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					1    Regression model might be used in predicting electricity loads, given the time of day and temperature.
2    Simple linear regression (SLR) has only one independent variable (x) vs. several for multiple linear regression (MLR).
     SLR can be depicted visually with scatterplots and trendlines vs. MLR that has to be delt with more mathematically, includi
3    Least squares regression is a method of fitting the best "line" (linear function), or a more complicated functional relations
     It is based on a sample of observations of each of the variables involved, where each observation consists of one value of
     The residual or error is the difference between the observed yi and the regression line that consists of an intercept, and on
     all together. These residuals are than squared, otherwise they would cancel each other out, and the sum of squared residu
     The final set of these coefficients is the least (for minimizing) squares regression line.
4    Coefficient of determination (R2) - gives the proportion of variation that is explained by the independent variable of the re
     R2 ranges between 0 and 1, the closer to 1 it gets, the more variation in dependent variable is explaned by the independen
5    Systematic risk of an invididual stock in the stock market is measured by the beta of a stock, which is a slope of a regres
     by S&P 500 returns, or using another, more appropriate benchmark). A beta greater than 1 indicates that for a 1% move in
     goes up and bad when it declines. So, a beta of 2 would imply that the stock is twice as risky as the market, with beta of 0.
     Company specific risk is measured by the standard error of the regression, i.e. the amount of unexplained variation in sto
6    Standard error of the estimate - the standard deviation of the observations around the regression line. If the data are clu
     the more scatter the data are, the larger the standard error. It gives us a general sense of how well does the regression mo
7    Confidence interval - provides an interval estimate that quantifies the uncertainty about a population parameter, such as
     Prediction interval - is a probability interval that quantifies the uncertainty for a single future observation, such as market
     Characteristics included could be: square feet, # of bedrooms, bathrooms, garage, pool, etc.. Prediction interval will, by de
8    Significance of regression - is a hypothesis test of whether the regression coefficient Beta (slope of the independent var
     with its standard error, is used to construct the t test statistics for a two-sided hypothesis test with H0: Beta = 0 and H1: B
     in other words, independent variable (x) can be used as a predictor of the dependent variable (y). For multiple regression
     and its associated p-value. If the p-value is sufficiently small (less than 5%), we consider the entire regression model signif
 9   Standard residuals - are residuals divided by the standard error of the estimate (see #6), and describe how far each resid
10   Linearity, or appropriateness of linear relationship between dependent variable (y) and independent variables (x) - examin
     the overall regression residuals. If the scatterplots do not show any U-shaped or other "curved" patterns, and if the residua
     and half below zero, then the linear model is appropriate.
     Normal distribution of errors - examining the distribution, in addition to the pattern structure, of the residuals, typically us
     and examining those for departure from normality.
     Homoscedasticity - the variation about the regression line is constant for all values of the independent variable and can b
     in the variances at different values of the independent variable.
     Residuals should be independent for each value of the independent variable. Typically not an issue for cross-sectional da
11   Partial regression coefficients - represent the expected change in the dependent variable when the associated independ
     are held constant, in a multiple regression model.
12   Adjusted R2 - reflects both the number of independent variables and the sample size, and may either increase or decreas
     of adding or removing independent variables in the model. The (unadjusted) R2 will always go up if we add an independen
13   Significance F statistics for a single (x) regression is just a t-test that the single slope is zero. For the multiple regression, it
     the alternative that at least one slope is different from zero, giving us at least one independent variable to make the regres
14   Multicollinearity - a condition occurring when two or more independent variables in the same regression model contain h
     with one another and can predict each other better than the dependent variable. When significant multicollinearity is prese
     and even the signs of these coefficients may change when different variables are included, making it difficult to interpret re
     resulting in the conclusion not to reject the null hypothesis for significance of regression when it should be rejected.
15   1. Construct a model with all available independent variables. Check for significance of the in-dependent variables by exam
     2. Identify the independent variable having the largest p-value that exceeds the chosen level of significance.
     3. Remove the variable from the model and evaluate adjusted R2.
     4. Continue until all variables are significant. In essence, this approach seeks to find a significant model that has the highe
16   Stepwise regression - variables are either added to or deleted from the current regression model at each step of the proc
     can improve the model based on the value of the adjusted R2.
     Best-subsets regression - evaluates either all possible regression models for a set of independent variables or the best s
     a statistic (Cp) called the Bonferroni criterion. Cp estimates the bias introduced in the estimates of the responses by hav
     that important predictor variables are missing (underspecified problem). If more than one model has Cp close to k+1 (num
     Advantages - stepwise regression attempts to maximize adjusted R2, and does that with relatively few inclusion/exclusion
     Advantages - best-subsets regression examines all possible combinations of independent variables, and can detect an un
     Disadvantages - stepwise relies on ad-hoc inclusions/exclusions of independent variables, with no guarantee to end up wit
     Disadvantages - best-subset regression is computationally intensive, because it examines every possible combination of in
17   A modeler should balance the techical criteria described above, with practical judgement by keeping models as simple as
     sense perspective, as well as using known accounting, economic of physical relationships that exist between the variables
18   Categorical variables are included using so called dummy variables. If the categorical variable has only two values, it ty
     and 1 (for inclusion/yes). Then the regression coefficient for the 0/1 variable represent the effect of inclusion, or the effect o
     For categorical variables with more than two values, a dummy variable is created for all, except the base level, typicall low
     The effect of the base level is included when all the other dummies are set at zero.
19   Interaction occurs when the change in one independent variable depends on the level of another independent variable. W
     the regression with the interaction variable included, and checking whether it is significant. If yes, it should be included in th
     the significance of the original variables, removing the insignificant ones, and running the model again, all the while observ
20   Curvilinear regression model - a model that includes nonlinear effects, such as curvature in the relationship between the
     same procedures used to estimate the coefficients and other regression statistics still apply. We would use a curvilinear m
     which can be detected by a simple scatterplot of the two, or by looking at the patterns in the residual plot of the linear regre
emperature.
 iple linear regression (MLR).
th more mathematically, including the issues of interaction between independent variables and multicolinearity.
complicated functional relationship, between a single dependent variable (y) and one or more independent variables (x's).
 vation consists of one value of dependent variable yi, and one or more values of each independent variables xi.
consists of an intercept, and one or more slopes, each multiplied by corresponding observation x i and added
 and the sum of squared residuals is minimized by changing the values of the intercept and the slopes.

e independent variable of the regression model. Its square root (R) is a sample correlation coefficient.
  is explaned by the independent variable(s), and the more valuable the regression model in predicting y based on x('s).
 ck, which is a slope of a regression line between the stock's returns, and that of the market as a whole (measured
  indicates that for a 1% move in the market, the stock will move by more than that, which is good when the market
 y as the market, with beta of 0.5 would mean that the stock's systematic risk is half that of the market.
 t of unexplained variation in stock returns, not explained by changes in the overall market.
gression line. If the data are clustered close to the regression line, then the standard error will be small;
 ow well does the regression model fit to the data in terms of dependent variable units.
population parameter, such as average value of houses with similar characteristics.
e observation, such as market value of an individual home, given all of its characteristics.
c.. Prediction interval will, by definition, always be wider than a confidence interval.
a (slope of the independent variable) is zero, in case of simple linear regression. The sample estimate for the slope,
est with H0: Beta = 0 and H1: Beta <> 0. If the H0 gets rejected, the slope of the regression line is significantly different from zero,
 le (y). For multiple regression models, to test the overall regression significance, we use the significance F statistics,
e entire regression model significant. The F and t statistics, and their p-values, will be the same for simple linear regression.
and describe how far each residual is from its mean in units of standard deviations (similar to a z-value for a standard normal distribution).
ependent variables (x) - examined by scatterplots of y vs. x, and residual plots for each independent variable, as well as
 ed" patterns, and if the residual plots appear to be randomlly distributed, with about half of the observations above,

ure, of the residuals, typically using the standardized residuals, and constructing the histogram and normal probability plot,

 ndependent variable and can be evaluated by examining the residual plot and looking for large differences

 an issue for cross-sectional data, but more of a problem for time-series data.
e when the associated independent variable is increased by one unit while the values of all other independent variables

 may either increase or decrease when an independent variable is added or dropped, thus providing an indication of the value
 go up if we add an independent variable, even if this variable has little relationship with the dependent variable.
o. For the multiple regression, it is an ANOVA testing the null hypotheses that all the slopes are zero vs.
ent variable to make the regression model useful.
me regression model contain high levels of the same information and, consequently, are strongly correlated
 ificant multicollinearity is present, the coefficients of the independent variables in the regression model can be unstable,
  making it difficult to interpret regression coefficients. Also, p-values can be inflated,
en it should be rejected.
 in-dependent variables by examining the p-values.
el of significance.

ficant model that has the highest adjusted R 2.
 model at each step of the process based on the p-values. The process continues until no addition or removal of variables

ependent variables or the best subsets of models for a fixed number of independent variables. This procedure screens models using
 mates of the responses by having an underspecified model. If all models, exept the full one, have Cp much higher than k+1, this indicates
 odel has Cp close to k+1 (number of independent variables + 1), choose the simplest model, i.e. the one with fewer variables.
 atively few inclusion/exclusion of independent variables based on the p-values, so its fairly quick and not as computationally intensive.
variables, and can detect an underspecified model, i.e., the fact that important predictors are missing.
with no guarantee to end up with the highest adjusted R2 model.
every possible combination of independent variables.
  keeping models as simple as possible, but making sure that the independent variables do explain the dependent one from a common
 hat exist between the variables.
 riable has only two values, it typically models an inclusion/exclusion, yes/no situation, which is always coded as 0 (for exclusion/no)
effect of inclusion, or the effect of the particular categorical variable.
cept the base level, typicall lowest level of the variable in case of ordinal variables, or an arbitrary level in case of nominal variables.

nother independent variable. We test for interaction, by multiplying the two variables to create the interaction variable, running
f yes, it should be included in the model, and the original model needs to be revised, by examining what happened to
odel again, all the while observing the adjusted R 2.
 in the relationship between the dependent and independent variables, however, it is still linear in the betas of the model, so the
. We would use a curvilinear model, when we suspect the nonlinear effect an independent variable has on the dependent variable,
 residual plot of the linear regression model.
rent from zero,


 d normal distribution).




ens models using
 than k+1, this indicates

 ationally intensive.
ne from a common

or exclusion/no)

ominal variables.




odel, so the
ndent variable,
Datasheet: Home Market Value

                              $130



                              $120



                              $110
  Market Value in Thousands




                              $100



                               $90



                               $80



                               $70
                                     26          27           28           29           30          31           32           33          34
                                                                                       Age                        y = 1570.4x + 45218
                                                                                                                       R² = 0.1306

                                     Square feet is much better predictor of house market value, since the coefficient of determination
                                     is upwards of 50%, i.e., square footage explains more than 50% of variation in home market values.

                                     Age, on the other hand, is not nearly as good a predictor of house value, since the coefficient of
                                     determination is around 10%, i.e., age explains only about 10% of variation in home market values.

                                     Further, the significance of the age slope of $1,570 should be tested for significance. If significant,
                                     this value would imply that for each additional year in age, the house market value, on average,
                                     goes up by about 15 hundred dollars. Also, there are only 4 distance values for the age variable:
                                     27 & 28 on the "low" end, and 32 & 33, on the "high" end. So, if the relationship is significant,
                                     its basically saying that "older" houses are, on average, slightly more valuable than "newer" ones.
Datasheet: Demographics

                       16%

                       14%

                       12%
   Unemployment Rate




                       10%

                       8%

                       6%

                       4%

                       2%

                       0%
                             80        100       120       140        160         180    200        220       240
                                                                 Cost of Living             y = 0.0003x + 0.0027
                                                                                                 R² = 0.0582

                             There is no relationship, linear or otherwise, between unemployment rate and
                             cost of living index, since the both the slope and R2 are essentially zero.

                             If the influential (red) metro area with high cost of living and moderate unemployment
                             rate was removed, the slope of the regression line would become much steeper,
                             and perpahs significantly different than 0.
Datasheet: Student Grades

                100

                 90

                 80
   Final Exam




                 70

                 60

                 50

                 40
                      50               60            70             80   90               100
                                                          Midterm        y = 0.6037x + 32.933
                                                                              R² = 0.2708


                      Intercept             32.933
                      Slope                 0.6037
                      Midterm score             85
                      Final estimate         84.25
Regression Analysis

        Regression Statistics
Multiple R                      0.8957
R Square                        0.8023
Adjusted R Square               0.7849
Standard Error                  4.1690
Observations                       100

ANOVA
                               df              SS               MS            F          Significance F
Regression                           8           6418.66         802.33       46.1638              0.0000
Residual                            91           1581.59           17.38
Total                               99           8000.26

                        Coefficients     Standard Error        t Stat       P-value       Lower 95%
Intercept                      -14.77                4.87         -3.0353       0.0031           -24.44
Delivery speed                    0.70               1.91          0.3677       0.7139            -3.09
Price level                      -0.39               1.97         -0.1964       0.8447            -4.30
Price flexibility                 3.98               0.43          9.3666       0.0000             3.14
Manufacturing image              -0.11               0.63         -0.1756       0.8610            -1.36
Overall service                   7.82               3.70          2.1159       0.0371             0.48
Salesforce image                  1.76               0.90          1.9490       0.0544            -0.03
Product quality                  -0.16               0.39         -0.4132       0.6805            -0.94
Size of firm                      5.27               1.49          3.5486       0.0006             2.32

Drop price level and re-run.

Regression Analysis

        Regression Statistics
Multiple R                      0.8957
R Square                        0.8022
Adjusted R Square               0.7872 Adjusted R2 went up slightly!
Standard Error                  4.1471
Observations                       100

ANOVA
                               df              SS               MS            F          Significance F
Regression                           7           6417.99         916.86       53.3102              0.0000
Residual                            92           1582.26           17.20
Total                               99           8000.26

                        Coefficients     Standard Error        t Stat       P-value       Lower 95%
Intercept                      -14.98                4.72         -3.1719       0.0021           -24.36
Delivery speed                    1.06               0.56          1.8781       0.0635            -0.06
Price flexibility                 4.00               0.42          9.5680       0.0000             3.17
Manufacturing image              -0.09               0.62         -0.1517       0.8798            -1.33
Overall service                   7.11               0.81          8.7711       0.0000             5.50
Salesforce image                  1.75               0.90          1.9531       0.0538            -0.03
Product quality                  -0.17               0.39         -0.4479       0.6553            -0.94
Size of firm                      5.29               1.48          3.5786       0.0006             2.35
Drop manufacturing image and re-run.

