4390.00 10 Sports Car
No 4383.00 3 No 0 0.00 1 0 Urban
387116789 0 3/8/1953 46 0 12 40992.36 No 165542.06 Yes F
High School Blue Collar 5.00 Commercial 10200.00 13 SUV
No 30520.00 1 No 7 0.00 1 0 Urban
77496530 0 2/19/1952 47 1 12 76811.42 No 243366.69 Yes F
High School Manager 56.05 Private 7090.00 10 Sports Car
No 0.00 0 No 0 0.00 8 0 Urban
542819619 2 11/4/1955 44 2 0 0.00 No 0.00 Yes M
Bachelors Student 16.55 Commercial 1500.00 13 Minivan
Yes 0.00 0 No 4 2327.00 5 1 Urban
72110926 0 8/26/1965 34 2 13 86322.52 No 266214.45 Yes F
Bachelors Professional 26.79 Private 6270.00 4 SUV
No 0.00 0 No 1 0.00 7 0 Urban
618688927 0 5/3/1958 41 0 12 100258.24 No 282717.20 Yes M
Bachelors Professional 29.90 Private 30660.00 9 Minivan
Yes 0.00 0 No 0 0.00 10 0 Urban
598809422 0 8/31/1954 45 0 11 87037.89 No 0.00 No F
High School Blue Collar 27.38 Private 14580.00 1 SUV
No 0.00 0 Yes 1 0.00 7 0 Rural
10042968 0 3/16/1950 49 0 13 99493.40 No 288807.75 Yes F
High School Blue Collar 13.96 Commercial 23030.00 4 Pickup
No 6980.00 2 No 2 0.00 1 0 Urban
571418968 0 5/29/1955 44 2 7 24090.72 Yes 0.00 No F
< High School Blue Collar 27.44 Private 8310.00 1 SUV
No 6693.00 3 No 0 4301.00 6 1 Urban
999178959 0 6/17/1953 46 0 13 83187.21 No 0.00 No M
Bachelors Manager 40.79 Private 13200.00 6 Minivan
No 4185.00 2 No 5 0.00 8 0 Urban
353354177 0 3/10/1949 50 0 0 0.00 No 110784.26 No F
Masters Home Maker 17.03 Private 18660.00 1 SUV
No 1427.00 1 No 0 0.00 15 0 Urban
138042499 0 5/2/1950 49 0 14 1462.79 No 101544.78 Yes F
Bachelors Home Maker 33.26 Private 6550.00 1 SUV
No 883.00 2 No 0 0.00 12 0 Urban
227625585 2 2/5/1962 37 4 16 5175.10 No 0.00 Yes F
High School Student 5.00 Commercial 5720.00 17 SUV
No 0.00 0 No 0 0.00 8 0 Rural
196187695 0 12/2/1960 38 2 11 42229.00 No 167121.21 Yes F
< High School Clerical 21.31 Commercial 23020.00 9 Pickup
No 0.00 0 No 2 1232.00 1 1 Urban
72803473 2 10/3/1937 62 4 19 174139.55 No 487306.79 Yes F
PhD Manager 20.22 Private 26310.00 15 SUV
No 0.00 0 No 1 3331.00 17 1 Urban
923786982 0 2/18/1960 39 0 9 35366.07 No 166480.89 Yes F
High School Clerical 29.66 Private 6790.00 4 SUV
No 0.00 0 No 0 0.00 9 0 Rural
254748338 0 6/9/1961 38 0 14 50103.81 No 241191.42 Yes F
Masters Lawyer 44.18 Private 10310.00 21 SUV
No 6384.00 2 No 5 5610.00 12 1 Urban
92088697 0 12/7/1951 47 0 0 0.00 No 120275.74 No F
Masters Home Maker 33.42 Private 15420.00 1 SUV
No 4662.00 3 No 0 0.00 1 0 Urban
62746121 1 2/8/1955 44 1 11 75161.43 Yes 241237.20 No F
PhD Doctor 47.96 Private 11220.00 1 SUV
No 6367.00 4 No 5 7833.00 19 1 Urban
22955293 0 9/19/1952 47 0 12 78437.69 No 241003.39 Yes M
Bachelors Manager 17.52 Private 15810.00 1 Minivan
Yes 0.00 0 No 0 0.00 11 0 Urban
235786973 0 7/8/1947 52 0 10 32027.98 No 0.00 No F
High School Clerical 41.45 Private 14860.00 3 SUV
No 0.00 0 No 4 7027.00 1 1 Urban
855806104 0 9/27/1958 41 1 9 101336.78 Yes 277732.49 No M
High School Blue Collar 35.97 Commercial 11630.00 1 Pickup
No 0.00 0 No 0 0.00 6 0 Urban
22590634 0 11/6/1941 58 0 16 100957.57 No 306197.93 Yes M
PhD Doctor 20.35 Private 18170.00 1 Minivan
Yes 0.00 0 No 1 0.00 14 0 Urban
161509320 0 9/21/1950 49 0 11 62975.38 No 208368.99 No F
Bachelors Professional 23.69 Private 23130.00 1 Pickup
No 0.00 0 No 0 0.00 3 0 Urban
697949195 0 8/25/1961 38 0 9 97608.13 No 239021.87 Yes M
Bachelors Blue Collar 80.62 Commercial 20160.00 3 Van
No 812.00 3 No 0 0.00 6 0 Urban
424873329 0 10/9/1951 48 0 10 82235.97 No 0.00 No F
Masters Manager 36.23 Private 16000.00 13 SUV
No 0.00 0 No 0 0.00 14 0 Urban
225837822 0 10/7/1953 46 0 10 23964.86 No 0.00 No M
< High School Blue Collar 25.81 Private 6300.00 4 Pickup
Yes 0.00 0 No 0 0.00 6 0 Urban
184234332 0 1/17/1967 32 1 13 22243.36 Yes 0.00 No F
Bachelors Home Maker 5.00 Commercial 19470.00 13 Pickup
No 0.00 0 No 0 35576.72 10 1 Urban
650820876 0 7/18/1946 53 0 12 80329.39 No 229383.33 Yes M
Bachelors Manager 44.62 Private 37080.00 1 Minivan
No 0.00 0 Yes 0 0.00 6 0 Urban
636288690 0 3/19/1954 45 0 11 53896.09 No 221274.51 No F
High School Manager 40.80 Private 11570.00 3 Minivan
No 0.00 0 Yes 2 0.00 3 0 Urban
191653305 1 12/31/1962 36 2 12 105673.77 Yes 0.00 No F
Masters Lawyer 5.00 Private 30620.00 4 Pickup
No 0.00 0 No 1 0.00 13 0 Urban
745880456 0 9/5/1952 47 0 5 32576.85 No 185790.45 Yes M
Bachelors Professional 60.94 Commercial 16600.00 6 Van
Yes 0.00 0 No 0 0.00 1 0 Urban
495762787 0 1/31/1953 46 0 13 66522.50 No 0.00 No F
High School Blue Collar 36.15 Commercial 19860.00 3 SUV
No 28642.00 3 Yes 0 3720.00 11 1 Urban
438426733 1 10/21/1956 43 2 12 72604.98 No 246305.49 Yes F
Bachelors Professional 5.00 Private 15800.00 1 SUV
No 0.00 0 No 0 0.00 6 0 Urban
575673144 0 4/29/1938 61 0 12 179535.69 No 481374.61 No M
PhD Doctor 45.44 Private 25550.00 6 Minivan
No 0.00 0 No 1 0.00 19 0 Urban
142138141 1 9/12/1962 37 2 16 122597.55 No 307050.83 Yes F
PhD Home Maker 48.06 Private 28800.00 6 Pickup
No 6407.00 1 No 4 2075.00 12 1 Urban
437360701 1 6/18/1948 51 1 14 35579.35 No 156823.66 Yes M
< High School Clerical 23.69 Private 13830.00 7 Minivan
Yes 0.00 0 No 0 0.00 6 0 Urban
320851148 0 4/8/1948 51 1 12 106035.71 No 301485.50 Yes F
Masters Professional 37.30 Private 12100.00 6 SUV
No 0.00 0 No 0 0.00 19 0 Urban
547019584 0 7/13/1953 46 0 13 64029.98 No 191941.20 Yes M
Masters Lawyer 24.46 Private 7900.00 9 Minivan
Yes 0.00 0 Yes 0 0.00 13 0 Urban
998998702 0 1/20/1944 55 0 13 54843.72 No 220204.62 Yes M
Bachelors Professional 5.00 Private 21060.00 10 Van
No 0.00 0 No 0 0.00 11 0 Urban
609564786 0 7/6/1947 52 0 11 106168.56 No 0.00 No F
Bachelors Manager 12.98 Private 21650.00 1 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
352903182 0 12/24/1949 49 0 7 86847.13 No 228889.25 No M
Masters Professional 33.34 Commercial 23210.00 1 Panel Truck
Yes 0.00 0 No 0 0.00 6 0 Rural
506477884 2 12/1/1931 67 3 17 30181.73 No 143293.26 Yes F
High School Manager 24.64 Private 20610.00 4 Sports Car
No 0.00 0 No 2 5391.00 8 1 Urban
642175890 0 5/26/1962 37 1 11 22400.91 Yes 0.00 No F
< High School Blue Collar 32.87 Private 7440.00 4 Sports Car
No 30099.00 3 Yes 6 5186.00 4 1 Urban
413155556 0 1/4/1947 52 0 11 90348.60 No 299552.14 Yes F
Masters Manager 39.55 Private 30200.00 1 Minivan
No 0.00 0 No 3 0.00 6 0 Urban
498721403 0 4/18/1947 52 0 11 12168.54 No 0.00 No F
< High School Student 25.56 Private 13340.00 14 SUV
No 52465.00 1 No 2 0.00 4 0 Urban
475325469 0 11/15/1950 49 0 9 71192.21 No 263204.46 Yes F
Masters Lawyer 7.92 Private 6360.00 1 SUV
No 0.00 0 No 0 0.00 20 0 Urban
588355832 0 10/31/1973 26 1 10 46604.18 Yes 164657.10 No M
High School Blue Collar 55.07 Commercial 8760.00 4 Minivan
Yes 6188.00 1 No 9 9235.00 1 1 Urban
809849777 0 2/29/1960 39 2 0 0.00 No 105472.09 Yes F
< High School Home Maker 10.32 Private 5400.00 1 Sports Car
No 0.00 0 No 0 4036.00 1 1 Urban
453755417 0 7/20/1957 42 0 11 105796.06 No 290251.06 Yes F
Masters Lawyer 21.04 Private 26880.00 4 Sports Car
No 20061.00 3 Yes 0 4541.00 12 1 Urban
845037017 0 4/11/1960 39 0 12 33570.26 No 189197.20 No M
Bachelors Clerical 43.54 Private 8520.00 10 Minivan
No 0.00 0 No 3 0.00 11 0 Rural
101014360 0 6/27/1948 51 0 12 58714.31 No 220685.92 Yes F
Bachelors Manager 17.31 Private 11560.00 4 SUV
No 0.00 0 No 1 0.00 10 0 Urban
681443164 0 6/5/1954 45 0 4 83111.07 No 237262.57 No M
Bachelors Manager 31.12 Commercial 18610.00 7 Van
No 0.00 0 No 2 0.00 7 0 Urban
463809499 0 10/21/1940 59 0 12 83208.50 No 271242.13 Yes F
Bachelors Blue Collar 49.48 Commercial 22280.00 6 Pickup
No 0.00 0 No 0 0.00 13 0 Urban
2915389 1 4/26/1962 37 4 16 50821.73 No 161182.10 Yes F
High School Clerical 45.65 Private 13540.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
790442875 0 6/21/1936 63 0 9 87516.01 No 289088.03 Yes M
Masters Professional 37.00 Private 13790.00 6 Sports Car
Yes 0.00 0 No 0 0.00 14 0 Urban
338024487 0 10/7/1958 41 0 13 104001.37 No 0.00 No M
Masters Manager 9.48 Commercial 11900.00 4 Pickup
Yes 0.00 0 No 2 0.00 14 0 Urban
215898178 0 10/18/1961 38 0 8 62176.70 No 178852.15 Yes M
High School Blue Collar 33.92 Commercial 7300.00 4 Pickup
No 4717.00 3 No 0 30.28 8 1 Urban
330676837 0 1/27/1967 32 2 9 27462.38 Yes 0.00 No F
High School Clerical 30.46 Private 11630.00 6 SUV
No 0.00 0 Yes 0 0.00 1 0 Rural
599902935 0 9/2/1974 25 4 0 0.00 No 0.00 Yes F
< High School Student 52.32 Private 17650.00 11 Sports Car
No 0.00 0 No 3 8139.00 1 1 Urban
478397979 3 6/4/1954 45 3 14 3531.78 No 71733.70 Yes F
High School Home Maker 35.17 Private 6350.00 1 SUV
No 11564.00 2 No 2 2517.00 6 1 Urban
860497328 0 2/14/1962 37 0 13 56637.20 No 177360.39 Yes M
Bachelors Manager 34.10 Private 10860.00 17 Pickup
Yes 0.00 0 No 0 0.00 10 0 Urban
132575584 0 9/18/1943 56 0 4 95560.16 No 306724.53 Yes M
High School Professional 80.47 Private 5450.00 10 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
726178269 0 7/4/1945 54 0 0 0.00 No 0.00 No F
High School Home Maker 47.27 Private 14530.00 1 Sports Car
No 0.00 0 No 4 0.00 1 0 Rural
311882294 0 12/19/1961 37 0 10 86753.81 No 0.00 No F
PhD Lawyer 21.10 Private 13880.00 1 Sports Car
No 31966.00 3 Yes 2 1483.00 13 1 Urban
313449984 1 6/29/1962 37 1 14 66175.47 Yes 214791.61 No F
< High School Blue Collar 51.32 Private 13240.00 15 SUV
No 0.00 0 No 4 686.00 1 1 Urban
549352761 0 3/13/1966 33 4 14 86450.98 No 261275.93 Yes M
Bachelors Blue Collar 39.91 Private 13450.00 11 Minivan
No 0.00 0 No 0 0.00 9 0 Urban
424531982 0 12/6/1942 56 2 16 66868.07 No 204146.09 Yes F
High School Blue Collar 16.87 Private 21050.00 10 Pickup
No 0.00 0 Yes 0 0.00 6 0 Urban
69168603 0 5/31/1944 55 0 16 42815.13 No 205231.71 Yes M
Masters Lawyer 47.47 Private 14690.00 1 Minivan
Yes 8762.00 1 No 0 0.00 8 0 Urban
386664474 0 10/7/1943 56 0 15 82370.22 No 274135.25 Yes F
Masters Manager 15.49 Private 15340.00 6 SUV
No 0.00 0 No 0 0.00 15 0 Urban
780584541 0 4/1/1966 33 1 12 66803.36 No 193201.12 Yes M
Masters Lawyer 31.70 Private 14390.00 6 Minivan
Yes 0.00 0 Yes 0 0.00 17 0 Urban
601094820 0 9/7/1959 40 0 7 14848.42 No 90755.31 Yes F
< High School Clerical 25.68 Private 12060.00 1 SUV
No 0.00 0 No 0 0.00 4 0 Rural
266148272 0 2/20/1950 49 0 10 29997.88 No 153415.12 Yes M
High School Clerical 47.78 Private 18110.00 1 Van
