Bayesian inference using INLA

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library(readxl)
library(INLA)
library(quantreg)
library(lme4)
library(tidyverse)
library(flextable)
library(plot3D)
library(epibasix)
library(janitor)
library(lubridate)
library(knitr)
library(kableExtra)
inla.setOption(short.summary=TRUE)

 

Course materials

The data files and R code used in this course can be downloaded from this link.

 

 

1 A simple linear regression model

For a dataset \({(x_i,y_i) : i = 1,...,n}\), we consider the linear regression model: \(y_{i}\sim N\left(\mu_{i},\sigma\right)\), being

\[\mu_i = \beta_0 + \beta_1.x_i\] We estimate this model in the bayesian framework supposing that \(\beta_{0}\sim N\left(0;10^{4}\right)\) and \(\beta_{1}\sim N\left(3,1\right)\)

First, we simulate a dataset \(\left\{ \left(x_{i},y_{i}\right)~:~i=1,...,n=50\right\}\) obeying the linear regression model: \[y_{i}\sim N\left(5+x_{i}~;~\sigma=1\right)\] Note \(\beta_0=5\) and \(\beta_1=1\).

 

Data simulation:

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### Data simulation
set.seed(19941998)
b <- c(5,1)
sg=1
n=50
x <- seq(0,10,length=50)
mu <- b[1]+b[2]*x
y <- mu+rnorm(n,0,sg)
dt <- data.frame(x,y)
### Figure
ggplot(dt,aes(x,y)) + geom_point()

Results of frequentist inference are:

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### Frequentist Inference
ml <- lm(y ~x)
summary(ml)

Call:
lm(formula = y ~ x)

Residuals:
    Min      1Q  Median      3Q     Max 
-2.3367 -0.6464 -0.1080  0.6322  2.4538 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)  4.66664    0.28812   16.20   <2e-16 ***
x            1.06518    0.04965   21.45   <2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 1.034 on 48 degrees of freedom
Multiple R-squared:  0.9056,    Adjusted R-squared:  0.9036 
F-statistic: 460.3 on 1 and 48 DF,  p-value: < 2.2e-16

 

And results of bayesian inference with vague priors:

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#### Bayesian inference
formula <- y ~ 1 + x
ml <- inla(formula,family="gaussian",data=dt)
ml$summary.fixed[,1:5]

                mean         sd 0.025quant 0.5quant 0.975quant
(Intercept) 4.666657 0.28747239  4.1006151 4.666656   5.232700
x           1.065182 0.04953955  0.9676367 1.065182   1.162727

 

Erratic prior.

If we impose on the Bayesian estimation that we are very sure that the value of the slope is 1.5, we arrive at the following result:

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#### Erratic priors
mb <- inla(formula,family="gaussian",data=dt,
           control.fixed=list(mean=1.5, prec=10000,
                              mean.intercept=1, prec.intercept=0.0001))
mb$summary.fixed[,1:5]

                mean        sd 0.025quant 0.5quant 0.975quant
(Intercept) 2.528839 0.2358034   2.062863 2.529498   2.991121
x           1.492742 0.0100154   1.473102 1.492742   1.512385

 

Next we show this line as well as the true regression line and the one fitted by frequentist estimation. We can see how our initial prior has had a great effect.

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### Figure
Bb_0 <- mb$summary.fixed[1,1]
Bb_1 <- mb$summary.fixed[2,1]
ggplot(dt,aes(x,y))+
  geom_point(colour="#99CCFF")+
  geom_abline(intercept = 5, slope = 1,colour="#3300FF",linewidth=1.5)+
  annotate(geom="text", x=2.5, y=16, label="True regression line",colour="#3300FF",size=5)+
  stat_smooth(method = "lm",formula = y ~ x,geom = "smooth",colour="#FF0000")+
  annotate(geom="text", x=2.5, y=15, label="Frequentist estimation",colour="#FF0000",size=5)+
  geom_abline(intercept = Bb_0, slope = Bb_1,colour="#33CC99")+
  annotate(geom="text", x=2.5, y=14, label="Bayesian estimation",colour="#33CC99",size=5)

 

We can also see the posterior density resulting from our insistence that the slope has to be very close to 1.5:

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#### Densidades a posteriori
dpost.intercept <- data.frame(mb$marginals.fixed$`(Intercept)`)
dpost.x <- data.frame(mb$marginals.fixed$x)

ggplot(dpost.x,aes(x,y))+
  geom_line(colour="#33CC99",linewidth=1.5)+
  geom_vline(xintercept=1,colour="#3300FF")

 

A closer look at the posterior density:

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ggplot(dpost.x,aes(x,y))+
  geom_line(colour="blue",size=1)+
  theme_bw()

 

 

Contaminated data

Let’s first simulate some contaminated data for a linear regression. We have the same data as before plus a new set of observations that departs markedly from the rest:

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xz <- seq(12,13,length=5)
yz <- 0.5*xz+1+rnorm(5,0,1)
xc <- c(x,xz)
yc <- c(y,yz)
dc <- data.frame(xc,yc)

ggplot(dc,aes(xc,yc)) + 
  geom_point() +
  theme_bw()

 

The frequentist estimation in this case is:

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ml2 <- lm(yc~xc)
summary(ml2)

Call:
lm(formula = yc ~ xc)

Residuals:
    Min      1Q  Median      3Q     Max 
-7.2558 -1.5951  0.4323  1.7201  5.2777 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)   6.8705     0.7308   9.401 6.97e-13 ***
xc            0.4922     0.1092   4.510 3.63e-05 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 2.867 on 53 degrees of freedom
Multiple R-squared:  0.2773,    Adjusted R-squared:  0.2637 
F-statistic: 20.34 on 1 and 53 DF,  p-value: 3.631e-05

 

And the bayesian estimation when we consider that the intercept is close to 1.5:

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formula <- yc ~ 1 + xc
mb <- inla(formula,family="gaussian",data=data.frame(xc,yc),
           control.fixed=list(mean=1.5, prec=64,
           mean.intercept=1, prec.intercept=0.0001))
mb$summary.fixed[,1:5]

                mean        sd 0.025quant 0.5quant 0.975quant
(Intercept) 3.942967 0.7520580  2.4073691 3.964415   5.358609
xc          1.007469 0.1049217  0.8085704 1.005091   1.219540

 

Graphically:

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## Figure
Bb_0 <- mb$summary.fixed[1,1]
Bb_1 <- mb$summary.fixed[2,1]
ggplot(dc,aes(xc,yc))+
  geom_point(colour="#99CCFF")+
  stat_smooth(method = "lm",formula = y ~ x,geom = "smooth",colour="#FF0000")+
  annotate(geom="text", x=2.5, y=15, label="Frequentist estimation",colour="#FF0000",size=5)+
  geom_abline(intercept = Bb_0, slope = Bb_1,colour="#33CC99")+
  annotate(geom="text", x=2.5, y=14, label="Bayesian estimation",colour="#33CC99",size=5)

 

 

An alternative method when data are contaminated as shown in the figure could be to use regression in median:

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### Regression in median
rqfit <- rq(yc ~ xc, data =dc)
(b <- rqfit$coeff)

(Intercept)          xc 
   4.898679    0.978623 

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ggplot(dc,aes(xc,yc))+
  geom_point(colour="#99CCFF")+
  geom_abline(intercept = b[1], slope = b[2],colour="#FF33CC")+
  annotate(geom="text", x=2.5, y=15, label="Regression in median",colour="#FF33CC",size=5)

 

 

 

 

 

2 Multivariate linear regression

We now simulate a linear regression model with two independent variables \(x_1\) and \(x_2\). Specifically, the simulated model is \(y_{i}\sim N\left(\mu_{i},\sigma\right)\) bein \(\sigma=1\) and:

\[\mu_i=5+3x_{1i}-2x_{2i}\]

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set.seed(19941998)
b=c(5,3,-2)
sg <- 1
n <- 100
x1 <- rnorm(n,9,1)
x2 <- rnorm(n,5,1)
mu <- b[1]+b[2]*x1+b[3]*x2
y <- mu+rnorm(n,0,sg)
dt <- data.frame(x1,x2,y)

 

Frequentist estimation

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# Compute the linear regression
### Maximum Likelihood
ml <- lm(y ~ x1 + x2)
summary(ml)

Call:
lm(formula = y ~ x1 + x2)

Residuals:
     Min       1Q   Median       3Q      Max 
-3.08059 -0.70405  0.02905  0.86390  2.61838 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)   4.5016     1.0417   4.321 3.76e-05 ***
x1            3.0583     0.0982  31.145  < 2e-16 ***
x2           -2.0093     0.1065 -18.864  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 1.046 on 97 degrees of freedom
Multiple R-squared:  0.9339,    Adjusted R-squared:  0.9326 
F-statistic: 685.5 on 2 and 97 DF,  p-value: < 2.2e-16

 

 

Bayesian estimation with a non informative prior distribution

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### Bayes: Non-informative prior distribution
formula <- y ~ 1 + x1 + x2 
mb <- inla(formula,family="gaussian",data=dt)
mb$summary.fixed[,1:5]

                 mean         sd 0.025quant  0.5quant 0.975quant
(Intercept)  4.501755 1.04068424   2.456653  4.501754   6.546866
x1           3.058316 0.09809847   2.865536  3.058316   3.251094
x2          -2.009294 0.10641016  -2.218406 -2.009294  -1.800181

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# Para mostrar los valores de los hiperparámetros:
# mb$all.hyper$fixed

 

Bayesian estimation when researcher has a high confidence that \(\beta_0=5\)

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formula <- y ~ 1 + x1 + x2 
mb <- inla(formula,family="gaussian",data=dt,
           control.fixed=list(mean=list(x1=0,x2=0),
                              prec=list(x1=0, x2=0),
                              mean.intercept=5, prec.intercept=4))
mb$summary.fixed[,1:5]

                 mean         sd 0.025quant  0.5quant 0.975quant
(Intercept)  4.904799 0.44984270   4.022927  4.904657   5.787479
x1           3.025389 0.06102296   2.905472  3.025432   3.145063
x2          -2.030739 0.09370791  -2.214953 -2.030701  -1.846736

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#mb$all.hyper$fixed

 

Bayesian estimation when researcher has a high confidence that \(\beta_1=1\) and \(\beta_2=-1\)

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formula <- y ~ 1 + x1 + x2 
mb <- inla(formula,family="gaussian",data=dt,
           control.fixed=list(mean=list(x1=1,x2=-1),
                              prec=list(x1=1000, x2=1000),
                              mean.intercept=0, prec.intercept=0))
mb$summary.fixed[,1:5]

                 mean         sd 0.025quant  0.5quant 0.975quant
(Intercept) 17.983430 0.41503662 17.1718474 17.982499 18.8002805
x1           1.034641 0.03172368  0.9724256  1.034641  1.0968549
x2          -1.015382 0.03147094 -1.0770968 -1.015384 -0.9536581

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# mb$all.hyper$fixed

 

 

 

 

 

3 Logistic regression: association between obesity and low level of education (study of Telde)

Data reading:

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dt <- read_excel("data/Telde.INLA.xlsx")
dt$Obesity <- ifelse(dt$BMI>=30,1,0)
if (is_html_output()){
  dt %>% 
  kbl() %>%
  kable_styling(c("striped", "hover"),full_width = FALSE) %>% 
  scroll_box(height = "250px")
} else{
  head(dt) %>% flextable() %>% autofit()
}

Age	Sex.Male	BMI	Low.Educational.Level	Obesity	HTA.OMS	DM
44	1	39.30552	1	1	1	0
68	1	24.46460	1	0	0	1
39	1	27.41137	0	0	0	0
49	1	31.40766	0	1	0	0
37	0	29.51594	1	0	0	0
40	1	21.87711	0	0	0	0
37	0	21.16570	0	0	0	0
37	1	30.03374	0	1	0	0
35	1	27.74759	0	0	0	0
44	1	24.05059	0	0	0	0
37	1	24.74866	0	0	1	0
39	1	23.13945	0	0	1	0
40	1	24.35926	1	0	0	0
43	1	25.14772	0	0	1	0
42	0	40.70923	0	1	0	0
39	0	29.66994	0	0	1	0
42	0	30.79147	0	1	1	0
41	0	23.92913	0	0	0	0
37	1	39.44637	1	1	1	0
42	0	27.00688	1	0	0	0
51	1	28.50443	1	0	1	0
37	0	25.47745	1	0	0	0
47	1	30.75640	1	1	0	0
35	1	33.06925	0	1	1	0
37	1	30.19578	1	1	1	0
56	0	25.36414	1	0	0	0
36	0	25.61639	0	0	0	0
38	1	30.71371	1	1	1	0
37	0	19.64168	0	0	0	0
41	0	25.62097	0	0	0	0
46	1	29.34735	1	0	1	1
52	1	29.76036	0	0	1	0
67	1	33.38882	0	1	1	1
35	0	25.82031	0	0	0	0
79	1	26.13206	1	0	0	1
49	0	22.80011	0	0	0	0
78	0	29.28571	1	0	1	0
38	1	25.80442	0	0	0	0
35	0	24.29688	1	0	0	0
64	1	24.30870	0	0	0	0
72	0	31.68889	1	1	1	1
62	0	31.05648	1	1	1	0
78	0	36.06637	1	1	1	0
56	0	26.88838	1	0	1	0
35	0	21.67514	0	0	0	0
57	0	32.02037	1	1	1	0
59	1	25.83965	1	0	0	0
67	1	32.63201	1	1	0	0
64	1	23.59893	1	0	0	0
36	1	26.49151	0	0	0	0
39	1	31.65155	0	1	0	0
35	0	22.74584	0	0	0	0
39	1	21.00632	0	0	0	0
39	1	31.96571	0	1	0	0
41	0	23.75753	0	0	0	0
33	1	26.71020	0	0	0	0
44	0	26.94240	1	0	0	0
37	1	33.47708	0	1	0	0
37	0	23.00481	0	0	0	0
35	0	26.13281	0	0	1	0
35	0	21.80103	0	0	0	0
34	0	25.04985	0	0	0	0
41	0	34.20485	0	1	0	0
49	1	29.60485	0	0	0	0
39	0	26.53252	0	0	0	0
38	0	27.93737	0	0	0	0
36	1	34.51246	1	1	0	0
36	0	32.79775	1	1	0	0
39	1	25.07145	0	0	0	0
51	0	23.15688	0	0	0	0
35	0	33.60336	0	1	0	0
42	0	26.46586	0	0	0	0
39	0	22.39830	0	0	0	0
50	1	28.43736	0	0	0	0
35	1	29.27364	0	0	0	0
39	1	28.05571	1	0	1	0
33	0	26.80985	1	0	0	1
39	1	19.80469	1	0	0	0
54	0	24.84375	1	0	0	0
45	0	31.06509	1	1	0	0
37	0	17.83072	0	0	0	0
57	0	22.44220	0	0	0	0
49	0	21.11040	1	0	0	0
46	1	34.79308	1	1	1	1
51	0	24.66687	0	0	0	0
51	1	24.53799	0	0	0	0
39	0	40.38062	1	1	0	0
68	1	28.32031	1	0	1	0
46	0	29.03366	1	0	1	0
36	0	23.09336	0	0	0	0
40	1	35.08303	0	1	1	0
47	0	38.74186	0	1	1	1
38	0	24.46460	0	0	0	0
38	1	25.19300	0	0	0	0
45	0	27.24732	1	0	1	0
67	1	26.89232	1	0	1	1
71	1	32.16092	1	1	1	1
36	0	37.74467	0	1	1	0
49	0	26.67276	0	0	1	0
74	1	29.06574	1	0	1	1
46	1	23.50867	0	0	0	0
38	1	30.71496	0	1	0	0
42	0	23.10091	1	0	0	0
38	0	38.37526	0	1	0	0
69	0	27.14791	1	0	0	0
62	1	33.12601	1	1	1	0
40	0	27.05106	0	0	0	0
65	0	28.68179	0	0	0	0
42	1	28.22839	0	0	0	0
37	0	29.11569	1	0	0	0
71	1	27.03125	0	0	1	1
35	0	29.83289	0	0	0	0
33	1	32.53735	0	1	0	0
30	1	32.87982	0	1	0	0
53	0	27.19917	1	0	0	0
67	0	31.62422	1	1	1	1
37	1	25.05931	0	0	0	0
36	1	31.79012	1	1	0	0
58	0	32.50701	1	1	1	1
61	0	28.57875	1	0	1	0
42	0	23.05175	0	0	0	0
36	0	30.48339	1	1	0	0
66	1	28.55469	1	0	1	0
33	0	24.51530	1	0	0	0
53	0	31.96447	1	1	0	0
49	1	26.26298	0	0	0	0
40	0	27.76789	0	0	0	0
30	0	22.46315	0	0	0	0
31	0	30.63653	0	1	1	0
40	1	30.76125	0	1	0	0
32	0	30.58915	0	1	0	0
55	1	30.73549	1	1	0	0
54	0	30.19036	0	1	1	1
46	0	31.62628	0	1	1	0
36	0	24.32627	0	0	0	0
59	0	30.18993	1	1	0	0
66	1	32.96747	1	1	1	0
63	0	30.48338	1	1	1	1
46	0	22.89282	0	0	0	0
40	0	26.01450	0	0	0	0
37	0	21.68189	0	0	0	0
37	1	25.06754	0	0	0	0
34	1	26.21641	0	0	0	0
46	1	27.10925	0	0	0	0
34	0	22.44480	0	0	0	0
36	1	28.24074	0	0	0	0
50	0	25.92653	0	0	0	0
56	0	21.05794	0	0	0	0
67	1	28.56331	0	0	1	0
39	0	23.14726	0	0	0	0
35	0	25.07619	1	0	0	0
33	1	37.84988	0	1	1	0
39	0	24.34176	1	0	1	0
34	0	22.81245	1	0	0	0
41	1	18.20126	0	0	0	0
39	1	28.62879	1	0	0	0
59	0	31.22130	0	1	0	0
47	0	23.89178	0	0	0	0
34	0	26.78183	0	0	0	0
42	1	29.23748	0	0	1	0
31	1	28.00095	0	0	0	0
42	1	28.02659	0	0	0	0
39	1	25.10239	1	0	1	0
69	0	27.63605	1	0	1	1
43	0	25.10957	0	0	0	0
44	0	25.03992	0	0	0	0
53	0	32.83098	0	1	1	1
48	0	35.15625	1	1	0	0
65	0	26.34649	1	0	0	0
70	1	29.23878	1	0	1	0
59	1	27.95588	0	0	1	1
37	0	22.81639	0	0	0	0
44	0	27.77552	0	0	0	1
66	1	30.60771	1	1	1	0
40	0	32.15854	1	1	0	0
32	0	24.26386	0	0	0	0
31	1	23.68413	0	0	0	0
46	1	27.39304	1	0	1	0
32	0	22.38281	0	0	0	0
42	0	27.58726	1	0	0	0
70	0	35.29555	1	1	1	1
64	0	26.89767	1	0	0	0
35	0	25.57948	1	0	0	0
35	0	21.80101	0	0	0	0
60	0	26.34649	1	0	0	0
35	0	22.71897	0	0	0	0
32	1	34.54507	0	1	0	1
36	0	26.48224	0	0	0	0
44	1	26.86121	1	0	0	0
68	1	22.27617	1	0	1	1
61	1	22.31107	0	0	1	0
40	0	21.21832	0	0	0	0
36	1	30.24326	0	1	1	0
42	1	31.16139	0	1	1	0
73	0	46.27981	1	1	1	1
40	0	20.17691	0	0	0	0
70	1	26.75781	0	0	0	0
48	0	28.30385	0	0	0	0
52	1	23.62949	0	0	0	0
49	1	30.48294	0	1	0	0
37	0	23.17856	0	0	0	0
45	0	31.10618	1	1	1	0
52	0	32.87850	1	1	1	0
70	0	29.58580	0	0	0	0
42	0	19.38067	0	0	0	0
49	0	26.46256	1	0	0	0
48	1	29.13562	1	0	0	0
33	0	27.68192	0	0	0	0
37	1	30.87307	0	1	1	0
37	0	23.30905	0	0	0	0
59	1	28.24770	1	0	1	0
49	0	29.35752	0	0	1	0
67	1	30.84628	1	1	1	1
59	1	24.84098	0	0	1	1
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41	0	34.41320	0	1	0	0
39	1	36.88272	0	1	1	0
34	0	24.38237	0	0	0	0
45	1	25.18621	0	0	0	0
32	1	24.17757	0	0	0	0
40	0	26.27078	1	0	0	0
37	0	23.26743	1	0	0	0
41	0	27.35863	0	0	0	0
53	1	23.42601	0	0	0	0
53	1	23.35761	1	0	0	0
42	1	34.47215	0	1	1	0
35	0	20.39483	0	0	0	0
33	0	21.95312	0	0	0	0
59	0	27.31934	0	0	0	0
34	0	20.30925	1	0	0	0
34	0	35.49787	0	1	0	0
50	0	25.71101	0	0	0	0
53	0	34.72088	1	1	0	0
66	1	36.06484	1	1	0	0
64	0	29.77778	1	0	0	0
37	1	41.46939	0	1	1	0
32	0	37.46556	0	1	0	0
44	0	23.72529	0	0	0	0
65	0	28.00000	1	0	0	0
39	1	28.05571	0	0	0	0
49	0	22.67995	0	0	0	0
45	0	27.12032	0	0	1	0
35	0	35.41913	0	1	0	0
46	0	26.29172	0	0	0	0
52	1	23.50356	0	0	0	0
47	0	22.37568	0	0	0	0
40	0	34.72088	0	1	0	0
56	0	32.43097	0	1	0	0
49	1	29.40292	0	0	0	0
42	1	33.45679	0	1	0	0
38	1	30.72664	0	1	0	0
44	0	25.26535	0	0	0	0
42	1	30.80247	0	1	1	0
50	0	24.44524	0	0	0	0
30	0	22.43590	0	0	0	0
46	0	20.57613	0	0	0	0
41	1	22.58181	0	0	0	0
43	0	28.68514	0	0	0	0
37	0	27.01686	0	0	0	0
68	1	25.68956	1	0	1	1
43	0	24.46460	0	0	0	0
52	1	29.75207	0	0	1	0
30	1	22.89307	0	0	0	0
68	0	27.34375	1	0	1	0
60	0	38.66667	1	1	1	1
55	1	31.43591	1	1	0	1
38	1	26.47211	0	0	0	1
32	0	32.02037	0	1	0	0
65	0	27.88762	0	0	1	0
45	1	31.67347	0	1	1	0
51	1	28.38741	0	0	1	1
45	0	28.87544	0	0	0	0
43	1	24.27012	0	0	0	0
33	1	28.17413	0	0	0	0
33	0	21.19274	0	0	0	0
61	0	29.56198	0	0	1	0
46	1	27.95713	1	0	0	0
38	1	23.25504	0	0	0	0
36	0	22.62075	0	0	0	0
55	1	30.29992	0	1	1	0
33	1	20.45033	0	0	0	0
62	0	26.01085	0	0	0	0
62	1	30.48780	0	1	0	0
39	0	27.26801	1	0	0	0
53	1	25.31545	1	0	0	0
44	1	24.28098	1	0	0	0
47	1	27.15271	1	0	1	0
45	1	27.13141	0	0	0	0
31	0	20.93664	0	0	0	0
30	0	22.74435	0	0	0	0
53	0	34.62604	1	1	1	0
55	1	27.63605	0	0	1	1
41	1	34.74891	0	1	0	0
57	1	22.66271	0	0	0	0
64	0	36.03441	1	1	1	0
67	0	34.29355	1	1	1	1
30	1	27.73230	0	0	0	0
50	1	26.34649	0	0	0	0
45	0	26.34649	0	0	0	0
51	1	33.91003	1	1	1	0
30	0	18.96805	0	0	0	0
31	0	23.58833	0	0	0	0
40	0	19.59184	1	0	0	0
41	1	24.68571	0	0	0	0
31	0	29.20697	0	0	0	0
35	1	27.69905	0	0	0	0
39	0	21.98989	0	0	0	0
35	1	25.25402	0	0	0	0
49	1	27.40832	0	0	1	1
31	0	21.46283	0	0	0	0
38	1	24.81609	0	0	0	0
67	1	29.03179	0	0	1	0
49	1	28.32658	0	0	0	0
63	1	32.00732	0	1	1	0
57	0	29.31986	1	0	0	0
68	1	29.41073	1	0	1	0
57	1	25.39062	1	0	0	0
53	1	32.14664	0	1	0	0
49	0	28.87544	1	0	0	0
40	0	27.34375	1	0	0	0
62	0	20.51913	1	0	0	0
50	0	25.31545	0	0	1	0
41	1	19.23356	0	0	0	0
56	1	28.40818	0	0	0	0
34	1	27.75749	0	0	0	0
48	0	37.26147	0	1	0	0
64	1	26.37024	0	0	0	0
36	1	20.42241	0	0	0	0
42	1	26.32898	0	0	1	0
34	0	22.58955	0	0	0	0
38	1	22.82333	0	0	0	0
37	1	28.07504	0	0	0	0
52	0	34.33754	0	1	0	1
57	1	27.64802	0	0	0	1
38	1	25.53469	0	0	0	0
38	0	23.87543	0	0	0	0
42	0	17.80497	0	0	0	0
47	1	29.41076	0	0	0	0
51	1	30.34607	0	1	0	0
35	1	25.52964	0	0	0	0
48	1	36.80845	0	1	1	0
59	1	27.42857	0	0	1	0
47	1	29.04371	0	0	1	0
51	0	34.07846	1	1	0	0
54	0	38.87394	1	1	1	0
50	0	34.20903	1	1	1	0
37	0	34.76562	0	1	0	0
50	1	29.64844	1	0	0	0
46	1	30.05681	0	1	0	0
36	0	24.74094	0	0	0	0
42	1	30.73942	0	1	0	0
34	0	23.37258	0	0	0	0
31	0	19.97919	0	0	0	0
54	0	27.02581	0	0	0	0
42	1	27.68166	0	0	0	0
48	1	30.00415	0	1	0	0
42	0	36.71176	0	1	0	0
47	1	39.26075	0	1	0	0
42	0	30.01161	0	1	0	0
50	1	26.98507	0	0	0	0
39	1	24.76205	0	0	0	0
33	0	18.29268	0	0	0	0
36	0	19.79275	0	0	0	0
40	1	23.19832	0	0	0	0
67	0	39.64287	1	1	1	1
33	0	24.05967	0	0	0	0
39	0	19.36247	0	0	0	0
38	0	26.02617	0	0	0	0
39	1	27.70083	0	0	0	0
54	1	24.91077	0	0	1	0
52	0	33.73250	0	1	0	0
57	0	34.69686	0	1	1	1
65	1	25.45807	0	0	1	0
69	1	34.06361	0	1	1	1
58	1	35.54688	1	1	1	0
69	0	26.22268	1	0	1	0
52	0	21.98989	0	0	0	0
52	1	23.73866	1	0	0	0
79	0	32.37005	1	1	1	1
52	1	23.30668	1	0	0	0
63	0	34.13111	1	1	0	0
39	0	24.56747	0	0	0	0
41	0	21.07720	0	0	0	0
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52	0	30.38502	0	1	0	0
53	0	32.83098	1	1	0	0
71	1	26.29758	1	0	1	0
37	1	27.00513	0	0	1	0
75	1	31.79012	0	1	1	0
51	1	35.34152	1	1	1	1
30	0	24.46460	0	0	0	0
30	0	24.31405	0	0	0	0
39	0	29.73390	1	0	0	0
55	0	32.56189	0	1	1	0
34	0	38.96455	1	1	0	0
63	1	35.78515	0	1	1	1
43	0	21.82995	0	0	0	0
36	0	21.45357	0	0	0	0
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42	1	29.16933	1	0	0	0
40	0	33.54224	1	1	0	0
51	0	28.70260	0	0	0	0
53	0	26.25740	1	0	1	1
53	1	33.45143	1	1	1	0
44	0	27.00513	0	0	1	0
40	0	23.18367	0	0	1	0
41	1	23.99946	1	0	0	0
72	1	33.95062	1	1	1	0
42	0	24.76757	1	0	0	0
39	1	26.70362	0	0	0	0
33	1	27.74475	1	0	1	0
40	0	25.40282	1	0	0	0
41	1	40.46711	0	1	1	0
40	0	24.54461	0	0	0	0
64	1	29.64269	1	0	0	0
63	0	28.54828	1	0	0	0
67	0	36.35734	1	1	1	0
67	0	27.68878	1	0	1	0
40	1	21.54509	1	0	0	0
43	0	22.26562	0	0	0	0
44	0	21.93635	0	0	0	0
56	1	22.81250	0	0	0	0
71	0	25.72112	1	0	0	0
38	1	25.69917	0	0	0	0
33	1	31.94596	0	1	0	0
57	0	27.99302	1	0	1	0
53	0	37.89062	0	1	1	0
36	1	35.56394	0	1	1	0
69	1	27.63605	0	0	1	0
32	0	26.14269	0	0	1	0
42	0	25.21736	0	0	0	0
43	1	20.20202	0	0	0	0
55	1	26.26494	0	0	0	1
40	1	30.44983	0	1	0	0
38	0	21.50189	0	0	0	0
40	0	23.63403	0	0	0	0
55	1	33.70504	0	1	0	1
47	0	23.67421	1	0	0	0
51	0	34.98890	1	1	1	0
68	0	31.64557	0	1	1	0
63	1	22.13674	0	0	1	0
53	1	30.48780	0	1	1	0
66	1	28.34467	0	0	1	1
63	0	37.65422	0	1	1	1
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55	0	31.53011	0	1	1	0
62	0	31.55556	0	1	1	0
57	1	35.85643	0	1	1	1
51	1	38.87236	0	1	1	1
58	0	24.43519	1	0	0	0
45	0	28.72679	0	0	0	0
44	1	27.25089	0	0	1	0
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60	1	32.38836	0	1	0	0
50	0	36.32812	0	1	1	0
41	0	31.62628	0	1	1	0
55	1	26.67487	0	0	1	0
51	1	28.12500	0	0	0	0
57	1	36.06484	0	1	1	1
34	0	19.83516	0	0	0	0
72	1	30.42185	1	1	1	0
38	0	23.12062	0	0	0	0
69	1	29.06877	0	0	1	1
66	0	31.01732	0	1	1	0
38	0	21.67126	0	0	0	0
46	1	25.06754	0	0	1	0
38	1	28.99058	1	0	0	0
36	1	28.40816	0	0	0	0
40	1	26.09157	0	0	0	0
47	0	34.88985	1	1	0	0
66	0	28.39373	1	0	1	0
51	1	33.65930	0	1	0	0
41	0	28.87544	0	0	1	0
41	1	27.77691	0	0	0	0
62	1	25.07619	0	0	1	1
43	0	18.35938	0	0	0	0
37	1	26.42357	0	0	0	0
40	1	25.90946	0	0	0	0
47	1	27.63605	0	0	0	0
47	1	33.21799	0	1	1	1
36	0	26.44628	0	0	0	0
44	1	27.47253	0	0	1	0
40	0	23.14050	0	0	0	0
50	0	30.35925	0	1	0	0
71	0	29.47584	0	0	1	0
50	1	26.39798	0	0	1	0
45	1	31.51150	0	1	0	0
41	0	24.50895	0	0	0	0
40	1	27.73230	0	0	0	0
57	1	25.20920	0	0	1	1
34	1	40.99948	1	1	0	0
42	1	18.90359	0	0	0	0
53	1	30.48316	0	1	1	1
40	0	26.37024	0	0	0	0
38	1	29.06061	0	0	0	0
58	0	27.73438	0	0	0	1
30	0	24.38653	0	0	0	0
54	1	28.68514	0	0	0	0
30	0	35.70125	0	1	0	0
33	1	21.46915	0	0	0	0
30	0	24.38653	1	0	0	0
37	1	31.83421	0	1	0	0
31	0	30.99174	0	1	0	0
39	0	28.08433	0	0	0	0
36	1	27.58020	0	0	0	0
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46	0	26.92744	0	0	0	0
41	0	29.34004	0	0	0	0
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30	0	26.56250	0	0	0	0
30	1	27.01686	0	0	1	0
35	0	31.13899	0	1	0	0
38	1	33.33333	0	1	0	0
47	1	30.10212	1	1	1	0
38	0	25.40282	1	0	0	0
40	0	21.09375	0	0	0	0
49	1	22.40818	0	0	1	0
36	0	19.14672	0	0	0	0
45	1	32.74416	0	1	0	0
48	0	27.40766	1	0	0	0
44	0	25.03992	0	0	0	0
40	1	32.52595	0	1	0	0
49	0	56.13789	0	1	1	1
54	1	31.04769	0	1	0	1
59	1	31.60321	0	1	1	1
59	0	29.90303	0	0	0	1
44	0	24.77366	0	0	0	0
41	0	24.52435	1	0	0	0
52	0	37.50000	0	1	0	0
50	0	28.16249	0	0	1	0
50	1	28.01022	1	0	0	0
53	0	24.44180	0	0	0	1
40	0	41.13866	0	1	1	0
72	0	31.22945	1	1	1	0
40	1	26.12245	0	0	0	0
53	1	32.14664	1	1	1	0
40	0	32.46220	0	1	0	0
54	0	26.89767	0	0	1	0
55	1	26.44898	0	0	0	0
63	0	28.44444	0	0	0	0
69	1	27.37966	0	0	0	0
64	0	24.56033	0	0	1	0
48	0	24.67105	0	0	0	0
54	0	29.77778	1	0	1	0
47	0	25.95156	1	0	0	0
57	0	29.90303	1	0	1	0
67	1	30.10212	0	1	1	0
42	0	30.10381	0	1	0	0
38	1	28.08899	0	0	0	1
53	0	30.81854	0	1	0	0
53	0	35.00320	0	1	1	0
54	0	33.28402	0	1	0	0
64	1	33.24084	0	1	1	1
56	0	32.89474	1	1	1	1
64	0	28.66889	1	0	0	0
35	0	21.09375	0	0	0	1
35	1	33.59312	0	1	1	0
42	0	22.10045	0	0	0	0
57	0	29.90303	0	0	1	0
50	1	25.25952	0	0	0	0
77	1	28.54828	1	0	1	0
49	1	24.03091	0	0	0	0
30	0	21.04982	0	0	0	0
44	1	30.24691	0	1	0	0
53	1	27.45890	1	0	1	0
57	0	28.61535	0	0	0	0
44	1	32.35554	0	1	0	1
54	0	26.15243	0	0	1	0
47	0	29.01123	1	0	0	0
63	1	30.64823	1	1	0	1
51	0	21.50189	1	0	0	0
30	0	41.13866	0	1	1	0
57	0	27.44905	0	0	0	0