Regression Analysis

        Regression Statistics
Multiple R                      0.8956
R Square                        0.8022
Adjusted R Square               0.7894 Adjusted R2 went up slightly!
Standard Error                  4.1253
Observations                       100

ANOVA
                            df                 SS               MS            F          Significance F
Regression                           6           6417.60         1069.60      62.8517              0.0000
Residual                            93           1582.66           17.02
Total                               99           8000.26

                       Coefficients      Standard Error        t Stat       P-value       Lower 95%
Intercept                     -15.17                 4.53         -3.3486       0.0012           -24.17
Delivery speed                   1.06                0.56          1.9007       0.0604            -0.05
Price flexibility                4.00                0.41          9.6410       0.0000             3.18
Overall service                  7.09                0.79          8.9571       0.0000             5.52
Salesforce image                 1.65                0.58          2.8626       0.0052             0.50
Product quality                 -0.17                0.38         -0.4500       0.6537            -0.94
Size of firm                     5.28                1.47          3.5944       0.0005             2.36

Drop product quality and re-run.
               Regression Analysis

                           Regression Statistics                  About 80% of variation in usage level can be explained by
               Multiple R                                  0.8954 flexibility, overall service, salesforce image and the size of
               R Square                                    0.8017
               Adjusted R Square                           0.7912 Adjusted R2 went up slightly!
               Standard Error                              4.1077
               Observations                                   100

               ANOVA
                                                 df                        SS                   MS
               Regression                                       5           6414.15                  1282.83
               Residual                                        94           1586.11                    16.87
               Total                                           99           8000.26

Upper 95%                                   Coefficients             Standard Error            t Stat
       -5.11   Intercept                                   -15.93               4.19                    -3.8045
        4.49   Delivery speed                                1.12               0.54                     2.0587
        3.53   Price flexibility                             3.98               0.41                     9.6788
        4.83   Overall service                               7.02               0.77                     9.0889
        1.14   Salesforce image                              1.58               0.56                     2.8515
       15.16   Size of firm                                  4.93               1.25                     3.9528
        3.55
        0.62
        8.23   Delivery speed perception higher by a point, on average, adds about a point to the usage level.
               Price flexibility perception higher by a point, on average, adds about 4 points to the usage level!
               Overall service perception higher by a point, on average, adds about 7 points to the usage level!!!
               Salesforce image perception higher by a point, on average, adds about point and a half to the usage level.
               Larger businesses, on average, use Hatco by about 5 points more.

                                           Delivery speed            Price flexibility    Overall service
               Delivery speed                                1.00
               Price flexibility                             0.51                 1.00
               Overall service                               0.61                 0.07                    1.00
               Salesforce image                              0.08                 0.03                    0.24
               Size of firm                                  0.63                 0.65                    0.22
               Usage level                                   0.68                 0.56                    0.70

               Small businesses are rating both the delivery speed and price flexibility significantly higher than larger busin
               One of these hypotheses was formally tested and confirmed in Chapter 5.
               Let's examine the interaction between size of the firm (SF) and delivery speed (DS), as well as price flexibili

               Regression Analysis
Upper 95%
       -5.60               Regression Statistics
        2.18   Multiple R                                  0.9012   The model with interactions slightly increases both R2 and
        4.83   R Square                                    0.8122   Now, the delivery speed coefficient is negative, reflecting th
        1.14   Adjusted R Square                           0.8001   Adjusted R2 went up slightly!
        8.72   Standard Error                              4.0190   Except for one respondent with actual usage levels much l
        3.53   Observations                                   100   scattered within 10 points from the regression line.
        0.59                                                        Standardized residuals are slightly left-skewed, with fatter l
        8.22   ANOVA
                                                 df                      SS                MS
               Regression                                      6          6498.09               1083.01
               Residual                                       93          1502.17                 16.15
               Total                                          99          8000.26

                                            Coefficients            Standard Error        t Stat
               Intercept                                   -14.90              3.89                -3.8315
               Delivery speed                                1.78              0.59                 3.0008
               Price flexibility                             3.32              0.42                 7.9911
               Overall service                               7.59              0.79                 9.6092
               Salesforce image                              1.70              0.55                 3.1156
               DS x SF                                      -2.16              0.82                -2.6254
               PF x SF                                       1.49              0.37                 4.0842

               RESIDUAL OUTPUT

                  Observation           Predicted Usage level         Residuals     Standard Residuals
                                    1                     37.40               -5.40            -1.3870
Upper 95%                           2                     61.23               -3.23            -0.8302
       -6.17                        3                     59.00             -13.00             -3.3377
        2.18                        4                     57.72                5.28             1.3548
        4.82                        5                     38.50               -6.50            -1.6675
        8.66                        6                     49.24               -2.24            -0.5745
        2.79                        7                     46.99               -8.99            -2.3067
        0.59                        8                     53.48                0.52             0.1324
        8.19                        9                     46.70                2.30             0.5896
                                   10                     41.95               -3.95            -1.0136
                                   11                     47.71               -7.71            -1.9793
                                   12                     58.37               -4.37            -1.1226
                                   13                     53.48                1.52             0.3891
                                   14                     38.49                2.51             0.6436
                                   15                     30.68                4.32             1.1103
                                   16                     52.96                2.04             0.5235
                                   17                     52.49               -3.49            -0.8965
                                   18                     50.05               -1.05            -0.2690
                                   19                     57.44               -3.44            -0.8821
                                   20                     50.58               -1.58            -0.4057
                                   21                     50.08                2.92             0.7486
                                   22                     57.36                2.64             0.6787
                                   23                     45.03                0.97             0.2485
                                   24                     61.06               -3.06            -0.7846
                                   25                     54.20               -1.20            -0.3069
                                   26                     50.29               -2.29            -0.5891
                                   27                     55.63               -1.63            -0.4194
                                   28                     48.95                6.05             1.5522
                                   29                     51.45                5.55             1.4242
                                   30                     52.46                0.54             0.1386
                                   31                     39.07                1.93             0.4964
                                   32                     36.43                2.57             0.6601
                                   33                     43.17                3.83             0.9842
                                   34                     62.00                3.00             0.7694
                                   35                     45.73                0.27             0.0686
                                   36                     48.45                5.55             1.4242
                                   37                     55.92                4.08             1.0479
38   46.80    0.20    0.0508
39   38.90   -2.90   -0.7449
40   45.18   -0.18   -0.0450
41   54.76    4.24    1.0890
42   52.51    5.49    1.4085
43   55.34   -0.34   -0.0865
44   49.58    1.42    0.3645
45   54.17    5.83    1.4975
46   52.62   -3.62   -0.9304
47   40.50    1.50    0.3839
48   47.70   -0.70   -0.1807
49   49.06    6.94    1.7822
50   54.63    4.37    1.1216
51   47.22    0.08    0.0195
52   41.42   -4.42   -1.1339
53   38.54   -2.54   -0.6521
54   56.20    3.80    0.9765
55   45.53    3.47    0.8900
56   46.27   -7.27   -1.8668
57   41.65    1.35    0.3470
58   34.70   -3.70   -0.9509
59   56.27    3.73    0.9579
60   41.19   -8.19   -2.1036
61   40.50    2.50    0.6410
62   48.46   -0.46   -0.1189
63   35.81   -3.81   -0.9785
64   45.36   -0.36   -0.0915
65   39.43    4.57    1.1730
66   48.38    5.62    1.4425
67   41.33   -2.33   -0.5992
68   35.10    0.90    0.2313
69   34.62    1.38    0.3548
70   46.63   -0.63   -0.1629
71   41.46    1.54    0.3952
72   46.95    0.35    0.0901
73   36.02   -1.02   -0.2606
74   43.56   -4.56   -1.1706
75   43.98    0.02    0.0063
76   31.07   -2.07   -0.5310
77   34.66   -6.66   -1.7108
78   44.93   -4.93   -1.2661
79   36.72    1.28    0.3275
80   41.99    1.01    0.2593
81   55.14   -2.14   -0.5503
82   52.12   -2.12   -0.5450
83   39.67   -7.67   -1.9694
84   60.56    1.44    0.3696
85   51.51   -1.51   -0.3872
86   36.91    3.09    0.7934
87   42.31    3.69    0.9481
88   50.84   -1.84   -0.4736
89   51.21   -1.21   -0.3100
90   38.53    2.47    0.6353
91   35.54    3.46    0.8889
92   37.76    3.24    0.8321
 93   51.02    1.98    0.5070
 94   42.83    0.17    0.0447
 95   49.69    1.31    0.3361
 96   38.56   -4.56   -1.1696
 97   29.39    6.61    1.6982
 98   24.55    0.45    0.1155
 99   32.17    5.83    1.4974
100   40.83    1.17    0.3013
 age level can be explained by delivery speed, price
lesforce image and the size of the firm.




                       F             Significance F
                           76.0265            0.0000




                    P-value           Lower 95%     Upper 95%
                          0.0003             -24.25       -7.62
                          0.0423               0.04        2.20
                          0.0000               3.17        4.80
                          0.0000               5.48        8.55
                          0.0053               0.48        2.69
                          0.0001               2.46        7.41


to the usage level.
 to the usage level!
s to the usage level!!!
 and a half to the usage level.


               Salesforce image       Size of firm      Usage level



                              1.00
                              0.04               1.00
                              0.26               0.37           1.00

 icantly higher than larger businesses.

d (DS), as well as price flexibility (FS)




 slightly increases both R2 and adjusted R2, with all the variables being significant.
efficient is negative, reflecting the lower ratings on that factor by large businesses.

with actual usage levels much lower than predicted, the residuals are pretty randomly
om the regression line.
slightly left-skewed, with fatter left tail, and thinner right tail, but overall pretty normal.
             F            Significance F
                  67.0499          0.0000




 P-value                      Lower 95%     Upper 95%
       0.0002                        -22.62       -7.18
       0.0035                          0.60        2.96
       0.0000                          2.49        4.14
       0.0000                          6.02        9.16
       0.0024                          0.62        2.78
       0.0101                         -3.79       -0.53
       0.0001                          0.77        2.22


                                                             Residuals
10



 5



 0
             20          25         30           35          40          45   50   55   60   65


 -5



-10



-15

                                         Bins      Bins     Histogram
                                                              Frequency
                                           -3               -3        1
             25
                                         -2.5             -2.5        0
                                           -2               -2        2
                                         -1.5             -1.5        5
             20                            -1               -1        7
                                         -0.5             -0.5       15
                                            0                0       14
                                          0.5              0.5       23
             15
 Frequency




                                            1                1       18
                                          1.5              1.5       12
                                            2                2        3
             10                           2.5              2.5        0
                                            3                3        0
                                                More                  0
              5
0
    -3   -2.5   -2   -1.5   -1   -0.5   0      0.5   1   1.5   2   2.5   3   More
                                            Bins
2007 Major League Baseball Statistics

TEAM              Won Lost Hits Home Runs Earned Run Average Runs Batted In Runs Triples
Arizona             90  72 1350 171                       4.13          687 712 40
Atlanta             84  78 1562 176                       4.11          781 810 27
Baltimore           69  93 1529 142                       5.17          718 756 30
Boston              96  66 1561 166                       3.87          829 867 35
Chicago Cubs        85  77 1530 151                       4.04          711 752 28
Chicago Sox         72  90 1341 190                       4.77          667 693 20
Cincinnati          72  90 1496 204                       4.94          747 783 23
Cleveland           96  66 1504 178                       4.05          784 811 27
Colorado            90  73 1591 171                       4.32          823 860 36
Detroit             88  74 1652 177                       4.57          857 887 50
Florida             71  91 1504 201                       4.94          749 790 38
Houston             73  89 1457 167                       4.68          700 723 30
Kansas City         69  93 1447 102                       4.48          660 706 46
LA Angels           94  68 1578 123                       4.23          776 822 23
LA Dodgers          82  80 1544 129                        4.2          706 735 35
Milwaukee           83  79 1455 231                       4.41          774 801 37
Minnesota           79  83 1460 118                       4.15          671 718 36
NY Mets             88  74 1543 177                       4.26          761 804 27
NY Yankees          94  68 1656 201                       4.49          929 968 32
Oakland             76  86 1430 171                       4.28          711 741 16
Philadelphia        89  73 1558 213                       4.73          850 892 41
Pittsburgh          68  94 1463 148                       4.93          694 724 31
San Diego           89  74 1408 171                        3.7          704 741 31
San Francisco       71  91 1407 131                       4.19          641 683 37
Seattle             88  74 1629 153                       4.73          754 794 22
St. Louis           78  84 1513 141                       4.65          690 725 13
Tampa Bay           66  96 1500 187                       5.53          750 782 36
Texas               75  87 1460 179                       4.75          768 816 36
Toronto             83  79 1434 165                          4          719 753 24
Washington          73  89 1415 123                       4.58          646 673 31
Doubles Strike Outs Walks
286            1088   546
328            1106   537
306            1087   696
352            1149   482
340            1211   573
249            1015   499
293            1068   482
305            1047   410
313             967   504
352            1047   566
340            1142   661
293            1109   510
300             993   520
324            1156   477
276            1184   518
310            1174   507
273            1094   420
294            1134   570
326            1009   578
295            1036   530
326            1050   558
322             997   518
322            1136   474
267            1057   593
284            1020   546
279             945   509
291            1194   568
298             976   668
344            1067   479
309             931   580
Beverage Sales

Temperature        Sales
              85    $    1,810
              90    $    4,825
              79    $      438
              82    $      775
              84    $    1,213
              96    $    8,692
              88    $    2,356
              76    $      266
              93    $    4,930
              97    $    9,138
              89    $    2,714
              83    $    1,082
              85    $    1,290
              90    $    3,970
              82    $      894
              91    $    2,906
              90    $    4,615
              84    $    1,168
              79    $      462
              81    $    1,018
              95    $    5,950
Cereal Data

Product   Cereal Name                 Manufacturer     Calories Sodium Carbs Sugars Fiber
   1      100% Bran                   Nabisco                  70    130     5     6     10
   2      AlI-Bran                    Kellogg                  70    260     7     5      9
   3      All-Bran w/Extra Fiber      Kellogg                  50    140     8     0     14
   4      Almond Delight              Ralston Purina          110    200    14     8      1
   5      Apple Cinn Cheerios         General Mills           110    180 10.50    10   1.50
   6      Apple Jacks                 Kellogg                 110    125    11    14      1
   7      Basic 4                     General Mills           130    210    18     8      2
   8      Bran Chex                   Ralston Purina           90    200    15     6      4
   9      Bran Flakes                 Post                     90    210    13     5      5
  10      Cap'n'Crunch                Quaker                  120    220    12    12      0
  11      Cheerios                    General Mills           110    290    17     1      2
  12      Cinnamon Toast Crunch       General Mills           120    210    13     9      0
  13      Clusters                    General Mills           110    140    13     7      2
  14      Cocoa Puffs                 General Mills           110    180    12    13      0
  15      Corn Chex                   Ralston Purina          110    280    22     3      0
  16      Corn Flakes                 Kellogg                 100    290    21     2      1
  17      Corn Pops                   Kellogg                 110     90    13    12      1
  18      Count Chocula               General Mills           110    180    12    13      0
  19      Cracklin' Oat Bran          Kellogg                 110    140    10     7      4
  20      Cream of Wheat              Nabisco                 100     80    21     0      1
  21      Crispix                     Kellogg                 110    220    21     3      1
  22      Crispy Wheat & Raisins      General Mills           100    140    11    10      2
  23      Double Chex                 Ralston Purina          100    190    18     5      1
  24      Froot Loops                 Kellogg                 110    125    11    13      1
  25      Frosted Flakes              Kellogg                 110    200    14    11      1
  26      Frosted Mini-Whests         Kellogg                 100      0    14     7      3
  27      Fruit & Fibre               Post                    120    160    12    10      5
  28      Fruitful Bran               Kellogg                 120    240    14    12      5
  29      Fruity Pebbles              Post                    110    135    13    12      0
  30      Golden Grahams              General Mills           110    280    15     9      0
  31      Grape Nuts Flakes           Post                    100    140    15     5      3
  32      Grape-Nuts                  Post                    110    170    17     3      3
  33      Great Grains Pecan          Post                    120     75    13     4      3
  34      Honey Comb                  Post                    110    180    14    11      0
  35      Honey Graham Ohs            Quaker                  120    220    12    11      1
  36      Honey Nut Cheerios          General Mills           110    250 11.50    10   1.50
  37      Just Right Crunchy Nugget   Kellogg                 110    170    17     6      1
  38      Just Right Fruit &Nut       Kellogg                 140    170    20     9      2
  39      Kix                         General Mills           110    260    21     3      0
  40      Life                        Quaker                  100    150    12     6      2
  41      Lucky Charms                General Mills           110    180    12    12      0
  42      Mueslix Crispy Blend        Kellogg                 160    150    17    13      3
  43      Multi-Grain Cheerios        General Mills           100    220    15     6      2
  44      Nut & Honey Crunch          Kellogg                 120    190    15     9      0
  45      Oatmeal Raisin Crisp        General Mills           130    170 13.50    10   1.50
  46      Post Nat. Raisin Bran       Post                    120    200    11    14      6
  47      Product 19                  Kellogg                 100    320    20     3      1
  48      Puffed Rice                 Quaker                   50      0    13     0      0
  49      Puffed Wheat                Quaker                   50      0    10     0      1
  50      Quaker Oat Squares          Quaker                  100    135    14     6      2
  51      Raisin Bran                 Kellogg                 120    210    14    12      5
  52      Raisin Squares              Kellogg                  90      0    15     6      2
53   Rice Chex                 Ralston Purina   110   240   23    2   0
54   Rice Krispies             Kellogg          110   290   22    3   0
55   Shrdded Wht Spn Size      Nabisco           90     0   20    0   3
56   Shredded Wheat            Nabisco           80     0   16    0   3
57   Shredded Wheat n Bran     Nabisco           90     0   19    0   4
58   Smacks                    Kellogg          110    70    9   15   1
59   Special K                 Kellogg          110   230   16    3   1
60   Strawberry Fruit Wheels   Nabisco           90    15   15    5   3
61   Total Corn Flakes         General Mills    110   200   21    3   0
62   Total Raisin Bran         General Mills    140   190   15   14   4
63   Total Whole Grain         General Mills    100   200   16    3   3
64   Trix                      General Mills    110   140   13   12   0
65   Wheat Chex                Ralston Purina   100   230   17    3   3
66   Wheaties                  General Mills    100   200   17    3   3
67   Wheaties Honey Gold       General Mills    110   200   18    8   1
Colleges and Universities