Yes 0.00 0 No 1 0.00 12 0 Urban
490051756 0 4/11/1950 49 0 12 106540.52 No 291794.85 No F
Bachelors Blue Collar 26.00 Commercial 6400.00 6 SUV
No 5758.00 2 No 4 0.00 12 0 Urban
882704506 3 3/17/1960 39 3 13 110251.16 No 349100.90 Yes M
Bachelors Blue Collar 35.82 Commercial 38900.00 1 Panel Truck
Yes 21033.00 2 Yes 3 3498.00 1 1 Urban
357974300 0 8/21/1949 50 1 15 39861.35 No 216739.17 Yes F
Bachelors Clerical 21.79 Private 10490.00 6 SUV
No 0.00 0 No 0 5358.00 8 1 Urban
751140703 0 12/4/1950 48 0 13 59231.83 No 0.00 No F
Bachelors Manager 30.56 Private 7710.00 1 Sports Car
No 0.00 0 No 4 0.00 8 0 Urban
783392526 0 5/27/1962 37 0 12 62010.33 No 0.00 No M
Bachelors Professional 33.08 Commercial 7700.00 1 Pickup
Yes 0.00 0 No 2 5179.00 10 1 Urban
395824593 0 9/16/1948 51 0 12 55657.02 No 204827.74 Yes F
Bachelors Clerical 41.26 Private 20030.00 9 SUV
No 21745.00 1 Yes 4 0.00 8 0 Rural
855248699 0 10/18/1968 31 0 7 6248.53 No 0.00 No M
High School Student 9.12 Commercial 10110.00 1 Pickup
Yes 2511.00 2 No 2 4066.00 1 1 Urban
51967687 0 6/15/1939 60 0 8 50279.50 No 253142.52 Yes F
Bachelors Manager 5.00 Private 12530.00 4 Minivan
No 7566.00 1 No 6 0.00 12 0 Urban
234056875 0 7/6/1952 47 0 4 12764.68 No 0.00 No F
< High School Student 71.14 Private 11820.00 1 Sports Car
No 4960.00 2 No 2 0.00 7 0 Rural
58029490 0 11/18/1960 38 0 10 50687.92 No 238411.12 Yes F
< High School Blue Collar 32.56 Private 9590.00 7 SUV
No 9157.00 3 No 3 0.00 3 0 Urban
105761550 0 8/11/1959 40 0 11 60157.05 No 216690.25 No M
High School Manager 28.01 Private 15600.00 1 Minivan
Yes 47231.00 3 Yes 1 0.00 6 0 Urban
57268815 0 12/30/1955 43 0 12 46671.29 No 183054.80 No M
< High School Blue Collar 63.43 Private 9400.00 13 Pickup
Yes 0.00 0 No 3 7571.00 5 1 Urban
247069987 0 6/13/1947 52 0 9 46187.84 No 163879.26 No F
Masters Manager 25.76 Private 18910.00 6 Minivan
No 0.00 0 No 0 0.00 12 0 Urban
704076886 0 7/2/1942 57 0 4 50396.69 No 0.00 No M
PhD Lawyer 29.50 Private 12950.00 4 Minivan
Yes 0.00 0 No 1 0.00 12 0 Urban
306194395 1 9/13/1956 43 3 15 39563.55 No 205644.83 Yes M
High School Blue Collar 29.55 Commercial 33110.00 1 Panel Truck
Yes 610.00 4 No 0 5273.00 4 1 Urban
43102423 0 6/4/1942 57 0 11 113402.68 No 320542.09 No M
PhD Manager 51.84 Commercial 24370.00 6 Panel Truck
No 10457.00 2 No 0 34639.85 11 1 Urban
232409462 0 10/15/1954 45 0 12 139238.54 No 342460.92 No M
Masters Lawyer 33.28 Private 19920.00 6 Van
No 0.00 0 No 0 0.00 11 0 Rural
827520459 0 6/22/1946 53 0 15 75184.23 No 268417.09 Yes F
Bachelors Manager 11.17 Commercial 25540.00 1 Pickup
No 1037.00 1 No 2 0.00 10 0 Urban
318075197 1 7/20/1936 63 1 2 38111.37 No 152803.60 Yes F
Masters Lawyer 28.02 Private 15700.00 13 SUV
No 0.00 0 Yes 2 8633.00 19 1 Urban
940927879 0 8/14/1957 42 2 13 63030.48 No 217601.79 Yes F
< High School Clerical 77.75 Commercial 38870.00 1 Panel Truck
No 0.00 0 No 0 0.00 7 0 Rural
464738176 0 10/29/1958 41 0 0 0.00 No 68224.15 No F
< High School Home Maker 44.10 Private 1500.00 6 Sports Car
No 0.00 0 No 2 0.00 5 0 Rural
20057040 0 5/12/1959 40 0 12 306277.45 No 0.00 No F
PhD Manager 21.00 Private 19520.00 4 Minivan
No 0.00 0 Yes 2 0.00 19 0 Urban
845473829 0 6/17/1952 47 0 11 33046.20 No 216287.11 Yes M
< High School Blue Collar 50.76 Private 15940.00 10 Minivan
Yes 22195.00 1 Yes 4 0.00 1 0 Urban
235850783 0 2/14/1955 44 3 16 48524.53 No 188588.25 Yes F
< High School Blue Collar 42.27 Private 10750.00 1 SUV
No 6733.00 1 No 4 5153.00 8 1 Urban
797925473 2 2/25/1954 45 2 0 0.00 No 100508.32 Yes F
Bachelors Home Maker 59.93 Private 6000.00 10 SUV
No 0.00 0 No 4 0.00 11 0 Rural
399724487 0 9/3/1953 46 0 13 59244.23 No 174518.19 No M
High School Blue Collar 35.23 Commercial 12020.00 1 Pickup
Yes 42789.00 2 No 2 0.00 6 0 Urban
631867230 1 5/25/1957 42 1 9 34560.10 No 119625.98 Yes M
< High School Clerical 36.11 Commercial 10830.00 1 Pickup
Yes 0.00 0 No 0 0.00 7 0 Urban
693656622 0 3/8/1950 49 0 11 62579.77 No 231573.64 Yes F
High School Blue Collar 16.39 Commercial 12660.00 6 Minivan
No 0.00 0 No 0 0.00 5 0 Rural
65426727 0 4/21/1974 25 1 10 35714.25 Yes 0.00 No M
< High School Clerical 28.17 Private 18850.00 7 Van
No 0.00 0 No 1 4934.00 1 1 Urban
631221670 0 11/18/1954 44 1 13 99555.10 No 290524.05 Yes F
Bachelors Blue Collar 30.81 Private 26420.00 3 Sports Car
No 0.00 0 Yes 0 0.00 5 0 Urban
566413932 0 2/27/1971 28 2 8 66783.24 No 227215.19 Yes F
Bachelors Blue Collar 5.00 Commercial 10980.00 10 SUV
No 8079.00 2 No 3 2730.00 10 1 Urban
923570380 0 5/19/1965 34 0 10 8902.93 No 0.00 No F
High School Student 27.93 Private 20070.00 3 Van
No 0.00 0 No 0 0.00 8 0 Urban
607277342 0 6/9/1950 49 0 12 44766.66 No 0.00 No F
High School Manager 5.00 Private 10880.00 4 SUV
No 0.00 0 Yes 0 0.00 10 0 Urban
310941047 0 12/15/1964 34 4 16 37542.78 No 180906.93 Yes F
High School Clerical 35.44 Private 19020.00 13 SUV
No 0.00 0 Yes 0 0.00 7 0 Urban
291545732 0 11/24/1950 48 0 11 73805.93 No 216274.39 No F
High School Blue Collar 15.85 Commercial 8850.00 3 SUV
No 0.00 0 No 0 2251.00 1 1 Urban
498954294 0 10/24/1967 32 4 12 17453.07 No 143763.23 Yes M
< High School Clerical 33.72 Private 13250.00 1 Minivan
Yes 35363.00 1 Yes 0 0.00 1 0 Urban
384843631 0 9/17/1959 40 0 9 27071.22 No 202824.35 No F
< High School Blue Collar 10.70 Private 8210.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Urban
205800569 0 3/15/1958 41 0 8 104435.63 No 304883.22 Yes F
Bachelors Manager 5.00 Private 16040.00 3 SUV
No 0.00 0 Yes 1 0.00 9 0 Urban
481557745 0 1/30/1969 30 4 13 2518.96 No 0.00 Yes M
High School Student 52.08 Commercial 30810.00 6 Panel Truck
Yes 2630.00 2 No 2 0.00 9 0 Urban
737325230 0 2/23/1950 49 0 7 32762.83 No 191656.55 Yes F
Bachelors Blue Collar 25.04 Commercial 8010.00 17 SUV
No 21383.00 2 No 7 0.00 11 0 Urban
351445160 0 9/16/1957 42 0 11 50613.27 No 0.00 No F
High School Clerical 45.02 Private 18170.00 4 Minivan
No 6784.00 2 No 4 2581.00 1 1 Urban
724469812 0 12/5/1956 42 0 12 80622.93 No 0.00 No M
PhD Doctor 71.94 Private 13760.00 6 Minivan
No 2209.00 3 No 0 0.00 16 0 Urban
826891719 0 4/19/1963 36 0 10 22362.29 No 126267.34 No F
High School Clerical 34.25 Private 9200.00 1 SUV
No 4633.00 1 No 5 3404.00 1 1 Urban
729199936 0 2/15/1952 47 0 9 18896.02 No 106991.05 No M
Bachelors Blue Collar 13.86 Commercial 12040.00 6 Minivan
Yes 0.00 0 No 2 0.00 8 0 Urban
801539934 0 9/2/1943 56 0 13 108027.07 No 0.00 No F
PhD Doctor 14.36 Private 15000.00 6 SUV
No 0.00 0 No 1 0.00 15 0 Urban
380398251 2 9/12/1957 42 2 0 0.00 No 100966.65 Yes M
High School Home Maker 10.14 Private 19590.00 13 Van
No 0.00 0 No 1 0.00 1 0 Urban
935305591 1 2/29/1956 43 2 15 28947.75 No 189468.38 Yes F
Bachelors Manager 43.05 Private 13260.00 5 SUV
No 32281.00 1 No 0 0.00 9 0 Urban
839790267 0 3/26/1966 33 3 12 91433.83 Yes 258168.58 No F
Bachelors Blue Collar 8.14 Commercial 14460.00 1 SUV
No 9347.00 1 No 1 0.00 9 0 Urban
684167517 0 4/17/1948 51 0 12 118820.82 No 350398.19 Yes M
Masters Lawyer 27.74 Private 12880.00 4 Minivan
No 0.00 0 No 3 0.00 10 0 Urban
539395464 0 7/5/1961 38 0 11 60026.23 No 0.00 No F
Bachelors Professional 23.15 Private 11300.00 10 Sports Car
No 2353.00 3 No 5 0.00 11 0 Urban
936106591 0 2/6/1957 42 0 12 103050.37 No 270986.36 Yes M
Masters Professional 26.08 Commercial 11860.00 4 Pickup
Yes 0.00 0 No 0 0.00 16 0 Urban
736097080 0 3/11/1952 47 0 12 8777.93 No 130877.87 No M
< High School Student 5.00 Private 22410.00 1 Minivan
No 0.00 0 No 4 0.00 7 0 Rural
489119985 0 6/4/1961 38 1 11 1729.47 Yes 0.00 No M
High School Student 34.87 Commercial 19340.00 1 Van
No 0.00 0 No 0 0.00 1 0 Rural
979049045 0 9/18/1947 52 0 0 0.00 No 0.00 Yes F
High School Student 61.85 Commercial 19240.00 17 Minivan
No 6902.00 2 Yes 3 1840.00 9 1 Urban
96474513 0 1/27/1951 48 0 14 58132.48 No 0.00 No F
High School Manager 32.49 Private 6860.00 6 SUV
No 7926.00 3 No 3 1978.00 1 1 Urban
263468984 0 3/17/1936 63 0 16 73357.91 No 229797.31 Yes M
Masters Manager 27.96 Private 8840.00 6 Minivan
No 0.00 0 No 1 0.00 22 0 Urban
656344335 0 12/9/1953 45 0 8 57365.33 No 226670.69 No M
Bachelors Professional 17.04 Commercial 17160.00 3 Van
Yes 0.00 0 No 0 0.00 1 0 Urban
994496318 0 8/8/1945 54 0 14 67289.77 No 269448.41 Yes F
Bachelors Manager 24.50 Private 8230.00 6 Sports Car
No 0.00 0 No 2 0.00 10 0 Urban
790176314 0 5/1/1957 42 0 10 90936.68 No 287891.94 Yes M
Bachelors Manager 10.96 Private 1500.00 4 Minivan
Yes 943.00 2 No 0 0.00 13 0 Urban
524832150 0 12/23/1952 46 0 12 102271.10 No 298214.20 No M
Masters Lawyer 5.00 Private 16330.00 1 Minivan
Yes 0.00 0 Yes 2 0.00 22 0 Urban
221361180 0 9/14/1939 60 0 16 3103.25 No 114401.57 Yes F
High School Home Maker 33.76 Private 14560.00 1 SUV
No 25947.00 1 Yes 3 4460.00 9 1 Urban
747977683 0 5/9/1955 44 1 12 64585.54 No 198773.93 Yes M
Bachelors Professional 24.03 Private 11180.00 10 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
647445638 0 4/30/1949 50 0 0 0.00 No 0.00 Yes F
< High School Student 26.65 Private 1500.00 1 Sports Car
No 10709.00 3 No 6 6203.00 7 1 Urban
780807718 0 9/24/1953 46 0 7 39393.35 No 176822.68 No M
Bachelors Blue Collar 8.01 Commercial 10040.00 11 Pickup
Yes 0.00 0 Yes 0 1107.00 7 1 Urban
527528077 0 6/12/1970 29 3 17 51528.94 No 177582.97 Yes F
Bachelors Professional 29.61 Private 9550.00 3 SUV
No 8589.00 3 No 3 0.00 13 0 Urban
290017355 0 10/7/1956 43 2 14 17025.80 No 146135.93 Yes M
< High School Clerical 26.86 Commercial 7500.00 1 Pickup
No 7888.00 2 No 0 0.00 5 0 Urban
476981715 0 8/30/1960 39 0 8 115182.25 No 312886.71 Yes M
High School Professional 25.32 Commercial 5400.00 1 Pickup
No 0.00 0 No 1 0.00 5 0 Urban
764563520 0 7/13/1951 48 0 10 39212.98 No 180670.75 Yes M
High School Blue Collar 18.40 Commercial 23340.00 13 Panel Truck
No 979.00 1 No 0 0.00 1 0 Urban
476279875 0 6/24/1962 37 0 9 45463.70 No 0.00 No F
Masters Lawyer 35.43 Private 11920.00 14 SUV
No 3964.00 1 No 4 4165.00 15 1 Urban
598177778 0 10/1/1965 34 5 15 28087.72 No 121721.73 Yes F
< High School Home Maker 46.17 Private 14420.00 6 SUV
No 0.00 0 No 2 0.00 1 0 Rural
485838099 0 2/15/1949 50 0 0 0.00 No 55078.11 Yes F
PhD Home Maker 27.24 Private 2590.00 1 Sports Car
No 5559.00 1 No 1 1373.00 9 1 Urban