 

Subjects with a low level of education are older than the rest:

Mostrar/Ocultar código R

dt %>% 
  mutate(`Low Educational Level`=factor(Low.Educational.Level,
                                      levels=c(0,1),labels=c("No","Yes"))) %>% 
  group_by(`Low Educational Level`) %>% 
  summarize(`Age (mean±sd)`=sprintf("%.2f±%.2f",mean(Age),sd(Age))) %>% 
  flextable() %>% 
  autofit()

Low Educational Level	Age (mean±sd)
No	44.05±10.01
Yes	55.11±11.82

Mostrar/Ocultar código R

t.test(Age ~ Low.Educational.Level,data=dt)

    Welch Two Sample t-test

data:  Age by Low.Educational.Level
t = -15.207, df = 668.03, p-value < 2.2e-16
alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
95 percent confidence interval:
 -12.485504  -9.629977
sample estimates:
mean in group 0 mean in group 1 
       44.05008        55.10782 

 

Obesity and low level of education are associated variables:

Mostrar/Ocultar código R

dt %>% 
  mutate(`Low Educational Level`=factor(Low.Educational.Level,
                                      levels=c(0,1),labels=c("No","Yes")),
         Obesity=factor(Obesity,levels=0:1,labels=c("No","Yes"))) %>% 
  tabyl(`Low Educational Level`,Obesity) %>% 
  adorn_percentages("row") %>% 
  adorn_pct_formatting() %>% 
  adorn_ns("front") %>% 
  flextable() %>% 
  add_header_row(values=c("","Obesity"),colwidths = c(1,2)) %>% 
  vline(j=1) %>% 
  vline_left(border=officer::fp_border(color="black")) %>% 
  vline_right(border=officer::fp_border(color="black")) %>% 
  fix_border_issues()

	Obesity
Low Educational Level	No	Yes
No	492 (74.7%)	167 (25.3%)
Yes	206 (55.5%)	165 (44.5%)

Mostrar/Ocultar código R

tIO <- table(dt$Low.Educational.Level,2-dt$Obesity)
chisq.test(tIO)

    Pearson's Chi-squared test with Yates' continuity correction

data:  tIO
X-squared = 38.909, df = 1, p-value = 4.44e-10

Mostrar/Ocultar código R

summary(epi2x2(tIO))

Epidemiological 2x2 Table Analysis 
 
Input Matrix: 
   
      1   2
  0 167 492
  1 165 206

Pearson Chi-Squared Statistic (Includes Yates' Continuity Correction): NA
Associated p.value for H0: There is no association between exposure and outcome vs. HA: There is an association : NA
p.value using Fisher's Exact Test (1 DF) : 0
 
Estimate of Odds Ratio: 0.424
95% Confidence Limits for true Odds Ratio are: [0.324, 0.555]
 
Estimate of Relative Risk (Cohort, Col1): 0.57
95% Confidence Limits for true Relative Risk are: [0.479, 0.678]
 
Estimate of Risk Difference (p1 - p2) in Cohort Studies: -0.191
95% Confidence Limits for Risk Difference: [-0.254, -0.129]
 
Estimate of Risk Difference (p1 - p2) in Case Control Studies: -0.202
95% Confidence Limits for Risk Difference: [-0.264, -0.14]
 
Note: Above Confidence Intervals employ a continuity correction. 

 

 

Now we fit (by maximum likelihood) a logistic regression model for the relationship between Obesity and low educational level adjusting by age:

Mostrar/Ocultar código R

ml <- glm(Obesity ~ Age + Low.Educational.Level,family=binomial(link=logit),data=dt)
summary(ml)

Call:
glm(formula = Obesity ~ Age + Low.Educational.Level, family = binomial(link = logit), 
    data = dt)

Deviance Residuals: 
    Min       1Q   Median       3Q      Max  
-1.3261  -0.8626  -0.7157   1.2361   1.8066  

Coefficients:
                      Estimate Std. Error z value Pr(>|z|)    
(Intercept)           -2.10003    0.29693  -7.073 1.52e-12 ***
Age                    0.02286    0.00627   3.646 0.000266 ***
Low.Educational.Level  0.61433    0.15300   4.015 5.94e-05 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 1294.9  on 1029  degrees of freedom
Residual deviance: 1242.5  on 1027  degrees of freedom
AIC: 1248.5

Number of Fisher Scoring iterations: 4

 

The bayesian estimation is:

Mostrar/Ocultar código R

formula <- Obesity ~ 1 + Age + Low.Educational.Level 
m.log <- inla(formula,family="binomial",data=dt,
              control.fixed=list(mean=list(Age=0, Low.Educational.Level=1),
                                 prec=list(Age=0.0001, Low.Educational.Level=100),
                                 mean.intercept=0, prec.intercept=0.000001),
              control.predictor=list(compute=TRUE),control.compute=list(dic=TRUE, cpo=TRUE))
smry <- summary(m.log)
smry$fixed <- smry$fixed[,1:5]
smry

Fixed effects:
                        mean    sd 0.025quant 0.5quant 0.975quant
(Intercept)           -1.986 0.293     -2.567   -1.984     -1.415
Age                    0.018 0.006      0.007    0.018      0.030
Low.Educational.Level  0.885 0.084      0.721    0.885      1.050

Deviance Information Criterion (DIC) ...............: 1250.24
Deviance Information Criterion (DIC, saturated) ....: -7082.37
Effective number of parameters .....................: 2.31

 is computed 

Mostrar/Ocultar código R

dpost.E <- m.log$marginals.fixed$Low.Educational.Level

ggplot(data.frame(x=dpost.E[,1],y=dpost.E[,2]),aes(x,y))+
  geom_line(col="blue",size=1.5)

 

 

 

 

 

4 Tobacco-attributable cancer mortality in the Canary Islands

Data reading:

Mostrar/Ocultar código R

dtab <- read_excel("data/M_tabaco.xlsx")
if (is_html_output()){
  dtab %>% 
  kbl() %>%
  kable_styling(c("striped", "hover"),full_width = FALSE) %>% 
  scroll_box(height = "250px")
} else{
  head(dtab) %>% flextable() %>% autofit()
}