School              Type       Median SAT Acceptance Rate   Expenditures/Student Top 10% HS
Amherst             Lib Arts          1315            22%    $             26,636         85
Barnard             Lib Arts          1220            53%    $             17,653         69
Bates               Lib Arts          1240            36%    $             17,554         58
Berkeley            University        1176            37%    $             23,665         95
Bowdoin             Lib Arts          1300            24%    $             25,703         78
Brown               University        1281            24%    $             24,201         80
Bryn Mawr           Lib Arts          1255            56%    $             18,847         70
Cal Tech            University        1400            31%    $            102,262         98
Carleton            Lib Arts          1300            40%    $             15,904         75
Carnegie Mellon     University        1225            64%    $             33,607         52
Claremont McKenna   Lib Arts          1260            36%    $             20,377         68
Colby               Lib Arts          1200            46%    $             18,872         52
Colgate             Lib Arts          1258            38%    $             17,520         61
Columbia            University        1268            29%    $             45,879         78
Cornell             University        1280            30%    $             37,137         85
Davisdson           Lib Arts          1230            36%    $             17,721         77
Duke                University        1310            25%    $             39,504         91
Georgetown          University        1278            24%    $             23,115         79
Grinnell            Lib Arts          1244            67%    $             22,301         65
Hamilton            Lib Arts          1215            38%    $             20,722         51
Harvard             University        1370            18%    $             46,918         90
Haverford           Lib Arts          1285            35%    $             19,418         71
Johns Hopkins       University        1290            48%    $             45,460         69
Middlebury          Lib Arts          1255            25%    $             24,718         65
MIT                 University        1357            30%    $             56,766         95
Mount Holyoke       Lib Arts          1200            61%    $             23,358         47
Northwestern        University        1230            47%    $             28,851         77
Oberlin             Lib Arts          1247            54%    $             23,591         64
Occidental          Lib Arts          1170            49%    $             20,192         54
Pomona              Lib Arts          1320            33%    $             26,668         79
Princeton           University        1340            17%    $             48,123         89
Rice                University        1327            24%    $             26,730         85
Smith               Lib Arts          1195            57%    $             25,271         65
Stanford            University        1370            18%    $             61,921         92
Swarthnore          Lib Arts          1310            24%    $             27,487         78
U Michigan          University        1195            60%    $             21,853         71
U of Chicago        University        1300            45%    $             38,937         74
U of Rochester      University        1155            56%    $             38,597         52
U Pennsylvania      University        1280            41%    $             30,882         87
U Va                University        1218            37%    $             19,365         77
UCLA                University        1142            43%    $             26,859         96
UNC                 University        1109            32%    $             19,684         82
Vassar              Lib Arts          1287            43%    $             20,179         53
Washington U (MO)   University        1225            54%    $             39,883         71
Washinton and Lee   Lib Arts          1234            29%    $             17,998         61
Wellesley           Lib Arts          1250            49%    $             27,879         76
Wesleyan (CT)       Lib Arts          1290            35%    $             19,948         73
Williams            Lib Arts          1336            28%    $             23,772         86
Yale                University        1350            19%    $             52,468         90
Graduation %
           93
           80
           88
           68
           90
           90
           84
           75
           80
           77
           74
           84
           85
           90
           83
           89
           91
           89
           73
           85
           90
           87
           86
           92
           86
           83
           82
           77
           72
           80
           93
           88
           87
           88
           88
           77
           73
           73
           86
           88
           61
           73
           84
           76
           78
           86
           91
           93
           93
Concert Sales
              Thousands of             Thousands of
Sales ($1000) Radio&TV ads Radio&TV^2 Newspaper ads
 $      1,119             0          0              40
 $        973             0          0              40
 $        875           25         625              25
 $        625           25         625              25
 $        910           30         900              30
 $        971           30         900              30
 $        931           35        1225              35
 $      1,177           35        1225              35
 $        882           40        1600              25
 $        982           40        1600              25
 $      1,628           45        2025              45
 $      1,577           45        2025              45
 $      1,044           50        2500              50
 $        914           50        2500              50
 $      1,329           55        3025              20
 $      1,330           55        3025              20
 $      1,405           60        3600              30
 $      1,436           60        3600              30
 $      1,521           65        4225              35
 $      1,741           65        4225              35
 $      1,866           70        4900              40
 $      1,717           70        4900              40
Credit Approval Decisions

  Homeowner      Credit Score Years of Credit History   Revolving Balance   Revolving Utilization
      Y              725                20              $          11,320           25%
      Y              573                 9              $           7,200           70%
      Y              677                11              $          20,000           55%
      N              625                15              $          12,800           65%
      N              527                12              $           5,700           75%
      Y              795                22              $           9,000           12%
      N              733                 7              $          35,200           20%
      N              620                 5              $          22,800           62%
      Y              591                17              $          16,500           50%
      Y              660                24              $           9,200           35%
      Y              700                19              $          22,000           18%
      Y              500                16              $          12,500           83%
      Y              565                 6              $           7,700           70%
      N              620                 3              $          37,400           87%
      Y              774                13              $           6,100            7%
      Y              802                10              $          10,500            5%
      N              640                 7              $          17,300           59%
      N              523                14              $          27,000           79%
      Y              811                20              $          13,400            3%
      N              763                 2              $          11,200           70%
      N              555                 4              $           2,500          100%
      N              617                 9              $           8,400           34%
      Y              642                13              $          16,000           25%
      N              688                 3              $           3,300           11%
      Y              649                12              $           7,500            5%
      Y              695                15              $          20,300           22%
      Y              701                 9              $          11,700           15%
      N              635                 7              $          29,100           85%
      N              507                 2              $           2,000          100%
      Y              677                12              $           7,600            9%
      N              485                 5              $           1,000           80%
      N              582                 3              $           8,500           65%
      Y              699                17              $          12,800           27%
      Y              703                22              $          10,000           20%
      N              585                18              $          31,000           78%
      Y              620                 8              $          16,200           55%
      Y              695                16              $           9,700           11%
      Y              774                13              $           6,100            7%
      Y              802                10              $          10,500            5%
      N              640                 7              $          17,300           59%
      N              536                14              $          27,000           79%
      Y              801                20              $          13,400            3%
      N              760                 2              $          11,200           70%
      N              567                 4              $           2,200           95%
      N              600                10              $          12,050           81%
      Y              702                11              $          11,700           15%
      Y              636                 8              $          29,100           85%
      N              509                 3              $           2,000          100%
      N              595                18              $          29,000           78%
      Y              733                15              $          13,000           24%
Decision
Approve
 Reject
Approve
 Reject
 Reject
Approve
Approve
 Reject
 Reject
Approve
Approve
 Reject
 Reject
 Reject
Approve
Approve
 Reject
 Reject
Approve
 Reject
 Reject
 Reject
Approve
Approve
Approve
Approve
Approve
 Reject
 Reject
Approve
 Reject
 Reject
Approve
Approve
 Reject
 Reject
Approve
Approve
Approve
 Reject
 Reject
Approve
 Reject
 Reject
 Reject
Approve
 Reject
 Reject
 Reject
Approve
Demographic Data
                            Unemployment       Cost of Living          Population
Metropolitan Area   State   (July 1999)        1999 - US Avg = 100     (July 1999)
ANCHORAGE           AK                   3.60%                  125.90       257,808
BIRMINGHAM          AL                   2.70%                   99.10       915,077
HUNTSVILLE          AL                   2.70%                   95.20       343,418
MOBILE              AL                   3.60%                   91.80       535,472
MONTGOMERY          AL                   2.90%                   92.40       322,441
LITTLE ROCK         AR                   3.20%                   87.20       559,074
PHOENIX             AZ                   2.60%                   99.90     3,013,696
TUCSON              AZ                   2.30%                   99.70       803,618
BAKERSFIELD         CA                  12.50%                  106.10       642,495
FRESNO              CA                  13.80%                  105.80       879,829
LOS ANGELES         CA                   6.30%                  122.00    25,366,576
SACRAMENTO          CA                   4.10%                  114.00     3,328,431
SAN DIEGO           CA                   3.20%                  122.80     2,820,844
SAN FRANCISCO       CA                   2.50%                  144.70     8,559,292
COLORADO SPRINGS    CO                   3.70%                   96.80       499,994
DENVER              CO                   2.60%                  105.30     4,417,908
PUEBLO              CO                   5.80%                   92.50       136,987
HARTFORD            CT                   3.40%                  121.80     1,147,504
WASHINGTON          DC                   2.90%                  132.00     4,739,999
WILMINGTON          DE                   3.20%                  108.10       571,420
FORT MYERS          FL                   4.40%                   97.20       400,542
JACKSONVILLE        FL                   2.90%                   95.40     1,056,332
MIAMI               FL                   6.70%                  104.50     2,175,634
ORLANDO             FL                   2.90%                   97.00     1,535,004
PENSACOLA           FL                   3.70%                   93.60       403,384
TALLAHASSEE         FL                   3.10%                  100.10       200,003
TAMPA               FL                   2.90%                   97.80     2,278,169
WEST PALM BEACH     FL                   5.60%                  104.70     1,049,420
ATLANTA             GA                   3.00%                   97.40     3,857,097
COLUMBUS            GA                   4.40%                   93.90       271,417
MACON               GA                   4.70%                   95.10       321,586
DES MOINES          A                    1.80%                   94.70       443,496
DUBUQUE             A                    2.60%                  107.50        88,112
BOISE               ID                   3.30%                  102.70       407,844
POCATELLO           ID                   4.50%                   99.80        74,881
CHICAGO             IL                   4.00%                  121.60     8,008,507
ROCKFORD            IL                   4.10%                  103.60       358,640
SPRINGFIELD         IL                   3.60%                   95.10       358,640
FORT WAYNE          IN                   2.40%                   93.30       484,320
INDIANAPOLIS        IN                   2.30%                   94.90             2
SOUTH SEND          IN                   2.40%                   90.90       258,537
TOPEKA              KS                   4.30%                   95.10       170,773
WICHITA             KS                   3.30%                   94.80       548,714
LEXINGTON           KY                   1.90%                   95.90       455,617
LOUISVILLE          KY                   2.70%                   92.80     1,005,849
BATON ROUGE         LA                   3.70%                   98.50       578,946
NEW ORLEANS         LA                   4.00%                   94.50     1,305,479
SHREVEPORT          LA                   4.80%                   94.90       377,673
BOSTON              MA                   2.20%                  136.80     3,297,201
BALTIMORE           MD                   4.70%                  102.30     2,491,254
DETROIT             MI                   2.80%                  113.00     4,474,614
GRAND RAPIDS        MI                   2.50%                  102.10     1,052,092
LANSING               MI    2.10%   102.90      450,789
MINNEAPOLIS-ST.PAUL   MN    1.50%    99.70    2,872,109
ROCHESTER             MN    1.20%    97.50      119,077
COLUMBIA              MO    1.40%    93.10      130,179
KANSAS CITY           MO    3.20%    96.10    1,756,899
SPRINGFIELD           MO    2.50%    94.50      308,332
ST. LOUIS             MO    3.50%    97.40    2,569,029
JACKSON               MS    2.80%    94.30      432,647
BILLINGS              MT    3.80%   102.70      127,258
GREAT FALLS           MT    5.70%   102.50      782,132
MISSOULA              MT    5.20%   101.80       89,344
ASHEVILLE             NC    3.30%   100.00      215,180
CHARLOTTE             NC    5.00%    96.80    1,417,217
GREENSBORO-WNSTN-S    NC    2.80%    97.50    1,179,384
RALEIGH               NC    1.90%    97.30        1,106
WILMINGTON            NC    4.20%    97.80      222,109
BISMARCK              ND    1.80%    99.90       91,939
FARGO                 ND    1.10%   100.80      170,122
LINCOLN               NE    1.40%    88.80      237,057
OMAHA                 NE    1.90%    92.30      698,875
CONCORD               NH    2.30%   108.80      239,069
ATLANTIC CITY         NJ   12.70%   132.60      337,635
ALBUQUERQUE           NM    4.60%   102.80      678,820
LAS VEGAS             NV    3.30%   105.60    1,381,086
RENO                  NV    2.80%   111.80      319,816
ALBANY                NY    3.10%   109.70      869,474
BUFFALO               NY    4.50%    97.30    1,142,121
NEW YORK              NY    7.60%   226.50   20,196,649
ROCHESTER             NY    3.50%   110.40    1,079,073
SYRACUSE              NY    3.40%   102.90      732,920
AKRON                 om    3.70%    96.30      689,435
CINCINNATI            OH    3.20%   101.10    1,960,995
CLEVELAND             OH    4.20%   106.00    2,221,181
COLUMBUS              OH    2.50%   101.40    1,489,487
TOLEDO                OH    4.60%    96.90      608,976
OKLAHOMA CITY         OK    3.00%    90.20    1,046,283
TULSA                 OK    3.00%    89.40      786,117
EUGENE                OR    5.10%   108.90      314,901
PORTLAND              OR    4.30%   107.30    1,845,840
SALEM                 OR    5.50%   103.30      335,156
ALLENTOWN             PA    4.40%   104.40      618,350
ERIE                  PA    4.70%   101.60      276,993
HARRISBURG            PA    2.70%   104.90      618,375
PHILADELPHIA          PA    4.00%   127.40    4,949,567
PITTSBURGH            PA    4.31%   113.30    2,331,336
WILLIAMSPORT          PA    5.10%    97.50      116,709
CHARLESTON            SC    2.50%    95.20      552,803
COLUMBIA              SC    1.80%    94.20      516,251
GREENVILLE            SC    2.50%    95.20      929,565
RAPID CITY            SO    2.40%   100.20       88,117
SIOUXFALLS            SO    1.40%    96.60      164,481
KNOXVILLE             TN    3.40%    93.80      672,087
MEMPHIS               TN    3.20%    95.30    1,105,050
NASHVILLE             TN    2.50%    91.70    1,171,755
ABILENE               TX    3.40%    91.80      122,478
AMARILLO            TX    3.10%    90.00     208,691
AUSTIN              TX    2.40%   100.90   1,146,050
CORPUS CHRISTI      TX    6.40%    93.60     387,105
DALLAS-FORT WORTH   TX    2.90%   101.80   3,280,310
ELPASO              TX    9.80%    95.00     701,908
HOUSTON             TX    3.80%    96.80   4,010,969
SAN ANTONIO         TX    3.20%    99.60   1,564,949
WACO                TX    3.30%    92.10     204,244
SALT LAKE CITY      UT    2.70%   100.90   1,275,076
NORFOLK             VA    3.30%   100.50   1,562,635
RICHMOND            VA    2.80%   102.00     961,416
ROANOKE             VA    2.10%    93.00     277,741
BURLINGTON          VT    1.90%   109.60     165,917
OLYMPIA             WA    4.80%   103.40     205,459
SEATTLE             WA    3.10%   119.70   2,334,934
SPOKANE             WA    5.30%   106.70     409,736
YAKIMA              WA   11.70%   102.60     220,785
GREEN BAY           Wl    2.40%    97.00     216,522
LA CROSSE           WI    2.50%    98.50     121,927
MILWAUKEE           Wl    3.30%   107.50   1,462,422
CHARLESTON          WV    4.40%    96.60     251,199
HUNTINGTON          WV    5.80%   100.80     312,447
CASPER              WY    5.00%   101.40      63,157
CHEYENNE            WY    3.30%    95.00      78,877
Salary Data