451534517 1 1/30/1959 40 1 11 71280.98 No 208393.02 Yes M
Bachelors Blue Collar 42.84 Commercial 11180.00 1 Pickup
No 0.00 0 No 1 0.00 9 0 Rural
670103455 0 5/8/1954 45 0 14 41491.89 No 198232.00 Yes F
< High School Clerical 26.95 Private 17670.00 10 Pickup
No 0.00 0 No 0 0.00 8 0 Rural
391403011 1 3/21/1953 46 0 11 34207.78 No 160958.83 Yes M
High School Clerical 35.29 Commercial 9090.00 3 SUV
No 6583.00 2 No 2 2582.00 1 1 Rural
940687945 0 4/15/1969 30 3 13 118112.43 No 339954.97 Yes F
Bachelors Manager 58.17 Commercial 21550.00 14 Minivan
No 0.00 0 No 1 0.00 12 0 Urban
991777560 0 10/14/1950 49 0 0 32513.78 No 117960.83 Yes M
High School Clerical 37.57 Private 15930.00 1 Minivan
Yes 1116.00 3 No 2 0.00 8 0 Urban
488230129 0 1/13/1963 36 0 3 17883.82 No 114530.29 Yes M
< High School Blue Collar 36.51 Private 9360.00 7 SUV
No 0.00 0 No 0 0.00 1 0 Rural
300338441 0 4/12/1951 48 0 10 44770.17 No 162374.27 No M
Masters Lawyer 65.52 Private 5980.00 1 Pickup
Yes 0.00 0 No 4 3538.97 14 1 Urban
994720648 0 6/18/1960 39 2 12 34622.87 No 120548.10 Yes M
High School Professional 17.62 Private 4960.00 10 Pickup
Yes 0.00 0 No 3 0.00 1 0 Urban
694490618 0 9/18/1946 53 0 13 74333.56 No 254788.90 Yes F
PhD Manager 24.16 Private 6800.00 10 SUV
No 5854.00 1 No 1 0.00 16 0 Urban
819642529 1 11/28/1953 45 2 17 111268.31 No 288070.97 Yes F
Masters Lawyer 46.40 Private 21680.00 4 Minivan
No 10366.00 3 Yes 3 5329.00 10 1 Urban
30587067 0 8/12/1947 52 0 11 87751.22 No 236741.91 Yes F
Masters Manager 18.61 Private 18760.00 4 Minivan
No 0.00 0 No 2 0.00 17 0 Urban
205891875 0 4/2/1956 43 1 11 72421.43 No 217974.26 Yes F
Bachelors Manager 34.61 Private 13760.00 3 SUV
No 1018.00 1 No 1 0.00 18 0 Urban
448891263 3 2/14/1955 44 4 18 59352.00 No 192373.08 Yes M
High School Manager 17.39 Private 15470.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
670843765 0 3/18/1962 37 2 12 16828.56 No 150388.02 Yes M
< High School Clerical 30.19 Commercial 23830.00 3 Panel Truck
No 0.00 0 Yes 0 5159.00 1 1 Urban
929235234 0 10/2/1943 56 0 0 0.00 No 83118.48 Yes F
High School Home Maker 43.32 Private 9540.00 1 Sports Car
No 0.00 0 No 1 0.00 1 0 Rural
449577066 1 7/28/1962 37 2 12 76.80 No 77025.47 Yes F
< High School Student 24.24 Private 8620.00 1 SUV
No 5289.00 2 No 5 726.00 1 1 Urban
81532183 0 3/1/1955 44 0 11 91667.63 No 283487.36 Yes F
High School Professional 21.34 Private 15960.00 6 SUV
No 0.00 0 No 2 0.00 8 0 Urban
67770126 0 11/19/1964 34 3 7 30336.96 No 0.00 Yes F
< High School Student 44.54 Private 7930.00 1 SUV
No 0.00 0 No 0 0.00 8 0 Urban
325688006 0 6/5/1952 47 0 13 61214.40 No 219100.74 Yes M
Bachelors Blue Collar 53.43 Commercial 18180.00 7 Van
Yes 4723.00 2 No 0 4232.00 7 1 Urban
1627973 1 5/26/1956 43 2 5 2599.27 Yes 0.00 No M
Bachelors Student 38.23 Private 1760.00 3 Minivan
Yes 0.00 0 No 0 0.00 5 0 Rural
711294832 0 4/26/1948 51 0 7 66586.80 No 180749.95 No F
Bachelors Manager 30.72 Private 27240.00 10 Sports Car
No 0.00 0 No 0 0.00 10 0 Urban
259580283 0 6/18/1940 59 0 11 71225.84 No 252722.32 Yes M
Bachelors Professional 10.44 Private 13490.00 1 Minivan
Yes 9287.00 3 No 5 0.00 11 0 Urban
329918495 0 2/3/1941 58 0 11 101447.97 No 329765.24 Yes M
Bachelors Professional 32.41 Private 17440.00 1 Van
No 0.00 0 No 0 1261.00 12 1 Urban
194053983 0 1/11/1949 50 0 14 31436.01 No 0.00 No F
High School Clerical 32.51 Private 4680.00 4 SUV
No 6909.00 4 No 3 2977.00 1 1 Rural
462018236 0 11/10/1957 42 0 7 50057.63 No 0.00 No F
PhD Doctor 12.10 Private 10710.00 6 SUV
No 7488.00 1 No 5 0.00 18 0 Urban
591717613 0 9/5/1944 55 0 13 145860.07 No 410028.94 Yes M
Masters Manager 18.06 Commercial 40420.00 1 Panel Truck
No 0.00 0 No 0 0.00 17 0 Urban
108603073 0 1/21/1964 35 2 14 4290.14 No 0.00 Yes M
< High School Student 35.40 Commercial 5430.00 1 Pickup
Yes 6570.00 2 No 6 4405.22 1 1 Urban
8764588 2 2/5/1955 44 3 12 2510.62 Yes 0.00 No F
High School Student 60.15 Private 17370.00 4 Sports Car
No 0.00 0 Yes 1 4337.00 7 1 Rural
810914497 0 1/13/1957 42 2 14 41193.48 No 161249.26 Yes F
High School Clerical 48.21 Private 14390.00 6 Sports Car
No 4448.00 3 No 4 0.00 1 0 Urban
814442459 0 4/13/1947 52 0 9 138003.95 No 343853.16 No F
PhD Manager 9.81 Private 27310.00 4 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
771950909 0 12/5/1952 46 0 11 26266.13 No 125950.92 Yes F
Bachelors Manager 20.42 Private 13990.00 4 Sports Car
No 7766.00 1 No 4 0.00 7 0 Urban
722935033 0 2/25/1955 44 2 13 44199.93 No 160351.11 Yes F
High School Clerical 35.11 Private 10910.00 4 SUV
No 0.00 0 No 2 3887.00 1 1 Urban
956452578 0 10/27/1963 36 2 12 115701.42 Yes 0.00 No M
Bachelors Manager 36.88 Commercial 33210.00 7 Panel Truck
Yes 0.00 0 No 0 0.00 1 0 Urban
675699530 0 4/23/1962 37 3 0 0.00 No 55921.62 Yes M
High School Student 5.00 Commercial 5580.00 4 Pickup
Yes 12048.00 3 Yes 11 7552.00 1 1 Urban
918387800 1 8/23/1956 43 2 11 29080.93 Yes 0.00 No F
High School Clerical 33.27 Private 10320.00 6 SUV
No 0.00 0 No 1 4322.00 7 1 Urban
765985821 0 8/12/1964 35 1 10 46192.31 No 133668.26 Yes M
Masters Lawyer 36.77 Private 9810.00 1 Pickup
No 0.00 0 No 0 0.00 11 0 Urban
404869739 0 4/1/1947 52 0 0 0.00 No 0.00 No F
High School Student 26.22 Commercial 6700.00 1 SUV
No 4549.00 2 Yes 2 6752.00 1 1 Urban
544290336 0 7/17/1946 53 0 5 20683.06 No 151995.50 No F
Bachelors Home Maker 5.00 Private 8870.00 7 SUV
No 1745.00 1 No 7 0.00 12 0 Urban
736941520 0 2/9/1953 46 0 12 16467.89 No 100941.28 Yes F
Masters Home Maker 44.22 Private 7750.00 10 SUV
No 0.00 0 No 0 0.00 11 0 Rural
478689705 0 6/11/1959 40 1 13 114031.91 Yes 0.00 No F
Masters Manager 65.13 Private 26780.00 1 Pickup
No 0.00 0 No 3 5438.00 2 1 Urban
117704348 0 9/8/1950 49 0 16 25370.73 No 143256.44 Yes M
High School Blue Collar 19.62 Private 4690.00 4 Pickup
Yes 0.00 0 No 3 2928.00 11 1 Urban
554445650 0 4/21/1969 30 0 7 54275.16 No 121341.11 Yes F
High School Professional 17.45 Private 7220.00 1 Sports Car
No 0.00 0 No 5 1691.00 1 1 Urban
484814016 0 12/25/1966 32 2 0 0.00 No 0.00 Yes M
< High School Student 5.00 Commercial 17700.00 13 Minivan
No 4211.00 2 No 0 77907.43 6 1 Urban
130304786 0 4/7/1952 47 0 11 20300.11 No 137480.00 Yes F
High School Clerical 36.81 Private 11160.00 6 Sports Car
No 0.00 0 No 0 0.00 8 0 Rural
317842701 0 6/25/1945 54 0 12 40818.02 No 0.00 No F
Masters Lawyer 34.30 Private 15890.00 13 SUV
No 0.00 0 No 0 0.00 15 0 Urban
969343262 0 8/30/1966 33 2 12 70407.85 No 190138.65 Yes F
Bachelors Blue Collar 30.64 Commercial 18850.00 1 SUV
No 2665.00 3 No 3 2907.00 9 1 Urban
425911852 0 1/8/1942 57 0 0 0.00 No 77032.41 Yes F
PhD Home Maker 49.12 Private 13740.00 7 SUV
No 0.00 0 No 3 0.00 11 0 Rural
651748745 0 12/9/1951 47 0 13 47355.13 No 165539.69 Yes F
High School Blue Collar 23.42 Commercial 10940.00 6 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
643290981 0 10/25/1950 49 0 0 0.00 No 88926.88 Yes M
High School Student 5.00 Private 4190.00 9 Minivan
Yes 4870.00 1 No 4 0.00 8 0 Urban
59520624 0 10/16/1952 47 0 10 82503.27 No 0.00 No F
Bachelors Professional 38.15 Private 21800.00 13 Sports Car
No 6633.00 4 No 0 4055.00 15 1 Urban
240938337 0 6/26/1953 46 0 12 111317.85 No 330183.13 Yes M
PhD Doctor 42.72 Private 35730.00 1 Minivan
No 2935.00 1 No 0 0.00 14 0 Urban
967829541 0 9/21/1949 50 0 13 92027.56 No 0.00 No M
Masters Manager 40.16 Private 16260.00 1 Minivan
Yes 6453.00 3 No 7 0.00 18 0 Urban
203013907 0 10/18/1975 24 3 11 24665.95 Yes 0.00 No M
Bachelors Professional 54.38 Commercial 9010.00 10 Pickup
Yes 0.00 0 Yes 1 4515.00 10 1 Urban
703900839 0 1/16/1948 51 0 11 72518.47 No 0.00 No F
Bachelors Blue Collar 27.80 Commercial 16510.00 1 SUV
No 5217.00 2 No 0 0.00 11 0 Urban
968373001 0 7/30/1952 47 0 12 125741.11 No 359403.55 Yes F
Masters Manager 41.29 Private 18770.00 1 SUV
No 0.00 0 No 0 0.00 8 0 Urban
408105547 0 11/16/1952 47 0 7 18789.17 No 146054.63 Yes M
< High School Blue Collar 20.04 Private 12040.00 4 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
37595654 0 12/12/1952 46 0 13 119903.90 No 0.00 No F
Masters Lawyer 21.52 Private 23530.00 10 Sports Car
No 0.00 0 No 2 2758.00 21 1 Urban
49643122 1 4/16/1955 44 2 14 11065.39 No 110907.45 Yes F
< High School Blue Collar 80.27 Private 12410.00 7 SUV
No 0.00 0 No 0 0.00 8 0 Rural
212135499 0 3/8/1962 37 0 1 42878.35 No 158178.92 Yes M
Bachelors Blue Collar 53.77 Commercial 11480.00 1 Pickup
No 6870.00 1 No 4 0.00 10 0 Urban
429155050 1 6/17/1963 36 3 10 10632.15 No 0.00 Yes F
Bachelors Student 28.51 Private 16290.00 6 SUV
No 0.00 0 No 0 0.00 9 0 Urban
514595523 0 8/3/1952 47 0 8 5845.72 No 99468.32 Yes F
High School Home Maker 10.05 Private 9030.00 1 SUV
No 0.00 0 No 0 5440.00 9 1 Urban
656344335 0 12/10/1951 47 0 8 90939.95 No 0.00 No M
Bachelors Professional 49.99 Commercial 16710.00 10 Van
Yes 8490.00 3 No 0 1487.00 10 1 Urban
634828055 0 12/6/1952 46 0 12 14704.30 No 80658.63 Yes F
< High School Clerical 57.07 Private 10620.00 4 SUV
No 0.00 0 No 2 0.00 4 0 Rural
246580096 0 2/28/1967 32 3 0 0.00 No 107324.66 Yes F
High School Home Maker 50.75 Private 10350.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Rural
7936658 0 9/27/1960 39 0 12 49652.08 No 208318.79 Yes M
Bachelors Manager 45.72 Private 10370.00 6 Pickup
Yes 0.00 0 Yes 1 0.00 10 0 Urban
134224706 0 3/10/1949 50 0 10 45619.98 No 170795.90 Yes F
Bachelors Manager 19.97 Private 14790.00 4 SUV
No 0.00 0 No 1 0.00 5 0 Urban
605614925 0 4/28/1973 26 3 15 69788.67 No 206181.39 Yes F
High School Manager 36.96 Private 11770.00 1 SUV
No 2960.00 3 No 5 2992.00 7 1 Urban
86772573 0 4/19/1956 43 0 13 45354.89 No 151270.55 Yes F
< High School Blue Collar 12.47 Private 10340.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
938320087 0 7/17/1938 61 0 13 57095.47 No 0.00 No M
< High School Blue Collar 51.78 Private 7600.00 4 SUV
Yes 1904.00 3 No 7 5603.09 6 1 Urban
514434088 0 5/19/1971 28 1 0 0.00 Yes 0.00 No M
High School Home Maker 8.94 Private 4300.00 11 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
544712125 0 4/17/1954 45 0 12 22721.17 No 143433.96 Yes F
Bachelors Home Maker 31.45 Private 19880.00 10 Minivan
No 0.00 0 No 1 0.00 11 0 Rural
164296206 0 8/23/1962 37 0 7 125313.66 No 0.00 No M
Bachelors Manager 23.94 Commercial 17730.00 9 Van