Year	G.Age	Sex.Male	N	D_01	D_02	D_03	D_04	D_05	D_06	D_07	D_08	D_09	D_10	D_11	D_12	D_13	D_14	D_15	D_16	D_17	D_18	D_19
1980	1	1	83202	1	2	0	3	7	0	0	0	0	12	5	7	0	0	0	3	1	0	3
1980	1	0	83202	0	1	0	0	1	0	0	0	0	1	2	3	0	0	0	1	1	0	1
1980	2	1	75904	6	4	1	5	33	2	0	0	1	53	16	18	1	0	0	3	1	0	3
1980	2	0	78823	0	0	0	0	4	0	1	0	0	7	4	9	0	0	0	1	0	0	0
1980	3	1	48170	9	11	6	6	53	1	6	3	2	69	26	44	5	0	0	5	2	0	5
1980	3	0	54008	0	0	0	2	4	1	1	0	1	19	9	23	1	0	0	1	1	0	0
1980	4	1	51089	31	25	10	10	121	1	21	5	6	139	140	206	78	3	6	45	32	2	11
1980	4	0	68605	3	5	5	2	24	2	2	0	4	67	93	93	75	0	1	35	13	1	4
1981	1	1	78064	2	1	0	2	6	2	0	0	0	13	5	7	0	0	0	2	0	0	3
1981	1	0	77326	0	1	0	0	1	1	0	0	0	1	2	3	0	0	0	0	1	0	0
1981	2	1	70930	10	5	3	8	33	2	3	0	2	38	15	29	0	0	0	2	4	0	5
1981	2	0	73456	2	1	0	0	1	2	0	0	0	5	3	7	1	0	0	1	1	0	1
1981	3	1	45408	9	12	4	9	53	1	6	2	1	79	21	38	4	0	0	4	3	2	4
1981	3	0	51281	0	3	0	1	4	0	1	0	1	15	7	17	1	0	0	3	0	0	1
1981	4	1	48165	16	19	11	19	138	1	23	4	8	174	146	218	62	7	5	56	30	5	8
1981	4	0	64025	3	3	4	1	23	3	3	0	7	75	78	106	62	1	2	29	11	4	6
1982	1	1	79738	0	1	0	2	6	1	1	0	0	14	7	6	0	1	1	1	2	0	1
1982	1	0	79738	0	1	0	0	1	2	0	0	0	1	2	4	0	0	0	0	0	0	0
1982	2	1	72744	13	3	3	9	21	2	1	2	0	47	18	23	1	1	1	5	2	1	3
1982	2	0	75541	0	1	0	0	1	3	1	0	0	7	5	16	0	0	0	0	0	1	0
1982	3	1	46164	10	11	4	21	63	0	5	2	1	80	22	48	3	3	2	6	3	2	4
1982	3	0	51760	0	1	2	1	1	2	1	0	1	12	8	18	1	0	0	1	1	1	1
1982	4	1	48962	16	23	10	24	168	2	30	3	7	183	131	206	89	8	4	37	17	25	14
1982	4	0	65749	2	6	7	0	21	3	2	0	8	78	91	84	62	1	3	25	8	4	4
1983	1	1	81570	4	2	0	0	3	1	1	0	0	10	5	6	0	0	0	2	0	2	1
1983	1	0	81570	0	0	0	0	1	1	0	0	0	1	1	1	0	0	0	0	0	0	0
1983	2	1	74414	11	12	2	9	22	1	1	0	1	45	12	21	0	1	1	2	0	2	2
1983	2	0	77276	1	0	0	1	1	3	0	0	0	5	2	9	0	0	1	0	1	1	1
1983	3	1	47224	6	11	2	16	76	1	7	2	1	82	26	30	2	2	1	5	3	6	5
1983	3	0	52949	0	1	2	0	9	1	0	0	0	18	9	17	1	0	0	2	1	3	2
1983	4	1	50087	12	19	15	24	147	1	23	3	10	191	130	211	71	6	3	57	23	33	13
1983	4	0	67259	3	3	8	0	18	2	4	0	4	93	90	95	67	1	3	32	11	12	3
1984	1	1	88440	1	1	0	2	7	1	0	0	0	16	6	6	0	1	1	1	1	1	1
1984	1	0	86990	0	1	0	0	1	2	0	0	0	2	2	4	0	0	0	0	0	0	0
1984	2	1	73941	12	6	2	4	30	2	2	0	0	45	16	16	1	1	1	5	1	3	3
1984	2	0	75391	1	1	1	0	4	2	0	0	0	5	2	7	0	0	0	0	0	1	1
1984	3	1	55094	13	13	4	16	83	1	7	2	3	92	30	38	3	1	1	5	3	10	3
1984	3	0	59443	1	1	0	1	4	2	1	0	0	19	6	22	1	0	0	2	2	4	2
1984	4	1	52194	26	27	15	24	155	0	35	4	9	198	136	216	58	9	6	21	25	61	13
1984	4	0	71042	1	6	6	0	28	1	5	0	9	87	93	100	42	1	3	23	7	10	6
1985	1	1	88364	2	0	1	3	5	0	0	0	0	18	9	9	0	0	1	1	0	0	1
1985	1	0	86915	0	1	0	0	1	2	0	0	0	3	2	3	0	0	0	0	0	0	0
1985	2	1	73878	10	14	3	13	27	2	0	0	0	51	14	23	1	1	0	4	2	2	1
1985	2	0	75327	0	1	0	0	1	4	0	0	0	7	3	8	0	0	1	1	0	1	0
1985	3	1	55046	14	15	2	17	70	1	6	3	2	88	26	43	2	2	0	4	3	10	3
1985	3	0	59392	2	1	1	0	4	2	0	0	1	16	9	21	1	0	1	2	1	4	0
1985	4	1	52149	17	24	15	19	156	2	30	6	12	212	205	199	48	11	1	54	19	84	12
1985	4	0	70981	0	4	8	2	24	2	3	0	10	87	114	29	44	1	3	32	10	21	2
1986	1	1	88742	1	0	2	1	7	0	0	0	0	15	5	9	0	0	0	1	0	0	7
1986	1	0	86678	0	0	1	0	1	2	0	0	0	1	1	4	0	0	0	0	0	1	0
1986	2	1	74169	8	15	0	11	29	2	2	2	2	37	10	23	1	2	1	2	2	1	0
1986	2	0	75889	0	0	1	0	4	2	0	0	0	1	2	5	0	0	0	0	1	0	0
1986	3	1	55210	13	13	6	15	77	0	9	3	2	86	21	31	1	2	1	4	1	11	3
1986	3	0	59815	0	0	3	1	12	2	0	0	1	20	7	18	0	0	1	1	1	3	2
1986	4	1	52795	13	20	17	35	139	2	32	1	20	178	162	189	43	9	11	51	25	49	10
1986	4	0	71647	5	8	9	1	25	4	5	1	12	92	120	108	33	1	2	24	9	17	3
1987	1	1	90252	4	1	0	3	4	0	1	0	0	18	7	2	0	0	0	1	0	0	2
1987	1	0	88773	0	0	0	1	2	1	0	0	0	1	2	1	0	0	0	0	0	1	0
1987	2	1	75457	16	13	3	17	34	2	2	0	1	44	18	48	0	1	0	3	2	2	2
1987	2	0	76937	1	1	0	0	5	4	1	0	0	0	4	7	0	0	0	2	0	0	1
1987	3	1	56223	16	10	4	17	85	0	4	2	2	94	28	20	1	2	0	6	6	12	3
1987	3	0	60662	2	0	2	0	10	1	1	0	1	19	9	19	0	0	0	1	0	1	1
1987	4	1	53264	17	27	12	24	180	2	31	4	12	187	173	153	46	13	11	58	17	73	6
1987	4	0	72498	3	7	7	1	21	5	5	1	8	83	120	90	29	2	1	30	7	41	5
1988	1	1	92865	4	2	0	2	14	1	0	0	0	11	6	8	1	1	0	1	0	1	0
1988	1	0	91343	0	0	1	0	4	1	0	0	0	2	1	3	0	0	0	0	0	0	0
1988	2	1	77641	19	14	2	10	30	1	2	1	2	44	16	14	1	1	0	4	2	5	2
1988	2	0	79164	0	0	0	0	2	2	0	0	0	5	4	12	0	0	0	0	0	1	0
1988	3	1	57850	20	16	8	16	90	2	5	4	2	81	28	35	1	4	1	8	2	10	3
1988	3	0	62418	1	1	2	0	5	1	1	0	1	18	9	17	0	0	0	2	0	5	2
1988	4	1	54806	24	18	19	27	200	1	42	6	13	195	196	195	47	16	6	55	20	108	10
1988	4	0	74597	2	4	8	1	36	2	6	0	10	90	142	93	42	3	5	28	4	30	1
1989	1	1	98125	1	0	1	2	12	2	0	0	0	12	10	11	0	0	0	1	1	0	1
1989	1	0	98125	0	0	0	1	2	0	0	0	0	3	2	1	0	0	0	0	0	0	0
1989	2	1	79434	14	6	3	14	28	2	1	1	0	34	13	19	1	0	1	3	2	2	2
1989	2	0	79434	0	1	0	0	5	4	0	0	0	7	2	0	0	0	0	0	0	0	0
1989	3	1	68531	22	14	7	15	85	0	6	1	3	89	29	36	0	1	1	6	2	7	4
1989	3	0	73204	0	1	2	0	7	3	2	0	0	20	7	0	0	0	0	1	0	2	1
1989	4	1	62301	11	25	12	25	191	1	32	9	10	180	171	166	35	9	6	64	20	125	6
1989	4	0	85664	3	2	9	4	19	4	5	1	7	94	119	15	38	3	5	35	7	30	6
1990	1	1	100132	10	4	0	4	10	1	0	0	0	11	6	8	0	1	0	2	0	3	0
1990	1	0	100132	1	0	0	0	1	3	0	0	0	1	2	0	0	0	0	0	0	1	0
1990	2	1	81060	18	4	3	9	39	1	1	1	1	31	14	16	1	3	0	1	0	0	1
1990	2	0	81060	1	1	1	0	2	2	0	0	0	3	3	7	0	0	0	0	1	2	0
1990	3	1	69934	25	18	8	9	93	1	6	3	2	95	30	30	1	3	1	5	2	16	3
1990	3	0	74702	0	2	2	1	8	1	1	0	2	18	7	12	0	1	0	1	0	1	0
1990	4	1	63576	31	33	13	31	194	1	29	3	15	192	175	135	34	17	10	66	16	116	5
1990	4	0	89007	3	3	12	1	28	4	6	0	12	88	124	78	26	3	5	34	1	31	4
1991	1	1	94621	6	5	0	1	13	0	0	0	0	11	5	4	0	1	0	1	0	1	0
1991	1	0	93777	0	0	0	0	3	1	0	0	1	1	2	3	0	0	0	0	0	0	0
1991	2	1	75577	15	10	4	7	42	2	3	2	0	36	12	13	0	1	1	3	0	3	3
1991	2	0	76426	2	0	1	1	5	5	0	0	2	5	2	5	0	0	0	0	0	0	0
1991	3	1	65782	31	15	6	15	101	NA	10	2	2	83	23	38	1	8	0	2	2	16	1
1991	3	0	70212	0	0	2	1	8	NA	0	0	10	20	9	13	0	1	0	2	0	3	0
1991	4	1	60311	31	18	20	28	222	NA	32	5	15	197	184	144	30	23	7	43	22	128	6
1991	4	0	81697	1	7	13	1	23	NA	4	1	15	88	115	88	31	3	7	29	7	38	4
1992	1	1	95499	6	1	1	2	8	NA	0	0	0	11	6	4	0	0	0	1	1	1	2
1992	1	0	95499	1	0	0	0	1	NA	0	0	0	1	1	1	0	0	0	0	0	0	0
1992	2	1	77309	12	14	2	15	33	NA	2	0	1	39	9	11	0	1	0	2	1	1	0
1992	2	0	77309	0	1	0	0	3	NA	0	0	0	3	3	8	0	0	0	0	0	0	0
1992	3	1	66698	31	20	10	19	106	NA	9	5	3	91	26	31	0	5	0	5	4	21	6
1992	3	0	71245	0	0	3	0	10	NA	1	0	0	23	7	14	0	0	0	1	1	1	2
1992	4	1	60634	32	25	16	25	211	NA	37	8	20	183	165	153	44	15	9	48	22	133	11
1992	4	0	83372	6	8	14	2	30	NA	6	1	19	103	128	77	28	3	6	36	7	41	3
1993	1	1	98368	8	1	1	1	9	NA	0	0	0	16	6	6	0	0	1	1	0	0	2
1993	1	0	98368	0	0	0	0	1	NA	0	0	0	2	2	5	0	0	0	0	0	0	0
1993	2	1	79632	13	9	2	11	44	NA	2	0	1	38	10	12	1	3	0	4	0	3	2
1993	2	0	79632	0	1	1	0	5	NA	0	0	0	4	2	7	0	0	0	1	1	0	0
1993	3	1	68702	23	15	7	16	89	NA	10	3	3	94	22	29	0	6	3	6	5	17	2
1993	3	0	73386	2	1	2	0	7	NA	0	0	1	21	8	13	1	0	0	2	1	4	1
1993	4	1	62456	36	28	15	36	220	NA	33	7	16	190	153	138	30	20	9	66	20	153	5
1993	4	0	85877	5	9	14	1	25	NA	5	0	16	103	124	81	20	1	6	37	5	42	4
1994	1	1	114175	8	1	1	2	12	NA	0	0	0	17	6	6	0	0	0	2	0	1	0
1994	1	0	112567	0	0	1	0	4	NA	0	0	0	2	1	3	0	0	0	0	0	0	1
1994	2	1	88446	23	6	2	13	42	NA	0	2	2	39	11	13	0	3	1	2	0	5	1
1994	2	0	86837	0	1	0	0	4	NA	0	0	0	3	2	6	0	0	0	0	0	0	0
1994	3	1	70756	25	14	6	22	96	NA	6	4	2	92	24	21	1	8	0	5	3	16	2
1994	3	0	75581	0	0	2	0	8	NA	1	0	0	21	5	14	0	0	0	1	1	0	0
1994	4	1	72365	30	29	16	30	225	NA	39	6	18	197	147	128	12	27	5	43	27	138	4
1994	4	0	85229	5	5	14	2	19	NA	4	1	16	99	108	83	17	1	10	34	2	38	3
1995	1	1	115836	4	1	1	2	12	NA	0	0	0	15	1	6	0	0	1	2	2	1	2
1995	1	0	114205	0	1	0	0	1	NA	0	0	0	1	1	4	0	0	0	0	0	0	0
1995	2	1	89732	15	9	3	15	55	NA	0	2	1	49	1	14	0	2	0	2	0	1	0
1995	2	0	88101	0	1	0	0	8	NA	0	0	0	6	3	8	0	0	0	0	0	0	0
1995	3	1	71786	31	20	5	24	98	NA	7	2	1	83	4	32	0	4	2	2	1	16	1
1995	3	0	76680	1	1	2	0	4	NA	1	0	1	11	7	5	0	1	0	1	1	2	0
1995	4	1	73417	33	18	18	19	242	NA	35	8	15	163	29	116	1	28	6	44	17	142	5
1995	4	0	86469	4	5	14	1	39	NA	4	0	22	107	115	75	16	5	2	28	5	47	5
1996	1	1	113962	6	1	2	2	14	NA	1	0	0	14	2	3	0	0	0	1	0	1	0
1996	1	0	112434	0	0	0	0	3	NA	0	0	0	3	1	4	0	0	0	0	0	1	0
1996	2	1	88535	19	11	1	7	56	NA	1	1	0	44	13	17	0	1	0	2	0	2	0
1996	2	0	87378	1	0	0	0	7	NA	0	0	0	6	2	8	0	0	0	0	0	0	1
1996	3	1	70206	26	20	5	17	88	NA	7	1	2	99	21	30	0	7	2	2	2	12	0
1996	3	0	74841	0	1	4	0	6	NA	1	0	1	27	5	17	0	1	0	0	1	3	2
1996	4	1	72393	36	28	12	28	238	NA	37	8	18	188	155	126	13	33	9	51	17	199	3
1996	4	0	85869	3	4	15	2	30	NA	8	1	21	111	124	82	15	4	8	31	5	57	3
1997	1	1	115593	6	1	1	2	15	NA	0	0	1	23	3	6	0	2	0	2	0	0	0
1997	1	0	113965	0	0	0	0	4	NA	0	0	0	2	1	4	0	0	0	0	0	0	0
1997	2	1	89544	21	16	4	10	49	NA	0	0	2	56	11	15	0	2	0	5	2	2	0
1997	2	0	87916	2	2	1	0	7	NA	0	0	0	7	2	10	0	0	0	0	1	1	0
1997	3	1	71635	22	14	2	17	86	NA	4	3	3	93	20	36	0	7	2	3	2	12	1
1997	3	0	76519	1	0	1	1	15	NA	0	0	0	16	5	13	0	1	1	1	0	3	0
1997	4	1	73263	29	24	15	28	241	NA	31	17	24	233	161	118	14	23	20	53	19	180	2
1997	4	0	86288	4	5	11	3	29	NA	6	2	25	130	130	70	14	4	5	40	7	50	4
1998	1	1	117142	6	6	0	2	17	NA	0	0	0	20	5	4	0	2	1	1	0	2	1
1998	1	0	115492	0	0	0	0	8	NA	0	0	0	2	0	9	0	0	0	1	0	0	0
1998	2	1	90744	19	7	3	7	51	NA	1	3	2	52	10	15	0	2	0	4	0	2	1
1998	2	0	89094	2	1	1	0	11	NA	0	0	0	6	2	5	0	0	0	0	0	1	0
1998	3	1	72595	32	16	4	16	102	NA	6	3	4	107	20	21	0	4	0	3	3	19	2
1998	3	0	77544	1	1	2	0	8	NA	1	0	1	21	6	15	0	0	0	1	1	3	0
1998	4	1	74245	37	35	21	28	247	NA	39	10	24	232	152	138	14	37	8	73	23	221	3
1998	4	0	87444	3	6	13	0	31	NA	4	2	23	126	132	75	20	5	8	51	4	57	5
1999	1	1	134737	4	2	1	0	10	NA	1	0	0	13	6	5	0	0	0	2	0	0	0
1999	1	0	135059	0	0	1	0	5	NA	0	0	0	2	1	2	0	0	0	0	0	0	0
1999	2	1	99149	16	9	4	10	47	NA	3	1	0	39	8	15	0	1	0	2	5	0	0
1999	2	0	96887	1	0	1	0	6	NA	0	0	0	5	1	7	0	0	0	1	2	0	0
1999	3	1	74621	24	21	9	15	107	NA	4	4	1	78	16	19	1	5	2	4	19	0	0
1999	3	0	77513	1	1	2	0	6	NA	0	0	1	19	4	12	0	0	0	2	3	0	0
1999	4	1	85327	45	30	20	24	252	NA	34	6	20	375	135	194	26	25	19	77	231	0	3
1999	4	0	117781	3	3	17	0	34	NA	3	1	22	282	113	251	18	3	15	55	50	0	4
2000	1	1	144393	6	2	1	2	13	NA	0	1	0	12	5	4	0	1	0	1	0	0	0
2000	1	0	138986	0	0	0	0	12	NA	0	0	0	1	0	4	0	0	0	0	0	0	0
2000	2	1	103349	17	6	2	6	40	NA	1	1	0	38	8	16	0	1	2	1	2	0	0
2000	2	0	100408	0	0	0	0	10	NA	0	0	0	5	1	7	0	1	0	0	0	0	0
2000	3	1	77265	37	13	8	11	89	NA	8	2	4	81	17	21	1	6	1	3	13	0	1
2000	3	0	79217	3	1	2	0	11	NA	0	0	0	10	4	14	0	0	0	45	3	0	0
2000	4	1	89780	36	27	16	26	281	NA	48	9	22	379	131	200	16	31	20	61	224	0	4
2000	4	0	116593	6	5	16	0	34	NA	7	1	25	272	103	269	15	3	7	46	54	0	4
2001	1	1	154192	4	1	0	2	15	NA	0	0	0	12	4	3	0	0	0	0	0	0	4
2001	1	0	147430	0	0	0	0	5	NA	0	0	0	1	0	1	0	0	0	0	0	0	0
2001	2	1	108888	20	6	2	6	53	NA	0	3	0	34	5	9	0	0	0	2	4	0	0
2001	2	0	104979	0	1	1	0	12	NA	0	0	0	5	1	5	0	0	1	0	0	0	0
2001	3	1	80536	29	20	5	13	109	NA	3	2	2	75	14	22	1	4	4	6	14	0	1
2001	3	0	81894	2	2	4	0	5	NA	0	0	0	15	2	4	0	0	0	0	3	0	0
2001	4	1	98634	52	34	12	21	247	NA	41	7	18	338	103	173	21	28	13	54	208	0	5
2001	4	0	122011	3	5	12	0	35	NA	8	1	22	262	97	240	14	2	6	36	54	0	3
2002	1	1	162997	2	0	0	2	14	NA	0	0	0	14	2	5	0	2	1	2	0	0	1
2002	1	0	155383	0	0	0	0	7	NA	0	0	0	2	0	1	0	0	0	0	0	0	1
2002	2	1	114536	24	7	2	4	41	NA	1	0	0	35	8	9	0	2	1	2	4	0	0
2002	2	0	109798	0	0	2	0	15	NA	0	0	0	4	2	7	0	0	0	1	3	0	0
2002	3	1	83523	30	18	3	13	117	NA	4	2	1	76	15	17	2	3	3	3	14	0	0
2002	3	0	84649	0	2	2	1	12	NA	0	0	0	12	2	10	0	0	1	1	1	0	0
2002	4	1	98202	33	23	16	31	259	NA	48	7	20	312	103	220	18	26	9	51	179	0	5
2002	4	0	126083	3	5	16	2	37	NA	8	1	22	254	92	212	18	6	10	35	53	0	4

 

Each row in the data file corresponds to the number of deaths due to different types of cancer in the Canary Islands according to year (from 1980 to 2002), sex and age group (4 age groups are considered). In particular, we will analyse the number of deaths from lung cancer attributable to smoking (variable D_05) among subjects in age group 2 (between 45 and 55 years). To do so, we will fit a Poisson model, considering as offset the number of deceased subjects in the population for each year, sex and age group. Frequentist estimation using maximum likelihood produces the following result:

Mostrar/Ocultar código R

dtab$Sex <- ifelse(dtab$Sex.Male==1,"Male","Female")
dtabg2 <- dtab %>% 
  filter(G.Age==2) %>% 
  mutate(Rate=100000*D_05/N)

mtab <- glm(D_05 ~ offset(log(N)) + Sex.Male*Year, family=poisson, data=dtabg2)
summary(mtab)

Call:
glm(formula = D_05 ~ offset(log(N)) + Sex.Male * Year, family = poisson, 
    data = dtabg2)

Deviance Residuals: 
     Min        1Q    Median        3Q       Max  
-2.41941  -0.78271  -0.03452   0.67019   2.03603  

Coefficients:
                Estimate Std. Error z value Pr(>|z|)    
(Intercept)   -158.23354   29.53446  -5.358 8.43e-08 ***
Sex.Male       126.89682   31.19693   4.068 4.75e-05 ***
Year             0.07453    0.01481   5.034 4.80e-07 ***
Sex.Male:Year   -0.06267    0.01564  -4.007 6.16e-05 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 720.508  on 45  degrees of freedom
Residual deviance:  45.066  on 42  degrees of freedom
AIC: 254.11

Number of Fisher Scoring iterations: 4

The following figure shows the fit of the model:

Mostrar/Ocultar código R

b <- mtab$coeff
pd <- as.numeric(predict(mtab))
dtabg2 <- dtabg2 %>% 
  mutate(Adj.Rate = 100000*exp(pd)/N)

ggplot(dtabg2,aes(Year,Rate))+
  geom_point(colour="blue")+
  geom_line(aes(Year,Adj.Rate,colour=Sex))+
  labs(x="Year",y="Deaths per 100,000 person-years",
       title="Age group 45 to 55 years old")

 

Now the bayesian estimation of the same model:

Mostrar/Ocultar código R

### inla
formula <- D_05 ~ offset(log(N)) + Sex.Male*Year
m.pois <- inla(formula,family="poisson",data=dtabg2,
               control.fixed=list(mean=list(Sex.Male=0, Year=0, `Sex.Male:Year`=0),
                                  prec=list(Sex.Male=0.000001, Year=0.000001, `Sex.Male:Year`=0.000001),
                                  mean.intercept=0, prec.intercept=0.000001),
              control.predictor=list(compute=TRUE),control.compute=list(dic=TRUE, cpo=TRUE))
smry <- summary(m.pois)
smry$fixed <- smry$fixed[,1:5]
smry

Fixed effects:
                  mean     sd 0.025quant 0.5quant 0.975quant
(Intercept)   -157.984 29.501   -216.986 -157.602   -101.208
Sex.Male       126.698 31.163     66.531  126.351    188.834
Year             0.074  0.015      0.046    0.074      0.104
Sex.Male:Year   -0.063  0.016     -0.094   -0.062     -0.032

Deviance Information Criterion (DIC) ...............: 254.19
Deviance Information Criterion (DIC, saturated) ....: -558.17
Effective number of parameters .....................: 4.02

 is computed 

Mostrar/Ocultar código R

#m.pois$all.hyper$fixed

 

The following figure shows the bayesian credibility intervals for the predictions of the model:

Mostrar/Ocultar código R

fitBayes <- m.pois$summary.fitted.values
dtabg2 <- dtabg2 %>% 
  mutate(`Adj.Rate (Bayes)` = 100000*fitBayes$mean/N,
         adj.median=100000*fitBayes[["0.5quant"]]/N,
         adj.q2.5=100000*fitBayes[["0.025quant"]]/N,
         adj.q97.5=100000*fitBayes[["0.975quant"]]/N)

ggplot(dtabg2,aes(Year,Rate))+
  geom_point(colour="blue")+
  geom_line(aes(Year,`Adj.Rate (Bayes)`,colour=Sex))+
    geom_line(aes(Year,adj.median,colour=Sex))+
    geom_line(aes(Year,adj.q2.5,colour=Sex),linetype=2)+
    geom_line(aes(Year,adj.q97.5,colour=Sex),linetype=2)+
  labs(x="Year",y="Deaths per 100,000 person-years",
       title="Bayesian Estimation.\nAge group 45 to 55 years old")

 

 

Alternatively we could have modelled these data using a negative binomial model, but the fit does not improve substantially (it is even slightly worse). The estimated parameter values are almost unchanged:

Mostrar/Ocultar código R

### inla
m.nbin <- inla(formula,family="nbinomial",data=dtabg2,
                control.fixed=list(mean=list(Sex.Male=0, Year=0, `Sex.Male:Year`=0),
                                  prec=list(Sex.Male=0.000001, Year=0.000001, `Sex.Male:Year`=0.000001),
                                  mean.intercept=0, prec.intercept=0.000001),
              control.predictor=list(compute=TRUE),control.compute=list(dic=TRUE, cpo=TRUE))
smry <- summary(m.nbin)
smry$fixed <- smry$fixed[,1:5]
smry

Fixed effects:
                  mean     sd 0.025quant 0.5quant 0.975quant
(Intercept)   -157.760 30.233   -218.219 -157.360    -99.575
Sex.Male       125.057 32.491     62.150  124.752    189.690
Year             0.074  0.015      0.045    0.074      0.105
Sex.Male:Year   -0.062  0.016     -0.094   -0.062     -0.030

Model hyperparameters:
                                                           mean        sd
size for the nbinomial observations (1/overdispersion) 22506.29 334503.83
                                                       0.025quant 0.5quant
size for the nbinomial observations (1/overdispersion)      30.52   160.12
                                                       0.975quant mode
size for the nbinomial observations (1/overdispersion)   47472.18   NA

Deviance Information Criterion (DIC) ...............: 254.47
Deviance Information Criterion (DIC, saturated) ....: -557.89
Effective number of parameters .....................: 4.58

 is computed 

 

 

 

 

 

5 Mixed-models.

We consider a sample of n subjects from a given population. In the i-th subject and for a set of covariates \(x_{i,1},...,x_{i,n_i}\) we observe the corresponding random variables \(y_{i,1},...,y_{i,n_i}\) , which obey the mixed model:

\[y_{i,j}=\beta_0+\beta_1.x_{i,j}+a_i+e_{i,j}\] Here, \(a_1,...,a_n\) are iid \(N(0,\sigma_a)\) random variables which denote the random effects of individuals and for each \(i=1,...,n\), \(e_{i,1},...,e_{i,n_i}\) are iid random variables \(N(0,\sigma_e)\) that correspond to within-subject variability .

Mixed-models 1.