  Employee        Salary    Age   Interaction   MBA   MBA
     1        $    28,260    25         0        0     No
     2        $    43,392    28        28        1    Yes
     3        $    56,322    37        37        1    Yes
     4        $    26,086    23         0        0     No
     5        $    36,807    32         0        0     No
     6        $    57,119    57         0        0     No
     7        $    48,907    45         0        0     No
     8        $    34,301    32         0        0     No
     9        $    31,104    25         0        0     No
    10        $    60,054    57         0        0     No
    11        $    41,420    42         0        0     No
    12        $    36,508    25        25        1    Yes
    13        $    40,015    38         0        0     No
    14        $    48,329    47         0        0     No
    15        $    39,849    38         0        0     No
    16        $    31,985    31         0        0     No
    17        $    59,160    54         0        0     No
    18        $    60,335    59         0        0     No
    19        $    35,911    32         0        0     No
    20        $    57,814    55         0        0     No
    21        $    42,377    36         0        0     No
    22        $    62,430    60         0        0     No
    23        $    46,928    49         0        0     No
    24        $    34,403    35         0        0     No
    25        $    45,714    32        32        1    Yes
    26        $    42,247    27        27        1    Yes
    27        $    54,789    52         0        0     No
    28        $    31,702    30         0        0     No
    29        $    34,406    33         0        0     No
    30        $    84,876    57        57        1    Yes
    31        $    27,399    24         0        0     No
    32        $    55,785    51         0        0     No
    33        $    34,649    30         0        0     No
    34        $    64,236    61         0        0     No
    35        $    50,241    45         0        0     No
Freshman College Data

College                       Year Avg ACT Avg SAT HS GPA % top 10% % top 20%
Liberal Arts                  2005    21.90 1041.00   3.075   10.70%    19.70%
Liberal Arts                  2006    21.91 1036.44   3.170   13.45%    30.57%
Liberal Arts                  2007    21.80 1037.90   3.179   13.70%    27.50%
Liberal Arts                  2008    22.01 1061.37   3.190   14.43%    29.49%
Music                         2005    23.80 1133.20   3.281   18.20%    37.70%
Music                         2006    24.03 1135.67   3.401   17.58%    41.76%
Music                         2007    24.10 1148.90   3.477   32.60%    53.90%
Music                         2008    25.54 1162.25   3.494   31.53%    53.15%
Education                     2005    20.70  993.00   2.997    1.80%    17.50%
Education                     2006    21.27  973.28   3.184   10.96%    23.29%
Education                     2007    21.50 1015.50   3.199   12.70%    31.00%
Education                     2008    20.81  986.14   3.004    8.40%    20.00%
Engineering                   2005    26.60 1200.00   3.516   33.50%    62.00%
Engineering                   2006    26.47 1195.52   3.603   42.07%    63.79%
Engineering                   2007    26.30 1200.50   3.565   33.70%    60.50%
Engineering                   2008    26.23 1206.09   3.535   31.45%    56.40%
Business                      2005    22.70 1064.90   3.197    8.90%    19.10%
Business                      2006    22.94 1075.42   3.346   15.90%    33.47%
Business                      2007    22.70 1065.90   3.199    9.60%    22.90%
Business                      2008    22.94 1077.93   3.237   11.65%    24.92%
Architecture                  2005    26.10 1211.50   3.574   36.00%    68.40%
Architecture                  2006    26.30 1193.11   3.601   40.46%    65.32%
Architecture                  2007    26.00 1194.60   3.617   36.30%    67.40%
Architecture                  2008    26.25 1200.57   3.637   33.45%    62.72%
North Central Branch Campus   2005    19.00  901.00   2.623    2.90%     6.69%
North Central Branch Campus   2006    19.06  923.81   2.542    1.81%     8.46%
North Central Branch Campus   2007    19.00  924.00   2.603    1.80%     6.00%
North Central Branch Campus   2008    19.22  920.23   2.671    3.17%    10.32%
Nursing                       2005    21.60 1025.40   3.278   21.10%    36.80%
Nursing                       2006    21.90 1010.68   3.329   14.63%    21.95%
Nursing                       2007    22.70 1003.40   3.402   20.40%    37.00%
Nursing                       2008    22.12 1019.42   3.347   17.58%    41.76%
Vocational Technology         2005    21.00 1014.90   2.856    6.70%    16.30%
Vocational Technology         2006    21.06 1013.24   2.905    5.44%    16.33%
Vocational Technology         2007    21.10 1013.30   2.839    5.90%    14.10%
Vocational Technology         2008    18.99  936.06   2.527    1.55%     5.17%
South Central Branch Campus   2005    19.50  932.00   2.718    2.50%    15.00%
South Central Branch Campus   2006    19.62  897.24   2.704    5.39%    14.22%
South Central Branch Campus   2007    19.00  924.80   2.738    5.20%    14.20%
South Central Branch Campus   2008    19.43  961.07   2.689    4.35%    13.04%
Health Sciences               2005    21.20  956.50   3.084   13.80%    34.50%
Health Sciences               2006    20.97  970.00   3.188   23.33%    43.33%
Health Sciences               2007    22.00  996.20   3.211    8.60%    20.70%
Health Sciences               2008    21.61  980.87   3.339    7.79%    31.17%
1st year retention rate
                 67.65%
                 67.10%
                 68.80%
                 72.00%
                 76.43%
                 78.80%
                 87.70%
                 86.60%
                 70.18%
                 67.00%
                 75.90%
                 67.50%
                 74.17%
                 85.40%
                 82.70%
                 84.90%
                 64.33%
                 79.10%
                 76.90%
                 76.70%
                 91.45%
                 89.90%
                 88.50%
                 85.80%
                 59.88%
                 65.10%
                 65.70%
                 63.20%
                 72.55%
                 76.40%
                 80.00%
                 73.50%
                 66.30%
                 67.70%
                 73.10%
                 67.00%
                 59.88%
                 63.60%
                 66.90%
                 61.80%
                 72.55%
                 52.50%
                 75.40%
                 72.50%
    Hatco

                  Respondent Perceptions
      X1             X3               X5                X6         X1X8       X3X8
Delivery speed Price flexibility Overall service Salesforce image DS x SF    PF x SF
            4.1             6.9              2.4               2.3       0             0
              6             9.6              3.4               4.6       0             0
            4.6             9.5              3.5               4.5       0             0
            5.5             9.4              3.5                 3       0             0
            2.4             8.8                2               2.8       0             0
            3.9             9.1                3               2.5       0             0
            3.7             8.6              2.7               3.7       0             0
            4.7             9.9                3               2.6       0             0
            3.4             9.7              2.7               1.7       0             0
            3.2             5.7              3.6               2.9       0             0
            4.9             7.7              3.4               1.5       0             0
            5.3             9.7              3.3               3.9       0             0
            4.7             9.9                3               2.6       0             0
            3.3             8.6              2.1               1.8       0             0
            3.4             8.3              1.2               1.7       0             0
              3             9.1              3.5               3.4       0             0
            5.1             8.7              3.3               2.6       0             0
            4.6             7.9              3.4               2.8       0             0
            5.2             9.7              3.2               3.9       0             0
            3.5             9.9              3.1               1.7       0             0
            2.8             8.9              3.3               3.2       0             0
            5.2             9.3              3.7               2.4       0             0
              4             9.1              2.4               2.6       0             0
            5.9             9.6              3.4               4.6       0             0
            4.9             9.3              3.6               1.3       0             0
              5             8.6              3.1               2.5       0             0
              5             9.4              3.7               1.4       0             0
            3.1              10              2.6               3.2       0             0
            5.8             8.8                3               2.4       0             0
            5.4                8             3.8               1.4       0             0
            3.7             8.2              2.1               2.5       0             0
            3.8             8.7              1.6               2.1       0             0
            2.9             7.7              2.8               3.6       0             0
            5.4             9.6                4                 3       0             0
            4.3             7.6              3.1               2.5       0             0
            3.1             9.9              2.6               3.1       0             0
            5.1             9.2              3.6               2.3       0             0
            4.1             9.3              2.5               2.7       0             0
              3             5.5              3.4               2.6       0             0
            3.7                9             2.6               2.3       0             0
            4.2             9.2              3.3               3.9       0             0
            5.3             8.5              3.5               1.9       0             0
            5.6             8.2                4               1.6       0             0
            3.6             9.9              2.9               1.9       0             0
            5.2             9.1              3.3               2.7       0             0
            4.2             9.4              3.2               2.7       0             0
            3.8             8.3              2.2               2.6       0             0
3.3   9.7   2.9   1.5     0     0
4.5   8.7   3.1   2.1     0     0
5.5   8.7   3.6   2.1     0     0
3.4   5.5     4   4.4     0     0
2.3   7.6     3   2.5     0     0
2.1   7.4   2.8   2.3     0     0
4.3   9.3   3.4     4     0     0
  3   7.8     3   3.8     0     0
4.8   7.6   3.3   1.4     0     0
3.1   5.1   3.6     4     0     0
  4   6.7   2.2   2.1     0     0
6.1   9.2   3.3   2.8     0     0
2.5     9   2.2     3     0     0
1.8   6.3   2.5     4   1.8   6.3
3.4   5.7   4.3   2.7   3.4   5.7
2.7   7.1   1.8   2.3   2.7   7.1
1.9   7.9   2.6   1.9   1.9   7.9
1.3   6.2   2.8   2.2   1.3   6.2
  4   6.5   3.7   3.2     4   6.5
2.8   8.1   2.1   1.4   2.8   8.1
2.4   6.7   1.9   2.5   2.4   6.7
2.4   6.6   1.9   2.5   2.4   6.6
4.1   5.9   3.9     3   4.1   5.9
  3     6   3.1     3     3     6
3.4   6.4   3.5   3.4   3.4   6.4
2.4   7.7   1.7   1.1   2.4   7.7
1.8   7.5   2.5   2.4   1.8   7.5
3.6   5.8   3.7   2.5   3.6   5.8
  0   6.9   1.1   2.6     0   6.9
2.4   6.4   2.1   2.2   2.4   6.4
1.9   7.6   2.6   2.5   1.9   7.6
  2   6.5   2.4   1.7     2   6.5
3.4   5.6   3.6   2.3   3.4   5.6
2.6   8.2   3.6   2.5   2.6   8.2
4.5   6.3   4.3   3.4   4.5   6.3
2.8   6.7   2.5   2.6   2.8   6.7
4.9   7.4   4.6     4   4.9   7.4
2.3     8   3.3   2.2   2.3     8
1.1   7.2   1.6   3.2   1.1   7.2
1.6   6.4     3   2.5   1.6   6.4
2.3   8.3     3   2.3   2.3   8.3
3.6   5.9   4.5   2.9   3.6   5.9
  3   6.6   2.4   2.7     3   6.6
  1   7.1   1.5   3.1     1   7.1
1.6   6.1   2.3   3.8   1.6   6.1
2.6   8.5   2.8   2.8   2.6   8.5
2.5     7   2.8   2.2   2.5     7
2.4   8.4   2.7   2.7   2.4   8.4
2.9   7.3     2   2.5   2.9   7.3
1.9     5   2.2   2.5   1.9     5
0.6   6.4   0.7   2.1   0.6   6.4
  2   5.2   2.4   2.7     2   5.2
3.1   6.7   2.6   2.9   3.1   6.7
Purchaser Characteristic Purchase Outcome
          X8                    X9              X2              X4               X7
      Size of firm           Usage level    Price level Manufacturing image Product quality
                        0                32         0.6                  4.7           5.2
                        0                58         0.9                  7.8           4.5
                        0                46         2.4                  6.6           7.6
                        0                63         1.6                  4.7           7.6
                        0                32         1.6                  4.8           5.8
                        0                47         2.2                  4.6           8.3
                        0                38         1.5                  5.7           6.7
                        0                54         1.3                  6.7           6.8
                        0                49           2                  4.7           4.8
                        0                38         4.1                  5.1           6.2
                        0                40         1.8                  4.3           5.9
                        0                54         1.4                  6.1           6.8
                        0                55         1.3                  6.7           6.8
                        0                41         0.9                    4           6.3
                        0                35         0.4                  2.5           5.2
                        0                55           4                  7.1           8.4
                        0                49         1.4                  4.8           3.8
                        0                49         2.1                  5.8           4.7
                        0                54         1.3                  6.1           6.7
                        0                49         2.8                  3.5           5.4
                        0                53         3.8                  6.9           8.2
                        0                60           2                  5.9           4.6
                        0                46         0.9                  5.4           7.3
                        0                58         0.9                  7.8           4.5
                        0                53         2.3                  4.5           6.2
                        0                48         1.3                  4.7           3.7
                        0                54         2.5                  4.6           6.3
                        0                55         1.9                  4.5           3.8
                        0                57         0.2                  4.5           6.7
                        0                53         2.1                    3           5.2
                        0                41         0.7                    6           5.2
                        0                39         0.8                  2.9           5.6
                        0                47         2.6                    7           7.7
                        0                65         2.5                  5.5           7.7
                        0                46         1.8                  5.4           4.4
                        0                54         1.9                  4.5           3.8
                        0                60         1.9                  5.8           4.5
                        0                47         1.1                  5.5           7.4
                        0                36         3.8                  4.9              6
                        0                45         1.4                  4.5           6.8
                        0                59         2.5                  6.2           7.3
                        0                58         1.7                  3.7           4.8
                        0                55         2.2                  3.1           5.3
                        0                51         2.2                  4.8           4.9
                        0                60         1.3                  4.5           7.3
                        0                49         2.4                  4.9           8.5
                        0                42         0.8                  6.1           5.3
0     47   2.6   3.3   5.2
0     56   1.6   4.6   6.8
0     59   1.8   3.8   4.9
0   47.3   4.6   8.2   6.3
0     37   3.7     5   7.4
0     36   3.5   4.8   7.2
0     60   2.5   6.3   7.4
0     49   2.8   7.1   7.9
0     39   1.7   4.2   5.8
0     43   4.2   7.8   5.9
0     31   0.5   4.5     5
0     60   0.5   4.8   7.1
0     33   1.8     5     6
1     43     3   6.6   8.4
1     48   5.2     6   8.2
1     32     1   5.9   7.8
1     45   3.3   4.8   9.7
1     44   4.2   5.1   6.9
1     54   3.5     6   8.7
1     39   1.4   3.8   6.6
1     36   1.5   4.8   7.2
1     36   1.5   4.8   7.2
1     46   3.7   5.5   8.4
1     43   3.2   5.3     8
1   47.3   3.7   5.7   8.4
1     35     1   3.4   6.2
1     39   3.3   4.5   7.6
1     44     4   5.8   9.3
1     29   2.1   5.4   8.9
1     28     2   4.5   8.8
1     40   3.4   4.6   7.7
1     38   2.6   3.7   8.5
1     43   3.9   5.6   9.1
1     53   4.8     5     9
1     50   4.1   5.9   8.8
1     32   2.4   4.9   9.2
1     62   4.4   6.9   9.6
1     50   4.5   4.7   8.7
1     40     2   4.7    10
1     46   4.5   5.3   7.1
1     49   3.7   5.2   9.1
1     50   5.4   6.2   8.4
1     41     2   6.6   8.2
1     39   1.9   4.5   9.9
1     41   2.8   6.4   8.2
1     53     3     6   6.8
1     43   3.1   4.2     9
1     51   2.9   5.9   6.7
1     34   1.2   6.1     8
1     36   2.7   4.9   8.2
1     25   1.6     5   8.4
1     38   2.8     5   8.4
1   42   2.2   6.8   8.4
Home Market Value