Yes 0.00 0 No 4 0.00 1 0 Urban
496368853 0 3/29/1943 56 0 14 59188.01 No 238256.28 No M
High School Professional 64.60 Private 8980.00 1 Pickup
No 0.00 0 No 0 0.00 1 0 Urban
826547678 0 10/10/1953 46 0 14 121133.15 No 297339.99 Yes M
Bachelors Blue Collar 13.41 Commercial 18750.00 13 Van
Yes 0.00 0 No 1 0.00 9 0 Urban
825250051 0 8/22/1949 50 0 10 16624.76 No 0.00 No M
< High School Student 48.63 Commercial 6500.00 7 Pickup
Yes 0.00 0 No 4 0.00 1 0 Rural
317891388 0 1/26/1945 54 0 12 61625.88 No 0.00 No F
Bachelors Blue Collar 24.68 Commercial 13060.00 1 SUV
No 5598.00 2 No 3 0.00 10 0 Urban
267868090 1 10/30/1956 43 2 15 58024.86 No 211109.35 Yes M
Bachelors Clerical 15.59 Commercial 28840.00 6 Panel Truck
Yes 0.00 0 No 0 3905.00 8 1 Urban
877748562 0 9/24/1945 54 0 13 71578.68 No 257342.44 Yes M
PhD Manager 45.50 Commercial 18560.00 3 Van
No 9514.00 4 No 0 0.00 13 0 Urban
679555193 0 2/16/1966 33 4 0 0.00 Yes 0.00 No M
High School Student 13.66 Commercial 12470.00 1 Minivan
Yes 10794.00 2 Yes 4 2705.00 5 1 Urban
272342712 0 10/7/1945 54 0 14 66954.72 No 241543.96 No F
Bachelors Professional 47.54 Private 10540.00 4 SUV
No 0.00 0 No 2 0.00 10 0 Urban
952181357 0 5/17/1967 32 2 12 40850.74 Yes 112094.45 No F
High School Clerical 52.02 Private 15550.00 1 SUV
No 0.00 0 No 2 2943.00 1 1 Urban
488523606 0 4/25/1947 52 0 6 115075.23 No 0.00 No M
Bachelors Blue Collar 22.91 Commercial 18210.00 1 Van
Yes 7619.00 1 No 3 5314.00 1 1 Urban
298571479 0 5/22/1980 19 1 8 37535.97 Yes 0.00 No F
Bachelors Professional 53.47 Private 22810.00 10 Pickup
No 4686.00 1 No 10 3917.00 1 1 Urban
253235211 0 3/28/1948 51 0 16 36451.27 No 138534.93 Yes M
High School Blue Collar 67.86 Commercial 7900.00 11 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
88568347 0 5/4/1947 52 0 11 41408.41 No 199056.31 No F
Bachelors Clerical 31.97 Private 5640.00 4 SUV
No 0.00 0 No 0 0.00 10 0 Rural
401624808 0 7/16/1955 44 0 11 38987.98 No 152614.33 No F
< High School Home Maker 10.71 Private 5700.00 6 SUV
No 525.00 1 No 1 0.00 1 0 Urban
937083132 0 4/8/1971 28 0 9 36112.61 No 187871.40 No M
Bachelors Blue Collar 75.44 Commercial 9240.00 4 Pickup
Yes 5065.00 2 No 5 4546.00 8 1 Urban
472578187 0 2/15/1951 48 0 14 82885.50 No 0.00 No M
Bachelors Manager 60.08 Private 21340.00 1 Minivan
No 0.00 0 No 1 1467.00 13 1 Urban
166923425 0 10/29/1952 47 0 0 0.00 No 0.00 No M
< High School Student 24.86 Private 17890.00 6 Van
No 0.00 0 No 0 3968.00 5 1 Urban
91891969 0 4/15/1944 55 0 13 32880.21 No 197777.84 Yes M
< High School Blue Collar 26.89 Commercial 4790.00 11 Pickup
Yes 0.00 0 No 3 1100.00 1 1 Urban
123291473 0 5/21/1977 22 2 0 0.00 No 0.00 Yes F
PhD Home Maker 46.91 Private 13000.00 6 SUV
Yes 7191.00 1 No 0 22351.71 11 1 Urban
176935775 0 12/28/1956 42 2 17 54426.72 Yes 0.00 No F
Bachelors Manager 29.16 Private 5700.00 1 Sports Car
No 0.00 0 No 2 18391.57 7 1 Urban
751239174 0 10/6/1969 30 2 14 110913.45 No 305472.02 Yes M
Bachelors Blue Collar 39.92 Commercial 4500.00 7 Pickup
Yes 0.00 0 No 2 0.00 11 0 Urban
787877274 0 1/17/1969 30 3 0 0.00 Yes 0.00 No F
< High School Home Maker 48.94 Private 6130.00 9 SUV
No 0.00 0 No 0 3096.00 1 1 Rural
12254781 0 1/17/1944 55 0 10 3082.96 No 64682.22 Yes M
Masters Manager 45.95 Private 7310.00 10 Pickup
Yes 0.00 0 No 1 0.00 10 0 Urban
51707702 2 11/22/1956 42 2 11 114277.07 No 307202.53 Yes M
Masters Lawyer 5.91 Private 15620.00 10 Minivan
Yes 0.00 0 No 0 0.00 14 0 Urban
471846839 0 7/18/1970 29 2 12 109719.05 Yes 0.00 No F
Masters Manager 28.15 Private 21160.00 16 SUV
No 6091.00 3 No 3 0.00 16 0 Urban
656027997 0 8/11/1972 27 1 0 0.00 No 91135.03 Yes F
Bachelors Home Maker 47.88 Private 20570.00 6 SUV
No 0.00 0 No 3 0.00 9 0 Rural
409263481 0 5/11/1955 44 3 17 35066.28 Yes 0.00 No F
High School Clerical 47.36 Private 18880.00 4 SUV
No 37642.00 3 Yes 6 12588.26 1 1 Urban
176935775 0 12/29/1954 44 2 17 66200.02 Yes 223959.98 No F
Bachelors Manager 52.68 Private 17260.00 13 SUV
No 0.00 0 No 1 629.00 9 1 Urban
545191971 0 11/6/1949 50 0 12 134292.64 No 351879.86 Yes M
Masters Lawyer 43.48 Private 15890.00 1 Minivan
No 0.00 0 No 0 0.00 23 0 Urban
680425927 0 2/7/1948 51 0 9 50165.61 No 187296.86 No M
High School Blue Collar 32.44 Commercial 11620.00 6 Minivan
No 33864.00 3 No 5 0.00 1 0 Urban
959710460 0 1/18/1949 50 0 13 36504.44 No 209726.45 No F
< High School Blue Collar 34.59 Private 15550.00 6 SUV
No 0.00 0 Yes 0 0.00 3 0 Urban
920852190 0 6/17/1935 64 0 0 0.00 No 0.00 No F
High School Student 36.23 Private 8750.00 4 Sports Car
No 0.00 0 No 3 0.00 9 0 Rural
674266132 0 5/1/1970 29 2 13 75467.90 Yes 0.00 No F
Bachelors Professional 23.95 Private 13140.00 4 Pickup
No 0.00 0 No 2 0.00 10 0 Urban
669340341 0 8/23/1949 50 0 8 55172.39 No 176834.78 Yes M
Bachelors Blue Collar 32.80 Commercial 12020.00 20 Pickup
Yes 0.00 0 No 1 0.00 16 0 Urban
342630609 0 5/23/1934 65 0 11 131547.99 No 379681.61 Yes F
High School Professional 36.57 Private 23930.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Rural
862826197 0 2/11/1941 58 2 12 116947.50 No 350971.32 Yes M
Masters Lawyer 53.57 Private 18990.00 1 Van
Yes 0.00 0 No 0 0.00 20 0 Urban
632856320 0 5/9/1956 43 2 12 23156.77 No 115249.29 Yes M
High School Clerical 26.61 Private 8120.00 1 Minivan
No 0.00 0 No 7 0.00 1 0 Rural
498520198 0 3/1/1950 49 0 10 88936.93 No 276837.13 Yes M
Masters Professional 55.57 Private 15290.00 1 Minivan
Yes 0.00 0 No 0 0.00 18 0 Urban
822553919 0 7/19/1953 46 0 12 49917.02 No 182125.88 Yes F
< High School Blue Collar 36.42 Private 18640.00 10 SUV
No 0.00 0 No 2 1909.00 8 1 Urban
541204921 0 9/8/1953 46 0 8 73871.58 No 245877.50 Yes F
Masters Lawyer 42.80 Private 17550.00 10 SUV
No 0.00 0 No 3 0.00 16 0 Rural
617290547 0 7/27/1955 44 1 0 0.00 No 0.00 Yes M
Bachelors Student 11.84 Private 1500.00 4 Minivan
No 0.00 0 No 1 0.00 6 0 Rural
654988220 0 5/15/1951 48 0 7 68520.57 No 0.00 No F
High School Clerical 18.13 Private 6300.00 16 Sports Car
No 0.00 0 Yes 1 0.00 10 0 Rural
88279212 0 9/8/1963 36 0 9 73429.65 No 235483.75 No M
High School Blue Collar 9.77 Commercial 12440.00 4 Minivan
No 33999.00 1 Yes 2 0.00 1 0 Urban
123839903 0 2/10/1942 57 0 14 40121.59 No 171054.22 No F
PhD Lawyer 36.51 Private 11210.00 10 Sports Car
No 9171.00 1 No 7 0.00 15 0 Urban
445545403 0 12/16/1953 45 0 13 16736.33 No 102334.52 Yes F
< High School Clerical 43.62 Private 7670.00 11 Sports Car
No 0.00 0 No 0 0.00 9 0 Urban
524401501 0 5/25/1940 59 0 9 51425.14 No 189234.56 Yes F
High School Blue Collar 19.47 Commercial 12540.00 1 SUV
No 0.00 0 No 3 3398.00 1 1 Urban
620024930 0 11/7/1948 51 0 6 102134.82 No 282192.24 No F
Masters Lawyer 16.33 Private 29070.00 1 SUV
No 0.00 0 No 0 0.00 15 0 Urban
151304691 0 10/9/1957 42 0 14 41901.05 No 0.00 No F
Masters Home Maker 34.68 Private 17520.00 6 SUV
No 0.00 0 No 0 6764.00 8 1 Urban
837299054 0 8/22/1953 46 0 12 67381.35 No 226927.96 Yes F
Masters Lawyer 34.34 Private 27630.00 4 Pickup
No 6149.00 3 No 4 0.00 10 0 Urban
887119048 0 8/25/1964 35 2 12 110312.35 Yes 0.00 No F
PhD Doctor 43.05 Private 14070.00 6 Minivan
No 778.00 1 No 4 0.00 18 0 Urban
396302344 0 8/30/1951 48 0 11 110914.72 No 350620.58 Yes M
Masters Manager 35.96 Private 21290.00 4 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
408585803 0 3/23/1952 47 0 2 55526.84 No 0.00 No F
Bachelors Blue Collar 80.89 Commercial 23470.00 1 Pickup
No 0.00 0 No 1 0.00 11 0 Rural
444658348 0 2/28/1966 33 1 12 54479.65 Yes 180380.63 No M
High School Blue Collar 48.01 Commercial 10250.00 6 Pickup
Yes 31332.00 5 Yes 5 5077.00 11 1 Urban
827178489 0 6/23/1951 48 0 13 70681.59 No 263904.78 Yes F
High School Blue Collar 24.65 Commercial 27800.00 4 Pickup
No 0.00 0 Yes 0 2582.00 1 1 Urban
407831398 0 11/27/1948 50 0 10 77949.88 No 241689.75 No M
PhD Manager 5.00 Private 20210.00 3 Van
Yes 13118.00 1 No 4 0.00 19 0 Urban
422000741 0 5/6/1936 63 0 13 157719.63 No 449806.11 Yes F
PhD Doctor 18.95 Private 23570.00 6 SUV
No 0.00 0 No 3 0.00 17 0 Urban
538704088 0 4/22/1964 35 2 12 71902.92 Yes 261074.68 No M
High School Professional 17.83 Private 12190.00 14 Pickup
No 4688.00 2 No 0 0.00 1 0 Urban
959206681 0 12/6/1945 53 0 12 46395.76 No 164037.24 Yes M
Bachelors Blue Collar 28.70 Commercial 22340.00 10 Van
Yes 0.00 0 No 0 1157.00 11 1 Urban
523862134 0 3/29/1936 63 0 13 39508.08 No 192733.76 Yes M
Bachelors Blue Collar 27.64 Commercial 7800.00 3 SUV
No 0.00 0 No 0 0.00 11 0 Urban
262286587 0 9/1/1958 41 0 13 49470.31 No 0.00 No M
Bachelors Professional 21.12 Private 10550.00 1 Pickup
No 2987.00 2 No 2 0.00 12 0 Urban
907148462 0 1/21/1951 48 0 11 78322.61 No 223445.05 No M
Masters Lawyer 45.99 Private 14130.00 1 Minivan
No 7517.00 2 No 6 0.00 17 0 Urban
99935051 0 1/15/1949 50 0 9 76090.62 No 246608.56 Yes M
High School Blue Collar 52.59 Commercial 38500.00 1 Panel Truck
Yes 0.00 0 No 1 5548.00 1 1 Urban
737660155 0 4/27/1957 42 0 7 64734.90 No 0.00 No M
Bachelors Blue Collar 22.66 Commercial 15320.00 1 Minivan
Yes 0.00 0 No 0 0.00 10 0 Urban
258355237 0 5/7/1962 37 0 10 104539.35 No 314427.31 Yes M
Bachelors Blue Collar 27.00 Commercial 26230.00 6 Minivan
Yes 5046.00 2 No 2 0.00 14 0 Urban
670479631 0 2/25/1955 44 0 5 49604.13 No 175392.18 Yes M
High School Blue Collar 21.78 Private 6640.00 19 Pickup
No 0.00 0 No 1 0.00 6 0 Urban
340189673 0 6/24/1947 52 0 8 44431.51 No 149077.81 No M
Masters Lawyer 22.34 Private 18100.00 6 Van
Yes 0.00 0 No 0 0.00 13 0 Urban
166070636 0 5/12/1964 35 2 0 0.00 Yes 0.00 No M
High School Student 13.00 Private 15840.00 14 Minivan
No 4665.00 2 No 6 0.00 1 0 Urban
473298220 0 11/8/1949 50 0 15 33231.21 No 181555.90 No M
< High School Blue Collar 42.97 Private 9820.00 4 Minivan
Yes 0.00 0 No 0 0.00 3 0 Rural
192924997 3 7/21/1959 40 3 17 42465.93 No 163366.55 Yes M
High School Blue Collar 35.15 Commercial 30690.00 13 Panel Truck
Yes 0.00 0 No 0 0.00 5 0 Urban
910475909 0 12/2/1946 52 0 11 81007.83 No 216654.86 Yes M
Bachelors Manager 22.16 Commercial 24830.00 4 Panel Truck
No 11193.00 4 No 4 0.00 14 0 Urban
458303466 1 10/10/1953 46 0 13 56236.73 No 210027.22 Yes M
High School Blue Collar 41.54 Commercial 7440.00 1 SUV
No 16165.00 2 Yes 2 5268.00 8 1 Urban