We begin by simulating this model:

Mostrar/Ocultar código R

set.seed(19941998)
n=15    ### Number of subjects
m=10    ### Number of observations per subject
b <- c(5,3)
a <- rnorm(n,0,1)
z <- seq(0,0.5,length=m)

dt <- data.frame(id=gl(n,m),x=rep(z,n)) %>% 
  mutate(y=b[1]+b[2]*x+a[as.integer(id)]+rnorm(n*m,0,0.2))

ggplot(dt,aes(x,y,color=id))+
  geom_point()+
  geom_line(aes(group=id))+
  ylim(c(2,10))

 

The frequentist estimation is:

Mostrar/Ocultar código R

lmm <- lmer(y ~ x + (1 | id), data = dt,REML = FALSE)
summary(lmm)

Linear mixed model fit by maximum likelihood  ['lmerMod']
Formula: y ~ x + (1 | id)
   Data: dt

     AIC      BIC   logLik deviance df.resid 
    39.0     51.0    -15.5     31.0      146 

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-2.3126 -0.5656 -0.1156  0.5606  2.5212 

Random effects:
 Groups   Name        Variance Std.Dev.
 id       (Intercept) 0.94190  0.9705  
 Residual             0.04187  0.2046  
Number of obs: 150, groups:  id, 15

Fixed effects:
            Estimate Std. Error t value
(Intercept)   4.6602     0.2525   18.46
x             2.9008     0.1047   27.71

Correlation of Fixed Effects:
  (Intr)
x -0.104

 

And the bayesian estimation:

Mostrar/Ocultar código R

formula <- y ~ 1 + x + f(id,model="iid")
bmm <- inla(formula,family="gaussian",data=dt,
           control.fixed=list(mean=0, prec=0.000001,
           mean.intercept=0, prec.intercept=0.000001))
smry <- summary(bmm)
smry$fixed <- smry$fixed[,1:5]
smry

Fixed effects:
             mean    sd 0.025quant 0.5quant 0.975quant
(Intercept) 4.660 0.261      4.143    4.660      5.177
x           2.901 0.105      2.694    2.901      3.107

Model hyperparameters:
                                         mean    sd 0.025quant 0.5quant
Precision for the Gaussian observations 24.05 2.918     18.726    23.90
Precision for id                         1.13 0.401      0.509     1.07
                                        0.975quant mode
Precision for the Gaussian observations      30.21   NA
Precision for id                              2.07   NA

 is computed 

 

Posterior density

Mostrar/Ocultar código R

### Densidad a posteriori
dpost.intercept <- data.frame(bmm$marginals.fixed$`(Intercept)`)
dpost.x <- data.frame(bmm$marginals.fixed$x)

ggplot(dpost.x,aes(x,y))+
  geom_line(colour="#33CC99",linewidth=1.5)+
  geom_vline(xintercept=3,colour="#3300FF")

 

 

 

Mixed-models 2.

Now we simulate another dataset in which each individual has its own slope, different from the general slope for the whole population.

Mostrar/Ocultar código R

n=15    ### Number of subjects
m=10    ### Number of observations per subject
a <- rnorm(n,2.5,0.3)
b <- 3-a
z <- rep(seq(0,0.5,length=m),n)
dt <- data.frame(id=gl(n,m)) %>% 
  mutate(x=z+a[as.integer(id)],
         y=b[as.integer(id)]+1.5*z+rnorm(n*m,0,0.2)) 

ggplot(dt,aes(x,y,color=id))+
  geom_point()+
  geom_line(aes(group=id))

 

Frequentist Estimation:

• Simple linear model (bad idea)

Mostrar/Ocultar código R

ml <- lm(y ~ x, data=dt)
summary(ml)

Call:
lm(formula = y ~ x, data = dt)

Residuals:
     Min       1Q   Median       3Q      Max 
-1.14726 -0.30964  0.01695  0.31673  0.78883 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)  2.29653    0.23184   9.905  < 2e-16 ***
x           -0.49756    0.08749  -5.687 6.68e-08 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 0.3927 on 148 degrees of freedom
Multiple R-squared:  0.1793,    Adjusted R-squared:  0.1738 
F-statistic: 32.34 on 1 and 148 DF,  p-value: 6.678e-08

 

• Linear mixed model

Mostrar/Ocultar código R

lmm <- lmer(y ~ x + (1 | id), data = dt,REML = FALSE)
summary(lmm)

Linear mixed model fit by maximum likelihood  ['lmerMod']
Formula: y ~ x + (1 | id)
   Data: dt

     AIC      BIC   logLik deviance df.resid 
     5.3     17.3      1.4     -2.7      146 

Scaled residuals: 
     Min       1Q   Median       3Q      Max 
-2.05300 -0.60358 -0.04049  0.53140  2.92777 

Random effects:
 Groups   Name        Variance Std.Dev.
 id       (Intercept) 0.59183  0.7693  
 Residual             0.03434  0.1853  
Number of obs: 150, groups:  id, 15

Fixed effects:
            Estimate Std. Error t value
(Intercept) -2.63440    0.31643  -8.325
x            1.38120    0.09367  14.745

Correlation of Fixed Effects:
  (Intr)
x -0.777

 

 

Bayesian Estimation

Mostrar/Ocultar código R

### Bayesian estimation
formula <- y ~ 1 + x + f(id,model="iid")
bmm <- inla(formula,family="gaussian",data=dt,
           control.fixed=list(mean=0, prec=0.001,
           mean.intercept=0, prec.intercept=0.001))
smry <- summary(bmm)
smry$fixed <- smry$fixed[,1:5]
smry

Fixed effects:
              mean    sd 0.025quant 0.5quant 0.975quant
(Intercept) -2.623 0.327     -3.273   -2.619     -1.989
x            1.377 0.097      1.186    1.377      1.565

Model hyperparameters:
                                         mean   sd 0.025quant 0.5quant
Precision for the Gaussian observations 29.32 3.56     22.807    29.16
Precision for id                         1.80 0.67      0.801     1.70
                                        0.975quant mode
Precision for the Gaussian observations      36.83   NA
Precision for id                              3.40   NA

 is computed 

 

 

 

 

 

6 Nonlinear regression: autoregresive processes.

National Morbidity, Mortality, and Air Pollution Study. The National Morbidity, Mortality and Air Pollution Study (NMMAPS) is a large time series study designed to estimate the effect of air pollution on the health of individuals living in 108 US cities during the period 1987-2000. Data on the daily concentration of particulate matter with an aerodynamic diameter less than 10 (\(PM_{10}\)) and nitrogen dioxide (\(NO_2\)), both measured in \(\mu g/m^3\), as well as the daily temperature for Salt Lake City are contained in the NMMAPSraw.csv file. We use this data set to study the relationship between \(PM_{10}\) and temperature as an illustration of a linear regression model.

We denote by \(PM_{T,M,d}\) the concentration of particles with aerodynamic diameter less than 10 \(\mu\)m according to temperature (\(T\)) month (\(M\)) and day (\(d\)). We assume that \(PM_{T,M,d} \sim N\left(\mu_{T,M,d},\sigma\right)\), where:

\[\mu_{T,M,d}=\beta_{0}+\beta_{1}\cdot T+\gamma_{M}+z_{d}\]

\(\gamma_M\) denotes the effect of month \(M\) (January is taken as the reference month, hence \(\gamma_{Jan}\) =0). We also assume that \(z_d\), \(d=1,...,N\) is an autoregressive process of order 1 and hence, \(z_{d} \sim N\left(\phi\cdot z_{d-1},\sigma\right)\).

 

Data reading:

Mostrar/Ocultar código R

dataNMMAPS <- read_excel("data/NMMAPSraw.xlsx")
if (is_html_output()){
  dataNMMAPS %>% 
  kbl() %>%
  kable_styling(c("striped", "hover"),full_width = FALSE) %>% 
  scroll_box(height = "250px")
} else{
  head(dataNMMAPS) %>% flextable() %>% autofit()
}