House Age Square Feet Market Value
        33       1,812      $90,000
        32       1,914     $104,400
        32       1,842      $93,300
        33       1,812      $91,000
        32       1,836     $101,900
        33       2,028     $108,500
        32       1,732      $87,600
        33       1,850      $96,000
        32       1,791      $89,200
        33       1,666      $88,400
        32       1,852     $100,800
        32       1,620      $96,700
        32       1,692      $87,500
        32       2,372     $114,000
        32       2,372     $113,200
        33       1,666      $87,500
        32       2,123     $116,100
        32       1,620      $94,700
        32       1,731      $86,400
        32       1,666      $87,100
        28       1,520      $83,400
        27       1,484      $79,800
        28       1,588      $81,500
        28       1,598      $87,100
        28       1,484      $82,600
        28       1,484      $78,800
        28       1,520      $87,600
        27       1,701      $94,200
        28       1,484      $82,000
        28       1,468      $88,100
        28       1,520      $88,100
        27       1,520      $88,600
        27       1,484      $76,600
        28       1,520      $84,400
        27       1,668      $90,900
        28       1,588      $81,000
        28       1,784      $91,300
        27       1,484      $81,300
        27       1,520     $100,700
        28       1,520      $87,200
        27       1,684      $96,700
        27       1,581     $120,700
House Sales

Region   Type Selling Price    Lot Cost LC x Type Type Region
M        SF         $348,744    $53,000    $53,000    1      0
M        SF         $274,455    $41,000    $41,000    1      0
M        SF         $277,720    $44,650    $44,650    1      0
M        SF         $307,373    $41,292    $41,292    1      0
M        SF         $271,105    $45,000    $45,000    1      0
M        SF         $262,740    $44,900    $44,900    1      0
M        SF         $175,000    $28,000    $28,000    1      0
M        SF         $201,700    $40,940    $40,940    1      0
M        SF         $283,440    $50,900    $50,900    1      0
M        SF         $185,160    $29,000    $29,000    1      0
M        SF         $323,716    $34,500    $34,500    1      0
M        SF         $281,487    $57,285    $57,285    1      0
M        SF         $184,460    $22,300    $22,300    1      0
M        SF         $289,000    $44,000    $44,000    1      0
M        SF         $410,810    $66,500    $66,500    1      0
M        SF         $184,210    $28,000    $28,000    1      0
M        SF         $223,890    $28,000    $28,000    1      0
M        SF         $189,120    $35,000    $35,000    1      0
M        SF         $230,440    $33,000    $33,000    1      0
M        SF         $330,486    $35,000    $35,000    1      0
M        SF         $250,005    $33,000    $33,000    1      0
M        SF         $203,950    $33,000    $33,000    1      0
M        SF         $230,555    $28,000    $28,000    1      0
M        SF         $183,370    $28,000    $28,000    1      0
M        T          $112,740    $20,700         $0    0      0
M        T          $179,365    $32,200         $0    0      0
M        T          $155,870    $24,650         $0    0      0
M        T          $155,270    $19,600         $0    0      0
M        T          $116,415    $19,600         $0    0      0
M        T          $147,905    $24,650         $0    0      0
M        T          $139,955    $30,400         $0    0      0
M        T          $184,873    $33,400         $0    0      0
M        T          $212,079    $33,400         $0    0      0
M        T          $265,500    $35,800         $0    0      0
M        T          $175,470    $28,600         $0    0      0
M        T          $115,350    $18,030         $0    0      0
M        T           $85,145    $17,030         $0    0      0
M        T          $139,435    $29,155         $0    0      0
M        T          $133,070    $24,455         $0    0      0
M        SF         $165,220    $25,500    $25,500    1      0
M        SF         $136,530    $25,500    $25,500    1      0
M        SF         $153,845    $27,500    $27,500    1      0
M        SF         $165,350    $25,000    $25,000    1      0
M        SF         $168,354    $27,316    $27,316    1      0
M        SF         $170,000    $25,200    $25,200    1      0
M        SF         $210,380    $33,856    $33,856    1      0
M        SF         $268,210    $29,700    $29,700    1      0
M        SF         $233,900    $44,200    $44,200    1      0
M        SF         $168,500    $33,000    $33,000    1      0
M        SF         $248,500    $20,000    $20,000    1      0
M        SF         $220,257    $31,300    $31,300    1      0
M        SF         $214,900    $31,300    $31,300    1      0
M   SF   $211,513   $31,300   $31,300   1   0
M   SF   $188,603   $31,300   $31,300   1   0
M   T    $187,390   $27,000        $0   0   0
S   T    $335,000   $68,375        $0   0   1
S   T    $294,450   $73,400        $0   0   1
S   T    $267,060   $73,400        $0   0   1
S   T    $250,800   $73,400        $0   0   1
S   T    $269,410   $73,400        $0   0   1
S   T    $267,640   $73,400        $0   0   1
S   T    $260,100   $73,400        $0   0   1
S   SF   $301,500   $59,000   $59,000   1   1
S   SF   $309,075   $82,250   $82,250   1   1
S   SF   $290,190   $82,250   $82,250   1   1
S   SF   $322,920   $82,250   $82,250   1   1
S   SF   $319,602   $82,250   $82,250   1   1
S   SF   $294,990   $57,000   $57,000   1   1
S   SF   $286,758   $57,000   $57,000   1   1
S   SF   $352,781   $60,000   $60,000   1   1
S   SF   $310,372   $60,000   $60,000   1   1
S   SF   $400,330   $75,510   $75,510   1   1
S   SF   $446,507   $75,510   $75,510   1   1
S   T    $198,202   $45,025        $0   0   1
S   T    $200,423   $45,025        $0   0   1
S   T    $181,916   $45,025        $0   0   1
S   T    $203,076   $45,025        $0   0   1
S   T    $196,898   $45,025        $0   0   1
S   T    $182,237   $45,025        $0   0   1
S   T    $224,108   $45,025        $0   0   1
S   T    $230,000   $45,025        $0   0   1
S   T    $172,749   $45,025        $0   0   1
S   SF   $318,274   $85,800   $85,800   1   1
S   SF   $191,028   $45,000   $45,000   1   1
S   SF   $200,119   $45,000   $45,000   1   1
S   SF   $242,899   $48,252   $48,252   1   1
S   SF   $387,527   $48,000   $48,000   1   1
S   SF   $257,040   $37,631   $37,631   1   1
S   SF   $270,518   $46,499   $46,499   1   1
S   SF   $265,058   $41,404   $41,404   1   1
S   SF   $255,000   $43,198   $43,198   1   1
S   SF   $385,942   $49,123   $49,123   1   1
S   SF   $354,065   $48,115   $48,115   1   1
S   SF   $333,158   $49,123   $49,123   1   1
S   SF   $254,048   $39,680   $39,680   1   1
S   SF   $246,648   $41,600   $41,600   1   1
S   SF   $367,600   $50,000   $50,000   1   1
S   SF   $318,523   $50,000   $50,000   1   1
S   SF   $359,949   $50,591   $50,591   1   1
S   SF   $281,824   $50,448   $50,448   1   1
S   SF   $355,688   $65,373   $65,373   1   1
S   SF   $305,000   $49,067   $49,067   1   1
S   SF   $299,096   $43,784   $43,784   1   1
S   SF   $280,622   $45,130   $45,130   1   1
S   SF   $404,510   $58,225   $58,225   1   1
S   SF   $371,152   $58,223   $58,223   1   1
S   SF   $219,990   $37,557   $37,557   1   1
S   SF   $432,426   $57,422   $57,422   1   1
S   SF   $268,000   $43,344   $43,344   1   1
S   SF   $312,898   $40,768   $40,768   1   1
S   SF   $267,250   $45,676   $45,676   1   1
S   SF   $379,000   $72,915   $72,915   1   1
S   SF   $342,423   $48,309   $48,309   1   1
S   SF   $337,374   $70,399   $70,399   1   1
S   SF   $358,162   $44,470   $44,470   1   1
S   SF   $398,651   $65,429   $65,429   1   1
S   SF   $280,804   $40,667   $40,667   1   1
S   SF   $407,076   $48,668   $48,668   1   1
S   SF   $268,500   $41,099   $41,099   1   1
S   SF   $444,304   $53,938   $53,938   1   1
S   SF   $324,266   $47,891   $47,891   1   1
S   SF   $307,387   $45,850   $45,850   1   1
S   SF   $369,101   $46,773   $46,773   1   1
S   SF   $350,702   $46,386   $46,386   1   1
S   SF   $329,611   $48,611   $48,611   1   1
S   SF   $242,191   $33,434   $33,434   1   1
S   SF   $379,424   $64,902   $64,902   1   1
S   SF   $324,412   $62,523   $62,523   1   1
S   SF   $340,730   $50,850   $50,850   1   1
S   SF   $310,100   $41,800   $41,800   1   1
S   SF   $354,117   $56,219   $56,219   1   1
S   SF   $330,710   $49,920   $49,920   1   1
S   SF   $417,790   $63,099   $63,099   1   1
S   SF   $290,000   $48,300   $48,300   1   1
S   SF   $274,903   $45,345   $45,345   1   1
S   SF   $209,400   $43,579   $43,579   1   1
S   SF   $205,821   $39,299   $39,299   1   1
S   SF   $287,771   $46,300   $46,300   1   1
S   SF   $575,120   $79,790   $79,790   1   1
S   SF   $226,000   $35,600   $35,600   1   1
S   SF   $216,049   $35,600   $35,600   1   1
S   SF   $207,345   $35,600   $35,600   1   1
S   SF   $211,797   $34,000   $34,000   1   1
S   SF   $204,900   $34,000   $34,000   1   1
S   SF   $206,400   $35,851   $35,851   1   1
S   SF   $186,000   $35,851   $35,851   1   1
S   SF   $249,900   $38,200   $38,200   1   1
S   SF   $214,205   $36,500   $36,500   1   1
S   SF   $256,235   $48,500   $48,500   1   1
S   SF   $262,890   $48,500   $48,500   1   1
S   SF   $338,065   $54,850   $54,850   1   1
S   SF   $326,570   $51,000   $51,000   1   1
S   SF   $239,000   $39,169   $39,169   1   1
S   SF   $239,870   $41,354   $41,354   1   1
S   SF   $241,195   $41,340   $41,340   1   1
S   SF   $252,135   $41,341   $41,341   1   1
S   SF   $253,055   $41,340   $41,340   1   1
S   SF   $160,000   $29,500   $29,500   1   1
S   SF   $337,380   $49,150   $49,150   1   1
S   SF   $492,820   $84,122   $84,122   1   1
S   SF   $385,000   $75,000   $75,000   1   1
S   SF   $340,000   $40,000   $40,000   1   1
S   SF   $202,000   $31,160   $31,160   1   1
S   SF   $234,971   $29,202   $29,202   1   1
S   SF   $225,900   $28,618   $28,618   1   1
S   SF   $366,990   $55,508   $55,508   1   1
S   SF   $307,663   $44,840   $44,840   1   1
S   SF   $379,575   $44,294   $44,294   1   1
Hypothetical Stock