587295432 0 11/2/1954 45 0 13 15249.00 No 0.00 Yes M
< High School Student 23.66 Private 29370.00 1 Minivan
Yes 0.00 0 No 0 0.00 5 0 Rural
374398386 0 8/16/1935 64 1 19 4143.43 No 128324.82 Yes F
< High School Clerical 46.03 Private 4890.00 1 Sports Car
No 0.00 0 No 1 0.00 1 0 Rural
720305468 0 6/30/1955 44 2 14 62721.48 No 165940.84 Yes F
Bachelors Professional 41.92 Private 15290.00 1 SUV
No 24878.00 1 No 4 0.00 4 0 Urban
214064538 0 3/2/1949 50 0 8 43379.36 No 210025.78 No M
Bachelors Manager 15.51 Private 32120.00 14 Minivan
Yes 0.00 0 No 0 0.00 12 0 Urban
872454065 0 2/21/1955 44 2 0 0.00 No 0.00 Yes F
High School Student 37.69 Private 14460.00 10 SUV
No 0.00 0 No 0 0.00 1 0 Rural
113404562 0 10/12/1952 47 0 0 0.00 No 0.00 No F
PhD Home Maker 28.09 Commercial 18040.00 6 Sports Car
No 0.00 0 No 6 1306.00 10 1 Urban
729074843 0 8/17/1942 57 0 13 40264.16 No 0.00 No M
High School Blue Collar 56.98 Commercial 19260.00 6 Van
No 0.00 0 Yes 3 3305.00 6 1 Urban
358544143 0 6/16/1957 42 0 9 17630.85 No 89248.06 No F
High School Home Maker 35.14 Private 9250.00 4 Sports Car
No 6923.00 2 No 0 0.00 1 0 Rural
343549613 0 12/7/1952 46 0 10 70307.22 No 226428.87 Yes F
Bachelors Blue Collar 36.26 Commercial 8870.00 4 Sports Car
No 0.00 0 No 0 0.00 10 0 Urban
977629123 1 11/29/1956 42 3 12 35932.76 No 148958.80 Yes F
< High School Clerical 5.00 Private 7240.00 1 SUV
No 0.00 0 No 0 0.00 5 0 Urban
330366234 0 2/23/1940 59 0 12 106523.01 No 0.00 No F
Bachelors Blue Collar 42.45 Commercial 12150.00 8 Pickup
No 0.00 0 No 0 708.00 10 1 Urban
677436613 0 9/13/1951 48 0 11 36296.42 No 163876.72 Yes M
High School Clerical 19.40 Private 6300.00 4 Minivan
No 0.00 0 No 2 0.00 9 0 Urban
663706408 0 6/10/1939 60 0 13 55259.99 No 187662.22 Yes F
High School Professional 35.63 Private 16450.00 1 SUV
No 1064.00 2 No 2 3646.40 3 1 Urban
640941698 0 9/14/1952 47 1 10 82632.71 Yes 0.00 No F
Bachelors Blue Collar 45.18 Commercial 14460.00 6 SUV
No 15697.00 2 Yes 0 17628.37 10 1 Urban
44216590 0 8/23/1958 41 0 6 30676.14 No 150713.40 Yes F
High School Clerical 26.08 Private 5600.00 6 Minivan
No 0.00 0 No 1 0.00 9 0 Rural
284137091 0 7/30/1949 50 0 11 47902.25 No 0.00 No F
Bachelors Manager 38.48 Private 21830.00 4 Pickup
No 1116.00 1 No 4 0.00 7 0 Urban
632856320 0 5/9/1956 43 2 12 23156.77 No 115249.29 Yes M
High School Clerical 26.61 Private 20720.00 17 Van
No 0.00 0 No 0 0.00 1 0 Rural
976688143 0 10/26/1949 50 0 13 39245.36 No 185056.02 Yes M
Masters Manager 30.50 Private 1500.00 4 Minivan
Yes 0.00 0 No 1 0.00 13 0 Urban
462155535 0 3/11/1936 63 0 12 42862.38 No 0.00 No F
High School Professional 17.09 Private 7800.00 11 Sports Car
No 0.00 0 Yes 0 4491.00 1 1 Urban
13250817 0 8/2/1966 33 1 7 71121.02 No 214820.97 Yes M
Bachelors Blue Collar 78.45 Commercial 11910.00 1 Pickup
Yes 0.00 0 No 2 0.00 8 0 Rural
952361237 0 2/8/1971 28 2 12 38304.65 No 135830.74 Yes F
Masters Manager 41.81 Private 21980.00 9 Minivan
No 1310.00 1 No 6 7881.94 15 1 Urban
955848872 0 11/25/1948 50 0 9 59327.34 No 0.00 No M
Bachelors Professional 45.26 Private 8940.00 1 Minivan
Yes 0.00 0 No 0 0.00 13 0 Urban
253050441 0 12/22/1975 23 3 13 16192.68 Yes 0.00 No M
High School Clerical 35.63 Private 7290.00 7 Minivan
Yes 0.00 0 Yes 3 5440.00 1 1 Urban
480878422 0 10/26/1961 38 0 13 146980.80 No 384011.00 Yes F
Bachelors Professional 45.69 Private 21900.00 7 Pickup
No 0.00 0 No 0 0.00 6 0 Urban
649931193 0 12/14/1954 44 2 13 91652.52 Yes 275424.22 No F
High School Blue Collar 47.91 Commercial 19220.00 10 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
313032853 0 8/31/1956 43 2 15 6324.24 No 0.00 Yes M
< High School Student 57.70 Private 13180.00 1 Minivan
Yes 0.00 0 No 0 5209.00 1 1 Urban
853538977 2 4/27/1961 38 3 7 107826.69 No 296962.23 Yes M
Bachelors Blue Collar 5.00 Commercial 27800.00 1 Panel Truck
No 0.00 0 No 3 0.00 13 0 Urban
542281799 0 1/9/1936 63 0 11 19205.43 No 150574.11 Yes F
Masters Lawyer 37.82 Private 9200.00 1 Sports Car
No 0.00 0 No 0 0.00 3 0 Urban
67299017 0 12/20/1950 48 0 9 555.86 No 0.00 Yes F
< High School Student 20.93 Private 13920.00 13 SUV
No 6091.00 2 No 4 0.00 1 0 Urban
193426980 0 4/20/1957 42 0 9 67002.79 No 184719.39 No M
Bachelors Manager 11.08 Commercial 22660.00 3 Panel Truck
No 0.00 0 No 0 0.00 1 0 Urban
123446475 0 2/12/1951 48 0 0 0.00 No 94656.20 Yes F
High School Home Maker 12.83 Private 1500.00 1 Sports Car
No 1061.00 4 No 0 0.00 1 0 Urban
956221255 0 9/27/1970 29 1 12 95883.62 Yes 0.00 No F
Bachelors Blue Collar 16.16 Commercial 31520.00 4 Minivan
No 4394.00 1 No 5 0.00 11 0 Urban
867204089 0 8/27/1956 43 3 15 61852.18 No 176218.71 Yes F
High School Blue Collar 29.84 Commercial 12260.00 11 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
739059457 0 1/7/1960 39 0 12 29149.46 No 140252.82 Yes M
High School Clerical 34.05 Private 8310.00 17 Pickup
No 0.00 0 No 3 0.00 1 0 Urban
813047682 0 11/4/1956 43 0 14 54067.10 No 168625.81 Yes M
< High School Blue Collar 5.00 Commercial 6910.00 6 Pickup
Yes 7076.00 4 No 0 1647.00 1 1 Urban
590017124 0 8/10/1949 50 0 12 138304.50 No 368049.40 Yes F
Masters Lawyer 53.82 Private 20330.00 13 Minivan
No 0.00 0 No 0 0.00 15 0 Urban
799470114 0 7/1/1933 66 0 8 47666.53 No 179034.20 Yes F
Bachelors Professional 10.70 Private 14500.00 3 Sports Car
No 0.00 0 No 2 0.00 12 0 Urban
553736065 0 7/7/1952 47 0 12 61352.29 No 223768.09 Yes F
Masters Lawyer 47.48 Private 33510.00 6 Van
No 1893.00 1 No 4 4378.00 12 1 Urban
681947848 0 4/13/1949 50 0 14 62569.84 No 0.00 No F
High School Clerical 49.36 Private 18760.00 6 Minivan
No 0.00 0 No 0 11087.86 6 1 Urban
640622708 1 9/17/1954 45 2 8 75555.78 No 269688.08 Yes F
Masters Professional 26.16 Private 31350.00 4 Van
No 1435.00 3 Yes 1 7756.00 8 1 Urban
917757827 0 8/22/1945 54 0 7 29566.59 No 195059.65 Yes M
< High School Blue Collar 17.86 Commercial 20200.00 6 Van
No 2913.00 1 Yes 7 7581.00 1 1 Urban
950790157 1 6/22/1962 37 1 14 79665.44 No 222382.27 Yes M
Masters Professional 33.92 Private 13170.00 1 Minivan
Yes 2614.00 2 No 6 0.00 14 0 Urban
993912015 0 2/5/1947 52 0 6 46604.78 No 0.00 No F
High School Manager 27.91 Private 8920.00 6 Sports Car
No 7035.00 1 No 2 0.00 12 0 Urban
907447835 1 7/9/1956 43 2 13 47982.72 No 181172.74 Yes M
High School Clerical 20.48 Private 16460.00 4 Minivan
Yes 0.00 0 No 0 0.00 9 0 Urban
238589399 0 12/15/1960 38 0 9 81976.19 No 273051.08 Yes M
Masters Manager 19.01 Private 20680.00 3 Van
Yes 0.00 0 No 0 0.00 13 0 Urban
338229507 1 6/29/1956 43 2 9 39719.71 Yes 0.00 No M
< High School Blue Collar 21.85 Private 13390.00 9 Minivan
No 892.00 4 No 4 4261.00 1 1 Urban
662721687 2 3/23/1962 37 3 17 123358.46 No 325559.80 Yes M
Bachelors Blue Collar 58.90 Commercial 8070.00 4 Pickup
Yes 0.00 0 No 0 0.00 1 0 Rural
369429861 0 12/17/1948 50 0 8 28435.77 No 142428.39 Yes F
High School Clerical 39.93 Private 6480.00 1 Sports Car
No 0.00 0 No 0 0.00 10 0 Rural
127146830 0 1/21/1952 47 0 11 19956.19 No 0.00 No M
< High School Clerical 25.07 Private 8200.00 8 Minivan
Yes 25355.00 2 Yes 4 2489.00 1 1 Urban
210529502 0 3/20/1966 33 2 13 57333.58 No 196082.79 Yes M
High School Blue Collar 12.70 Commercial 10900.00 1 Pickup
Yes 0.00 0 No 1 0.00 8 0 Rural
663444518 0 3/21/1953 46 0 12 46253.61 No 162914.21 Yes M
High School Blue Collar 30.35 Commercial 10730.00 12 Minivan
No 0.00 0 No 1 3060.00 1 1 Urban
262631375 0 2/26/1955 44 0 4 31472.73 No 0.00 No F
Bachelors Professional 36.30 Private 5900.00 4 SUV
No 0.00 0 No 0 0.00 5 0 Rural
631023812 0 10/4/1966 33 2 14 28403.02 No 101888.96 Yes F
< High School Blue Collar 53.44 Private 15420.00 1 SUV
No 1037.00 3 No 12 0.00 1 0 Urban
584150715 0 5/16/1942 57 0 14 68818.03 No 253973.55 Yes F
Bachelors Professional 46.22 Private 23050.00 1 Minivan
No 0.00 0 No 4 4101.00 9 1 Urban
472584024 1 11/23/1957 41 2 13 111013.74 Yes 298205.04 No F
Masters Lawyer 34.59 Private 16700.00 4 SUV
No 0.00 0 No 0 0.00 17 0 Urban
838260596 1 9/25/1960 39 2 14 89361.90 No 243922.36 Yes F
Bachelors Blue Collar 5.00 Commercial 11620.00 1 SUV
No 0.00 0 No 5 2017.00 10 1 Urban
815160542 0 7/4/1951 48 0 11 57600.90 No 187285.49 Yes F
High School Blue Collar 53.47 Commercial 15790.00 6 Minivan
No 27682.00 2 Yes 5 0.00 7 0 Urban
265795286 0 8/14/1945 54 0 9 50924.57 No 0.00 No F
Masters Manager 24.70 Private 8780.00 6 Sports Car
No 4777.00 3 No 6 0.00 14 0 Urban
103293644 0 8/19/1965 34 1 11 45384.41 Yes 187731.03 No F
High School Clerical 38.63 Private 9810.00 4 SUV
No 0.00 0 No 0 0.00 8 0 Rural
973990002 0 6/13/1951 48 0 11 55759.93 No 187341.05 Yes F
Bachelors Professional 31.59 Commercial 34000.00 1 Pickup
No 0.00 0 No 1 0.00 12 0 Urban
407080648 1 6/6/1960 39 2 13 31923.66 Yes 0.00 No M
High School Clerical 50.30 Private 11300.00 11 Pickup
Yes 3774.00 2 No 0 3905.00 7 1 Urban
123925752 1 9/21/1960 39 1 5 103141.56 No 294036.95 Yes F
Bachelors Manager 49.84 Private 20680.00 1 Minivan
No 33399.00 2 No 3 0.00 6 0 Urban
382990882 0 3/9/1961 38 0 13 72349.72 No 199487.15 Yes M
Bachelors Professional 15.22 Private 33070.00 1 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
340152817 0 12/10/1966 32 4 15 51554.00 Yes 0.00 No F
Bachelors Blue Collar 59.58 Commercial 13990.00 1 SUV
No 2551.00 2 No 3 6040.00 8 1 Urban
322355785 0 9/15/1959 40 0 3 101059.39 No 302339.60 Yes M
Bachelors Professional 35.34 Commercial 23780.00 1 Panel Truck
Yes 3808.00 2 No 0 5047.00 9 1 Urban
687648424 0 7/19/1943 56 0 12 125135.42 No 361933.38 Yes F
PhD Doctor 65.87 Private 19610.00 10 SUV
No 4788.00 2 No 1 0.00 14 0 Urban
327249781 3 4/24/1955 44 4 0 0.00 Yes 0.00 No F
High School Student 16.74 Private 1500.00 3 Sports Car
No 2602.00 3 No 8 2686.00 9 1 Urban
494100168 0 6/26/1945 54 0 16 204766.34 No 521764.22 Yes M
PhD Doctor 33.83 Private 15910.00 1 Minivan
No 0.00 0 No 2 0.00 15 0 Urban
746249238 0 3/4/1941 58 0 10 129229.58 No 337720.47 Yes M
Bachelors Professional 20.92 Commercial 23510.00 1 Panel Truck
Yes 9937.00 1 No 2 0.00 1 0 Urban
840326050 0 11/21/1952 46 0 9 119815.71 No 0.00 No M
Masters Professional 48.23 Commercial 28260.00 10 Panel Truck
No 3320.00 2 No 5 38750.16 13 1 Urban
371746150 0 3/17/1959 40 0 12 8584.88 No 0.00 No M
High School Student 33.72 Commercial 13540.00 7 Minivan
Yes 4451.00 2 No 0 0.00 1 0 Urban