date	pm10	no2	temperature	id
01 January 1987	63.3305257	41.214043660000002	29.5	1
02 January 1987	15.0763407	30.56186975	34.0	2
03 January 1987	15.5340096	28.714043660000002	37.0	3
04 January 1987	17.1526814	10.380710329999999	42.5	4
05 January 1987	7.8305257	27.08360888	35.0	5
06 January 1987	23.1526814	43.297376989999997	29.5	6
07 January 1987	39.3305257	40.996652359999999	25.5	7
08 January 1987	40.5763407	30.996652359999999	22.0	8
09 January 1987	34.1526814	41.630710329999999	20.0	9
10 January 1987	56.1526814	40.797376989999997	17.5	10
11 January 1987	78.3305257	49.547376989999997	20.5	11
12 January 1987	92.1526814	68.387956700000004	19.5	12
13 January 1987	61.8305257	56.214043660000002	23.5	13
14 January 1987	31.0763407	40.56186975	22.5	14
15 January 1987	23.3305257	19.257521919999999	21.0	15
16 January 1987	25.1526814	24.54737699	17.5	16
17 January 1987	46.5083700	40.380710329999999	14.0	17
18 January 1987	53.1526814	41.630710329999999	19.5	18
19 January 1987	25.8305257	38.297376989999997	23.5	19
20 January 1987	47.1526814	46.630710329999999	16.0	20
21 January 1987	75.2798246	58.714043660000002	17.5	21
22 January 1987	62.1526814	65.797376990000004	19.5	22
23 January 1987	85.3305257	66.802278959999995	22.5	23
24 January 1987	46.1526814	45.380710329999999	30.0	24
25 January 1987	25.3305257	33.714043660000002	39.0	25
26 January 1987	47.5763407	48.436265880000001	37.5	26
27 January 1987	62.5083700	67.464043660000002	34.0	27
28 January 1987	NA	22.04737699	39.0	28
29 January 1987	46.3305257	55.797376989999997	29.0	29
30 January 1987	65.1526814	55.797376989999997	36.0	30
31 January 1987	67.3305257	46.630710329999999	35.5	31
01 February 1987	50.0763407	32.047376989999997	42.5	32
02 February 1987	58.5596491	45.797376989999997	40.5	33
03 February 1987	34.1526814	36.214043660000002	39.5	34
04 February 1987	13.3305257	23.714043660000002	36.5	35
05 February 1987	33.1526814	41.866217570000003	35.0	36
06 February 1987	67.3305257	57.047376989999997	36.0	37
07 February 1987	78.1526814	67.880710329999999	33.5	38
08 February 1987	92.1526814	70.797376990000004	35.0	39
09 February 1987	107.1526814	85.779261050000002	34.5	40
10 February 1987	107.8305257	64.964043660000002	44.0	41
11 February 1987	46.1526814	45.797376989999997	44.5	42
12 February 1987	48.8305257	42.301000180000003	40.0	43
13 February 1987	13.1526814	27.880710329999999	42.0	44
14 February 1987	13.1526814	27.04737699	34.5	45
15 February 1987	16.1526814	25.380710329999999	33.5	46
16 February 1987	6.3305257	23.29737699	36.5	47
17 February 1987	12.1526814	26.214043660000002	36.5	48
18 February 1987	18.8305257	25.34447844	36.0	49
19 February 1987	60.5763407	19.692304530000001	33.0	50
20 February 1987	21.1526814	27.464043660000002	33.0	51
21 February 1987	NA	32.880710329999999	33.0	52
22 February 1987	27.8305257	31.214043660000002	34.5	53
23 February 1987	21.1526814	18.822739309999999	36.5	54
24 February 1987	12.3305257	18.297377000000001	37.0	55
25 February 1987	17.1526814	25.779261049999999	30.0	56
26 February 1987	27.5596491	36.214043660000002	31.0	57
27 February 1987	23.1526814	20.499757949999999	29.5	58
28 February 1987	22.3305257	27.880710329999999	35.0	59
01 March 1987	41.5763407	29.964043660000002	31.0	60
02 March 1987	27.8305257	36.648826270000001	45.5	61
03 March 1987	38.1526814	39.964043660000002	47.0	62
04 March 1987	29.1526814	32.301000180000003	52.5	63
05 March 1987	23.1526814	25.34447844	58.0	64
06 March 1987	24.1526814	29.130710329999999	56.0	65
07 March 1987	28.1526814	32.464043660000002	47.0	66
08 March 1987	31.1526814	27.04737699	48.0	67
09 March 1987	19.5763407	20.996652359999999	45.5	68
10 March 1987	19.8561653	30.380710329999999	43.5	69
11 March 1987	NA	24.040130619999999	43.5	70
12 March 1987	NA	27.953174099999998	49.5	71
13 March 1987	26.1526814	20.79737699	49.0	72
14 March 1987	16.1526814	24.964043660000002	42.5	73
15 March 1987	15.1526814	13.71404366	43.0	74
16 March 1987	15.1526814	25.304952750000002	42.0	75
17 March 1987	11.5763407	16.630710329999999	45.5	76
18 March 1987	8.8305257	21.431434970000002	44.0	77
19 March 1987	14.1526814	17.953174099999998	36.0	78
20 March 1987	15.8305257	17.880710329999999	36.0	79
21 March 1987	20.5763407	18.297377000000001	34.0	80
22 March 1987	23.5083700	21.214043660000002	36.0	81
23 March 1987	21.1526814	20.996652359999999	41.5	82
24 March 1987	33.3305257	27.04737699	38.5	83
25 March 1987	28.1526814	27.518391489999999	40.0	84
26 March 1987	66.8305257	24.909695840000001	40.5	85
27 March 1987	57.1526814	12.880710329999999	38.0	86
28 March 1987	6.5340096	19.130710329999999	35.0	87
29 March 1987	38.6526814	10.380710329999999	29.5	88
30 March 1987	25.8305257	31.431434970000002	35.0	89
31 March 1987	31.1526814	35.380710329999999	43.5	90
01 April 1987	51.3305257	34.547376989999997	49.5	91
02 April 1987	NA	23.60534801	50.0	92
03 April 1987	34.6526814	19.964043660000002	57.5	93
04 April 1987	24.5763407	20.79737699	53.0	94
05 April 1987	15.8305257	10.797376999999999	54.5	95
06 April 1987	16.1526814	23.60534801	52.0	96
07 April 1987	21.3305257	25.79737699	52.5	97
08 April 1987	29.5763407	36.214043660000002	52.5	98
09 April 1987	16.5596491	18.214043660000002	48.0	99
10 April 1987	27.1526814	28.714043660000002	51.0	100
11 April 1987	55.3305257	12.880710329999999	51.0	101
12 April 1987	41.1526814	6.630710326	41.5	102
13 April 1987	22.3305257	25.34447844	43.5	103
14 April 1987	39.1526814	42.047376989999997	53.0	104
15 April 1987	45.5596491	35.380710329999999	61.0	105
16 April 1987	39.1526814	33.714043660000002	61.0	106
17 April 1987	46.8305257	23.714043660000002	69.0	107
18 April 1987	239.1526814	4.9640436560000003	62.5	108
19 April 1987	3.5083700	9.5473769960000006	37.0	109
20 April 1987	20.1526814	24.54737699	43.5	110
21 April 1987	32.0000000	38.297376989999997	50.0	111
22 April 1987	35.1526814	40.975948420000002	57.0	112
23 April 1987	36.8305257	40.499757950000003	64.0	113
24 April 1987	36.1526814	31.66858912	66.5	114
25 April 1987	28.3305257	27.04737699	67.0	115
26 April 1987	27.1526814	12.880710329999999	68.0	116
27 April 1987	30.0763407	11.43143497	69.0	117
28 April 1987	25.1526814	22.04737699	70.5	118
29 April 1987	39.8305257	17.047377000000001	71.0	119
30 April 1987	32.1526814	18.297377000000001	64.5	120
01 May 1987	32.3305257	16.630710329999999	57.5	121
02 May 1987	NA	15.380710329999999	51.0	122
03 May 1987	7.2798246	16.630710329999999	50.5	123
04 May 1987	53.1526814	27.08360888	56.0	124
05 May 1987	35.8305257	26.630710329999999	60.5	125
06 May 1987	38.1526814	14.547376999999999	68.0	126
07 May 1987	34.3305257	34.909695829999997	67.0	127
08 May 1987	26.8305257	21.630710329999999	71.0	128
09 May 1987	23.0000000	23.29737699	70.5	129
10 May 1987	25.1526814	16.214043660000002	68.5	130
11 May 1987	24.3305257	21.214043660000002	67.0	131
12 May 1987	38.1526814	16.630710329999999	70.0	132
13 May 1987	23.8305257	17.464043660000002	69.5	133
14 May 1987	NA	24.040130619999999	71.0	134
15 May 1987	25.2541850	15.797376999999999	74.5	135
16 May 1987	30.1526814	7.4640436560000003	73.0	136
17 May 1987	2.5083700	7.0473769959999997	66.0	137
18 May 1987	NA	14.547376999999999	63.0	138
19 May 1987	14.8305257	20.79737699	61.0	139
20 May 1987	NA	20.79737699	57.0	140
21 May 1987	15.2798246	20.996652359999999	55.0	141
22 May 1987	NA	19.54737699	56.0	142
23 May 1987	19.8305257	7.4640436560000003	59.5	143
24 May 1987	15.1526814	9.1307103260000009	59.5	144
25 May 1987	14.3305257	3.6053480059999998	56.5	145
26 May 1987	20.1526814	12.047376999999999	55.0	146
27 May 1987	15.2798246	12.46404366	58.0	147
28 May 1987	14.1526814	17.08360888	58.0	148
29 May 1987	15.8305257	25.79737699	59.0	149
30 May 1987	18.1526814	18.714043660000002	64.0	150
31 May 1987	47.3305257	5.380710326	70.5	151
01 June 1987	18.1526814	15.797376999999999	56.5	152
02 June 1987	22.8305257	24.964043660000002	59.0	153
03 June 1987	30.1526814	36.648826270000001	62.5	154
04 June 1987	40.1526814	37.518391489999999	69.5	155
05 June 1987	38.1526814	19.130710329999999	78.5	156
06 June 1987	20.8305257	16.630710329999999	72.5	157
07 June 1987	17.1526814	11.630710329999999	70.0	158
08 June 1987	21.0000000	21.86621757	70.0	159
09 June 1987	16.1526814	17.047377000000001	68.0	160
10 June 1987	20.5083700	20.12708714	68.0	161
11 June 1987	27.1526814	30.12708714	71.0	162
12 June 1987	31.8305257	30.380710329999999	76.0	163
13 June 1987	26.1526814	32.880710329999999	76.0	164
14 June 1987	28.6061653	19.130710329999999	79.5	165
15 June 1987	NA	15.797376999999999	83.0	166
16 June 1987	44.8305257	16.630710329999999	67.0	167
17 June 1987	27.1526814	15.380710329999999	74.5	168
18 June 1987	74.1526814	23.60534801	71.0	169
19 June 1987	21.1526814	20.79737699	69.0	170
20 June 1987	27.0000000	27.464043660000002	71.5	171
21 June 1987	83.1526814	14.96404366	76.5	172
22 June 1987	260.3305257	14.47491323	64.0	173
23 June 1987	36.1526814	30.79737699	68.0	174
24 June 1987	23.8305257	23.170565400000001	74.5	175
25 June 1987	30.1526814	24.964043660000002	72.0	176
26 June 1987	34.2798246	38.714043660000002	74.0	177
27 June 1987	26.1526814	28.29737699	77.0	178
28 June 1987	37.3305257	12.047376999999999	78.0	179
29 June 1987	34.1526814	9.2575219260000008	76.0	180
30 June 1987	23.5083700	15.380710329999999	75.0	181
01 July 1987	29.1526814	27.880710329999999	77.5	182
02 July 1987	36.5596491	27.518391489999999	78.0	183
03 July 1987	28.1526814	19.130710329999999	75.5	184
04 July 1987	33.9390351	13.68810953	77.5	185
05 July 1987	NA	15.73060609	78.0	186
06 July 1987	24.8217655	19.552412010000001	72.0	187
07 July 1987	28.6959793	26.503799829999998	70.5	188
08 July 1987	59.0097666	34.697838679999997	77.0	189
09 July 1987	33.5984951	23.878529329999999	78.5	190
10 July 1987	39.9284407	19.492573740000001	69.0	191
11 July 1987	22.4054889	11.84066297	66.5	192
12 July 1987	11.3470696	12.683307279999999	69.5	193
13 July 1987	21.8371518	26.511668619999998	72.0	194
14 July 1987	35.7645317	32.631363110000002	75.0	195
15 July 1987	33.1484726	27.855737649999998	80.0	196
16 July 1987	52.8978946	16.96916976	80.0	197
17 July 1987	49.3214980	6.4890973030000003	77.5	198
18 July 1987	44.3450135	8.5561364100000006	66.5	199
19 July 1987	27.3827493	13.98793343	67.5	200
20 July 1987	48.5415140	16.092216480000001	72.5	201
21 July 1987	NA	20.891119400000001	67.5	202
22 July 1987	27.5272645	18.287863600000001	69.5	203
23 July 1987	30.8894178	32.049608130000003	72.0	204
24 July 1987	28.8886323	26.990726720000001	79.0	205
25 July 1987	27.0085061	16.187893720000002	80.0	206
26 July 1987	23.0337427	6.6214365439999998	84.0	207
27 July 1987	23.9884802	16.176381490000001	80.5	208
28 July 1987	24.3829079	14.88293022	78.5	209
29 July 1987	28.2851162	9.8631443740000009	79.0	210
30 July 1987	29.3381650	13.815270379999999	80.0	211
31 July 1987	25.7207996	17.26151707	84.0	212
01 August 1987	31.0094564	21.865218179999999	82.0	213
02 August 1987	34.8987156	23.97648448	78.5	214
03 August 1987	37.6661818	31.037704219999998	76.0	215
04 August 1987	35.4459421	33.8690286	77.5	216
05 August 1987	42.9784381	32.116538929999997	82.0	217
06 August 1987	45.0621609	19.01431036	82.0	218
07 August 1987	27.4454365	18.104060180000001	75.5	219
08 August 1987	29.8892857	28.417344530000001	73.5	220
09 August 1987	27.1556524	17.592740249999999	78.5	221
10 August 1987	34.6226190	20.007595779999999	82.5	222
11 August 1987	36.5410719	23.048877399999999	79.0	223
12 August 1987	NA	21.23462653	77.0	224
13 August 1987	37.6223416	13.42070964	77.5	225
14 August 1987	18.9204678	16.457508279999999	67.5	226
15 August 1987	21.3150581	12.27272567	65.5	227
16 August 1987	NA	18.524471479999999	68.5	228
17 August 1987	16.6784934	22.532901970000001	68.0	229
18 August 1987	NA	36.016197859999998	70.0	230
19 August 1987	37.1391194	36.876047270000001	76.0	231
20 August 1987	43.5107463	20.547078689999999	80.0	232
21 August 1987	22.6083697	20.762321660000001	75.0	233
22 August 1987	25.8550776	26.80431724	73.0	234
23 August 1987	12.7353698	12.641724140000001	77.0	235
24 August 1987	15.0738775	15.06627018	72.5	236
25 August 1987	16.3508772	17.677981320000001	68.5	237
26 August 1987	25.8087416	23.280842419999999	68.0	238
27 August 1987	29.1056005	31.676721300000001	68.5	239
28 August 1987	48.9261134	NA	73.5	240
29 August 1987	28.5767436	NA	75.0	241
30 August 1987	30.0386304	NA	74.0	242
31 August 1987	45.2207080	NA	74.5	243
01 September 1987	42.1898617	NA	75.0	244
02 September 1987	48.6041536	NA	77.5	245
03 September 1987	33.2400794	NA	71.5	246
04 September 1987	24.3189582	19.9800361	66.5	247
05 September 1987	26.4964109	30.392629209999999	64.0	248
06 September 1987	37.6946710	22.07442623	68.5	249
07 September 1987	42.4649110	21.25500877	70.0	250
08 September 1987	41.7237077	28.330448010000001	71.5	251
09 September 1987	35.7237077	28.435070100000001	71.0	252
10 September 1987	38.3846154	36.27208735	71.5	253
11 September 1987	52.3507298	41.260473920000003	68.5	254
12 September 1987	41.8704797	31.679468329999999	70.5	255
13 September 1987	34.4214382	12.521378909999999	71.5	256
14 September 1987	25.4376997	20.616826639999999	65.0	257
15 September 1987	44.9086586	27.50718011	68.5	258
16 September 1987	34.5957896	17.57731613	60.0	259
17 September 1987	37.0250216	28.850155040000001	57.0	260
18 September 1987	41.8641717	37.040755930000003	61.0	261
19 September 1987	39.4549845	28.383339509999999	65.0	262
20 September 1987	48.7561374	27.84236121	65.5	263
21 September 1987	66.2165666	44.44309543	64.5	264
22 September 1987	42.7283183	44.485485079999997	68.0	265
23 September 1987	53.1674428	46.166836340000003	69.0	266
24 September 1987	51.2523381	45.729273800000001	69.5	267
25 September 1987	48.9046946	37.806084599999998	71.5	268
26 September 1987	50.8113854	23.615624520000001	68.5	269
27 September 1987	23.9536190	16.100674260000002	55.5	270
28 September 1987	32.0807228	36.525928299999997	53.5	271
29 September 1987	40.0220903	42.325645569999999	58.0	272
30 September 1987	53.0000000	50.250666809999998	62.0	273
01 October 1987	63.6771987	50.457134070000002	62.0	274
02 October 1987	56.1807565	51.499142069999998	63.0	275
03 October 1987	54.2933985	46.901717580000003	65.0	276
04 October 1987	40.2054834	32.305432340000003	65.5	277
05 October 1987	44.4206382	32.567553429999997	60.5	278
06 October 1987	45.0943723	41.688981429999998	59.0	279
07 October 1987	78.3199675	50.596207470000003	64.0	280
08 October 1987	56.6830688	45.605810509999998	63.5	281
09 October 1987	64.0681242	41.005351650000001	63.0	282
10 October 1987	47.2620491	34.753795529999998	58.0	283
11 October 1987	54.4386155	36.811860840000001	56.5	284
12 October 1987	58.1932660	40.943723329999997	61.0	285
13 October 1987	11.1194416	15.5202262	55.0	286
14 October 1987	12.0696065	14.23423762	53.0	287
15 October 1987	25.3037021	25.546954939999999	53.0	288
16 October 1987	35.1354138	39.031103260000002	50.0	289
17 October 1987	35.5878134	33.043521830000003	54.0	290
18 October 1987	22.1315666	24.672141209999999	56.0	291
19 October 1987	37.4880492	31.307556819999999	49.5	292
20 October 1987	42.7173133	42.132523710000001	50.0	293
21 October 1987	74.6531863	44.302187500000002	51.0	294
22 October 1987	55.0330634	39.940129239999997	53.5	295
23 October 1987	46.4034077	32.595411159999998	53.0	296
24 October 1987	19.8226594	21.348150619999998	53.5	297
25 October 1987	23.5817028	19.260353219999999	55.0	298
26 October 1987	42.3787205	32.874960710000003	53.5	299
27 October 1987	59.0317133	37.121179529999999	51.0	300
28 October 1987	64.5458020	51.691929880000004	54.0	301
29 October 1987	54.2567064	31.78499223	57.5	302
30 October 1987	19.7569271	24.98596869	51.0	303
31 October 1987	21.7332385	22.464475	53.0	304
01 November 1987	7.9418182	11.607513839999999	58.0	305
02 November 1987	15.3976750	18.379216020000001	56.0	306
03 November 1987	29.0625668	28.808887810000002	53.0	307
04 November 1987	44.4215866	31.41170919	49.5	308
05 November 1987	38.8113492	35.299288060000002	49.5	309
06 November 1987	11.4300116	15.306713800000001	51.5	310
07 November 1987	17.2403162	22.375894240000001	45.0	311
08 November 1987	31.3244452	20.697705490000001	46.0	312
09 November 1987	42.0806324	29.17087265	49.0	313
10 November 1987	18.1277339	21.909357159999999	44.5	314
11 November 1987	32.9012344	31.886555309999999	43.0	315
12 November 1987	54.8860347	41.107406390000001	45.0	316
13 November 1987	36.9955526	33.10418937	47.0	317
14 November 1987	3.2332800	12.66292005	40.0	318
15 November 1987	10.4598988	13.45755082	33.5	319
16 November 1987	22.5281821	26.38890391	34.5	320
17 November 1987	17.7822751	20.890587180000001	33.0	321
18 November 1987	45.5520229	42.431628930000002	33.0	322
19 November 1987	75.2537235	51.689947199999999	35.0	323
20 November 1987	95.0141685	60.423126109999998	35.5	324
21 November 1987	75.8620961	42.487050369999999	38.0	325
22 November 1987	45.1795842	36.196817719999999	34.5	326
23 November 1987	39.5353854	31.86569398	35.0	327
24 November 1987	35.0410058	33.611740650000002	34.0	328
25 November 1987	19.5338316	29.640613720000001	36.0	329
26 November 1987	14.4150981	15.72397829	36.0	330
27 November 1987	40.0924631	33.185653700000003	32.0	331
28 November 1987	62.0759655	40.704331860000003	31.5	332
29 November 1987	55.1181287	31.563527260000001	33.0	333
30 November 1987	73.4697637	40.976383329999997	33.0	334
01 December 1987	89.3295019	47.387990029999997	35.5	335
02 December 1987	32.8134695	36.203113719999997	45.0	336
03 December 1987	46.0391987	37.523297380000002	45.0	337
04 December 1987	53.4867118	38.422697679999999	42.0	338
05 December 1987	34.4778512	27.46670692	48.0	339
06 December 1987	20.9110561	16.23610347	49.0	340
07 December 1987	21.7616910	25.42572741	40.5	341
08 December 1987	24.1811188	30.416638209999999	33.0	342
09 December 1987	29.6364006	35.002907569999998	38.0	343
10 December 1987	15.0246864	26.65158323	48.0	344
11 December 1987	13.5265438	18.75315745	33.0	345
12 December 1987	11.0000000	12.10516894	26.5	346
13 December 1987	6.8666667	9.6425252669999999	27.0	347
14 December 1987	26.3532054	17.241881840000001	20.5	348
15 December 1987	37.2203433	32.877532760000001	23.0	349
16 December 1987	39.7452759	28.938970789999999	31.0	350
17 December 1987	37.6957313	38.926758149999998	36.5	351
18 December 1987	67.7459818	45.03095605	30.5	352
19 December 1987	55.6481481	37.947622709999997	30.0	353
20 December 1987	31.9306171	25.46851852	28.0	354
21 December 1987	29.7097733	34.623159940000001	36.0	355
22 December 1987	13.6596061	27.55494405	34.5	356
23 December 1987	13.8136988	18.54860347	26.5	357
24 December 1987	20.0702306	17.686003530000001	17.0	358
25 December 1987	32.3072746	28.81653201	12.0	359
26 December 1987	55.1415094	40.522710170000003	12.5	360
27 December 1987	59.8515831	44.725296380000003	15.5	361
28 December 1987	84.8523562	59.482605220000003	18.5	362
29 December 1987	72.0199161	58.030112719999998	18.0	363
30 December 1987	43.3449493	41.637340360000003	27.0	364
31 December 1987	44.9732913	44.2467544	23.5	365
01 January 1988	56.5437339	40.523022509999997	18.0	366
02 January 1988	83.9742934	48.023022509999997	13.0	367
03 January 1988	96.4645633	56.853388580000001	12.0	368
04 January 1988	111.9728548	61.659704169999998	22.0	369
05 January 1988	53.9183449	43.848234910000002	27.0	370
06 January 1988	36.6693122	33.504659539999999	28.5	371
07 January 1988	53.9359714	46.43980844	25.5	372
08 January 1988	74.1753813	57.254401139999999	26.5	373
09 January 1988	29.8885108	45.58173747	29.0	374
10 January 1988	31.4779202	33.075990349999998	38.0	375
11 January 1988	10.8059683	19.499153769999999	36.5	376
12 January 1988	24.1886235	29.746938960000001	25.0	377
13 January 1988	39.3881657	50.167353759999997	24.0	378
14 January 1988	61.3398268	51.700712080000002	28.5	379
15 January 1988	31.7955267	37.657483689999999	32.0	380
16 January 1988	27.6602564	35.125874500000002	22.5	381
17 January 1988	17.8199765	28.45058714	28.0	382
18 January 1988	23.8012820	25.51908414	27.0	383
19 January 1988	20.3517853	25.51046345	17.0	384
20 January 1988	65.5514601	41.606540410000001	15.0	385
21 January 1988	43.2137073	38.526330520000002	22.0	386
22 January 1988	89.8839031	52.543265230000003	21.5	387
23 January 1988	49.1135589	43.799730750000002	27.5	388
24 January 1988	30.9472934	32.13881121	23.5	389
25 January 1988	59.5578432	52.85570276	24.0	390
26 January 1988	146.3556155	78.357920410000006	25.0	391
27 January 1988	98.6628273	80.436849690000003	24.5	392
28 January 1988	115.7310930	74.998162789999995	21.5	393
29 January 1988	97.6761805	73.150287480000003	28.0	394
30 January 1988	37.1980098	39.94260723	33.5	395
31 January 1988	12.2462429	25.369331370000001	29.5	396
01 February 1988	37.8364585	46.62651528	24.5	397
02 February 1988	36.5494746	40.826227920000001	22.5	398
03 February 1988	44.7308684	44.585098479999999	24.0	399
04 February 1988	106.4595138	64.599341359999997	23.0	400
05 February 1988	135.3185996	69.793962800000003	22.5	401
06 February 1988	109.8495304	65.017257400000005	21.0	402
07 February 1988	126.8731129	60.459067750000003	28.0	403
08 February 1988	142.3931976	76.319637459999996	30.5	404
09 February 1988	79.9411132	49.5711935	37.5	405
10 February 1988	14.8807946	26.70903084	35.0	406
11 February 1988	35.8855739	35.836248480000002	37.5	407