                      Stock   S&P500   Stock Price
  Day     S&P500      Price   Change     Change
   1       15300     $ 100.00   0.01       0.02
   2       15438     $ 101.50   0.03       0.01
   3       15867     $ 102.50  -0.06      -0.05
   4       14984     $ 97.10    0.03       0.01
   5       15468     $ 97.70    0.01       0.02
   6       15608     $ 99.50    0.04       0.04
   7       16218     $ 103.10   0.01       0.01
   8       16386     $ 104.40   0.03       0.01
   9       16949     $ 105.20  -0.01      -0.03
  10       16805     $ 102.50   0.01       0.01
  11       17037     $ 103.70   0.01       0.01
  12       17154     $ 104.40   0.00       0.00
  13       17143     $ 104.20  -0.04      -0.01
  14       16528     $ 102.70  -0.05      -0.05
  15       15631     $ 97.80   -0.08      -0.06
  16       14413     $ 92.00    0.04       0.02
  17       15053     $ 93.60   -0.03      -0.01
  18       14585     $ 92.20    0.00      -0.01
  19       14599     $ 91.70   -0.02       0.00
  20       14259     $ 91.90    0.04       0.03
  21       14805     $ 95.00    0.03       0.01
  22       15214     $ 96.00    0.00       0.00
  23       15207     $ 96.10   -0.01       0.02
  24       15048     $ 98.10   -0.03      -0.01
  25       14599     $ 97.30    0.08       0.06
  26       15803     $ 102.90  -0.03       0.00
  27       15382     $ 102.40  -0.04      -0.02
  28       14747     $ 100.30   0.09       0.04
  29       16009     $ 104.20   0.06       0.03
  30       16903     $ 107.60  -0.03      -0.02
  31       16433     $ 105.40  -0.07      -0.04
  32       15259     $ 101.40   0.01       0.00
  33       15398     $ 101.70   0.10       0.06
  34       16966     $ 107.60  -0.05      -0.04
  35       16070     $ 103.60   0.04       0.03
  36       16656     $ 106.30  -0.05      -0.02
  37       15823     $ 104.00   0.08       0.05
  38       17050     $ 109.60  -0.08      -0.05
  39       15646     $ 104.60   0.05       0.05
  40       16391     $ 109.50  -0.04      -0.02
  41       15768     $ 107.30  -0.04      -0.03
  42       15102     $ 103.60  -0.03      -0.02
  43       14686     $ 101.40   0.12       0.07
  44       16518     $ 108.20  -0.02      -0.01
  45       16158     $ 107.00  -0.03      -0.02
  46       15727     $ 104.90  -0.12      -0.08
  47       13783     $ 96.60    0.18       0.11
  48       16219     $ 107.70  -0.04      -0.02
 49   15598   $ 105.60    0.02    0.01
 50   15939   $ 106.30   -0.01   -0.03
 51   15811   $ 103.20   -0.07   -0.04
 52   14742   $ 99.50     0.08    0.03
 53   15890   $ 102.90   -0.02   -0.01
 54   15634   $ 101.50   -0.03    0.00
 55   15225   $ 101.30    0.04    0.01
 56   15906   $ 102.50   -0.10   -0.05
 57   14394   $ 97.30     0.02    0.01
 58   14681   $ 97.80     0.04    0.05
 59   15293   $ 103.00   -0.02   -0.02
 60   14971   $ 101.20   -0.03   -0.02
 61   14576   $ 99.20     0.03    0.01
 62   15028   $ 100.30    0.05    0.03
 63   15716   $ 102.90    0.05    0.05
 64   16437   $ 108.20   -0.04   -0.04
 65   15797   $ 104.40    0.03    0.02
 66   16318   $ 106.70    0.04    0.03
 67   16909   $ 110.00   -0.05   -0.03
 68   15998   $ 106.60    0.00    0.00
 69   15957   $ 107.10   -0.04   -0.01
 70   15374   $ 105.70    0.03    0.01
 71   15788   $ 106.90    0.00    0.00
 72   15797   $ 107.30    0.03    0.02
 73   16223   $ 109.70   -0.07   -0.04
 74   15085   $ 105.50   -0.05   -0.01
 75   14390   $ 104.00   -0.05   -0.04
 76   13717   $ 100.00    0.06    0.06
 77   14607   $ 105.80   -0.02    0.00
 78   14286   $ 105.90   -0.01    0.01
 79   14137   $ 107.00    0.09    0.06
 80   15450   $ 113.60    0.02    0.02
 81   15746   $ 116.10    0.03    0.01
 82   16228   $ 117.50   -0.03   -0.02
 83   15665   $ 115.40    0.02    0.01
 84   15938   $ 116.90    0.00    0.02
 85   16006   $ 118.80    0.00    0.00
 86   16013   $ 118.70    0.00   -0.01
 87   15967   $ 117.30    0.04    0.03
 88   16629   $ 121.30    0.08    0.05
 89   17945   $ 127.10   -0.05   -0.03
 90   17042   $ 123.20   -0.08   -0.05
 91   15750   $ 116.90    0.02    0.01
 92   16042   $ 117.70    0.02    0.01
 93   16397   $ 118.60    0.04    0.04
 94   17102   $ 122.80    0.04    0.04
 95   17829   $ 127.40    0.09    0.07
 96   19502   $ 135.80   -0.02    0.00
 97   19155   $ 136.00    0.05    0.04
 98   20184   $ 141.80    0.04    0.03
 99   21084   $ 145.50    0.04    0.02
100   21863   $ 148.80   -0.01    0.01
101   21627   $ 150.40    0.01    0.00
102   21744   $ 150.40    0.03    0.00
103   22295   $ 150.50    0.11    0.07
104   24767   $ 161.40   -0.03   -0.01
105   24041   $ 160.40   -0.07   -0.05
106   22401   $ 153.00    0.00   -0.01
107   22395   $ 150.90    0.02    0.03
108   22888   $ 154.90    0.03    0.02
109   23556   $ 157.60   -0.08   -0.03
110   21772   $ 152.40   -0.01   -0.02
111   21539   $ 150.00   -0.08   -0.06
112   19741   $ 141.10   -0.07   -0.05
113   18385   $ 134.10    0.03    0.02
114   18918   $ 136.70   -0.01   -0.02
115   18637   $ 134.60    0.05    0.02
116   19628   $ 136.70   -0.07   -0.06
117   18329   $ 128.40    0.03    0.03
118   18843   $ 131.70   -0.01   -0.01
119   18678   $ 130.00   -0.01    0.01
120   18428   $ 130.70   -0.05   -0.01
121   17567   $ 129.20   -0.04   -0.02
122   16941   $ 126.30   -0.10   -0.05
123   15292   $ 119.50    0.01    0.00
124   15491   $ 119.70    0.07    0.04
125   16514   $ 124.20    0.05    0.05
126   17318   $ 130.00
Infant Mortality

Country            Mortality Density Literacy
Afghanistan           168.00    25.00        14
Argentina               25.60   12.00        95
Armenia                 27.00  126.00       100
Australia                7.30    2.30       100
Azerbaijan              35.00   86.00       100
Bahrain                 25.00  828.00        55
Bangladesh            106.00   800.00        22
Barbados                20.30  605.00        99
Belarus                 19.00   50.00       100
Bolivia                    75    6.90        71
Botswana                39.30    2.40        16
Brazil                  66.00   18.00        80
Burkina Faso          118.00    36.00         9
Burundi               105.00   216.00        40
Cambodia              112.00    55.00        22
Cameroon                77.00   27.00        45
Cent. Afri.R          137.00     5.00        15
Chile                   14.60   18.00        93
China                   52.00  124.00        68
Colombia                28.00   31.00        86
Costa Rica              11.00   64.00        93
Cuba                    10.20   99.00        93
Domincan R.             51.50  159.00        82
Ecuador                 39.00   39.00        86
Egypt                   76.40   57.00        34
El Salvador             41.00  246.00        70
Estonia                 19.00   36.00       100
Ethiopia              110.00    47.00        16
Gabon                   94.00    4.20        48
Gambia                124.00    86.00        16
Georgia                 23.00   81.00       100
Greece                   8.20   80.00        89
Guatemala               57.00   97.00        47
Haiti                 109.00   231.00        47
Honduras                45.00   46.00        71
Hong Kong                5.80 5494.00        64
Hungary                 12.50  111.00        98
India                   79.00  283.00        39
Indonesia               68.00  102.00        68
Iran                    60.00   39.00        43
Iraq                    67.00   44.00        49
Israel                   8.60  238.00        89
Italy                    7.60  188.00        96
Jordan                  34.00   42.00        70
Kenya                   74.00   49.00        58
Kuwait                  12.50   97.00        67
Latvia                  21.50   40.00       100
Lebanon                 39.50  343.00        73
Liberia               113.00    29.00        29
Libya                   63.00    2.80        50
Lithuania               17.00   58.00        98
Malaysia                25.60   58.00        70
Mexico          35.00     46.00    85
Morocco         50.00     63.00    38
N. Korea        27.70    189.00    99
Nicaragua       52.50     33.00    57
Nigeria         75.00    102.00    40
Pakistan       101.00    143.00    21
Panama          16.50     34.00    88
Paraguay        25.20     11.00    88
Peru            54.00     18.00    79
Philippines     51.00    221.00    90
Poland          13.80    123.00    98
Portugal         9.20    108.00    82
Russia          27.00      8.80   100
Rwanda         117.00    311.00    37
S. Korea        21.70    447.00    99
Saudi Arabia    52.00      7.70    48
Senegal         76.00     43.00    25
Singapore        5.70   4456.00    84
Somalia        126.00     10.00    14
Spain            6.90     77.00    93
Syria           43.00     74.00    51
Tanzania       110.00     29.00    31
Thailand        37.00    115.00    90
Turkey          49.00     79.00    71
U.Arab Em.      22.00     32.00    63
USA              8.10     26.00    97
Uganda         112.00     76.00    35
Ukraine         20.70     87.00   100
Uruguay         17.00     18.00    96
Uzbekistan      53.00     50.00   100
Venezuela       28.00     22.00    87
Vietnam         46.00    218.00    83
Zambia          85.00     11.00    65
Netflix Stock

Date       SP500     Netflix SP500 Chg Netflix Chg
  1/8/09    909.73     33.15       0.00        0.01
  1/7/09    906.65     32.71      -0.03       -0.01
  1/6/09     934.7     32.94       0.01        0.03
  1/5/09    927.45     31.94       0.00        0.07
  1/2/09     931.8     29.87       0.03        0.00
12/31/08    903.25     29.89       0.01        0.04
12/30/08    890.64     28.66       0.02        0.03
12/29/08    869.42     27.93       0.00       -0.02
12/26/08     872.8     28.46       0.01        0.04
12/24/08    868.15     27.41       0.01        0.01
12/23/08    863.16     27.15      -0.01       -0.03
12/22/08    871.63     27.92      -0.02        0.01
12/19/08    887.88     27.69       0.00       -0.02
12/18/08    885.28     28.24      -0.02       -0.02
12/17/08    904.42     28.79      -0.01        0.00
12/16/08    913.18     28.65       0.05        0.01
12/15/08    868.57     28.49      -0.01        0.00
12/12/08    879.73     28.51       0.01        0.01
12/11/08    873.59     28.14      -0.03       -0.01
12/10/08    899.24     28.48       0.01        0.01
 12/9/08    888.67     28.09      -0.02        0.10
 12/8/08     909.7     25.51       0.04        0.01
 12/5/08    876.07     25.27       0.04        0.09
 12/4/08    845.22     23.17      -0.03       -0.03
 12/3/08    870.74     23.81       0.03        0.03
 12/2/08    848.81     23.21       0.04        0.05
 12/1/08    816.21     22.04      -0.09       -0.04
11/28/08    896.24     22.98       0.01        0.00
11/26/08    887.68     22.87       0.04        0.06
11/25/08    857.39     21.63       0.01       -0.03
11/24/08    851.81     22.21       0.06        0.11
11/21/08    800.03     19.99       0.06        0.07
11/20/08    752.44     18.72      -0.07       -0.09
11/19/08    806.58     20.55      -0.06       -0.04
11/18/08    859.12     21.45       0.01        0.01
11/17/08    850.75     21.25      -0.03       -0.04
11/14/08    873.29     22.03      -0.04       -0.10
11/13/08    911.29     24.36       0.07        0.18
11/12/08     852.3       20.7     -0.05       -0.06
11/11/08    898.95     22.02      -0.02        0.02
11/10/08    919.21     21.53      -0.01       -0.02
 11/7/08    930.99     21.86       0.03        0.02
 11/6/08    904.88     21.48      -0.05       -0.07
 11/5/08    952.77     22.99      -0.05       -0.04
 11/4/08   1005.75     24.03       0.04        0.03
 11/3/08     966.3     23.36       0.00       -0.06
10/31/08    968.75     24.76       0.02        0.09
10/30/08    954.09     22.78       0.03        0.05
10/29/08    930.09     21.76      -0.01        0.06
10/28/08    940.51     20.57       0.11        0.15
10/27/08    848.92     17.94      -0.03       -0.05
10/24/08    876.77     18.95      -0.03       -0.09
10/23/08    908.11   20.79    0.01    0.00
10/22/08    896.78    20.7   -0.06   -0.01
10/21/08    955.05   20.85   -0.03   -0.12
10/20/08     985.4    23.8    0.05    0.02
10/17/08    940.55    23.3   -0.01   -0.01
10/16/08    946.43   23.45    0.04    0.04
10/15/08    907.84   22.51   -0.09   -0.06
10/14/08    998.01   24.04   -0.01   -0.05
10/13/08   1003.35    25.4    0.12    0.05
10/10/08    899.22   24.29   -0.01    0.06
 10/9/08    909.92   22.94   -0.08    0.01
 10/8/08    984.94   22.74   -0.01    0.02
 10/7/08    996.23   22.31   -0.06   -0.16
 10/6/08   1056.89   26.49   -0.04   -0.09
 10/3/08   1099.23   28.97   -0.01   -0.01
 10/2/08   1114.28    29.3   -0.04   -0.02
 10/1/08   1161.06   30.04    0.00   -0.03
 9/30/08   1164.74   30.88    0.05   -0.02
 9/29/08   1106.42    31.6   -0.09   -0.04
 9/26/08   1213.27   32.87    0.00    0.00
 9/25/08   1209.18   32.97    0.02    0.04
 9/24/08   1185.87   31.77    0.00    0.01
 9/23/08   1188.22   31.53   -0.02   -0.01
 9/22/08   1207.09   31.71   -0.04   -0.01
 9/19/08   1255.08   31.94    0.04    0.03
 9/18/08   1206.51   31.04    0.04    0.08
 9/17/08   1156.39   28.86   -0.05    0.01
 9/16/08    1213.6   28.46    0.02    0.01
 9/15/08    1192.7   28.11   -0.05   -0.05
 9/12/08    1251.7   29.45    0.00    0.02
 9/11/08   1249.05   28.83    0.01    0.00
 9/10/08   1232.04   28.75    0.01    0.00
  9/9/08   1224.51   28.74   -0.03   -0.05
  9/8/08   1267.79   30.15    0.02    0.02
  9/5/08   1242.31   29.66    0.00   -0.01
  9/4/08   1236.83   29.87   -0.03   -0.03
  9/3/08   1274.98   30.91    0.00    0.00
  9/2/08   1277.58   30.84    0.00    0.00
 8/29/08   1282.83   30.84   -0.01   -0.01
 8/28/08   1300.68   31.12    0.01    0.02
 8/27/08   1281.66   30.64    0.01    0.02
 8/26/08   1271.51   30.09    0.00    0.01
 8/25/08   1266.84   29.94   -0.02   -0.02
 8/22/08    1292.2   30.65    0.01    0.02
 8/21/08   1277.72      30    0.00   -0.02
 8/20/08   1274.54   30.52    0.01    0.01
 8/19/08   1266.69   30.11   -0.01   -0.02
 8/18/08    1278.6   30.59   -0.02   -0.02
 8/15/08    1298.2   31.26    0.00   -0.02
 8/14/08   1292.93   31.84    0.01    0.02
 8/13/08   1285.83   31.16    0.00    0.01
 8/12/08   1289.59   30.81   -0.01   -0.04
 8/11/08   1305.32    32.2    0.01    0.04
  8/8/08   1296.32   31.05    0.02    0.02
  8/7/08   1266.07   30.46   -0.02    0.02
 8/6/08   1289.19      30    0.00    0.00
 8/5/08   1284.88   29.89    0.03    0.00
 8/4/08   1249.01   29.83   -0.01    0.02
 8/1/08   1260.31   29.22   -0.01   -0.05
7/31/08   1267.38   30.89   -0.01    0.01
7/30/08   1284.26   30.53    0.02   -0.02
7/29/08    1263.2   31.04    0.02    0.08
7/28/08   1234.37   28.63   -0.02    0.03
7/25/08   1257.76   27.85    0.00    0.04
7/24/08   1252.54   26.73   -0.02   -0.04
7/23/08   1282.19   27.98    0.00    0.03
7/22/08      1277   27.22    0.01    0.00
7/21/08      1260   27.35    0.00    0.01
7/18/08   1260.68    27.1    0.00   -0.02
7/17/08   1260.32   27.78    0.01   -0.01
7/16/08   1245.36   28.11    0.03    0.01
7/15/08   1214.91   27.71   -0.01    0.00
7/14/08    1228.3   27.81   -0.01    0.02
7/11/08   1239.49   27.21   -0.01   -0.02
7/10/08   1253.39   27.85    0.01   -0.03
 7/9/08   1244.69   28.62   -0.02    0.01
 7/8/08    1273.7   28.41    0.02    0.01
 7/7/08   1252.31   28.25   -0.01    0.04
 7/3/08    1262.9   27.28    0.00    0.00
 7/2/08   1261.52   27.25   -0.02    0.01
 7/1/08   1284.91    27.1    0.00    0.04
6/30/08      1280   26.07    0.00   -0.03
6/27/08   1278.38   26.74    0.00   -0.07
6/26/08   1283.15   28.78   -0.03   -0.03
6/25/08   1321.97    29.6    0.01    0.02
6/24/08   1314.29      29    0.00   -0.02
6/23/08      1318   29.61    0.00   -0.06
6/20/08   1317.93    31.4   -0.02   -0.02
6/19/08   1342.83    32.1    0.00    0.06
6/18/08   1337.81   30.18   -0.01   -0.04
6/17/08   1350.93    31.3   -0.01   -0.02
6/16/08   1360.14   31.92    0.00   -0.01
6/13/08   1360.03   32.22    0.02    0.04
6/12/08   1339.87   31.01    0.00    0.03
6/11/08   1335.49   30.23   -0.02   -0.01
6/10/08   1358.44   30.63    0.00   -0.02
 6/9/08   1361.76   31.13    0.00   -0.02
 6/6/08   1360.68   31.82   -0.03   -0.04
 6/5/08   1404.05   33.17    0.02    0.02
 6/4/08    1377.2   32.37    0.00    0.02
 6/3/08   1377.65   31.87   -0.01    0.03
 6/2/08   1385.67   30.89
National Football League Data 2007 Season