655108878 0 8/30/1956 43 2 11 90333.96 Yes 268229.38 No F
Masters Professional 49.13 Private 15350.00 13 SUV
No 3308.00 1 No 2 0.00 13 0 Urban
634265225 0 8/17/1965 34 1 6 29706.76 No 133725.26 Yes M
Masters Manager 23.59 Commercial 8020.00 1 Pickup
Yes 6109.00 3 No 4 4994.00 18 1 Urban
919735146 0 11/18/1948 50 0 6 110311.03 No 293831.83 Yes M
Masters Lawyer 27.66 Private 13450.00 4 Minivan
No 0.00 0 No 2 0.00 15 0 Urban
526524770 0 6/2/1944 55 0 5 159825.78 No 444837.60 Yes F
PhD Manager 16.04 Private 22980.00 11 Sports Car
No 0.00 0 No 0 0.00 9 0 Urban
318016319 0 9/19/1971 28 4 7 3985.11 No 0.00 Yes F
< High School Student 23.96 Private 4700.00 6 SUV
No 13538.00 3 Yes 7 0.00 3 0 Urban
364290768 0 11/27/1948 50 0 12 108290.23 No 0.00 No F
Masters Lawyer 23.22 Private 6500.00 7 SUV
No 4995.00 1 No 7 0.00 14 0 Urban
617290547 0 7/27/1952 47 0 9 185369.60 No 424118.21 Yes M
Masters Manager 53.61 Commercial 9210.00 6 Pickup
No 0.00 0 No 0 0.00 17 0 Urban
255379444 0 12/29/1962 36 0 10 65148.98 No 0.00 No F
High School Professional 44.12 Private 18500.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Rural
742903652 0 8/18/1950 49 0 9 54107.58 No 225755.60 Yes M
High School Clerical 35.31 Private 23780.00 7 Minivan
No 3911.00 2 No 0 0.00 1 0 Urban
578066544 0 1/17/1947 52 0 16 24574.52 No 118810.78 Yes M
< High School Blue Collar 42.54 Private 12990.00 3 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
633963606 0 2/29/1944 55 0 12 154164.58 No 405226.67 Yes M
Masters Lawyer 47.40 Private 21280.00 1 Van
Yes 615.00 1 No 5 4857.00 17 1 Urban
748083024 0 2/25/1952 47 0 13 42196.07 No 143209.43 Yes F
High School Blue Collar 50.21 Commercial 19460.00 1 Sports Car
No 0.00 0 No 0 0.00 7 0 Rural
161018821 0 4/7/1960 39 0 12 63190.21 No 212219.29 Yes F
Masters Manager 30.73 Private 13810.00 1 SUV
No 19618.00 4 Yes 1 5383.00 16 1 Urban
338407124 0 10/7/1965 34 3 16 61219.92 No 237329.48 Yes F
High School Blue Collar 45.54 Commercial 4900.00 7 SUV
No 0.00 0 No 3 2609.78 1 1 Urban
600009052 0 10/2/1953 46 0 6 85408.43 No 224053.94 Yes M
Masters Lawyer 23.96 Private 14640.00 6 Minivan
No 3916.00 3 No 2 0.00 12 0 Urban
377052151 0 3/4/1966 33 1 10 30884.65 Yes 142220.27 No F
High School Blue Collar 33.25 Commercial 4800.00 1 SUV
No 6772.00 3 No 0 0.00 1 0 Rural
528487556 0 9/28/1960 39 0 12 40176.73 No 120876.44 Yes F
Masters Professional 26.50 Private 18170.00 1 SUV
No 0.00 0 No 0 0.00 9 0 Urban
616789234 0 1/8/1954 45 0 12 92048.83 No 267901.63 Yes F
Bachelors Blue Collar 65.84 Commercial 6000.00 1 Sports Car
No 41771.00 2 Yes 2 0.00 13 0 Urban
203680274 0 6/18/1971 28 4 16 68393.84 No 226146.20 Yes M
Bachelors Blue Collar 30.13 Commercial 2340.00 6 Minivan
No 6013.00 2 No 8 4193.00 8 1 Urban
706593960 0 4/12/1941 58 0 11 70744.63 No 237421.90 No M
Bachelors Blue Collar 14.92 Commercial 21170.00 7 Van
Yes 0.00 0 No 3 7483.23 15 1 Urban
809228729 1 12/15/1955 43 3 15 48076.57 No 188743.55 Yes F
< High School Blue Collar 57.55 Private 21210.00 6 Minivan
No 3931.00 1 No 5 0.00 1 0 Urban
972082697 0 9/7/1948 51 0 12 85075.73 No 249276.37 Yes F
Bachelors Manager 25.47 Private 25860.00 4 Sports Car
No 0.00 0 Yes 1 0.00 8 0 Urban
228836936 0 2/25/1961 38 0 12 104287.81 No 0.00 No M
Masters Lawyer 47.33 Private 19450.00 4 Minivan
Yes 0.00 0 No 1 0.00 18 0 Urban
531895374 0 7/2/1944 55 0 14 70112.44 No 284285.34 Yes F
High School Blue Collar 20.58 Commercial 22740.00 6 Sports Car
No 0.00 0 No 4 1356.00 1 1 Urban
5268940 0 4/22/1963 36 3 0 0.00 No 0.00 Yes F
Bachelors Student 58.45 Commercial 5100.00 1 SUV
No 0.00 0 No 3 4363.00 10 1 Urban
185420697 0 5/10/1960 39 2 13 12876.08 Yes 0.00 No F
< High School Clerical 22.74 Private 5400.00 4 Sports Car
No 7415.00 3 No 7 4144.00 4 1 Urban
772521714 0 1/16/1948 51 0 10 205354.20 No 0.00 No M
PhD Doctor 32.23 Private 22040.00 3 Van
No 1305.00 4 No 0 0.00 18 0 Urban
384332699 1 12/27/1953 45 2 15 64916.24 No 232063.97 Yes F
Bachelors Blue Collar 57.35 Commercial 30870.00 1 Pickup
No 41476.00 1 Yes 4 4303.00 12 1 Urban
162650357 0 6/28/1947 52 0 11 25844.23 No 154309.26 Yes F
High School Clerical 42.75 Private 9280.00 3 SUV
No 0.00 0 No 0 0.00 7 0 Rural
26465136 0 4/14/1954 45 2 14 1404.91 No 90146.43 Yes F
Masters Lawyer 29.53 Private 12470.00 1 SUV
No 0.00 0 No 0 0.00 12 0 Urban
791714037 0 6/25/1949 50 0 0 0.00 No 63705.21 No F
Bachelors Home Maker 33.25 Private 11050.00 6 SUV
No 0.00 0 No 0 0.00 9 0 Urban
877178697 0 1/19/1958 41 0 6 130.01 No 85854.97 Yes F
High School Home Maker 42.35 Private 5340.00 7 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
978330238 0 5/25/1959 40 0 13 32130.84 No 133567.59 Yes M
High School Manager 24.19 Commercial 12190.00 4 Pickup
Yes 0.00 0 No 0 0.00 1 0 Urban
877774863 0 3/20/1951 48 0 16 56931.61 No 225092.14 Yes F
Bachelors Professional 12.77 Private 7640.00 6 Sports Car
No 0.00 0 No 0 0.00 1 0 Urban
449152013 0 3/17/1942 57 0 13 50021.04 No 0.00 No F
< High School Blue Collar 63.59 Private 15110.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
351021322 0 7/8/1953 46 0 10 81941.49 No 277792.18 No F
Masters Lawyer 5.00 Private 14290.00 1 Minivan
No 0.00 0 No 0 0.00 13 0 Urban
762523260 0 9/29/1968 31 1 9 89639.63 No 223021.37 Yes M
< High School Manager 45.13 Commercial 21950.00 6 Van
Yes 4797.00 1 No 3 0.00 1 0 Urban
694317803 1 6/21/1956 43 1 12 41719.55 No 170273.07 Yes F
High School Clerical 36.66 Private 12190.00 6 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
434092377 0 10/9/1950 49 0 12 55087.30 No 230249.26 No F
High School Blue Collar 59.56 Commercial 11910.00 13 SUV
No 0.00 0 No 0 0.00 1 0 Rural
234885740 0 11/27/1960 38 2 10 60107.43 Yes 206738.21 No M
Bachelors Professional 32.79 Commercial 11310.00 1 Pickup
No 0.00 0 No 0 0.00 6 0 Rural
957801896 0 6/5/1952 47 0 13 53419.87 No 193458.51 Yes M
Bachelors Professional 27.32 Commercial 6200.00 10 Pickup
No 0.00 0 Yes 3 0.00 12 0 Urban
720107199 0 11/17/1968 31 3 4 62412.27 No 241053.66 Yes F
Bachelors Manager 42.07 Private 10840.00 10 SUV
No 0.00 0 No 0 0.00 17 0 Urban
2723173 2 9/10/1960 39 3 0 0.00 Yes 0.00 No F
PhD Home Maker 29.86 Commercial 22810.00 1 Pickup
No 0.00 0 Yes 0 5996.00 19 1 Urban
279799481 0 2/21/1960 39 0 14 93076.99 No 244763.76 Yes M
Bachelors Professional 28.64 Private 14710.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
96622902 1 8/12/1958 41 3 15 6232.10 No 0.00 Yes F
High School Student 39.75 Private 14370.00 1 Sports Car
No 6953.00 1 No 1 2102.00 1 1 Urban
550261497 0 10/6/1949 50 0 13 64489.47 No 180165.25 Yes F
Bachelors Professional 72.58 Private 12950.00 6 Sports Car
No 0.00 0 Yes 4 0.00 15 0 Rural
151384507 0 9/5/1947 52 0 10 161142.35 No 430785.06 No F
PhD Doctor 41.48 Private 22480.00 7 Minivan
No 0.00 0 No 1 0.00 10 0 Urban
803383169 0 8/26/1953 46 0 14 50272.45 No 162890.96 Yes F
Bachelors Blue Collar 55.09 Commercial 27620.00 1 Pickup
No 0.00 0 No 0 1102.00 6 1 Urban
360133721 0 4/26/1966 33 3 15 9157.14 No 0.00 Yes F
High School Student 34.98 Private 17970.00 6 Minivan
No 5548.00 2 No 4 0.00 8 0 Urban
578071481 0 9/14/1944 55 0 11 98129.22 No 232845.40 Yes F
Bachelors Manager 35.35 Private 9790.00 4 SUV
No 0.00 0 No 1 0.00 7 0 Urban
146260479 0 6/9/1955 44 0 8 68769.77 No 0.00 No M
Masters Manager 22.76 Private 10630.00 1 Pickup
Yes 8924.00 1 No 0 0.00 14 0 Urban
655182815 0 1/18/1947 52 0 13 1702.28 No 0.00 Yes F
High School Home Maker 40.20 Private 1670.00 1 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
14489942 1 6/8/1957 42 2 15 22155.37 No 127122.87 Yes M
Masters Lawyer 29.53 Private 7920.00 6 Pickup
Yes 0.00 0 No 0 0.00 15 0 Urban
115937071 0 10/29/1983 16 3 11 11718.53 No 74993.64 Yes M
High School Clerical 50.73 Private 4270.00 4 Minivan
Yes 0.00 0 No 2 3562.00 11 1 Urban
158952625 0 11/16/1956 43 0 10 69478.78 No 256801.50 Yes M
Masters Professional 53.33 Private 9690.00 4 Pickup
Yes 0.00 0 Yes 2 0.00 15 0 Urban
45046599 0 7/18/1939 60 0 13 135747.05 No 0.00 No M
Masters Professional 21.25 Commercial 34800.00 13 Panel Truck
No 3306.00 2 No 0 4859.00 11 1 Urban
798286468 0 4/1/1946 53 0 15 73714.33 No 225277.91 Yes M
Masters Lawyer 48.63 Private 21190.00 4 Van
Yes 0.00 0 No 0 0.00 18 0 Rural
509887154 0 12/26/1945 53 0 11 30963.03 No 0.00 No M
Masters Lawyer 28.72 Private 14880.00 1 Minivan
Yes 0.00 0 No 2 0.00 9 0 Rural
519840483 0 7/4/1959 40 0 7 33536.24 No 156336.42 Yes F
High School Clerical 36.22 Commercial 20290.00 6 Pickup
No 1365.00 2 No 0 0.00 1 0 Rural
886539014 0 1/10/1951 48 0 11 65239.72 No 189120.00 No F
High School Blue Collar 5.00 Commercial 8020.00 4 SUV
No 846.00 1 No 0 7618.65 1 1 Urban
148000982 0 10/2/1956 43 0 12 300.02 No 119608.29 Yes F
< High School Home Maker 44.20 Private 1500.00 4 Sports Car
No 0.00 0 No 1 0.00 1 0 Rural
484833042 0 5/8/1944 55 0 10 123807.00 No 0.00 No M
Masters Manager 35.97 Private 38230.00 1 Minivan
Yes 0.00 0 No 1 0.00 8 0 Urban
401442272 0 3/27/1943 56 0 13 105110.56 No 324249.76 Yes M
Bachelors Professional 63.34 Private 33150.00 1 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
457270139 0 6/21/1949 50 0 13 52913.34 No 173613.21 Yes M
High School Blue Collar 36.59 Commercial 9980.00 3 Pickup
Yes 3368.00 4 No 4 5032.00 1 1 Urban
341780638 0 4/24/1942 57 0 11 73903.33 No 224302.84 No M
Masters Professional 43.68 Commercial 28760.00 6 Panel Truck
Yes 0.00 0 No 0 0.00 12 0 Urban
789902663 0 11/12/1959 40 1 11 1965.24 Yes 0.00 No F
PhD Home Maker 21.48 Private 20630.00 1 Minivan
No 0.00 0 No 2 0.00 11 0 Urban
225837822 0 10/8/1951 48 0 10 33422.32 No 170713.59 No M
Bachelors Professional 13.36 Commercial 11550.00 1 Pickup
No 17831.00 2 Yes 13 1473.00 13 1 Rural
700039910 0 9/25/1958 41 0 12 110624.31 No 283357.96 Yes F
Masters Lawyer 8.37 Private 16660.00 4 Minivan
No 0.00 0 No 4 0.00 15 0 Urban
223978655 0 3/12/1962 37 2 13 124587.44 Yes 347574.63 No M
PhD Doctor 32.87 Private 13960.00 10 Minivan
Yes 43183.00 3 No 5 0.00 21 0 Urban
839444177 0 10/6/1961 38 0 10 31830.89 No 111404.88 No M
High School Clerical 28.28 Private 8480.00 3 Pickup
Yes 0.00 0 Yes 0 0.00 5 0 Rural
386440451 2 2/17/1937 62 3 17 148705.32 No 385124.80 Yes F
Masters Manager 35.05 Private 26720.00 6 SUV
No 5542.00 3 No 0 0.00 13 0 Urban