12 February 1988	62.8235205	45.821693250000003	38.5	408
13 February 1988	27.7260100	26.61954433	35.5	409
14 February 1988	18.9733860	24.526871920000001	34.0	410
15 February 1988	51.1131586	33.637504100000001	40.5	411
16 February 1988	8.8193980	18.409087060000001	32.0	412
17 February 1988	27.3535422	31.885911149999998	29.5	413
18 February 1988	24.0495356	27.540302700000002	34.0	414
19 February 1988	30.1419753	34.05294979	32.5	415
20 February 1988	33.4867189	32.383753130000002	36.5	416
21 February 1988	50.0788811	28.658178419999999	38.5	417
22 February 1988	40.4749299	29.659552730000001	42.0	418
23 February 1988	51.1720779	43.586583539999999	40.0	419
24 February 1988	70.7258483	52.168667499999998	40.5	420
25 February 1988	82.0011489	57.360009320000003	40.0	421
26 February 1988	85.2675024	55.986945859999999	41.5	422
27 February 1988	75.3973526	50.998107500000003	43.0	423
28 February 1988	30.7407692	21.839672149999998	54.0	424
29 February 1988	32.1719980	26.476161319999999	50.5	425
01 March 1988	20.6081359	26.905693209999999	46.0	426
02 March 1988	24.0917886	26.38970063	44.0	427
03 March 1988	29.0471646	25.57506832	42.0	428
04 March 1988	24.0148200	24.23686914	42.5	429
05 March 1988	25.2671136	30.489552979999999	45.5	430
06 March 1988	17.7152847	20.093228629999999	41.5	431
07 March 1988	41.8782155	15.528102730000001	35.0	432
08 March 1988	28.0568664	25.05894863	37.0	433
09 March 1988	24.3544125	31.693470170000001	40.5	434
10 March 1988	14.0000000	14.597693570000001	33.5	435
11 March 1988	18.3213362	21.669834049999999	34.0	436
12 March 1988	18.1168304	17.54455347	31.5	437
13 March 1988	15.3010767	17.27656562	30.5	438
14 March 1988	40.7514259	26.844954829999999	36.0	439
15 March 1988	12.6659898	19.244890170000001	38.5	440
16 March 1988	23.2755234	16.744036220000002	37.0	441
17 March 1988	28.7150883	42.411947210000001	34.5	442
18 March 1988	35.2212467	NA	38.5	443
19 March 1988	32.9018063	NA	46.0	444
20 March 1988	24.1058239	NA	55.5	445
21 March 1988	35.1502790	NA	58.0	446
22 March 1988	12.2315110	NA	46.5	447
23 March 1988	76.3203837	NA	49.5	448
24 March 1988	8.3934639	NA	41.5	449
25 March 1988	28.6688052	NA	52.5	450
26 March 1988	29.3741340	NA	53.5	451
27 March 1988	307.6561538	NA	45.5	452
28 March 1988	30.6438462	NA	35.0	453
29 March 1988	16.4062101	NA	35.5	454
30 March 1988	18.9695792	NA	37.5	455
31 March 1988	35.7644015	NA	43.5	456
01 April 1988	27.8283875	NA	41.0	457
02 April 1988	27.3921637	NA	48.5	458
03 April 1988	26.0000000	NA	55.5	459
04 April 1988	34.4011554	NA	49.0	460
05 April 1988	27.8989116	NA	45.5	461
06 April 1988	55.9530743	NA	55.5	462
07 April 1988	195.0879513	NA	62.0	463
08 April 1988	53.9602812	NA	39.5	464
09 April 1988	28.4100381	NA	39.0	465
10 April 1988	40.0681418	NA	43.5	466
11 April 1988	79.6204884	NA	52.5	467
12 April 1988	90.5443733	NA	60.0	468
13 April 1988	57.1140632	NA	65.0	469
14 April 1988	31.1353233	NA	60.0	470
15 April 1988	26.0893110	NA	58.0	471
16 April 1988	31.5665550	NA	58.0	472
17 April 1988	19.6110807	NA	60.5	473
18 April 1988	4.5340431	NA	50.5	474
19 April 1988	10.8995234	NA	53.5	475
20 April 1988	14.4059385	NA	56.5	476
21 April 1988	7.4471071	NA	48.0	477
22 April 1988	7.0000000	NA	44.5	478
23 April 1988	12.3747050	NA	48.5	479
24 April 1988	10.2827563	NA	50.0	480
25 April 1988	6.4643896	NA	43.0	481
26 April 1988	NA	NA	44.0	482
27 April 1988	34.5484783	NA	57.0	483
28 April 1988	25.5086010	NA	61.0	484
29 April 1988	32.4708412	NA	60.5	485
30 April 1988	51.0429268	NA	50.5	486
01 May 1988	29.3508735	NA	40.0	487
02 May 1988	19.8752439	NA	42.0	488
03 May 1988	26.1387711	NA	49.5	489
04 May 1988	35.0352802	NA	59.5	490
05 May 1988	45.4305521	NA	64.0	491
06 May 1988	21.0764221	NA	46.5	492
07 May 1988	15.3627919	NA	49.0	493
08 May 1988	9.8231228	NA	50.0	494
09 May 1988	19.5781651	NA	55.0	495
10 May 1988	16.2297248	NA	56.0	496
11 May 1988	39.2297248	NA	60.5	497
12 May 1988	50.5611946	NA	64.5	498
13 May 1988	50.0981651	NA	67.5	499
14 May 1988	24.8391790	NA	56.5	500
15 May 1988	22.2411765	NA	65.5	501
16 May 1988	57.8386016	NA	75.5	502
17 May 1988	24.5454545	NA	62.5	503
18 May 1988	15.4389315	NA	56.5	504
19 May 1988	20.3533333	NA	53.5	505
20 May 1988	30.8375007	NA	56.0	506
21 May 1988	22.8084848	NA	60.0	507
22 May 1988	30.1561134	NA	64.0	508
23 May 1988	38.7200000	NA	71.0	509
24 May 1988	41.6207792	NA	73.5	510
25 May 1988	37.4723684	13.25544367	73.0	511
26 May 1988	29.6669308	13.60793692	77.0	512
27 May 1988	45.1099482	17.333280819999999	71.0	513
28 May 1988	35.2155610	14.025371209999999	68.5	514
29 May 1988	25.8755352	2.8078570799999998	58.5	515
30 May 1988	5.4041276	8.7723621240000007	46.0	516
31 May 1988	16.3200000	15.733796659999999	52.5	517
01 June 1988	21.4945204	17.80865541	61.5	518
02 June 1988	33.9948344	26.512137360000001	67.0	519
03 June 1988	29.0866667	19.190287690000002	74.0	520
04 June 1988	41.8377370	5.1135559349999999	81.5	521
05 June 1988	43.1966423	4.1975954839999998	78.5	522
06 June 1988	35.8169419	7.5496281490000001	76.0	523
07 June 1988	40.8830561	15.30042647	71.0	524
08 June 1988	33.8450885	14.01066352	65.5	525
09 June 1988	53.8263096	29.220992679999998	68.5	526
10 June 1988	34.8200000	18.164127050000001	75.5	527
11 June 1988	37.8643333	18.09703665	72.5	528
12 June 1988	19.6195092	9.7234490779999998	69.5	529
13 June 1988	29.2993420	12.489507789999999	64.0	530
14 June 1988	31.9920482	23.770212770000001	69.0	531
15 June 1988	50.1696756	29.815840380000001	74.0	532
16 June 1988	39.0485886	20.875561579999999	82.5	533
17 June 1988	53.6759067	12.00513662	81.0	534
18 June 1988	38.9154788	19.18304131	76.5	535
19 June 1988	32.8196030	13.702600390000001	79.5	536
20 June 1988	26.0000000	9.7431002709999994	83.0	537
21 June 1988	58.7095279	14.53971044	82.0	538
22 June 1988	41.7593435	20.198946500000002	81.0	539
23 June 1988	40.8534044	17.462978679999999	84.0	540
24 June 1988	46.1600000	29.536609240000001	85.5	541
25 June 1988	38.6439015	14.133667689999999	87.5	542
26 June 1988	22.2251406	5.8518880400000004	79.5	543
27 June 1988	39.8180047	14.64466008	81.0	544
28 June 1988	33.6402597	20.088469960000001	81.0	545
29 June 1988	38.4960271	12.5905886	73.5	546
30 June 1988	43.4438298	25.906727140000001	68.5	547
01 July 1988	48.3720645	31.718812629999999	76.0	548
02 July 1988	33.6361538	17.51330415	84.5	549
03 July 1988	47.9105261	7.5240386089999998	85.5	550
04 July 1988	26.4574193	0.47500888800000002	82.0	551
05 July 1988	49.3577278	9.6409419879999998	84.5	552
06 July 1988	29.0512693	14.172276419999999	79.0	553
07 July 1988	42.9297595	22.477573039999999	74.0	554
08 July 1988	42.0000000	33.304793009999997	77.5	555
09 July 1988	57.0665046	21.624137149999999	78.5	556
10 July 1988	24.3461682	13.87432445	80.5	557
11 July 1988	45.7916092	16.01680786	86.5	558
12 July 1988	39.4849157	18.038986919999999	79.0	559
13 July 1988	51.8257377	29.05215712	81.0	560
14 July 1988	33.5532387	19.70941578	88.0	561
15 July 1988	49.3416704	28.034452630000001	85.0	562
16 July 1988	41.6871673	23.44319741	80.0	563
17 July 1988	29.8533077	12.18789159	80.0	564
18 July 1988	39.0236436	21.161485299999999	75.0	565
19 July 1988	48.9400004	19.543842210000001	75.0	566
20 July 1988	45.8029803	24.421455210000001	78.5	567
21 July 1988	58.9986315	37.816278349999997	80.0	568
22 July 1988	54.4485454	32.918025460000003	82.5	569
23 July 1988	42.4628336	21.211568199999999	85.0	570
24 July 1988	25.6155304	10.74384221	84.5	571
25 July 1988	50.1262628	19.496140619999998	86.0	572
26 July 1988	49.7486574	17.024094439999999	83.0	573
27 July 1988	38.9196982	15.47406374	79.5	574
28 July 1988	25.4526047	20.73043809	77.0	575
29 July 1988	36.9531050	29.219715910000001	79.5	576
30 July 1988	36.0733916	30.505396220000002	82.5	577
31 July 1988	31.4676854	14.223192839999999	85.5	578
01 August 1988	29.2877200	17.889153279999999	83.0	579
02 August 1988	49.6213562	9.9078230279999993	80.5	580
03 August 1988	17.5835280	16.302993130000001	74.5	581
04 August 1988	39.9095354	21.980369700000001	73.0	582
05 August 1988	32.6679607	30.46569272	76.0	583
06 August 1988	17.7955440	13.063346859999999	74.5	584
07 August 1988	20.0625306	12.32252765	70.5	585
08 August 1988	26.2666127	31.822189890000001	67.5	586
09 August 1988	37.8111371	34.450929760000001	72.5	587
10 August 1988	43.2871043	31.89111338	78.0	588
11 August 1988	56.7535837	21.387210769999999	80.5	589
12 August 1988	29.7860772	20.10415072	77.0	590
13 August 1988	21.3976118	14.278152800000001	79.0	591
14 August 1988	21.0319036	15.936148380000001	79.5	592
15 August 1988	46.2774123	17.72130447	81.0	593
16 August 1988	78.9271209	27.148803860000001	71.0	594
17 August 1988	51.2256978	34.984289609999998	76.5	595
18 August 1988	50.3963714	33.653596909999997	81.0	596
19 August 1988	51.2848270	44.792693569999997	76.5	597
20 August 1988	31.2746229	20.126874359999999	82.0	598
21 August 1988	13.1848898	10.467834809999999	76.5	599
22 August 1988	40.9780434	28.575019780000002	72.0	600
23 August 1988	42.6148502	36.265292440000003	74.0	601
24 August 1988	75.2528838	49.826825229999997	78.0	602
25 August 1988	49.4526925	36.205433069999998	82.0	603
26 August 1988	48.2864258	37.832453450000003	79.5	604
27 August 1988	41.5214037	22.386478879999999	74.5	605
28 August 1988	44.6466049	24.07277831	72.0	606
29 August 1988	62.5891613	40.167129150000001	75.0	607
30 August 1988	53.2603057	31.9644394	78.5	608
31 August 1988	48.9347382	34.035849980000002	77.0	609
01 September 1988	56.1705750	39.297345929999999	74.0	610
02 September 1988	72.8410809	49.082239080000001	74.5	611
03 September 1988	86.6697704	26.98755718	75.0	612
04 September 1988	44.0771291	16.144054359999998	76.5	613
05 September 1988	51.5365065	30.552614030000001	72.5	614
06 September 1988	72.6585034	39.382735619999998	75.5	615
07 September 1988	62.4597471	34.359227879999999	76.5	616
08 September 1988	37.2629418	33.552730709999999	70.5	617
09 September 1988	66.9933943	40.629213759999999	73.5	618
10 September 1988	82.1842072	14.3780132	72.0	619
11 September 1988	34.9708333	5.6064030239999996	52.5	620
12 September 1988	33.0328331	8.3098174220000001	51.0	621
13 September 1988	20.4065854	23.971057680000001	50.5	622
14 September 1988	25.7238535	25.713614790000001	56.0	623
15 September 1988	32.6580297	31.04528084	61.5	624
16 September 1988	34.3667160	32.279751279999999	71.0	625
17 September 1988	55.1056276	21.850160420000002	66.5	626
18 September 1988	21.7452915	4.8722589510000001	48.0	627
19 September 1988	34.2271222	27.55859865	58.0	628
20 September 1988	40.5933020	28.232532079999999	52.5	629
21 September 1988	23.7074848	27.141640500000001	56.0	630
22 September 1988	17.1766146	22.013216079999999	60.5	631
23 September 1988	28.9295066	34.953106040000002	61.0	632
24 September 1988	23.2516340	31.241783860000002	68.0	633
25 September 1988	20.8709185	14.19255645	71.0	634
26 September 1988	30.7380952	32.491415289999999	70.0	635
27 September 1988	58.4382450	20.479524189999999	60.0	636
28 September 1988	15.4256748	21.332622870000002	51.5	637
29 September 1988	39.4398461	30.944724699999998	54.0	638
30 September 1988	36.5455259	36.773671059999998	60.0	639
01 October 1988	41.9765592	NA	63.5	640
02 October 1988	31.1962951	NA	66.0	641
03 October 1988	74.2000751	56.939152319999998	67.0	642
04 October 1988	51.4768500	38.969982989999998	66.5	643
05 October 1988	NA	28.149453600000001	68.5	644
06 October 1988	37.5995694	28.582727770000002	66.0	645
07 October 1988	27.4062678	27.34593375	62.5	646
08 October 1988	30.2400510	27.955065189999999	60.0	647
09 October 1988	48.7626214	15.33154362	62.0	648
10 October 1988	32.9995563	23.2834234	62.0	649
11 October 1988	53.1309341	35.447580790000004	60.5	650
12 October 1988	28.2927109	24.5668054	56.0	651
13 October 1988	35.3450415	29.987035259999999	61.0	652
14 October 1988	40.1607374	23.736835410000001	61.0	653
15 October 1988	27.6800112	19.992102339999999	57.0	654
16 October 1988	21.2000740	16.270157350000002	60.0	655
17 October 1988	27.8411232	15.8714265	63.5	656
18 October 1988	34.7838561	20.883114240000001	62.0	657
19 October 1988	43.8556631	19.21622241	58.0	658
20 October 1988	41.0666339	24.21843243	53.5	659
21 October 1988	51.8743495	47.57410127	55.5	660
22 October 1988	38.3333333	27.187943319999999	56.5	661
23 October 1988	40.2490955	24.30059756	56.0	662
24 October 1988	49.1759259	38.674127509999998	55.0	663
25 October 1988	53.5150964	36.95942427	55.5	664
26 October 1988	59.2153846	36.046900530000002	57.5	665
27 October 1988	63.0525942	33.130233859999997	53.0	666
28 October 1988	59.2058971	42.321190919999999	59.5	667
29 October 1988	51.1006048	37.040350349999997	60.5	668
30 October 1988	40.7067077	26.628099779999999	56.5	669
31 October 1988	64.2200130	34.452836179999998	56.0	670
01 November 1988	65.2511448	31.553482209999999	61.0	671
02 November 1988	29.7690080	24.910991500000002	57.5	672
03 November 1988	18.2457483	23.27110064	54.0	673
04 November 1988	15.2664176	24.521542	50.0	674
05 November 1988	27.3908948	28.683560239999998	47.5	675
06 November 1988	14.0797194	16.192706879999999	50.5	676
07 November 1988	30.9659864	31.49042412	44.0	677
08 November 1988	20.4635439	26.631383889999999	47.5	678
09 November 1988	18.2925170	24.98878169	44.5	679
10 November 1988	39.6194871	37.638863200000003	46.0	680
11 November 1988	18.2514553	20.030562710000002	42.0	681
12 November 1988	12.8519589	24.201597540000002	42.0	682
13 November 1988	20.6972789	11.33463613	51.5	683
14 November 1988	13.4093256	18.319349280000001	45.0	684
15 November 1988	19.3191617	22.620338279999999	35.0	685
16 November 1988	15.5706941	19.07001313	37.0	686
17 November 1988	10.6036145	20.39780515	38.5	687
18 November 1988	14.0488821	23.100818499999999	35.0	688
19 November 1988	29.3642857	28.099214679999999	31.0	689
20 November 1988	32.5070153	30.60934722	32.0	690
21 November 1988	37.6578571	35.226370660000001	39.0	691
22 November 1988	17.7930560	23.572767819999999	46.0	692
23 November 1988	38.8266766	9.4353245910000005	46.5	693
24 November 1988	12.4164499	18.330885179999999	32.5	694
25 November 1988	18.1033028	30.255881680000002	27.5	695
26 November 1988	6.1836735	18.16932551	31.0	696
27 November 1988	16.8185440	21.519521180000002	29.0	697
28 November 1988	20.0518239	39.63229793	31.5	698
29 November 1988	24.2429981	27.33936014	31.5	699
30 November 1988	55.9355280	52.345633159999998	31.5	700
01 December 1988	83.4550898	63.58187856	29.0	701
02 December 1988	120.4404779	79.825377840000002	29.0	702
03 December 1988	153.2534146	83.574399479999997	30.0	703
04 December 1988	129.6164208	76.074687229999995	29.5	704
05 December 1988	110.5094209	69.145179260000006	28.5	705
06 December 1988	63.7474777	58.949494559999998	28.5	706
07 December 1988	39.8283436	32.278972000000003	33.0	707
08 December 1988	40.4082141	38.942826189999998	31.0	708
09 December 1988	91.5458537	51.466211770000001	31.0	709
10 December 1988	99.0827314	58.143788039999997	33.0	710
11 December 1988	71.2444172	35.648507189999997	38.0	711
12 December 1988	58.2505521	44.807451610000001	38.5	712
13 December 1988	76.9823952	52.303428070000002	40.0	713
14 December 1988	37.8696165	35.647200580000003	31.5	714
15 December 1988	27.5165895	12.745106740000001	31.0	715
16 December 1988	53.4136910	45.672327699999997	26.5	716
17 December 1988	91.1778928	53.168321669999997	27.0	717
18 December 1988	69.7067735	53.995727289999998	28.5	718
19 December 1988	104.2125647	52.648661869999998	29.5	719
20 December 1988	21.8994501	26.124518129999998	36.0	720
21 December 1988	14.0564007	23.157992579999998	33.0	721
22 December 1988	13.0185636	18.584365290000001	31.0	722
23 December 1988	10.1801601	23.185251569999998	27.0	723
24 December 1988	15.8605966	20.530220140000001	27.0	724
25 December 1988	1.9648112	9.8779886779999995	28.5	725
26 December 1988	20.1103846	19.21059	16.5	726
27 December 1988	45.9209347	43.190514839999999	9.0	727
28 December 1988	81.0680272	56.52550463	17.0	728
29 December 1988	71.9005026	51.517792839999998	12.5	729
30 December 1988	50.8163250	56.529015219999998	23.5	730
31 December 1988	86.0389108	63.218316799999997	20.5	731
01 January 1989	48.4728831	41.461175519999998	24.0	732
02 January 1989	55.4253135	36.345058340000001	24.5	733
03 January 1989	75.1971115	61.770668329999999	24.5	734
04 January 1989	121.3147805	74.156707589999996	23.0	735
05 January 1989	79.4032653	49.621061220000001	31.0	736
06 January 1989	17.4432653	17.5167219	30.5	737
07 January 1989	14.3609654	22.31667586	19.5	738
08 January 1989	15.7889355	21.537898040000002	19.5	739
09 January 1989	13.7541792	29.819247440000002	29.0	740
10 January 1989	11.2486167	23.082763199999999	33.0	741
11 January 1989	17.8227326	30.084965140000001	24.5	742
12 January 1989	46.6642446	46.735218500000002	21.0	743
13 January 1989	62.1593875	56.134735069999998	16.0	744
14 January 1989	47.0417998	41.902225459999997	22.0	745
15 January 1989	51.4184732	37.871120589999997	17.5	746
16 January 1989	75.1522906	56.474793640000001	22.5	747
17 January 1989	103.9658665	81.72320474	23.5	748
18 January 1989	158.1110770	97.310566620000003	23.5	749
19 January 1989	94.0870426	90.439364960000006	17.5	750
20 January 1989	92.0237890	106.4265587	16.5	751
21 January 1989	56.4770186	107.7901462	19.0	752
22 January 1989	74.6476246	73.641492839999998	27.5	753
23 January 1989	27.5382639	30.486801929999999	32.5	754
24 January 1989	33.9833828	36.083999740000003	16.0	755
25 January 1989	64.7016656	41.336704619999999	14.5	756
26 January 1989	87.1160725	57.174774620000001	17.0	757
27 January 1989	118.0296263	68.268036690000002	16.5	758
28 January 1989	74.0163746	51.898216769999998	19.0	759
29 January 1989	105.1231250	58.769261980000003	19.0	760
30 January 1989	150.6281478	74.778605420000005	24.0	761
31 January 1989	89.3987245	84.603500199999999	26.5	762
01 February 1989	25.2575991	8.4050521709999995	36.5	763
02 February 1989	19.2062396	29.469638020000001	19.5	764
03 February 1989	19.7885242	28.110144770000002	23.5	765
04 February 1989	23.8317356	11.96280681	10.5	766
05 February 1989	24.0974783	10.20615171	5.0	767
06 February 1989	73.9524632	45.41817365	1.5	768
07 February 1989	114.7312883	64.250238870000004	3.5	769
08 February 1989	125.4805022	84.680069790000005	4.0	770
09 February 1989	106.8512579	78.042106829999994	13.5	771
10 February 1989	60.6480888	55.221967939999999	22.0	772
11 February 1989	64.9488959	41.412129970000002	26.5	773
12 February 1989	47.1774481	31.662909970000001	27.5	774
13 February 1989	54.4235633	40.063166150000001	24.0	775
14 February 1989	56.9254552	40.015398390000001	22.0	776
15 February 1989	96.0931199	66.268933520000004	20.5	777
16 February 1989	104.9229444	79.493005069999995	18.5	778
17 February 1989	161.1177913	93.001803890000005	20.0	779
18 February 1989	123.0525883	82.846537679999997	29.5	780
19 February 1989	120.7098451	77.189419630000003	30.5	781
20 February 1989	25.7110278	33.932075349999998	35.5	782
21 February 1989	58.5911886	45.817044150000001	34.0	783
22 February 1989	75.0176044	58.826159990000001	35.0	784
23 February 1989	91.8346696	72.829118930000007	37.5	785
24 February 1989	115.0886284	81.133557339999996	36.0	786
25 February 1989	103.8453815	73.684599000000006	43.0	787
26 February 1989	49.1841218	39.813599609999997	44.5	788
27 February 1989	24.5408998	28.556476289999999	36.0	789
28 February 1989	37.3361152	35.33589937	36.0	790
01 March 1989	47.1164659	34.403607700000002	41.5	791
02 March 1989	27.8000407	11.54376974	44.5	792
03 March 1989	12.1384260	14.05959099	29.5	793
04 March 1989	32.1245841	31.530877230000002	23.5	794
05 March 1989	51.5239682	37.117056269999999	31.0	795
06 March 1989	73.3488682	48.982821459999997	40.5	796
07 March 1989	75.5954252	43.689192949999999	46.0	797
08 March 1989	60.8714100	39.595855589999999	46.0	798
09 March 1989	30.3726895	16.5572485	57.0	799
10 March 1989	28.9273441	19.375304060000001	63.5	800
11 March 1989	34.2999739	23.159852669999999	57.5	801
12 March 1989	47.2319344	31.034910539999998	53.0	802
13 March 1989	43.4404315	15.502598750000001	46.5	803
14 March 1989	9.4936937	11.469273879999999	39.0	804
15 March 1989	37.2253968	28.584092810000001	43.5	805
16 March 1989	86.2894895	14.107771850000001	53.0	806
17 March 1989	38.1135651	20.180167690000001	42.0	807
18 March 1989	57.6810050	29.792785940000002	45.0	808
19 March 1989	9.1135651	13.30412351	41.5	809
20 March 1989	16.5430319	18.920506079999999	39.0	810
21 March 1989	27.5306681	30.58630492	44.0	811
22 March 1989	34.1665211	24.266704480000001	52.0	812
23 March 1989	22.1695365	22.822843769999999	53.0	813
24 March 1989	38.6578223	18.69721977	54.0	814
25 March 1989	23.7458171	9.2572892170000003	53.5	815
26 March 1989	14.4804328	11.88751265	46.5	816
27 March 1989	16.0000000	20.387289859999999	46.5	817
28 March 1989	20.9082775	22.030648719999999	53.5	818
29 March 1989	15.8697389	20.319942699999999	45.0	819
30 March 1989	17.9259526	14.657326960000001	43.5	820
31 March 1989	42.6288807	35.028507519999998	47.5	821
01 April 1989	21.3402289	16.389560759999998	47.0	822
02 April 1989	4.7707542	13.4728941	45.5	823
03 April 1989	11.3335247	15.93880319	41.0	824
04 April 1989	11.7623769	12.92991705	44.5	825
05 April 1989	23.5270341	24.142822899999999	54.0	826
06 April 1989	41.7753479	21.695714989999999	57.5	827
07 April 1989	NA	23.779991389999999	62.0	828
08 April 1989	19.7846955	13.445845869999999	58.5	829