Team                 Points/Game Yards/Game Interceptions Rushing Yards/Game Passing Yards/Game
Arizona Cardinals             25.2      344.1          18                   90              254.1
Atlanta Falcons               16.2        301          16                   95                206
Baltimore Ravens              17.2        302          17                112.3              189.7
Buffalo Bills                 15.8      277.1          18                112.5              164.6
Carolina Panthers             16.7      284.9          14                  114              170.9
Chicago Bears                 20.9      293.2          16                 83.1              210.1
Cincinnati Bengals            23.8        348          19                 97.3              250.8
Cleveland Browns              25.1      351.3          17                118.4              232.9
Dallas Cowboys                28.4      365.7          19                109.1              256.6
Denver Broncos                  20      346.3          14                122.3                224
Detroit Lions                 21.6      322.9          17                 80.5              242.4
Green Bay Packers             27.2      370.7          19                 99.8              270.9
Houston Texans                23.7      333.6          11                 99.1              234.4
Indianapolis Colts            28.1      358.7          22                106.6              252.1
Jacksonville Jaguars          25.7      357.4          20                149.4                208
Kansas City Chiefs            14.1      276.8          14                   78              198.8
Miami Dolphins                16.7      287.5          14                 98.1              189.4
Minnesota Vikings             22.8      336.2          15                164.6              171.6
New England Patriots          36.8      411.2          19                115.6              295.7
New Orleans Saints            23.7      361.2          13                 91.6              269.6
New York Giants               23.3      331.4          15                134.3              197.1
New York Jets                 16.8      294.7          15                106.3              188.4
Oakland Raiders               17.7      294.8          18                130.4              164.4
Philadelphia Eagles             21      358.1          11                123.4              234.7
Pittsburgh Steelers           24.6      327.4          11                135.5              191.9
San Diego Chargers            25.8      315.2          30                127.4              187.8
San Francisco 49ers           13.7      237.3          12                 92.3                145
Seattle Seahawks              24.6      348.9          20                101.2              247.8
St. Louis Rams                16.4      297.5          18                 95.4              202.1
Tampa Bay Buccaneers          20.9      326.8          16                  117              209.8
Tennessee Titans              18.8      311.7          22                131.8              179.9
Washington Redskins           20.9      333.4          14                116.9              216.4
Opponent Yards/Game Opponent Rushing Yards/Game Opponent Passing Yards/Game    Penalties
                 330.2                        97.9                       232.3        137
                 355.5                       127.1                       228.4        105
                 301.6                        79.3                       222.3        107
                 362.9                       124.6                       238.4         78
                 324.8                       110.7                       214.1         95
                 354.7                       122.9                       231.8        111
                 348.8                       118.3                       230.4         90
                 359.6                       129.5                       230.1        114
                 307.6                        94.6                       213.1        104
                   336                       142.6                       193.4         90
                 377.6                       119.4                       258.2        100
                 313.3                       102.9                       210.4        113
                 344.2                       114.1                       230.1         82
                 279.7                       106.9                       172.8         67
                 313.8                       100.3                       213.5         76
                 319.4                       130.6                       188.9        101
                 342.2                       153.5                       188.7         91
                 338.1                        74.1                       264.1         86
                 288.3                        98.3                       190.1         78
                 348.1                       102.9                       245.3         68
                   305                        97.7                       207.3         77
                 331.9                       134.8                       197.1         63
                 341.6                       145.9                       195.8        120
                 311.4                        95.8                       215.6         83
                 266.4                        89.9                       176.5         80
                 320.3                         107                       213.3         94
                 346.2                       118.5                       227.7         97
                 321.8                       102.8                       219.1         59
                 341.1                       115.3                       225.8         94
                 278.4                       107.9                       170.5         81
                 291.6                        92.4                       199.2        101
                 305.3                        91.3                         214         90
Penalty Yards Fumbles Passes Intercepted Fumbles Recovered
          1,128     11                 24                12
            891     12                 15                  9
            873      6                 14                26
            633     12                 14                  7
            801     16                 17                12
            839     17                 21                13
            670     16                 20                10
            868     10                 20                  9
            815     10                 19                  5
            610     16                 15                14
            676     18                 22                14
          1,006      9                 15                  9
            636     14                 21                17
            515     15                 14                  5
            594     10                  8                13
            697      8                 20                13
            732      8                 16                13
            662     16                 14                16
            690     12                  9                  6
            581     10                 18                12
            652     10                 20                14
            486      6                 19                  6
            864      8                 20                17
            649      8                 15                12
            651     14                 14                  8
            761     18                 16                  8
            702     10                 17                17
            428     14                 13                11
            794      9                 28                  9
            614     19                  8                12
            773     12                 17                17
            751     10                 11                18
Ohio Education Performance Results Year 2000

School District      Math        All        Reading        Science        Citizenship Writing
Indian Hill                 89         83             98             91            95         95
Wyoming                     86         81             96             87            93         98
Mason City                  85         72             92             86            94         96
Madiera                     88         69             95             88            82         94
Mariemont                   74         68             92             88            89         99
Sycamore                    80         68             88             84            87         85
Forest Hills                73         67             91             88            85         93
Kings Local                 78         64             86             78            82         92
Lakota                      73         64             88             81            85         90
Loveland                    72         61             93             86            86         85
Southwest                   73         58             82             73            78         92
Fairf ield                  71         57             86             77            83         90
Oak Hills                   75         57             86             79            77         88
Three Rivers                66         56             85             77            84         87
Milford                     72         53             86             76            82         82
Ross                        66         52             85             78            75         84
West Clermont               63         48             83             70            73         88
Reading                     58         46             80             75            76         88
Princeton                   59         46             75             63            76         83
Finneytown                  61         45             71             62            67         79
Norwood                     64         44             77             67            75         86
Lockland                    52         41             79             64            82         88
Franklin City               49         40             79             67            70         85
Winton Woods                55         40             77             59            65         82
Northwest                   51         38             74             61            62         75
North College Hill          50         35             76             57            66         77
Mount Healthy               40         32             72             53            62         87
Felicity Franklin           52         28             64             64            81         52
St. Bernard                 40         26             59             48            41         81
Deer Park                   40         25             66             52            43         69
Cincinnati Public           35         23             59             44            50         63

State Averages              60         46             79             68           72         79
Pile Foundation Data

Pile        Pile Length (ft.)   Pile Length (ft.)
Number      Estimated           Actual
        1                10.58               18.58
        2                10.58               18.58
        3                10.58               18.58
        4                10.58               18.58
        5                10.58               28.58
        6                10.58               26.58
        7                10.58               17.58
        8                10.58               27.58
        9                10.58               27.58
       10                10.58               37.58
       11                10.58               28.58
       12                  5.83                1.83
       13                  5.83                8.83
       14                  5.83                8.83
       15                  5.83                8.83
       16                10.83               16.83
       17                10.83               19.83
       18                10.83               18.33
       19                10.83               14.83
       20                21.33                    12
       21                16.33                    27
       22                21.33                    42
       23                21.33                    46
       24                21.33                    46
       25                31.33                    57
       26                41.08               55.75
       27                41.08               55.75
       28                41.08               55.75
       29                46.33                    57
       30                61.33                    77
       31                61.33                    76
       32                61.33                    75
       33                61.33                    75
       34                61.33                    36
       35                61.33               56.42
       36                61.33                    45
       37                61.33               45.42
       38                61.33                    37
       39                11.33                     8
       40                  5.83                2.83
       41                  5.83                2.83
       42                  5.83                2.83
       43                  5.83                2.83
       44                15.83               14.83
       45                15.83               16.83
       46                15.83               16.83
       47                15.83               16.83
       48                11.33                    11
       49                21.08               42.75
       50                21.08               43.17
       51                21.08               43.17
 52   21.08   42.75
 53   21.08   42.75
 54   41.08   31.75
 55   41.08   31.75
 56   41.08   31.75
 57   41.08   36.75
 58   41.08   44.75
 59   61.08   36.75
 60   61.08   55.75
 61   61.08   40.17
 62   61.08   56.75
 63   61.33   26.42
 64   61.33   66.00
 65   11.33   13.33
 66   20.08   38.75
 67   20.08   38.75
 68   20.08   38.75
 69   20.08   38.75
 70   20.08   38.75
 71   20.05   38.75
 72   40.08   54.75
 73   40.08   25.75
 74   40.08   25.75
 75   40.08   54.75
 76   40.08   23.75
 77   40.08   73.08
 78   60.08   57.75
 79   60.08   56.75
 80   60.08   57.75
 81   60.08   58.17
 82   61.33   62.00
 83    8.42    9.09
 84   20.58   16.25
 85   20.58   16.25
 86   20.55   16.25
 87   20.58   16.25
 88   20.58   16.25
 89   20.55   16.25
 90   23.50   29.17
 91   20.52   21.19
 92   20.52   20.19
 93   20.52   20.19
 94   20.52   36.19
 95   20.52   26.19
 96   20.52   22.19
 97   38.42   29.51
 98   35.83   26.51
 99   35.83   27.09
100   35.83   34.51
101   35.83   37.09
102   35.83   31.51
103   34.75   55.42
104   34.75   28.84
105    4.75   14.42
106   19.75   22.42
107   34.75   42.42
108   34.75   55.42
109    4.75   14.42
110   17.25   21.92
111   17.25   21.92
112   17.25   21.92
113   17.25   21.92
114   17.25   21.92
115   17.25   21.92
116   19.75   22.42
117   28.42   32.09
118   28.42   32.09
119   28.42   32.09
120   28.42   32.09
121   28.42   32.09
122   28.42   32.09
123   35.92   46.59
124   40.53   55.51
125   40.83   56.51
126   40.83   67.09
127   40.83   57.09
128   40.83   67.09
129   53.42   55.09
130   50.83   50.34
131   50.83   50.34
132   50.83   45.34
133   50.83   47.76
134   53.42   41.51
135   53.42   41.09
136    5.58   19.25
137    5.58   19.25
138    5.58   19.25
139    6.58   19.25
140    5.58   19.25
141    5.58   19.25
142   20.58   28.25
143   20.58   28.25
144   20.55   28.25
145   20.58   28.25
146   20.58   28.25
147   20.58   28.25
148   28.75   32.42
149   28.75   32.42
150   28.75   32.42
151   28.75   32.42
152   28.75   32.42
153   28.75   32.42
154   39.25   56.92
155   39.25   60.92
156   39.25   59.92
157   39.25   59.34
158   39.25   57.92
159   49.75   47.42
160   49.75   48.42
161   49.75   48.42
162   49.75   48.42
163   53.42   45.09
164   13.42   22.09
165    6.97   26.64
166    6.97   26.64
167    6.97   26.64
168    8.42   22.09
169   21.67   29.34
170   21.67   29.34
171   21.67   29.34
172   28.42   37.09
173   31.67   34.34
174   31.67   35.34
175   31.67   29.34
176   38.42   59.09
177   41.67   61.34
178   41.67   60.34
179   41.67   61.34
180   53.42   49.09
181   13.42   11.59
182   13.42   14.09
183   10.83   26.50
184   10.83   24.50
185   10.83   33.92
186   10.83   32.92
187   10.83   16.09
188   15.42   18.51
189   15.42   28.09
190   15.42   29.09
191   15.42   29.09
192    9.42   14.09
193    9.42   14.09
194    9.42   14.09
195    9.42   14.09
196    9.42   14.09
197   10.58   23.25
198   10.58   23.25
199   10.55   23.25
200   10.58   23.25
201   10.58   23.25
202   10.55   26.25
203   20.55   29.25
204   20.55   31.25
205   20.58   30.25
206   20.55   31.25
207   20.58   31.25
208   20.55   32.25
209   30.58   31.25
210   30.55   32.25
211   30.58   31.25
212   30.58   32.25
213   30.58   31.25
214   30.55   29.25
215   40.83   61.50
216   40.83   61.50
217   40.83   58.50
218   40.83   57.92
219   40.83   57.50
220   50.83   51.50
221   50.83   51.50
222   50.83   49.50
223   50.83   48.50
224   63.42   49.09
225   53.42   52.09
226   22.58   23.25
227   22.58   21.25
228   20.83   22.50
229   20.83   22.50
230   20.83   27.50
231   20.83   25.92
232   22.68   37.25
233   20.83   22.92
234   20.83   26.92
235   20.83   21.50
236   20.83   22.50
237   24.83   33.50
238   24.83   33.50
239   24.83   31.50
240   24.83   32.50
241   10.83   14.50
242   10.83   17.50
243   10.83   14.50
244   10.83   14.50
245   11.67   17.50
246   11.67   17.50
247   11.67   17.50
248   11.67   17.50
249   20.83   26.50
250   20.83   31.50
251   20.83   28.50
252   20.83   26.50
253   25.83   34.50
254   25.83   34.50
255   25.83   34.50
256   25.83   34.50
257   30.83   29.92
258   30.83   30.92
259   30.83   31.50
260   30.83   34.50
261   40.83   66.50
262   40.83   69.50
263   40.83   68.50
264   40.53   66.50
265   50.83   53.34
266   50.83   54.34
267   50.83   61.76
268   50.83   51.34
269   53.42   52.09
270   53.42   52.09
271   53.42   52.09
272   22.58   38.25
273   22.58   43.25
274   22.58   50.25
275   20.83   29.50
276   20.83   29.50
277   20.83      38
278   25.42   31.69
279   26.67   27.34
280   26.67   32.34
281   26.67   26.76
282   23.42   10.51
283   11.67   18.34
284   11.67   18.34
285   11.67   18.34
286   13.42    8.09
287   11.67   22.34
288   11.67   21.34
289   11.67   21.34
290   13.42   16.09
291   21.67   29.34
292   21.67   30.34
293   21.67   30.34
294   28.42   31.09
295   26.67   24.34
296   26.67   35.34
297   26.67   35.34
298   28.42   37.09
299   31.67   37.34
300   31.67   37.34
301   31.67   39.76
302   38.42   63.09
303   41.67   67.34
304   41.67   67.34
305   41.67   67.34
306   53.42   64.09
307   51.67   51.34
308   51.67   50.76
309   51.67   46.34
310   53.42   50.09
311   53.42   49.09
Salaries