184803767 0 6/28/1952 47 0 9 147216.44 No 371760.60 Yes F
Masters Lawyer 41.47 Private 28920.00 17 SUV
No 0.00 0 No 1 0.00 6 0 Urban
411096665 0 5/8/1963 36 0 7 19341.04 No 118468.28 No M
< High School Blue Collar 35.91 Commercial 7030.00 11 Pickup
No 0.00 0 No 1 7123.00 1 1 Urban
708997692 0 4/27/1954 45 0 12 80358.44 No 232458.61 Yes F
High School Manager 25.35 Private 6000.00 1 SUV
No 0.00 0 Yes 2 0.00 1 0 Urban
578202014 0 2/12/1967 32 3 7 9681.85 Yes 84057.15 No M
< High School Student 56.55 Commercial 27790.00 4 Panel Truck
No 0.00 0 Yes 0 0.00 6 0 Urban
960732611 0 4/9/1953 46 0 11 50159.18 No 226464.26 No F
Bachelors Manager 9.72 Private 18430.00 3 Sports Car
No 0.00 0 No 3 4865.00 10 1 Urban
489736792 0 7/5/1945 54 0 11 27838.99 No 174220.21 Yes M
< High School Blue Collar 29.22 Private 16970.00 3 Van
Yes 0.00 0 No 3 0.00 4 0 Urban
604246933 0 6/24/1971 28 1 12 64853.80 No 205488.51 Yes F
Bachelors Blue Collar 45.66 Private 25980.00 1 Minivan
No 0.00 0 No 0 0.00 11 0 Rural
19613798 0 3/3/1959 40 0 11 62849.27 No 225933.59 Yes F
Bachelors Professional 40.89 Private 21990.00 13 Minivan
No 7761.00 2 No 7 0.00 8 0 Urban
734601041 0 1/18/1943 56 3 17 136525.62 No 372714.93 Yes M
Bachelors Blue Collar 10.23 Commercial 20750.00 10 Van
Yes 0.00 0 No 0 0.00 7 0 Urban
603699779 0 4/11/1953 46 0 11 82742.17 No 0.00 No M
High School Manager 24.60 Private 14370.00 7 Minivan
No 12502.00 2 No 0 0.00 10 0 Urban
865298946 0 8/10/1943 56 0 13 63890.54 No 217027.21 Yes M
Masters Manager 21.20 Private 13880.00 1 Minivan
Yes 0.00 0 No 0 0.00 1 0 Urban
498831834 0 6/21/1948 51 0 14 55037.01 No 215748.16 Yes M
Masters Lawyer 23.89 Private 7000.00 3 Pickup
Yes 0.00 0 No 0 0.00 10 0 Urban
456146375 1 8/11/1957 42 2 11 47880.31 Yes 208836.59 No F
< High School Clerical 32.74 Private 6290.00 1 SUV
No 3224.00 2 Yes 2 3988.00 1 1 Urban
189010371 0 12/23/1948 50 0 10 51552.93 No 173820.96 No M
Bachelors Manager 17.07 Private 14460.00 1 Minivan
Yes 0.00 0 No 0 0.00 13 0 Urban
621443150 0 3/30/1949 50 0 11 62829.99 No 239935.94 Yes M
Masters Lawyer 39.12 Private 14530.00 1 Minivan
No 0.00 0 No 0 0.00 10 0 Urban
114597908 0 5/22/1957 42 0 11 61181.76 No 201094.20 Yes M
Bachelors Blue Collar 23.82 Commercial 14510.00 6 Minivan
Yes 0.00 0 No 0 0.00 12 0 Rural
677948838 0 4/24/1953 46 0 11 45300.02 No 152064.35 Yes M
High School Blue Collar 27.83 Commercial 10630.00 1 Pickup
Yes 0.00 0 No 1 3538.00 1 1 Urban
838614829 1 1/20/1959 40 2 14 55171.94 Yes 0.00 No F
High School Blue Collar 21.56 Commercial 12400.00 4 SUV
No 7947.00 3 No 6 0.00 1 0 Rural
403699255 0 1/4/1952 47 0 12 36069.65 No 146434.60 Yes F
Bachelors Manager 29.20 Private 15580.00 1 SUV
No 4963.00 2 No 4 0.00 15 0 Urban
20180493 0 3/12/1949 50 0 11 91115.93 No 0.00 No F
Bachelors Professional 36.02 Private 30560.00 1 Sports Car
No 0.00 0 No 0 0.00 9 0 Urban
208406343 2 3/22/1963 36 3 12 49515.04 Yes 209724.54 No M
High School Blue Collar 47.18 Private 14490.00 9 Minivan
Yes 0.00 0 No 0 0.00 7 0 Urban
965745421 1 9/14/1962 37 3 12 28196.17 No 108109.15 Yes F
High School Blue Collar 24.43 Commercial 21430.00 15 Minivan
No 0.00 0 No 2 0.00 4 0 Urban
157610837 0 10/14/1969 30 3 0 0.00 Yes 0.00 No F
High School Home Maker 29.93 Private 10160.00 5 SUV
No 0.00 0 No 6 1944.90 1 1 Urban
485247868 0 4/16/1962 37 0 0 0.00 No 105757.61 Yes F
High School Home Maker 18.80 Private 20060.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Urban
695751615 0 10/7/1951 48 0 13 20887.24 No 159568.05 Yes M
< High School Clerical 14.80 Private 13810.00 5 Minivan
No 3220.00 1 No 2 0.00 6 0 Urban
439710126 0 3/7/1972 27 3 11 30125.02 Yes 0.00 No M
< High School Student 5.00 Private 20120.00 1 Van
No 0.00 0 No 0 0.00 1 0 Urban
211989818 0 6/22/1944 55 0 12 165632.35 No 413215.93 Yes F
PhD Lawyer 10.54 Private 20280.00 19 SUV
No 0.00 0 No 0 0.00 18 0 Urban
695008857 0 6/24/1951 48 0 8 73501.69 No 210562.88 Yes F
Bachelors Professional 24.74 Private 11720.00 13 SUV
No 0.00 0 No 0 0.00 9 0 Urban
331032762 0 12/3/1943 55 0 15 122069.73 No 335022.89 Yes F
Masters Lawyer 42.49 Private 18710.00 4 SUV
No 4118.00 2 No 3 2027.00 13 1 Rural
472441773 0 7/16/1963 36 0 10 160877.69 No 357481.72 Yes F
PhD Manager 35.05 Private 21260.00 4 SUV
No 0.00 0 No 1 0.00 12 0 Urban
398891963 0 1/8/1962 37 0 12 53839.85 No 162697.43 Yes M
High School Professional 36.27 Private 10580.00 1 Minivan
No 2577.00 4 No 6 0.00 1 0 Urban
402530535 0 3/13/1958 41 1 14 59115.15 Yes 0.00 No M
Bachelors Professional 24.56 Commercial 36980.00 6 Panel Truck
Yes 0.00 0 No 4 26187.94 5 1 Urban
937686991 0 11/23/1967 31 1 11 6067.61 No 56199.06 Yes F
< High School Home Maker 39.65 Private 10730.00 4 SUV
No 0.00 0 No 0 0.00 1 0 Urban
900513938 0 3/27/1955 44 3 17 42223.10 No 134917.84 Yes F
High School Clerical 24.41 Private 12930.00 6 SUV
No 19731.00 2 No 0 0.00 1 0 Urban
39111685 0 12/27/1959 39 0 12 43650.03 No 180755.41 Yes F
High School Blue Collar 8.57 Commercial 9260.00 1 Minivan
No 0.00 0 No 0 0.00 7 0 Urban
627068724 0 11/15/1948 51 0 7 171648.83 No 434675.87 Yes F
Masters Lawyer 12.59 Private 23760.00 1 Minivan
No 0.00 0 No 3 0.00 17 0 Urban
83458371 2 3/21/1958 41 2 0 0.00 No 68776.54 Yes F
High School Home Maker 42.80 Private 14980.00 9 SUV
No 0.00 0 No 0 0.00 8 0 Rural
694026286 0 6/5/1961 38 0 4 24417.14 No 148216.55 Yes M
High School Clerical 28.84 Private 18570.00 9 Van
Yes 10192.00 2 No 4 0.00 1 0 Urban
791722844 0 3/23/1962 37 0 10 74519.38 No 0.00 No M
Masters Lawyer 24.13 Private 15220.00 4 Minivan
No 0.00 0 No 0 0.00 17 0 Urban
269768682 0 5/14/1952 47 0 11 65135.50 No 218705.31 Yes F
Bachelors Blue Collar 58.71 Commercial 12710.00 1 SUV
No 5468.00 2 No 3 0.00 15 0 Urban
341544787 0 11/10/1959 40 0 13 31100.58 No 0.00 No M
High School Clerical 27.70 Commercial 4610.00 7 Pickup
Yes 1852.00 2 No 1 3321.00 6 1 Urban
964117167 0 6/26/1958 41 0 13 28379.90 No 118927.38 Yes F
High School Clerical 41.13 Private 11810.00 4 SUV
No 0.00 0 No 1 0.00 10 0 Rural
494194045 0 11/6/1950 49 0 13 75609.76 No 252297.76 No F
Masters Manager 13.93 Private 17820.00 7 SUV
No 0.00 0 No 0 0.00 11 0 Urban
862472750 0 9/13/1941 58 0 15 91051.37 No 329168.40 Yes M
Bachelors Professional 31.04 Commercial 31570.00 4 Panel Truck
Yes 0.00 0 No 1 1307.00 1 1 Rural
675583965 0 6/16/1950 49 0 14 90036.05 No 0.00 No M
Bachelors Manager 21.23 Private 17110.00 18 Van
Yes 0.00 0 No 0 0.00 17 0 Urban
501889917 0 4/3/1949 50 0 11 105198.17 No 310110.15 Yes M
Masters Manager 59.54 Private 8860.00 6 Pickup
Yes 7792.00 3 No 3 3380.00 17 1 Urban
317841773 0 11/2/1947 52 0 13 108077.80 No 316512.65 Yes F
High School Blue Collar 39.94 Commercial 8740.00 4 Sports Car
No 0.00 0 No 0 0.00 1 0 Rural
719893272 0 5/17/1948 51 0 14 164371.46 No 406985.02 Yes F
High School Professional 15.91 Private 17130.00 10 Minivan
No 0.00 0 No 2 0.00 1 0 Urban
574380692 0 11/25/1961 37 0 4 32541.60 No 109802.70 Yes F
High School Clerical 37.36 Private 11490.00 1 SUV
No 43599.00 2 Yes 7 2105.00 10 1 Urban
518683928 0 7/8/1948 51 0 11 123217.02 No 370037.68 Yes F
Masters Lawyer 47.38 Private 18920.00 1 Minivan
No 0.00 0 No 0 0.00 14 0 Urban
288732715 0 12/21/1961 37 2 13 39323.82 Yes 151113.58 No F
Bachelors Home Maker 45.72 Private 9130.00 10 SUV
No 5177.00 2 No 6 0.00 10 0 Urban
103901939 0 10/13/1950 49 0 0 0.00 No 124751.44 No F
Bachelors Home Maker 63.12 Private 8420.00 7 SUV
No 3721.00 2 No 2 0.00 12 0 Urban
39376932 0 5/28/1949 50 0 14 44441.32 No 150983.06 Yes M
Masters Lawyer 5.00 Private 10940.00 6 Pickup
No 0.00 0 No 2 0.00 11 0 Rural
830422780 0 9/28/1950 49 0 15 127612.86 No 333895.53 Yes M
< High School Blue Collar 5.00 Commercial 19160.00 13 Van
Yes 0.00 0 No 0 0.00 5 0 Urban
110119669 0 6/24/1959 40 1 14 62501.62 No 201109.72 Yes M
Bachelors Professional 31.38 Commercial 23590.00 1 Panel Truck
Yes 0.00 0 No 0 0.00 11 0 Rural
631562714 0 1/11/1946 53 0 10 121707.52 No 356811.99 No M
PhD Doctor 27.30 Private 19480.00 1 Van
Yes 0.00 0 No 0 0.00 11 0 Urban
790988713 0 5/23/1948 51 0 0 0.00 No 0.00 Yes M
< High School Student 42.66 Private 1500.00 9 Minivan
No 0.00 0 No 0 0.00 1 0 Rural
230948853 0 12/25/1940 58 0 12 69282.45 No 295989.05 Yes M
Bachelors Professional 46.52 Private 25230.00 6 Minivan
No 0.00 0 No 1 0.00 13 0 Urban
738075150 0 7/1/1946 53 0 7 10231.93 No 129978.60 Yes F
Masters Home Maker 32.89 Private 7820.00 1 SUV
No 0.00 0 No 1 3999.00 18 1 Urban
180401987 0 3/22/1954 45 0 13 97205.14 No 294981.66 Yes M
Bachelors Manager 5.00 Private 8220.00 1 Minivan
Yes 0.00 0 No 0 0.00 9 0 Urban
36167079 2 8/30/1956 43 2 12 31938.69 No 133859.36 Yes M
< High School Blue Collar 60.58 Private 14310.00 13 Minivan
Yes 0.00 0 No 0 0.00 1 0 Rural
620024930 0 11/8/1946 53 0 6 159399.02 No 0.00 No F
PhD Doctor 31.61 Private 16810.00 1 Sports Car
No 0.00 0 No 0 4738.00 11 1 Urban
438471451 2 12/2/1955 43 2 12 98421.21 No 291315.62 Yes M
< High School Blue Collar 15.64 Commercial 25960.00 1 Panel Truck
Yes 0.00 0 No 6 484.50 1 1 Urban
847041377 1 11/19/1954 44 1 11 42308.91 No 132977.94 Yes F
< High School Clerical 24.49 Private 11370.00 1 SUV
No 0.00 0 No 0 0.00 4 0 Rural
539557931 0 4/27/1944 55 0 5 132660.59 No 410563.24 Yes F
Bachelors Blue Collar 38.98 Commercial 7000.00 1 SUV
No 0.00 0 No 1 0.00 6 0 Urban
117704348 0 9/8/1950 49 0 16 25370.73 No 143256.44 Yes M
High School Blue Collar 9.67 Private 9030.00 11 Minivan
Yes 0.00 0 No 1 0.00 11 0 Urban
371469946 0 7/18/1959 40 2 13 31079.90 No 127149.72 Yes M
High School Professional 36.83 Private 9980.00 7 Pickup
Yes 7104.00 4 No 5 0.00 1 0 Urban
798501075 0 5/25/1949 50 0 7 118842.81 No 297865.96 Yes F
Masters Lawyer 29.70 Private 11290.00 4 Sports Car
No 0.00 0 No 1 0.00 15 0 Urban
591805741 0 3/1/1967 32 1 0 0.00 Yes 0.00 No F
Bachelors Student 13.75 Private 4750.00 4 SUV
No 4074.00 1 No 9 3432.00 9 1 Urban
754785835 0 7/14/1949 50 0 11 83871.49 No 283832.50 Yes M
Bachelors Professional 19.77 Commercial 27460.00 11 Panel Truck
Yes 0.00 0 No 0 0.00 7 0 Urban
247833708 0 12/24/1954 44 3 11 38290.20 Yes 148302.93 No F
High School Blue Collar 5.00 Private 9470.00 6 SUV
No 30328.00 2 No 4 0.00 1 0 Urban
322211418 0 8/31/1969 30 1 12 42773.73 No 144022.58 Yes M