09 April 1989	6.2111295	6.9041812159999996	50.0	830
10 April 1989	29.4243836	9.4771560239999992	51.0	831
11 April 1989	29.8639925	14.92112268	52.5	832
12 April 1989	41.5278396	27.389916540000002	52.0	833
13 April 1989	46.2327559	29.509883009999999	54.5	834
14 April 1989	47.4696552	31.929247570000001	60.0	835
15 April 1989	44.9808413	28.381314419999999	63.5	836
16 April 1989	26.1417267	13.53627502	60.0	837
17 April 1989	40.9345061	20.004589459999998	61.5	838
18 April 1989	48.4715477	24.001185880000001	62.0	839
19 April 1989	47.8112563	31.758568879999999	69.0	840
20 April 1989	44.2614426	30.143894540000002	67.5	841
21 April 1989	60.2883420	16.846235400000001	71.0	842
22 April 1989	60.6717052	11.37442089	60.5	843
23 April 1989	37.9068913	12.03941433	52.5	844
24 April 1989	60.0000000	14.325096029999999	59.5	845
25 April 1989	37.8785426	15.09030025	53.0	846
26 April 1989	26.2093474	11.60301437	43.5	847
27 April 1989	17.4231077	NA	47.5	848
28 April 1989	11.1074074	15.007868739999999	48.0	849
29 April 1989	20.9108216	13.01737292	48.0	850
30 April 1989	11.7133877	16.030396150000001	50.5	851
01 May 1989	37.3438537	32.13005553	58.0	852
02 May 1989	25.9271324	19.453642219999999	58.0	853
03 May 1989	24.0787453	14.70847148	60.0	854
04 May 1989	14.8944841	12.82819838	59.0	855
05 May 1989	38.5146880	30.778685830000001	61.5	856
06 May 1989	39.7877145	34.27270326	67.0	857
07 May 1989	34.8339522	24.77307459	72.5	858
08 May 1989	46.0000000	25.606490149999999	70.0	859
09 May 1989	85.7288200	21.217172649999998	69.5	860
10 May 1989	45.1050657	14.2559462	68.5	861
11 May 1989	19.1570508	14.70878044	57.5	862
12 May 1989	11.6441427	17.961010269999999	47.5	863
13 May 1989	17.1702634	15.084596060000001	50.5	864
14 May 1989	15.0000000	8.5776960199999994	54.0	865
15 May 1989	24.5959368	20.124747200000002	55.0	866
16 May 1989	16.5499097	16.034069120000002	55.0	867
17 May 1989	22.9967605	17.482668539999999	59.5	868
18 May 1989	48.9278678	13.883874670000001	65.0	869
19 May 1989	16.9653475	14.912059299999999	47.0	870
20 May 1989	28.0000000	31.611107459999999	57.5	871
21 May 1989	26.8623416	23.189485739999999	65.0	872
22 May 1989	34.6442096	19.23366657	72.5	873
23 May 1989	65.0092593	7.9142389409999998	69.0	874
24 May 1989	22.1944444	9.1971815180000007	52.5	875
25 May 1989	15.7217877	12.790402930000001	50.5	876
26 May 1989	23.8699349	23.272904180000001	57.0	877
27 May 1989	36.4160253	19.64979825	66.5	878
28 May 1989	49.2930490	1.7568959959999999	70.5	879
29 May 1989	14.8858214	4.994358429	56.5	880
30 May 1989	23.5618467	16.176487460000001	53.0	881
31 May 1989	21.1376384	11.092018639999999	53.5	882
01 June 1989	23.0000000	27.713913550000001	59.5	883
02 June 1989	28.4539499	31.269670600000001	62.5	884
03 June 1989	18.9234417	20.106609840000001	64.5	885
04 June 1989	18.6327736	5.2819340820000003	65.5	886
05 June 1989	27.0000000	24.52677327	65.0	887
06 June 1989	24.8604207	18.764116999999999	63.5	888
07 June 1989	31.8610398	18.89952649	67.5	889
08 June 1989	35.7658647	16.864938760000001	67.0	890
09 June 1989	28.3428926	13.13344259	71.0	891
10 June 1989	16.1549282	11.1915932	70.5	892
11 June 1989	20.0000000	15.725241840000001	71.0	893
12 June 1989	31.6861332	16.41281274	69.5	894
13 June 1989	28.8235282	16.590314079999999	71.0	895
14 June 1989	25.4829553	17.50238345	76.0	896
15 June 1989	40.4253705	20.574118819999999	82.5	897
16 June 1989	48.5899001	14.48994431	71.5	898
17 June 1989	23.3201738	16.204276490000002	68.5	899
18 June 1989	28.3486783	24.832396060000001	77.5	900
19 June 1989	33.3871779	19.830058090000001	84.5	901
20 June 1989	36.0566405	13.006832940000001	63.5	902
21 June 1989	13.5477018	12.796153309999999	57.5	903
22 June 1989	27.9858421	14.66348485	59.5	904
23 June 1989	13.9252747	6.2308809070000004	63.0	905
24 June 1989	19.7070395	12.09807239	57.5	906
25 June 1989	17.0000000	15.62703451	64.0	907
26 June 1989	26.2535092	18.242667749999999	70.5	908
27 June 1989	50.0743827	19.99627576	78.0	909
28 June 1989	38.3761557	20.200326279999999	74.5	910
29 June 1989	36.1977745	19.535888400000001	78.0	911
30 June 1989	34.6244458	19.20504	80.5	912
01 July 1989	35.1842791	16.829394709999999	75.5	913
02 July 1989	39.5054915	24.287145079999998	77.5	914
03 July 1989	40.5370370	32.878875000000001	79.5	915
04 July 1989	43.5346413	23.02653634	85.5	916
05 July 1989	43.5593574	36.225617589999999	79.5	917
06 July 1989	56.6291082	41.789114159999997	78.0	918
07 July 1989	42.9175998	39.566112930000003	81.0	919
08 July 1989	53.1235899	29.119632379999999	82.0	920
09 July 1989	38.7523215	14.04082683	87.0	921
10 July 1989	43.6820672	23.042464039999999	81.5	922
11 July 1989	47.4281227	29.870517190000001	78.0	923
12 July 1989	23.2129712	18.144522049999999	72.0	924
13 July 1989	NA	20.703727099999998	72.5	925
14 July 1989	36.9346055	33.867688639999997	77.0	926
15 July 1989	30.0000000	22.425273740000002	82.5	927
16 July 1989	31.9245793	16.33049084	79.5	928
17 July 1989	22.9666667	17.697713520000001	75.5	929
18 July 1989	29.7828759	32.162350920000002	76.5	930
19 July 1989	44.0000000	48.980410339999999	82.0	931
20 July 1989	48.5736194	24.122009250000001	87.0	932
21 July 1989	28.9515151	19.584374560000001	84.5	933
22 July 1989	27.8550641	13.95468878	82.0	934
23 July 1989	19.0000000	11.3706481	83.0	935
24 July 1989	23.9277901	19.135728060000002	81.5	936
25 July 1989	37.7793052	29.272594649999998	83.0	937
26 July 1989	29.7641197	18.420952140000001	86.0	938
27 July 1989	29.7582656	15.371881249999999	85.5	939
28 July 1989	68.7296523	16.897203229999999	84.5	940
29 July 1989	19.0000000	NA	83.0	941
30 July 1989	19.8763339	NA	86.5	942
31 July 1989	35.9747949	11.056210760000001	89.5	943
01 August 1989	33.4008343	16.806081389999999	83.5	944
02 August 1989	35.6574346	17.641772549999999	81.5	945
03 August 1989	36.0110712	24.526797569999999	76.0	946
04 August 1989	34.2990743	23.789341759999999	80.0	947
05 August 1989	49.9670060	20.340772650000002	79.0	948
06 August 1989	36.2504408	21.524556140000001	78.5	949
07 August 1989	50.4527588	32.780477449999999	82.0	950
08 August 1989	57.3476253	31.088216079999999	80.0	951
09 August 1989	15.1253708	14.26301917	76.0	952
10 August 1989	21.0000000	15.05519541	79.0	953
11 August 1989	15.0507010	15.924612979999999	75.5	954
12 August 1989	18.1299348	7.3285524129999997	76.5	955
13 August 1989	21.9868665	11.3694416	81.5	956
14 August 1989	32.9996132	19.38557213	77.5	957
15 August 1989	26.9826107	19.386039499999999	80.5	958
16 August 1989	28.9294111	25.00811182	81.0	959
17 August 1989	38.1516333	15.10577831	78.5	960
18 August 1989	19.0000000	15.067228549999999	74.0	961
19 August 1989	20.4285366	11.560185349999999	72.5	962
20 August 1989	19.0000000	18.448157599999998	74.0	963
21 August 1989	29.0390322	21.154050810000001	74.5	964
22 August 1989	22.9484303	20.311596009999999	76.5	965
23 August 1989	75.4602571	11.74283262	72.5	966
24 August 1989	15.0000000	23.32765474	56.0	967
25 August 1989	24.5066469	32.795227650000001	59.0	968
26 August 1989	30.0000000	37.047690189999997	66.0	969
27 August 1989	24.7051987	25.62461618	72.0	970
28 August 1989	26.0000000	29.891633290000001	69.5	971
29 August 1989	35.8001859	30.611944099999999	75.5	972
30 August 1989	29.1393308	19.439362549999998	77.5	973
31 August 1989	36.5799962	29.389839739999999	66.0	974
01 September 1989	40.0293561	34.130118500000002	72.0	975
02 September 1989	24.0664381	23.771136420000001	74.0	976
03 September 1989	22.0000000	23.339976620000002	66.5	977
04 September 1989	30.4657511	33.357388630000003	66.0	978
05 September 1989	37.0989828	34.076279669999998	75.0	979
06 September 1989	49.4442017	32.217658569999998	68.5	980
07 September 1989	41.9001841	29.59948048	67.0	981
08 September 1989	33.4719468	21.091383919999998	64.0	982
09 September 1989	26.9820359	22.29848458	66.0	983
10 September 1989	19.3785743	20.88994791	61.0	984
11 September 1989	38.7626254	35.474105469999998	59.0	985
12 September 1989	38.0113686	17.073752249999998	59.0	986
13 September 1989	37.8036312	29.65943639	60.0	987
14 September 1989	52.9400436	45.241459990000003	63.0	988
15 September 1989	52.1931750	45.476856439999999	66.5	989
16 September 1989	40.8679213	32.061114369999999	69.5	990
17 September 1989	71.0443919	5.8785941260000003	73.0	991
18 September 1989	19.2105720	23.020746370000001	64.5	992
19 September 1989	26.1676724	29.192617720000001	64.5	993
20 September 1989	11.2479572	22.224526699999998	57.0	994
21 September 1989	23.0000000	25.816057520000001	58.0	995
22 September 1989	30.7289758	28.94007706	63.0	996
23 September 1989	25.2699590	28.154602860000001	67.0	997
24 September 1989	30.2118848	33.865411350000002	68.0	998
25 September 1989	42.5441388	53.409095200000003	68.5	999
26 September 1989	34.2195556	22.856201129999999	74.5	1000
27 September 1989	29.5941734	28.487100300000002	72.0	1001
28 September 1989	48.6550200	54.696704420000003	68.0	1002
29 September 1989	37.1052699	39.93245057	74.0	1003
30 September 1989	46.0684106	23.099635559999999	69.0	1004
01 October 1989	16.0000000	NA	58.5	1005
02 October 1989	25.5633921	NA	61.0	1006
03 October 1989	23.0000000	NA	54.0	1007
04 October 1989	50.9954126	NA	50.5	1008
05 October 1989	30.8823529	NA	49.0	1009
06 October 1989	40.4349488	NA	54.5	1010
07 October 1989	26.8750631	NA	54.0	1011
08 October 1989	29.5469467	NA	55.5	1012
09 October 1989	36.8464256	NA	58.0	1013
10 October 1989	43.5376235	NA	63.0	1014
11 October 1989	36.8716148	NA	64.0	1015
12 October 1989	67.1444373	NA	63.0	1016
13 October 1989	45.0000000	NA	63.5	1017
14 October 1989	55.5884959	NA	59.5	1018
15 October 1989	23.0000000	NA	54.0	1019
16 October 1989	42.0916097	NA	46.5	1020
17 October 1989	34.9549411	NA	46.5	1021
18 October 1989	65.1369727	NA	51.0	1022
19 October 1989	52.4975189	NA	54.5	1023
20 October 1989	55.2139646	NA	62.5	1024
21 October 1989	31.4571068	NA	59.5	1025
22 October 1989	8.7066506	NA	58.5	1026
23 October 1989	17.0000000	NA	62.0	1027
24 October 1989	18.1192272	NA	63.5	1028
25 October 1989	NA	NA	55.5	1029
26 October 1989	NA	NA	41.5	1030
27 October 1989	18.0000000	NA	45.5	1031
28 October 1989	2.6684370	NA	36.0	1032
29 October 1989	20.0000000	NA	38.0	1033
30 October 1989	27.7459301	NA	37.5	1034
31 October 1989	34.0000000	NA	38.5	1035
01 November 1989	28.7665016	NA	35.5	1036
02 November 1989	53.8679530	NA	35.5	1037
03 November 1989	49.7241455	NA	41.5	1038
04 November 1989	36.4086838	NA	50.0	1039
05 November 1989	20.7370180	NA	44.0	1040
06 November 1989	26.8154908	NA	41.0	1041
07 November 1989	39.7872723	NA	43.0	1042
08 November 1989	32.8879652	NA	43.0	1043
09 November 1989	35.8898189	NA	51.0	1044
10 November 1989	46.0000000	NA	50.5	1045
11 November 1989	44.7583459	NA	51.5	1046
12 November 1989	37.0000000	NA	52.0	1047
13 November 1989	44.1854396	NA	48.5	1048
14 November 1989	21.5728987	NA	38.0	1049
15 November 1989	34.6973173	NA	37.0	1050
16 November 1989	57.7100233	NA	38.0	1051
17 November 1989	53.2294934	NA	39.0	1052
18 November 1989	45.6273307	NA	41.0	1053
19 November 1989	68.2415064	NA	42.5	1054
20 November 1989	89.7112620	NA	41.0	1055
21 November 1989	74.2259556	NA	38.0	1056
22 November 1989	76.2976401	NA	37.5	1057
23 November 1989	94.7289172	NA	37.5	1058
24 November 1989	35.7282230	NA	42.0	1059
25 November 1989	9.6810843	NA	40.5	1060
26 November 1989	14.0000000	NA	42.5	1061
27 November 1989	-3.2716288	NA	30.5	1062
28 November 1989	35.0000000	NA	25.0	1063
29 November 1989	53.7598824	NA	27.0	1064
30 November 1989	87.8657027	NA	28.0	1065
01 December 1989	105.7935570	NA	29.0	1066
02 December 1989	109.5451141	NA	30.5	1067
03 December 1989	98.3153974	NA	31.5	1068
04 December 1989	127.0000000	NA	34.0	1069
05 December 1989	125.7882112	NA	34.0	1070
06 December 1989	101.0461310	NA	35.0	1071
07 December 1989	38.7124934	NA	38.5	1072
08 December 1989	48.0877976	NA	40.0	1073
09 December 1989	35.6114252	NA	41.0	1074
10 December 1989	12.0000000	NA	28.5	1075
11 December 1989	18.1627621	NA	24.0	1076
12 December 1989	34.6508112	NA	26.0	1077
13 December 1989	41.1628224	NA	29.5	1078
14 December 1989	49.7516330	NA	35.5	1079
15 December 1989	43.1723153	NA	33.5	1080
16 December 1989	32.1811756	NA	31.0	1081
17 December 1989	25.7931694	NA	32.0	1082
18 December 1989	33.0000000	NA	28.0	1083
19 December 1989	38.7559930	NA	30.5	1084
20 December 1989	41.6833568	NA	35.5	1085
21 December 1989	54.2251426	NA	36.0	1086
22 December 1989	71.0912636	NA	33.5	1087
23 December 1989	49.6875643	NA	36.0	1088
24 December 1989	80.0000000	NA	32.5	1089
25 December 1989	85.1407081	NA	28.5	1090
26 December 1989	88.0125101	NA	21.5	1091
27 December 1989	86.4570039	NA	23.0	1092
28 December 1989	118.5006178	NA	26.5	1093
29 December 1989	49.3506518	NA	29.5	1094
30 December 1989	66.2021751	NA	28.0	1095
31 December 1989	34.3221495	NA	31.5	1096
01 January 1990	37.2102677	NA	35.5	1097
02 January 1990	15.3280839	NA	29.5	1098
03 January 1990	27.3729482	NA	17.5	1099
04 January 1990	34.8270927	NA	19.5	1100
05 January 1990	43.1901418	NA	27.5	1101
06 January 1990	57.3763254	NA	27.0	1102
07 January 1990	70.2201879	NA	28.5	1103
08 January 1990	10.5063262	NA	43.0	1104
09 January 1990	39.7287805	NA	47.0	1105
10 January 1990	70.4839357	NA	40.0	1106
11 January 1990	96.0000000	NA	40.0	1107
12 January 1990	101.3544206	NA	41.0	1108
13 January 1990	16.6707983	NA	48.0	1109
14 January 1990	9.8490419	NA	39.5	1110
15 January 1990	19.7142857	NA	35.5	1111
16 January 1990	18.8323761	NA	37.0	1112
17 January 1990	37.7645175	NA	34.0	1113
18 January 1990	24.7135748	NA	31.5	1114
19 January 1990	34.6450630	NA	27.0	1115
20 January 1990	39.3516731	NA	27.0	1116
21 January 1990	69.0329477	NA	28.5	1117
22 January 1990	76.7157762	NA	28.5	1118
23 January 1990	53.3127722	NA	35.0	1119
24 January 1990	15.6177579	NA	28.5	1120
25 January 1990	36.4087302	NA	31.5	1121
26 January 1990	26.2256372	NA	36.5	1122
27 January 1990	16.1468078	NA	25.5	1123
28 January 1990	6.3275520	NA	35.5	1124
29 January 1990	23.2996032	NA	35.0	1125
30 January 1990	82.2172619	NA	40.0	1126
31 January 1990	16.8207007	NA	33.0	1127
01 February 1990	10.1279762	NA	30.0	1128
02 February 1990	13.5644783	NA	28.5	1129
03 February 1990	18.0307540	NA	31.0	1130
04 February 1990	17.0453649	NA	38.5	1131
05 February 1990	21.0350275	NA	32.5	1132
06 February 1990	25.5230581	NA	37.0	1133
07 February 1990	7.0156419	NA	26.0	1134
08 February 1990	26.9698004	NA	19.0	1135
09 February 1990	29.9076280	NA	32.0	1136
10 February 1990	30.4204208	NA	37.0	1137
11 February 1990	27.4704861	NA	43.0	1138
12 February 1990	14.5531775	NA	37.0	1139
13 February 1990	12.4537666	NA	27.0	1140
14 February 1990	11.9050420	NA	20.0	1141
15 February 1990	14.9939067	NA	18.0	1142
16 February 1990	24.9580754	NA	25.5	1143
17 February 1990	28.5934693	NA	30.5	1144
18 February 1990	24.9930796	NA	29.5	1145
19 February 1990	30.1330389	NA	32.5	1146
20 February 1990	49.7195378	NA	30.0	1147
21 February 1990	80.1601872	NA	34.0	1148
22 February 1990	76.4028011	NA	38.5	1149
23 February 1990	54.3279463	NA	41.0	1150
24 February 1990	63.7987313	NA	39.5	1151
25 February 1990	71.3148225	NA	41.5	1152
26 February 1990	82.3315257	NA	44.0	1153
27 February 1990	56.2659124	NA	40.0	1154
28 February 1990	35.0048523	NA	41.5	1155
01 March 1990	43.2207806	NA	45.5	1156
02 March 1990	30.2695187	NA	47.5	1157
03 March 1990	16.3439686	NA	47.0	1158
04 March 1990	20.0000000	NA	46.0	1159
05 March 1990	4.3092844	NA	39.5	1160
06 March 1990	14.0000000	NA	40.0	1161
07 March 1990	17.8032132	NA	47.0	1162
08 March 1990	17.3373225	NA	49.5	1163
09 March 1990	30.8190271	NA	46.5	1164
10 March 1990	14.1490978	NA	52.0	1165
11 March 1990	10.8130524	NA	38.5	1166
12 March 1990	24.6964946	NA	26.0	1167
13 March 1990	10.7982127	NA	28.5	1168
14 March 1990	15.0000000	NA	34.0	1169
15 March 1990	32.1979392	NA	35.5	1170
16 March 1990	15.3093426	NA	39.5	1171
17 March 1990	24.9719677	NA	45.0	1172
18 March 1990	23.9427503	NA	48.0	1173
19 March 1990	23.0466697	NA	51.0	1174
20 March 1990	25.7042676	NA	56.0	1175
21 March 1990	22.9408730	NA	54.0	1176
22 March 1990	29.4316373	NA	53.0	1177
23 March 1990	32.9323759	NA	53.5	1178
24 March 1990	16.0000000	NA	44.0	1179
25 March 1990	22.4480306	NA	47.0	1180
26 March 1990	51.1878698	NA	51.0	1181
27 March 1990	32.8813092	NA	53.0	1182
28 March 1990	7.7055046	NA	42.5	1183
29 March 1990	20.4034041	NA	44.0	1184
30 March 1990	27.0000000	NA	45.0	1185
31 March 1990	28.4259398	NA	49.5	1186
01 April 1990	32.2078050	NA	53.5	1187
02 April 1990	35.4799463	NA	57.0	1188
03 April 1990	27.1870501	NA	58.0	1189
04 April 1990	41.4544522	NA	59.0	1190
05 April 1990	30.7036032	NA	56.5	1191
06 April 1990	47.0499856	NA	54.0	1192
07 April 1990	17.7538329	NA	55.5	1193
08 April 1990	-3.3599574	NA	49.0	1194
09 April 1990	10.7388732	NA	52.5	1195
10 April 1990	20.0914206	NA	51.5	1196
11 April 1990	25.2793920	NA	57.5	1197
12 April 1990	25.1851541	NA	55.0	1198
13 April 1990	15.3807399	NA	56.5	1199
14 April 1990	18.2518178	NA	62.5	1200
15 April 1990	24.0000000	NA	64.5	1201
16 April 1990	29.6455514	NA	66.0	1202
17 April 1990	34.6420426	NA	57.0	1203
18 April 1990	20.9467752	NA	56.0	1204
19 April 1990	19.0000000	NA	56.5	1205
20 April 1990	19.9579848	NA	61.5	1206
21 April 1990	15.0000000	NA	61.5	1207
22 April 1990	9.5194805	NA	59.0	1208
23 April 1990	17.0000000	NA	53.5	1209
24 April 1990	13.1059573	NA	53.5	1210
25 April 1990	16.0000000	NA	51.0	1211
26 April 1990	5.6819821	NA	49.0	1212
27 April 1990	16.0000000	NA	52.0	1213
28 April 1990	13.2711712	NA	50.5	1214
29 April 1990	11.0000000	NA	38.0	1215
30 April 1990	17.2258702	NA	43.0	1216
01 May 1990	12.8928203	NA	49.5	1217
02 May 1990	25.6494800	NA	51.5	1218
03 May 1990	18.6373002	NA	56.0	1219
04 May 1990	24.6433467	NA	58.0	1220
05 May 1990	23.0000000	NA	59.5	1221
06 May 1990	25.6355253	NA	67.0	1222
07 May 1990	24.4803034	NA	53.0	1223
08 May 1990	19.5738931	NA	46.0	1224
09 May 1990	24.6525152	NA	49.5	1225
10 May 1990	34.5199334	NA	57.0	1226
11 May 1990	26.3402592	NA	61.5	1227
12 May 1990	0.6996557	NA	56.0	1228
13 May 1990	4.8968576	NA	54.0	1229
14 May 1990	25.0024751	NA	57.0	1230
15 May 1990	13.0000000	NA	49.0	1231
16 May 1990	11.2104240	NA	53.0	1232
17 May 1990	22.8551542	NA	65.0	1233
18 May 1990	28.1130897	NA	64.5	1234
19 May 1990	26.7876787	NA	58.5	1235
20 May 1990	11.2491029	NA	58.0	1236
21 May 1990	31.1708084	NA	63.0	1237
22 May 1990	26.7250049	NA	69.0	1238
23 May 1990	31.5686291	NA	73.5	1239
24 May 1990	30.0539540	NA	57.5	1240
25 May 1990	17.0000000	NA	52.5	1241
26 May 1990	25.1638237	NA	58.0	1242
27 May 1990	25.0000000	NA	65.5	1243
28 May 1990	21.6357395	NA	64.0	1244
29 May 1990	5.4698166	NA	55.5	1245
30 May 1990	9.0215701	NA	59.0	1246
31 May 1990	16.0000000	NA	57.0	1247
01 June 1990	4.9061647	NA	50.0	1248
02 June 1990	11.0000000	NA	59.0	1249
03 June 1990	13.7587851	NA	68.5	1250
04 June 1990	27.9816527	NA	70.0	1251
05 June 1990	22.7049491	NA	68.5	1252
06 June 1990	33.0473669	NA	67.5	1253
07 June 1990	31.3116172	NA	67.0	1254
08 June 1990	29.0358722	NA	69.0	1255
09 June 1990	41.7244025	NA	77.0	1256
10 June 1990	17.0000000	NA	71.0	1257
11 June 1990	10.0714281	NA	63.5	1258
12 June 1990	13.8051168	NA	62.5	1259
13 June 1990	17.9147431	NA	64.5	1260
14 June 1990	33.2177569	NA	68.0	1261
15 June 1990	21.3678270	NA	60.5	1262
16 June 1990	11.6452385	NA	63.0	1263
17 June 1990	12.4988089	NA	71.0	1264
18 June 1990	25.0000000	NA	76.5	1265
19 June 1990	21.0547666	NA	70.0	1266
20 June 1990	26.3352880	NA	70.5	1267
21 June 1990	37.0911020	NA	72.0	1268
22 June 1990	32.6056750	NA	79.0	1269
23 June 1990	30.2902994	NA	85.5	1270
24 June 1990	23.0000000	NA	86.0	1271
25 June 1990	38.5492415	NA	87.5	1272
26 June 1990	31.4277381	NA	86.5	1273
27 June 1990	38.4514302	NA	80.5	1274
28 June 1990	55.5366092	NA	78.5	1275
29 June 1990	62.7723873	NA	83.0	1276
30 June 1990	29.8661130	NA	89.0	1277
01 July 1990	39.5896106	NA	88.5	1278
02 July 1990	49.8159035	NA	86.0	1279
03 July 1990	42.2298460	NA	71.5	1280
04 July 1990	34.1280839	NA	81.5	1281
05 July 1990	26.5026117	NA	84.0	1282
06 July 1990	27.1859232	NA	84.0	1283
07 July 1990	28.5739252	NA	77.5	1284
08 July 1990	19.6676254	NA	78.0	1285
09 July 1990	14.8697937	NA	74.0	1286
10 July 1990	27.4068038	NA	75.0	1287
11 July 1990	35.6301238	NA	79.0	1288
12 July 1990	30.6539234	NA	85.0	1289
13 July 1990	36.3787682	NA	80.5	1290
14 July 1990	27.1575311	NA	79.0	1291
15 July 1990	23.3194262	NA	79.0	1292
16 July 1990	24.0000000	NA	82.5	1293
17 July 1990	33.3594426	NA	81.5	1294
18 July 1990	30.5446446	NA	82.5	1295
19 July 1990	37.6766944	NA	76.0	1296
20 July 1990	35.6756356	NA	77.0	1297
21 July 1990	17.9608227	NA	73.0	1298
22 July 1990	19.8626137	NA	75.5	1299
23 July 1990	32.1789142	NA	82.5	1300
24 July 1990	28.2001955	NA	77.5	1301
25 July 1990	40.4883221	NA	75.0	1302
26 July 1990	35.6195925	NA	70.0	1303
27 July 1990	42.4641855	NA	70.0	1304
28 July 1990	24.8005793	NA	76.0	1305
29 July 1990	27.5433121	NA	78.0	1306
30 July 1990	27.2943201	NA	83.0	1307
31 July 1990	61.8453102	NA	87.5	1308
01 August 1990	42.0283285	NA	77.5	1309
02 August 1990	45.8433967	NA	76.5	1310
03 August 1990	28.5384820	NA	75.5	1311
04 August 1990	31.0630078	NA	75.0	1312
05 August 1990	22.5213876	NA	78.5	1313
06 August 1990	43.6827944	NA	79.5	1314
07 August 1990	51.8614080	NA	81.5	1315
08 August 1990	56.6930042	NA	85.0	1316
09 August 1990	58.2662688	NA	87.5	1317