Current Salary Beginning Salary Education (years) Previous Experience (months)
        $57,000          $27,000                15                          144
        $40,200          $18,750                16                            36
        $21,450          $12,000                12                          381
        $21,900          $13,200                 8                          190
        $45,000          $21,000                15                          138
        $32,100          $13,500                15                            67
        $36,000          $18,750                15                          114
        $21,900           $9,750                12                             0
        $27,900          $12,750                15                          115
        $24,000          $13,500                12                          244
        $30,300          $16,500                16                          143
        $28,350          $12,000                 8                            26
        $27,750          $14,250                15                            34
        $35,100          $16,800                15                          137
        $27,300          $13,500                12                            66
        $40,800          $15,000                12                            24
        $46,000          $14,250                15                            48
      $103,750           $27,510                16                            70
        $23,700          $13,500                15                          359
        $26,550          $14,250                15                            61
        $27,600          $15,000                12                            75
        $25,800          $15,000                12                          143
        $42,300          $26,250                16                          126
        $30,750          $15,000                 8                          451
        $26,700          $12,900                12                            18
        $20,850          $12,000                12                          163
        $35,250          $15,000                15                            54
        $26,700          $15,000                15                            56
        $26,550          $13,050                12                            11
        $27,750          $12,000                12                            11
        $25,050          $12,750                16                          123
        $66,000          $47,490                16                          150
        $52,650          $19,500                16                            20
        $45,625          $23,250                16                            60
        $30,900          $15,000                15                            25
        $29,400          $16,500                15                            24
        $24,900          $11,250                12                             0
        $19,650          $10,950                12                            11
        $22,050          $10,950                12                             9
        $25,500          $12,000                12                            11
        $28,200          $12,750                15                            19
        $23,100          $11,250                12                            13
        $25,500          $11,400                12                             9
        $17,100          $10,200                 8                             0
        $68,125          $32,490                18                            29
        $30,600          $15,750                12                          460
        $52,125          $27,480                19                          221
        $61,875          $36,750                19                          199
        $21,300          $11,550                 8                            24
        $19,650          $11,250                12                             5
        $22,350          $11,250                12                             5
        $23,400          $11,250                12                            18
 $24,300   $10,950   12     8
 $28,500   $11,250   12     4
 $19,950   $11,250   12     8
 $23,400   $11,250   12     0
 $34,500   $17,250   16     3
 $18,150   $10,950   12     0
 $21,750   $12,450    8   318
 $59,400   $33,750   12   272
 $24,450   $14,250   12   117
$103,500   $60,000   16   150
 $35,700   $16,500   12    72
 $22,200   $16,500   12     7
 $22,950   $13,950   15    22
 $23,100   $12,000   12   228
 $56,750   $30,000   16    15
 $29,100   $12,750   17   375
 $37,650   $15,750   12   132
 $27,900   $13,500   12    32
 $21,150   $12,000    8   159
 $31,200   $15,750   12   155
 $20,550   $11,250   12   154
 $20,700   $11,250   12     2
 $21,300   $11,250   12     3
 $24,300   $15,000   12   121
 $19,650   $13,950   12   133
 $60,000   $32,490   17    17
 $30,300   $15,750   15    55
 $61,250   $33,000   19     9
 $36,000   $19,500   19    21
 $25,200   $18,750    8   344
 $30,750   $15,000   12    56
 $33,540   $15,750   12    47
 $34,950   $20,250   16    55
 $40,350   $16,500   15    80
 $30,270   $15,750   12    80
 $26,250   $16,050    8   264
 $32,400   $15,000   15    64
 $20,400   $11,250   12     0
 $24,150   $12,750    8    96
 $23,850   $13,500   15   122
 $29,700   $13,500   12    26
 $21,600   $13,500    8   228
 $24,450   $15,750   12    87
 $28,050   $16,500   15    84
$100,000   $44,100   16   128
 $49,000   $20,550   15    86
 $16,350   $10,200   12   163
 $70,000   $21,750   16    19
Self Esteem Data

Self Esteem Length of Work (months) Age LW x Divorced Age x SL LW x SL Support Level
           3                      10  50            10       50      10              1
           3                       8  46             8        0       0              0
           3                       2  49             2        0       0              0
           3                       7  48             7        0       0              0
           3                       8  45             8        0       0              0
           3                       9  47             9        0       0              0
           3                       6  46             6        0       0              0
           3                       4  47             4        0       0              0
           3                       3  45             3        0       0              0
           3                       2  47             2        0       0              0
           4                      14  45            14        0       0              0
           4                      12  41            12        0       0              0
           4                       5  43             5        0       0              0
           5                      31  26            31       26      31              1
           3                       9  46             0       46       9              1
           3                       4  47             0        0       0              0
           3                       4  51             0        0       0              0
           4                      23  39             0        0       0              0
           5                       7  48             0       48       7              1
           5                      24  29             0       29      24              1
           5                      32  26             0       26      32              1
           6                      61  28             0       28      61              1
           3                      11  47             0       47      11              1
           3                      10  51             0       51      10              1
           3                      12  42             0       42      12              1
           3                       9  48             0       48       9              1
           3                       3  46             0        0       0              0
           3                      14  37             0        0       0              0
           3                      13  35             0        0       0              0
           3                       3  43             0        0       0              0
           3                       4  45             0        0       0              0
           4                      12  43             0       43      12              1
           4                      21  39             0        0       0              0
           4                      10  33             0        0       0              0
           4                      11  35             0        0       0              0
           5                      37  30             0       30      37              1
           6                      64  38             0       38      64              1
           2                       4  52             0        0       0              0
           2                       4  52             0        0       0              0
           3                      14  40             0       40      14              1
           3                      10  46             0       46      10              1
           3                      12  40             0        0       0              0
           3                       6  47             0        0       0              0
           3                       4  50             0        0       0              0
           3                       5  44             0        0       0              0
           4                      12  28             0       28      12              1
           4                      37  42             0       42      37              1
           4                      23  40             0       40      23              1
           4                      23  38             0       38      23              1
           4                      10  45             0       45      10              1
           4                      10  47             0       47      10              1
           4                       9  47             0       47       9              1
5   51   28   0   28   51   1
5   40   32   0   32   40   1
5   29   38   0   38   29   1
5   29   36   0   36   29   1
5   29   39   0   39   29   1
5   21   39   0   39   21   1
6   58   27   0   27   58   1
6   17   38   0    0    0   0
Education (years) Married Divorced Single Marital Status Support Level
                10       0        1      0        Divorced        Direct
                 9       0        1      0        Divorced        None
                11       0        1      0        Divorced        None
                12       0        1      0        Divorced        None
                10       0        1      0        Divorced        None
                 9       0        1      0        Divorced        None
                 9       0        1      0        Divorced        None
                 9       0        1      0        Divorced        None
                10       0        1      0        Divorced        None
                10       0        1      0        Divorced        None
                12       0        1      0        Divorced        None
                13       0        1      0        Divorced        None
                 9       0        1      0        Divorced        None
                13       0        1      0        Divorced        Direct
                 9       1        0      0         Married        Direct
                 9       1        0      0         Married        None
                10       1        0      0         Married        None
                12       1        0      0         Married        None
                 9       1        0      0         Married        Direct
                12       1        0      0         Married        Direct
                13       1        0      0         Married        Direct
                16       1        0      0         Married        Direct
                 9       0        0      0      Separated         Direct
                 9       0        0      0      Separated         Direct
                10       0        0      0      Separated         Direct
                 9       0        0      0      Separated         Direct
                 9       0        0      0      Separated         None
                12       0        0      0      Separated         None
                12       0        0      0      Separated         None
                 9       0        0      0      Separated         None
                10       0        0      0      Separated         None
                10       0        0      0      Separated         Direct
                11       0        0      0      Separated         None
                12       0        0      0      Separated         None
                12       0        0      0      Separated         None
                14       0        0      0      Separated         Direct
                14       0        0      0      Separated         Direct
                 9       0        0      1          Single        None
                 9       0        0      1          Single        None
                11       0        0      1          Single        Direct
                 9       0        0      1          Single        Direct
                12       0        0      1          Single        None
                10       0        0      1          Single        None
                10       0        0      1          Single        None
                10       0        0      1          Single        None
                13       0        0      1          Single        Direct
                12       0        0      1          Single        Direct
                10       0        0      1          Single        Direct
                12       0        0      1          Single        Direct
                 9       0        0      1          Single        Direct
                10       0        0      1          Single        Direct
                 9       0        0      1          Single        Direct
12   0   0   1   Single   Direct
14   0   0   1   Single   Direct
14   0   0   1   Single   Direct
14   0   0   1   Single   Direct
14   0   0   1   Single   Direct
13   0   0   1   Single   Direct
12   0   0   1   Single   Direct
12   0   0   1   Single   None
Smoking and Cancer

        # Cigarettes       Deaths per 100K          Deaths per 100K     Deaths per 100K
State   sold per capita    from bladder cancer      from lung cancer    from kidney cancer
AL                   18.20                     2.90               17.05                  1.59
AZ                   25.82                     3.52               19.80                  2.75
AR                   18.24                     2.99               15.98                  2.02
CA                   28.60                     4.46               22.07                  2.66
CT                   31.10                     5.11               22.83                  3.35
DE                   33.60                     4.78               24.55                  3.36
DC                   40.46                     5.60               27.27                  3.13
FL                   28.27                     4.46               23.57                  2.41
ID                   20.10                     3.08               13.58                  2.46
IL                   27.91                     4.75               22.80                  2.95
IN                   26.18                     4.09               20.30                  2.81
IA                   22.12                     4.23               16.59                  2.90
KS                   21.84                     2.91               16.84                  2.88
KY                   23.44                     2.86               17.71                  2.13
IA                   21.58                     4.65               25.45                  2.30
ME                   28.92                     4.79               20.94                  3.22
MD                   25.91                     5.21               26.48                  2.85
MA                   26.92                     4.69               22.04                  3.03
MI                   24.96                     5.27               22.72                  2.97
MN                   22.06                     3.72               14.20                  3.54
MS                   16.08                     3.06               15.60                  1.77
MO                   27.56                     4.04               20.98                  2.55
MT                   23.75                     3.95               19.50                  3.43
NB                   23.32                     3.72               16.70                  2.92
NE                   42.40                     6.54               23.03                  2.85
NJ                   28.64                     5.98               25.95                  3.12
NM                   21.16                     2.90               14.59                  2.52
NY                   29.14                     5.30               25.02                  3.10
ND                   19.96                     2.89               12.12                  3.62
OH                   26.38                     4.47               21.89                  2.95
OK                   23.44                     2.93               19.45                  2.45
PE                   23.78                     4.89               12.11                  2.75
RI                   29.18                     4.99               23.68                  2.84
SC                   18.06                     3.25               17.45                  2.05
SD                   20.94                     3.64               14.11                  3.11
TE                   20.08                     2.94               17.60                  2.18
TX                   22.57                     3.21               20.74                  2.69
UT                   14.00                     3.31               12.01                  2.20
VT                   25.89                     4.63               21.22                  3.17
WA                   21.17                     4.04               20.34                  2.78
WI                   21.25                     5.14               20.55                  2.34
WV                   22.86                     4.78               15.53                  3.28
WY                   28.04                     3.20               15.92                  2.66
AK                   30.34                     3.46               25.88                  4.32
Deaths per 100K
from leukemia
               6.15
               6.61
               6.94
               7.06
               7.20
               6.45
               7.08
               6.07
               6.62
               7.27
               7.00
               7.69
               7.42
               6.41
               6.71
               6.24
               6.81
               6.89
               6.91
               8.28
               6.08
               6.82
               6.90
               7.80
               6.67
               7.12
               5.95
               7.23
               6.99
               7.38
               7.46
               6.83
               6.35
               5.82
               8.15
               6.59
               7.02
               6.71
               6.56
               7.48
               6.73
               7.38
               5.78
               4.90
Surface Finish Data

   Part     Surface Finish   RPM   RPM x C   RPM x D   Type B   Cutting Tool   RPM x B   Type C
     1          45.44        225      0         0        0            A           0        0
     2          42.03        200      0         0        0            A           0        0
     3          50.10        250      0         0        0            A           0        0
     4          48.75        245      0         0        0            A           0        0
     5          47.92        235      0         0        0            A           0        0
     6          47.79        237      0         0        0            A           0        0
     7          52.26        265      0         0        0            A           0        0
     8          50.52        259      0         0        0            A           0        0
     9          45.58        221      0         0        0            A           0        0
    10          44.78        218      0         0        0            A           0        0
    11          33.50        224      0         0        1            B          224       0
    12          31.23        212      0         0        1            B          212       0
    13          37.52        248      0         0        1            B          248       0
    14          37.13        260      0         0        1            B          260       0
    15          34.70        243      0         0        1            B          243       0
    16          33.92        238      0         0        1            B          238       0
    17          32.13        224      0         0        1            B          224       0
    18          35.47        251      0         0        1            B          251       0
    19          33.49        232      0         0        1            B          232       0
    20          32.29        216      0         0        1            B          216       0
    21          27.44        225     225        0        0            C           0        1
    22          24.03        200     200        0        0            C           0        1
    23          27.33        250     250        0        0            C           0        1
    24          27.20        245     245        0        0            C           0        1
    25          27.10        235     235        0        0            C           0        1
    26          27.30        237     237        0        0            C           0        1
    27          28.30        265     265        0        0            C           0        1
    28          28.40        259     259        0        0            C           0        1
    29          26.80        221     221        0        0            C           0        1
    30          26.40        218     218        0        0            C           0        1
    31          21.40        224      0        224       0            D           0        0
    32          20.50        212      0        212       0            D           0        0
    33          21.90        248      0        248       0            D           0        0
    34          22.13        260      0        260       0            D           0        0
    35          22.40        243      0        243       0            D           0        0
Type D
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  0
  1
  1
  1
  1
  1
Student Grades

Student    Midterm Final Exam
       1          76        62
       2          84        90
       3          79        68
       4          88        84
       5          76        58
       6          66        79
       7          75        73
       8          94        93
       9          66        65
      10          92        86
      11          80        53
      12          87        83
      13          86        49
      14          63        72
      15          92        87
      16          75        89
      17          69        81
      18          92        94
      19          79        78
      20          60        71
      21          68        84
      22          71        74
      23          61        74
      24          68        54
      25          76        97
      26          72        79
      27          99        89
      28          58        53
      29          82        78
      30          72        82
      31          77        69
      32          95        98
      33          72        93
      34          71        80
      35          72        82
      36          96        96
      37          72        61
      38          89        84
      39          94        97
      40          85        89
      41          60        72
      42          66        93
      43          96        84
      44          83        87
      45          88        99
      46          92        97
      47          80        92
      48          80        93
      49          91        78
50   74   82
51   96   99
52   80   72
53   62   79
54   70   75
55   87   90
56   90   95

				
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