< High School Clerical 23.45 Commercial 8910.00 1 Pickup
Yes 40998.00 1 Yes 2 0.00 5 0 Urban
826444567 0 3/23/1965 34 3 12 18247.45 Yes 0.00 No F
< High School Clerical 37.61 Private 15480.00 13 Minivan
No 3846.00 1 No 0 0.00 1 0 Urban
224170926 0 7/18/1958 41 3 0 0.00 No 0.00 Yes F
Bachelors Student 39.51 Commercial 5600.00 1 SUV
No 2633.00 2 No 5 0.00 5 0 Rural
368568096 1 10/21/1956 43 1 10 81294.19 No 230782.57 Yes F
Masters Lawyer 13.83 Private 13930.00 10 Pickup
No 9537.00 2 No 1 2301.19 16 1 Urban
491058835 0 4/24/1960 39 2 13 88188.65 No 253315.14 Yes F
Bachelors Professional 51.88 Private 20960.00 9 Minivan
No 35324.00 1 No 0 0.00 9 0 Urban
384021681 0 11/28/1953 45 3 0 0.00 No 65358.74 Yes F
High School Home Maker 9.06 Commercial 5700.00 1 SUV
No 0.00 0 No 1 4858.00 1 1 Rural
76935729 0 3/29/1954 45 0 8 19469.20 No 0.00 No F
< High School Clerical 37.56 Private 7950.00 3 SUV
No 7332.00 3 No 5 5226.00 1 1 Urban
9794626 0 6/2/1957 42 0 13 55398.90 No 186120.14 Yes F
High School Professional 40.56 Private 11240.00 6 SUV
No 0.00 0 No 2 0.00 6 0 Urban
972277631 0 9/19/1949 50 0 13 22800.49 No 0.00 Yes F
Bachelors Student 52.47 Commercial 16140.00 1 SUV
No 0.00 0 No 0 0.00 5 0 Rural
895424093 0 7/22/1946 53 1 13 86551.35 Yes 0.00 No F
Masters Lawyer 42.52 Private 18990.00 3 SUV
No 3436.00 3 No 8 3613.00 14 1 Urban
688077546 0 12/31/1945 53 0 13 75776.60 No 277381.63 Yes M
Bachelors Blue Collar 55.75 Commercial 14380.00 10 Minivan
No 5071.00 1 No 7 0.00 10 0 Urban
305778610 0 7/5/1964 35 3 14 50970.50 No 183050.17 Yes F
Masters Lawyer 10.40 Private 7180.00 7 SUV
No 518.00 1 No 1 0.00 13 0 Urban
162673521 0 9/16/1937 62 0 9 70230.45 No 261855.36 Yes M
Bachelors Manager 26.15 Private 26640.00 1 Minivan
Yes 0.00 0 No 0 0.00 5 0 Urban
376000443 0 5/1/1949 50 0 8 34273.09 No 0.00 No F
< High School Clerical 52.43 Private 11770.00 9 Minivan
No 0.00 0 No 2 4778.00 6 1 Urban
172288864 0 11/11/1960 39 0 11 47458.24 No 0.00 No F
Bachelors Manager 42.43 Private 20270.00 1 SUV
No 21712.00 3 No 5 0.00 11 0 Urban
285206645 0 7/16/1956 43 0 10 72893.90 No 0.00 No M
< High School Blue Collar 54.71 Private 13090.00 6 Minivan
Yes 537.00 2 No 4 0.00 4 0 Urban
69443309 0 1/4/1965 34 1 12 121860.77 No 308485.85 Yes F
Bachelors Manager 32.31 Private 15090.00 4 Minivan
No 0.00 0 No 0 0.00 1 0 Urban
109360256 1 4/14/1943 56 2 14 176848.95 No 430829.68 Yes F
Bachelors Blue Collar 37.10 Commercial 26470.00 4 SUV
No 0.00 0 No 0 7308.00 6 1 Urban
912021291 0 3/8/1952 47 0 15 55840.55 No 211559.48 Yes F
Bachelors Professional 39.11 Commercial 45410.00 6 Panel Truck
No 0.00 0 No 0 0.00 6 0 Urban
507238022 0 11/13/1953 46 1 11 137285.00 Yes 0.00 No M
Masters Professional 32.77 Commercial 19830.00 10 Van
No 35428.00 1 Yes 0 0.00 11 0 Urban
274478453 0 11/30/1949 49 0 12 24839.52 No 158849.96 Yes F
High School Home Maker 24.43 Private 5820.00 1 SUV
No 0.00 0 No 1 0.00 8 0 Rural
331339344 0 6/5/1944 55 0 8 110139.50 No 318085.97 Yes M
Bachelors Professional 57.31 Commercial 30870.00 1 Panel Truck
No 0.00 0 No 2 0.00 15 0 Urban
24974672 1 8/29/1953 46 0 10 84666.95 No 236724.61 Yes F
Bachelors Blue Collar 56.02 Commercial 35050.00 1 Panel Truck
No 0.00 0 No 0 0.00 7 0 Urban
176017386 0 7/14/1951 48 0 12 66612.72 No 209238.62 Yes F
Bachelors Blue Collar 5.00 Commercial 16340.00 6 SUV
No 0.00 0 No 0 0.00 5 0 Rural
241052590 0 2/13/1956 43 0 7 119579.17 No 331156.34 No F
Bachelors Blue Collar 27.17 Commercial 17760.00 4 SUV
No 10137.00 1 No 5 0.00 12 0 Urban
309195361 0 5/12/1950 49 0 12 60048.97 No 227054.34 No F
High School Blue Collar 20.52 Private 6200.00 1 SUV
No 0.00 0 No 0 0.00 1 0 Rural
510001503 0 5/3/1939 60 0 12 19795.75 No 153061.36 No F
Bachelors Clerical 32.77 Private 21690.00 1 Sports Car
No 2800.00 2 No 4 0.00 1 0 Urban
812664761 0 11/13/1945 54 0 11 69111.11 No 291969.13 Yes M
High School Blue Collar 38.38 Commercial 16510.00 1 Van
Yes 5038.00 1 No 3 0.00 1 0 Urban
573568276 0 3/13/1945 54 0 13 62059.90 No 244889.21 Yes M
High School Professional 51.27 Private 1500.00 6 Minivan
No 0.00 0 No 3 0.00 1 0 Urban
788620578 0 2/6/1945 54 0 13 81817.77 No 272725.40 Yes M
Bachelors Manager 18.40 Commercial 19660.00 1 Van
No 24690.00 1 Yes 6 0.00 4 0 Urban
452807843 0 12/19/1950 48 0 10 111304.68 No 0.00 No F
PhD Doctor 58.52 Private 17430.00 13 SUV
No 0.00 0 No 4 0.00 18 0 Urban
215633551 0 5/15/1958 41 0 7 6255.90 No 0.00 No M
High School Student 40.66 Private 5600.00 1 Pickup
No 0.00 0 No 0 0.00 7 0 Rural
121441578 0 7/1/1964 35 0 11 43111.84 No 0.00 No M
High School Blue Collar 51.00 Commercial 27330.00 10 Panel Truck
Yes 0.00 0 No 0 0.00 8 0 Rural
;
ods graphics on;
proc freq data=claim_history;
table claims / plots(only)=freqplot(scale=percent);
run;
options linesize=120;
proc hpgenselect data=claim_history;
class education gender car_type car_use mstatus occupation parent1
red_car revoked urbanicity;
model claims = education gender car_type car_use mstatus occupation
parent1 red_car revoked urbanicity bluebook age
car_age home_kids home_value income kids_drive mvr_pts tif
travel_time yoj / distribution=zip link=log;
zeromodel education gender car_type car_use mstatus occupation parent1
red_car revoked urbanicity bluebook age car_age home_kids
home_value income kids_drive mvr_pts tif travel_time yoj / link=probit;
selection method=forward(choose=aicc) details=summary;
id claims;
output out=zip pred=pred pzero=pzero;
ods output fitstatistics=fit nobs=nobs dimensions=dimensions;
run;
options linesize=80;
data _null_;
set nobs(where=(label="Number of Observations Used"));
call symput('n',NobsUsed);
run;
data _null_;
set dimensions(where=(description="Number of Parameters"));
call symput('parms',value);
run;
data fit;
set fit(where=(label="Pearson Chi-Square"));
format pvalue pvalue6.4;
df=%eval(&n) - %eval(&parms);
pvalue=probchi(value,df);
label pvalue="Pr < ChiSq";
run;
proc print data=fit noobs label;
var label value df pvalue;
run;
proc means data=zip(where=(~missing(pred))) noprint;
var claims;
output out=maxcount max=max;
run;
data _null_;
set maxcount;
call symput('max',max);
run;
%let max=%sysfunc(strip(&max));
data zip(drop= i);
set zip(where=(~missing(pred)));
lambda=pred/(1-pzero);
array ep{0:&max} ep0-ep&max;
array c{0:&max} c0-c&max;
do i = 0 to &max;
if i=0 then ep{i}= pzero + (1-pzero)*pdf('POISSON',i,lambda);
else ep{i}= (1-pzero)*pdf('POISSON',i,lambda);
c{i}=ifn(claims=i,1,0);
end;
run;
proc means data=zip noprint;
var ep0 - ep&max c0-c&max;
output out=ep(drop=_TYPE_ _FREQ_) mean(ep0-ep&max)=ep0-ep&max;
output out=p(drop=_TYPE_ _FREQ_) mean(c0-c&max)=p0-p&max;
run;
proc transpose data=ep out=ep(rename=(col1=zip) drop=_NAME_);
run;
proc transpose data=p out=p(rename=(col1=p) drop=_NAME_);
run;
data zipprob;
merge ep p;
zipdiff=p-zip;
claims=_N_ -1;
label zip='ZIP Probabilities'
p='Relative Frequencies'
zipdiff='Observed minus Predicted';
run;
proc sgplot data=zipprob;
scatter x=claims y=p /
markerattrs=(symbol=CircleFilled size=5px color=blue);
scatter x=claims y=zip /
markerattrs=(symbol=TriangleFilled size=5px color=red);
xaxis type=discrete;
run;
proc sgplot data=zipprob;
series x=claims y=zipdiff /
lineattrs=(pattern=ShortDash color=blue)
markers markerattrs=(symbol=CircleFilled size=5px color=blue);
refline 0/ axis=y;
xaxis type=discrete;
run;
These sample files and code examples are provided by SAS Institute Inc. "as is" without warranty of any kind, either express or implied, including but not limited to the implied warranties of merchantability and fitness for a particular purpose. Recipients acknowledge and agree that SAS Institute shall not be liable for any damages whatsoever arising out of their use of this material. In addition, SAS Institute will provide no support for the materials contained herein.
Type: | Sample |
Topic: | SAS Reference ==> Procedures ==> HPGENSELECT |
Date Modified: | 2017-01-18 10:32:46 |
Date Created: | 2017-01-13 14:46:42 |
Product Family | Product | Host | SAS Release | |
Starting | Ending | |||
SAS System | SAS/STAT | z/OS | ||
z/OS 64-bit | ||||
OpenVMS VAX | ||||
Microsoft® Windows® for 64-Bit Itanium-based Systems | ||||
Microsoft Windows Server 2003 Datacenter 64-bit Edition | ||||
Microsoft Windows Server 2003 Enterprise 64-bit Edition | ||||
Microsoft Windows XP 64-bit Edition | ||||
Microsoft® Windows® for x64 | ||||
OS/2 | ||||
Microsoft Windows 8 Enterprise 32-bit | ||||
Microsoft Windows 8 Enterprise x64 | ||||
Microsoft Windows 8 Pro 32-bit | ||||
Microsoft Windows 8 Pro x64 | ||||
Microsoft Windows 8.1 Enterprise 32-bit | ||||
Microsoft Windows 8.1 Enterprise x64 | ||||
Microsoft Windows 8.1 Pro 32-bit | ||||
Microsoft Windows 8.1 Pro x64 | ||||
Microsoft Windows 10 | ||||
Microsoft Windows 95/98 | ||||
Microsoft Windows 2000 Advanced Server | ||||
Microsoft Windows 2000 Datacenter Server | ||||
Microsoft Windows 2000 Server | ||||
Microsoft Windows 2000 Professional | ||||
Microsoft Windows NT Workstation | ||||
Microsoft Windows Server 2003 Datacenter Edition | ||||
Microsoft Windows Server 2003 Enterprise Edition | ||||
Microsoft Windows Server 2003 Standard Edition | ||||
Microsoft Windows Server 2003 for x64 | ||||
Microsoft Windows Server 2008 | ||||
Microsoft Windows Server 2008 R2 | ||||
Microsoft Windows Server 2008 for x64 | ||||
Microsoft Windows Server 2012 Datacenter | ||||
Microsoft Windows Server 2012 R2 Datacenter | ||||
Microsoft Windows Server 2012 R2 Std | ||||
Microsoft Windows Server 2012 Std | ||||
Microsoft Windows XP Professional | ||||
Windows 7 Enterprise 32 bit | ||||
Windows 7 Enterprise x64 | ||||
Windows 7 Home Premium 32 bit | ||||
Windows 7 Home Premium x64 | ||||
Windows 7 Professional 32 bit | ||||
Windows 7 Professional x64 | ||||
Windows 7 Ultimate 32 bit | ||||
Windows 7 Ultimate x64 | ||||
Windows Millennium Edition (Me) | ||||
Windows Vista | ||||
Windows Vista for x64 | ||||
64-bit Enabled AIX | ||||
64-bit Enabled HP-UX | ||||
64-bit Enabled Solaris | ||||
ABI+ for Intel Architecture | ||||
AIX | ||||
HP-UX | ||||
HP-UX IPF | ||||
IRIX | ||||
Linux | ||||
Linux for x64 | ||||
Linux on Itanium | ||||
OpenVMS Alpha | ||||
OpenVMS on HP Integrity | ||||
Solaris | ||||
Solaris for x64 | ||||
Tru64 UNIX |