10 August 1990	46.7231976	NA	83.5	1318
11 August 1990	31.6605078	NA	80.0	1319
12 August 1990	26.2399214	NA	75.0	1320
13 August 1990	41.8031253	NA	77.0	1321
14 August 1990	35.2514665	NA	79.0	1322
15 August 1990	21.0955972	NA	78.0	1323
16 August 1990	16.2183039	NA	70.5	1324
17 August 1990	26.0000000	NA	71.0	1325
18 August 1990	20.3411758	NA	75.0	1326
19 August 1990	22.0000000	NA	69.5	1327
20 August 1990	24.4027856	NA	73.5	1328
21 August 1990	29.0000000	NA	71.5	1329
22 August 1990	29.3995859	NA	69.0	1330
23 August 1990	45.4803984	NA	70.0	1331
24 August 1990	NA	NA	71.0	1332
25 August 1990	31.3563112	NA	73.0	1333
26 August 1990	30.1261657	NA	79.5	1334
27 August 1990	29.0000000	NA	76.5	1335
28 August 1990	44.0582981	NA	75.0	1336
29 August 1990	54.0998172	NA	76.5	1337
30 August 1990	29.2378084	NA	77.0	1338
31 August 1990	48.0000000	NA	72.0	1339
01 September 1990	39.2067736	NA	77.5	1340
02 September 1990	14.8170384	NA	79.0	1341
03 September 1990	24.2465769	NA	79.5	1342
04 September 1990	25.5566591	NA	77.5	1343
05 September 1990	27.2186869	NA	76.0	1344
06 September 1990	38.0980589	NA	75.5	1345
07 September 1990	45.1482128	NA	75.5	1346
08 September 1990	34.6926897	NA	77.0	1347
09 September 1990	35.1658692	NA	80.5	1348
10 September 1990	40.5813866	NA	76.0	1349
11 September 1990	48.2180135	NA	79.5	1350
12 September 1990	45.0454224	NA	81.0	1351
13 September 1990	52.2235129	NA	75.0	1352
14 September 1990	46.0000000	NA	78.5	1353
15 September 1990	37.1174327	NA	81.5	1354
16 September 1990	37.9990020	NA	74.5	1355
17 September 1990	31.0267798	NA	71.5	1356
18 September 1990	33.9177690	NA	64.5	1357
19 September 1990	NA	NA	62.0	1358
20 September 1990	26.6868512	NA	58.5	1359
21 September 1990	26.9172026	NA	63.0	1360
22 September 1990	34.8381072	NA	68.0	1361
23 September 1990	22.9821286	NA	69.5	1362
24 September 1990	15.7261905	NA	67.5	1363
25 September 1990	NA	NA	68.0	1364
26 September 1990	18.4449904	NA	67.0	1365
27 September 1990	20.2675205	NA	66.5	1366
28 September 1990	18.1419753	NA	63.0	1367
29 September 1990	19.2478858	NA	62.0	1368
30 September 1990	29.1840476	NA	65.0	1369
01 October 1990	36.2640995	NA	67.5	1370
02 October 1990	32.0000000	NA	56.0	1371
03 October 1990	28.3507508	NA	54.0	1372
04 October 1990	28.3120146	NA	66.5	1373
05 October 1990	33.2239820	NA	72.0	1374
06 October 1990	23.0339166	NA	56.5	1375
07 October 1990	15.9040886	NA	47.5	1376
08 October 1990	23.7504017	NA	44.0	1377
09 October 1990	35.8292711	NA	47.5	1378
10 October 1990	44.9469279	NA	55.5	1379
11 October 1990	26.8396708	NA	47.5	1380
12 October 1990	34.9859779	NA	50.5	1381
13 October 1990	27.9007733	NA	56.5	1382
14 October 1990	25.0422659	NA	52.5	1383
15 October 1990	41.3587178	NA	61.0	1384
16 October 1990	45.8209343	NA	52.0	1385
17 October 1990	29.4586267	NA	42.0	1386
18 October 1990	45.1799696	NA	47.5	1387
19 October 1990	NA	NA	44.0	1388
20 October 1990	17.6550086	NA	41.0	1389
21 October 1990	21.6790788	NA	42.0	1390
22 October 1990	28.5284392	NA	48.0	1391
23 October 1990	36.9530072	NA	49.0	1392
24 October 1990	55.8544327	NA	52.5	1393
25 October 1990	50.7603316	NA	56.5	1394
26 October 1990	51.8296687	NA	57.5	1395
27 October 1990	53.4985613	NA	55.0	1396
28 October 1990	30.1269176	NA	64.5	1397
29 October 1990	46.4870685	NA	62.0	1398
30 October 1990	38.6469099	NA	61.5	1399
31 October 1990	30.7414473	NA	62.5	1400
01 November 1990	17.0000000	NA	45.0	1401
02 November 1990	12.1768930	NA	40.0	1402
03 November 1990	13.7004581	NA	38.5	1403
04 November 1990	23.1814008	NA	40.0	1404
05 November 1990	13.0000000	NA	39.0	1405
06 November 1990	16.1652063	NA	36.0	1406
07 November 1990	24.2090163	NA	33.5	1407
08 November 1990	29.8239084	NA	40.5	1408
09 November 1990	25.9513381	NA	51.0	1409
10 November 1990	31.7973713	NA	51.0	1410
11 November 1990	44.0000000	NA	48.0	1411
12 November 1990	85.4232004	NA	43.5	1412
13 November 1990	70.0000000	NA	46.0	1413
14 November 1990	38.4886915	NA	59.0	1414
15 November 1990	29.6986230	NA	47.0	1415
16 November 1990	55.1281784	NA	38.5	1416
17 November 1990	77.4881554	NA	45.0	1417
18 November 1990	57.3602234	NA	44.0	1418
19 November 1990	53.2962102	NA	48.0	1419
20 November 1990	15.8148689	NA	41.0	1420
21 November 1990	17.1091238	NA	31.0	1421
22 November 1990	23.1479202	NA	39.0	1422
23 November 1990	40.5833743	NA	40.0	1423
24 November 1990	42.4704093	NA	42.0	1424
25 November 1990	27.0000000	NA	46.0	1425
26 November 1990	24.0660377	NA	42.0	1426
27 November 1990	21.9443744	NA	30.5	1427
28 November 1990	NA	NA	32.5	1428
29 November 1990	50.6013354	NA	34.0	1429
30 November 1990	58.2621661	NA	36.0	1430
01 December 1990	59.0000000	NA	32.5	1431
02 December 1990	146.7267042	NA	32.0	1432
03 December 1990	31.2562409	NA	31.5	1433
04 December 1990	52.5727773	NA	32.5	1434
05 December 1990	46.0000000	NA	37.0	1435
06 December 1990	49.2261089	NA	30.0	1436
07 December 1990	65.0000000	NA	31.0	1437
08 December 1990	76.4727298	NA	30.5	1438
09 December 1990	100.6798277	NA	34.0	1439
10 December 1990	112.4478009	NA	32.5	1440
11 December 1990	92.1503588	NA	31.5	1441
12 December 1990	19.4380848	NA	32.5	1442
13 December 1990	21.7619666	NA	37.0	1443
14 December 1990	23.3936136	NA	24.5	1444
15 December 1990	39.4213259	NA	23.0	1445
16 December 1990	49.3835847	NA	19.5	1446
17 December 1990	38.3650636	NA	21.5	1447
18 December 1990	20.3162280	NA	33.0	1448
19 December 1990	13.0823767	NA	29.0	1449
20 December 1990	25.1157530	NA	9.5	1450
21 December 1990	29.0000000	NA	1.5	1451
22 December 1990	NA	NA	-3.5	1452
23 December 1990	42.2105285	NA	-2.0	1453
24 December 1990	48.0955419	NA	2.5	1454
25 December 1990	63.2789116	NA	9.0	1455
26 December 1990	86.1645534	NA	11.5	1456
27 December 1990	75.3572676	NA	18.0	1457
28 December 1990	46.2802419	NA	14.5	1458
29 December 1990	22.9609830	NA	8.5	1459
30 December 1990	51.0851094	NA	2.5	1460
31 December 1990	108.6504186	NA	10.5	1461
01 January 1991	127.8545012	NA	12.5	1462
02 January 1991	173.3033796	NA	11.5	1463
03 January 1991	140.2210143	NA	10.0	1464
04 January 1991	124.3520481	NA	19.5	1465
05 January 1991	119.7504117	NA	21.0	1466
06 January 1991	98.3765499	NA	27.5	1467
07 January 1991	96.2996733	NA	25.0	1468
08 January 1991	72.8061156	NA	27.5	1469
09 January 1991	44.2209156	NA	22.5	1470
10 January 1991	60.5755670	NA	24.0	1471
11 January 1991	79.7435860	NA	26.0	1472
12 January 1991	127.8662132	NA	23.5	1473
13 January 1991	90.2327257	NA	32.0	1474
14 January 1991	36.6116418	NA	35.5	1475
15 January 1991	12.2187219	NA	34.5	1476
16 January 1991	22.8769630	NA	29.5	1477
17 January 1991	61.7437677	NA	27.5	1478
18 January 1991	92.6824327	NA	34.5	1479
19 January 1991	33.7817515	NA	30.0	1480
20 January 1991	31.7749474	NA	18.5	1481
21 January 1991	47.2174304	NA	18.0	1482
22 January 1991	69.0000000	NA	22.0	1483
23 January 1991	75.2381772	NA	24.0	1484
24 January 1991	61.0000000	NA	30.0	1485
25 January 1991	59.7643676	NA	24.5	1486
26 January 1991	91.3448938	NA	23.5	1487
27 January 1991	73.3042973	NA	29.5	1488
28 January 1991	39.8605461	NA	30.0	1489
29 January 1991	25.3839043	NA	17.5	1490
30 January 1991	63.9772494	NA	21.0	1491
31 January 1991	78.4996133	NA	23.0	1492
01 February 1991	138.9433786	NA	24.0	1493
02 February 1991	134.0370948	NA	24.5	1494
03 February 1991	151.6764385	NA	34.0	1495
04 February 1991	150.5973413	NA	34.5	1496
05 February 1991	132.9447609	NA	32.5	1497
06 February 1991	131.2645782	NA	33.0	1498
07 February 1991	134.1200513	NA	29.0	1499
08 February 1991	128.2245168	NA	28.5	1500
09 February 1991	151.9072077	NA	27.5	1501
10 February 1991	132.2056184	NA	31.5	1502
11 February 1991	154.1417749	NA	31.5	1503
12 February 1991	140.1236323	NA	37.0	1504
13 February 1991	37.6601430	NA	42.0	1505
14 February 1991	42.6530066	NA	45.5	1506
15 February 1991	56.9059011	NA	43.5	1507
16 February 1991	46.1696867	NA	40.5	1508
17 February 1991	6.9310935	NA	36.5	1509
18 February 1991	13.6514509	NA	32.0	1510
19 February 1991	28.6825172	NA	34.5	1511
20 February 1991	25.6298730	NA	44.5	1512
21 February 1991	45.5669635	NA	44.5	1513
22 February 1991	47.0546896	NA	48.5	1514
23 February 1991	36.8588242	NA	40.0	1515
24 February 1991	29.2907573	NA	36.5	1516
25 February 1991	35.0000000	NA	37.5	1517
26 February 1991	47.5840517	NA	38.5	1518
27 February 1991	48.7372358	NA	40.0	1519
28 February 1991	20.0755118	NA	42.0	1520
01 March 1991	10.1700904	NA	46.5	1521
02 March 1991	15.9822978	NA	43.0	1522
03 March 1991	18.0000000	NA	47.5	1523
04 March 1991	29.9988578	NA	53.0	1524
05 March 1991	15.0000000	NA	45.5	1525
06 March 1991	9.9120655	NA	30.0	1526
07 March 1991	17.3100919	NA	30.0	1527
08 March 1991	18.1771027	NA	37.5	1528
09 March 1991	22.5532466	NA	42.0	1529
10 March 1991	32.9732631	NA	51.5	1530
11 March 1991	18.3899059	NA	41.5	1531
12 March 1991	18.9748630	NA	36.0	1532
13 March 1991	20.1953356	NA	43.0	1533
14 March 1991	31.9864529	NA	40.0	1534
15 March 1991	23.0000000	NA	39.5	1535
16 March 1991	16.5371464	NA	42.5	1536
17 March 1991	13.0000000	NA	43.5	1537
18 March 1991	20.5545584	NA	49.0	1538
19 March 1991	22.1907548	NA	50.5	1539
20 March 1991	30.0269566	NA	43.0	1540
21 March 1991	22.0000000	NA	38.0	1541
22 March 1991	17.9382620	NA	40.5	1542
23 March 1991	16.2727273	NA	44.5	1543
24 March 1991	9.5698257	NA	50.5	1544
25 March 1991	58.0095273	NA	48.5	1545
26 March 1991	12.9092554	NA	40.0	1546
27 March 1991	21.0000000	NA	39.0	1547
28 March 1991	24.8889649	NA	39.5	1548
29 March 1991	35.2640881	NA	39.5	1549
30 March 1991	28.9861455	NA	41.5	1550
31 March 1991	28.6824826	NA	48.5	1551
01 April 1991	28.9810803	NA	56.5	1552
02 April 1991	26.3882211	NA	52.0	1553
03 April 1991	17.9802628	NA	48.5	1554
04 April 1991	28.3442304	NA	55.0	1555
05 April 1991	37.4305070	NA	66.0	1556
06 April 1991	51.4457351	NA	63.0	1557
07 April 1991	10.4063208	NA	47.0	1558
08 April 1991	10.0000000	NA	39.5	1559
09 April 1991	39.3708896	NA	47.0	1560
10 April 1991	14.0000000	NA	37.5	1561
11 April 1991	14.8194012	NA	33.5	1562
12 April 1991	21.1015432	NA	38.5	1563
13 April 1991	7.2559088	NA	37.5	1564
14 April 1991	17.0000000	NA	48.0	1565
15 April 1991	29.7312342	NA	56.0	1566
16 April 1991	21.0000000	NA	50.0	1567
17 April 1991	34.6551711	NA	47.5	1568
18 April 1991	20.0762655	NA	45.0	1569
19 April 1991	28.5890909	NA	49.0	1570
20 April 1991	37.9760664	NA	55.5	1571
21 April 1991	13.0195230	NA	50.0	1572
22 April 1991	22.4628798	NA	50.0	1573
23 April 1991	19.3235799	NA	52.5	1574
24 April 1991	21.9009654	NA	54.0	1575
25 April 1991	7.8565442	NA	42.5	1576
26 April 1991	7.0000000	NA	39.5	1577
27 April 1991	7.4639163	NA	38.0	1578
28 April 1991	7.6013851	NA	42.0	1579
29 April 1991	11.5752605	NA	42.5	1580
30 April 1991	10.3671883	NA	46.5	1581
01 May 1991	58.7802191	NA	56.5	1582
02 May 1991	44.5610362	NA	48.0	1583
03 May 1991	12.3888233	NA	45.5	1584
04 May 1991	15.0000000	NA	47.5	1585
05 May 1991	8.5598432	NA	51.5	1586
06 May 1991	30.5585333	NA	58.5	1587
07 May 1991	24.1721232	NA	56.5	1588
08 May 1991	67.0000000	NA	67.0	1589
09 May 1991	6.8607965	NA	47.0	1590
10 May 1991	13.0000000	NA	44.0	1591
11 May 1991	10.9560553	NA	45.0	1592
12 May 1991	7.8632263	NA	50.5	1593
13 May 1991	25.9464080	NA	58.0	1594
14 May 1991	21.0000000	NA	52.5	1595
15 May 1991	13.0301693	NA	53.5	1596
16 May 1991	31.9148617	NA	56.5	1597
17 May 1991	105.1825197	NA	62.0	1598
18 May 1991	95.0000000	NA	52.0	1599
19 May 1991	31.5860505	NA	54.5	1600
20 May 1991	27.9055432	NA	59.5	1601
21 May 1991	42.9147312	NA	62.5	1602
22 May 1991	26.7998875	NA	60.0	1603
23 May 1991	NA	NA	60.0	1604
24 May 1991	16.9323096	NA	66.0	1605
25 May 1991	9.8957101	NA	67.0	1606
26 May 1991	7.9734397	NA	55.5	1607
27 May 1991	5.0105214	NA	56.5	1608
28 May 1991	19.4336898	NA	57.5	1609
29 May 1991	NA	NA	61.0	1610
30 May 1991	2.8973521	NA	53.5	1611
31 May 1991	NA	NA	58.5	1612
01 June 1991	10.4566845	NA	57.5	1613
02 June 1991	5.9060965	NA	54.0	1614
03 June 1991	11.9434938	NA	64.0	1615
04 June 1991	20.9367168	NA	69.5	1616
05 June 1991	15.1087169	NA	59.5	1617
06 June 1991	28.1193498	NA	61.5	1618
07 June 1991	25.1429483	NA	68.0	1619
08 June 1991	21.3163720	NA	67.0	1620
09 June 1991	20.1394983	NA	68.0	1621
10 June 1991	50.8392800	NA	68.0	1622
11 June 1991	29.0000000	NA	74.5	1623
12 June 1991	46.4499726	NA	75.5	1624
13 June 1991	34.2597923	NA	76.0	1625
14 June 1991	23.0218565	NA	63.0	1626
15 June 1991	27.7568173	NA	63.5	1627
16 June 1991	35.9255751	NA	77.0	1628
17 June 1991	28.8263057	NA	72.0	1629
18 June 1991	69.6124260	NA	73.5	1630
19 June 1991	54.7612355	NA	81.0	1631
20 June 1991	59.6535229	NA	68.0	1632
21 June 1991	46.4705103	NA	68.0	1633
22 June 1991	34.1730279	NA	72.0	1634
23 June 1991	26.0127885	NA	75.0	1635
24 June 1991	33.8797542	NA	76.5	1636
25 June 1991	29.2300857	NA	67.0	1637
26 June 1991	20.8064516	NA	65.0	1638
27 June 1991	31.5046607	NA	65.0	1639
28 June 1991	22.2026797	NA	69.5	1640
29 June 1991	26.4790532	NA	72.0	1641
30 June 1991	10.2146622	NA	65.0	1642
01 July 1991	22.0671373	NA	67.0	1643
02 July 1991	31.4801131	NA	72.5	1644
03 July 1991	42.3365032	NA	76.0	1645
04 July 1991	73.0587008	NA	78.0	1646
05 July 1991	37.3496678	NA	84.0	1647
06 July 1991	31.0678497	NA	84.0	1648
07 July 1991	25.2942906	NA	80.0	1649
08 July 1991	30.1078735	NA	77.0	1650
09 July 1991	21.6363781	NA	76.0	1651
10 July 1991	21.6925911	NA	76.5	1652
11 July 1991	27.4637398	NA	78.5	1653
12 July 1991	41.0274455	NA	79.0	1654
13 July 1991	39.4900000	NA	83.0	1655
14 July 1991	28.4670836	NA	86.0	1656
15 July 1991	24.6375740	NA	86.0	1657
16 July 1991	31.9463019	NA	87.0	1658
17 July 1991	28.7655678	NA	85.5	1659
18 July 1991	33.2639549	NA	77.5	1660
19 July 1991	33.6786930	NA	76.5	1661
20 July 1991	24.6246812	NA	77.5	1662
21 July 1991	14.5051449	NA	79.5	1663
22 July 1991	32.2242032	NA	75.0	1664
23 July 1991	46.1045549	NA	76.0	1665
24 July 1991	43.8397886	NA	82.0	1666
25 July 1991	37.8669776	NA	79.0	1667
26 July 1991	32.6683818	NA	76.5	1668
27 July 1991	25.6495402	NA	76.0	1669
28 July 1991	29.3178764	NA	78.5	1670
29 July 1991	58.9641550	NA	83.0	1671
30 July 1991	34.5804769	NA	83.0	1672
31 July 1991	42.5676345	NA	81.5	1673
01 August 1991	24.8320217	NA	76.0	1674
02 August 1991	37.5782077	NA	76.5	1675
03 August 1991	26.1463101	NA	76.0	1676
04 August 1991	17.4857106	NA	73.5	1677
05 August 1991	22.2308602	NA	74.0	1678
06 August 1991	29.2223370	NA	78.5	1679
07 August 1991	24.7320286	NA	79.5	1680
08 August 1991	37.1485443	NA	80.0	1681
09 August 1991	45.4733728	NA	81.5	1682
10 August 1991	29.5956677	NA	85.0	1683
11 August 1991	22.7071006	NA	82.5	1684
12 August 1991	17.0000000	NA	78.5	1685
13 August 1991	32.7230769	NA	82.0	1686
14 August 1991	30.0000000	NA	81.0	1687
15 August 1991	18.0295858	NA	76.5	1688
16 August 1991	26.0000000	NA	76.0	1689
17 August 1991	26.0090212	NA	79.0	1690
18 August 1991	26.1360947	NA	72.5	1691
19 August 1991	25.7497417	NA	78.0	1692
20 August 1991	39.1331361	NA	77.5	1693
21 August 1991	77.1912158	NA	80.0	1694
22 August 1991	38.0000000	NA	83.0	1695
23 August 1991	60.2944844	NA	83.5	1696
24 August 1991	37.3316554	NA	81.0	1697
25 August 1991	22.4038134	NA	81.0	1698
26 August 1991	26.4115444	NA	78.0	1699
27 August 1991	25.9293936	NA	76.5	1700
28 August 1991	23.5131727	NA	71.5	1701
29 August 1991	54.3489481	NA	73.5	1702
30 August 1991	42.3806699	NA	77.0	1703
31 August 1991	53.8999884	NA	80.0	1704
01 September 1991	18.0000000	NA	75.5	1705
02 September 1991	29.4504009	NA	75.5	1706
03 September 1991	35.7002522	NA	75.0	1707
04 September 1991	56.8982983	NA	74.0	1708
05 September 1991	48.4371267	NA	75.0	1709
06 September 1991	25.5472242	NA	69.0	1710
07 September 1991	15.0000000	NA	62.5	1711
08 September 1991	6.2189956	NA	65.5	1712
09 September 1991	19.0452223	NA	64.5	1713
10 September 1991	17.0550464	NA	64.5	1714
11 September 1991	18.9569915	NA	60.0	1715
12 September 1991	27.8284345	NA	58.5	1716
13 September 1991	22.0000000	NA	61.0	1717
14 September 1991	22.0746237	NA	60.0	1718
15 September 1991	15.0000000	NA	54.0	1719
16 September 1991	31.0229894	NA	58.0	1720
17 September 1991	33.3296332	NA	64.5	1721
18 September 1991	44.0445576	NA	63.0	1722
19 September 1991	38.3581081	NA	65.0	1723
20 September 1991	43.4726695	NA	67.5	1724
21 September 1991	41.4058880	NA	60.0	1725
22 September 1991	35.5522906	NA	55.0	1726
23 September 1991	49.3616474	NA	58.0	1727
24 September 1991	53.8771047	NA	58.5	1728
25 September 1991	50.1141243	NA	64.5	1729
26 September 1991	59.8211663	NA	67.5	1730
27 September 1991	47.5485876	NA	69.0	1731
28 September 1991	22.8291312	NA	64.5	1732
29 September 1991	18.0000000	NA	63.5	1733
30 September 1991	31.7991834	NA	61.5	1734
01 October 1991	30.1410008	NA	64.0	1735
02 October 1991	36.2164214	NA	65.5	1736
03 October 1991	35.5633475	NA	62.5	1737
04 October 1991	40.6585149	NA	53.0	1738
05 October 1991	30.0000000	NA	54.5	1739
06 October 1991	47.1408850	NA	59.0	1740
07 October 1991	52.0571063	NA	63.0	1741
08 October 1991	60.0635142	NA	62.5	1742
09 October 1991	45.0000000	NA	59.5	1743
10 October 1991	60.5282909	NA	61.0	1744
11 October 1991	58.0000000	NA	62.5	1745
12 October 1991	60.1770452	NA	63.0	1746
13 October 1991	42.0545466	NA	58.5	1747
14 October 1991	53.4130823	NA	56.5	1748
15 October 1991	58.5998873	NA	60.5	1749
16 October 1991	58.8787635	NA	68.0	1750
17 October 1991	42.0719161	NA	64.5	1751
18 October 1991	40.4061803	NA	56.0	1752
19 October 1991	31.0000000	NA	52.5	1753
20 October 1991	43.5474052	NA	51.0	1754
21 October 1991	34.0026500	NA	54.0	1755
22 October 1991	72.8082940	NA	63.5	1756
23 October 1991	15.0000000	NA	45.5	1757
24 October 1991	20.3097382	NA	41.5	1758
25 October 1991	26.0000000	NA	45.0	1759
26 October 1991	16.7825264	NA	51.5	1760
27 October 1991	7.1010981	NA	37.0	1761
28 October 1991	8.6552253	NA	33.5	1762
29 October 1991	17.1379003	NA	32.5	1763
30 October 1991	25.0653108	NA	29.0	1764
31 October 1991	38.1027415	NA	30.5	1765
01 November 1991	22.5811566	NA	38.0	1766
02 November 1991	23.3703053	NA	30.5	1767
03 November 1991	34.8382936	NA	28.5	1768
04 November 1991	55.0000000	NA	41.0	1769
05 November 1991	47.9141865	NA	47.5	1770
06 November 1991	19.0000000	NA	53.0	1771
07 November 1991	25.3022844	NA	49.0	1772
08 November 1991	51.6328340	NA	50.5	1773
09 November 1991	34.7459629	NA	49.0	1774
10 November 1991	25.6161736	NA	48.0	1775
11 November 1991	38.6708090	NA	44.0	1776
12 November 1991	52.5745705	NA	44.0	1777
13 November 1991	43.7303406	NA	45.0	1778
14 November 1991	5.5517549	NA	40.0	1779
15 November 1991	15.6896559	NA	42.0	1780
16 November 1991	30.8429757	NA	40.5	1781
17 November 1991	20.1040351	NA	41.5	1782
18 November 1991	13.0000000	NA	40.5	1783
19 November 1991	15.0298238	NA	39.0	1784
20 November 1991	20.4585863	NA	40.0	1785
21 November 1991	11.0116322	NA	37.0	1786
22 November 1991	16.4115777	NA	32.5	1787
23 November 1991	23.0155744	NA	29.0	1788
24 November 1991	34.3934176	NA	34.5	1789
25 November 1991	46.0606989	NA	42.5	1790
26 November 1991	31.7551546	NA	48.0	1791
27 November 1991	17.6044007	NA	42.5	1792
28 November 1991	18.3118105	NA	32.0	1793
29 November 1991	9.6868353	NA	30.5	1794
30 November 1991	21.8708416	NA	20.5	1795
01 December 1991	26.6356060	NA	17.5	1796
02 December 1991	29.6810290	NA	28.0	1797
03 December 1991	39.5687262	NA	29.5	1798
04 December 1991	74.9222894	NA	29.5	1799
05 December 1991	101.5355066	NA	30.0	1800
06 December 1991	138.0597633	NA	30.0	1801
07 December 1991	36.0376702	NA	39.5	1802
08 December 1991	20.0000000	NA	34.0	1803
09 December 1991	34.9573258	NA	31.5	1804
10 December 1991	59.9376004	NA	30.0	1805
11 December 1991	61.9695028	NA	30.0	1806
12 December 1991	49.8528179	NA	33.0	1807
13 December 1991	23.6615495	NA	35.5	1808
14 December 1991	46.1029509	NA	33.0	1809
15 December 1991	63.2446285	NA	30.5	1810
16 December 1991	104.0000000	NA	30.0	1811
17 December 1991	97.9189668	NA	28.5	1812
18 December 1991	77.0000000	NA	35.0	1813
19 December 1991	21.0561821	NA	34.0	1814
20 December 1991	30.4431314	NA	29.5	1815
21 December 1991	55.1368459	NA	26.5	1816
22 December 1991	72.0000000	NA	28.0	1817
23 December 1991	67.9813904	NA	28.5	1818
24 December 1991	72.1613561	NA	27.0	1819
25 December 1991	57.4335667	NA	26.0	1820
26 December 1991	70.0118552	NA	26.5	1821
27 December 1991	78.4190357	NA	26.5	1822
28 December 1991	84.3797201	NA	30.0	1823
29 December 1991	NA	NA	26.5	1824
30 December 1991	49.9057197	NA	29.5	1825
31 December 1991	43.2774825	NA	32.0	1826
01 January 1992	29.4823616	NA	29.0	1827
02 January 1992	47.8000000	NA	28.0	1828
03 January 1992	68.5420833	NA	27.0	1829
04 January 1992	64.1752943	NA	26.0	1830
05 January 1992	35.0000000	NA	29.0	1831
06 January 1992	18.7639182	NA	38.5	1832
07 January 1992	9.4219101	NA	32.0	1833
08 January 1992	31.8035842	NA	25.5	1834
09 January 1992	60.7418336	NA	23.0	1835
10 January 1992	62.2758863	NA	18.0	1836
11 January 1992	78.5194152	NA	21.5	1837
12 January 1992	58.4315259	NA	24.0	1838
13 January 1992	43.4960234	NA	21.0	1839
14 January 1992	38.4505514	NA	30.5	1840
15 January 1992	43.5641725	NA	27.0	1841
16 January 1992	65.9289351	NA	29.0	1842
17 January 1992	86.0655831	NA	28.5	1843
18 January 1992	69.9206339	NA	18.5	1844
19 January 1992	96.7990681	NA	15.5	1845
20 January 1992	124.1269293	NA	14.0	1846
21 January 1992	125.8870322	NA	22.5	1847
22 January 1992	123.9395648	NA	21.0	1848
23 January 1992	145.7084297	NA	28.5	1849
24 January 1992	113.4416130	NA	30.0	1850
25 January 1992	78.0838372	NA	32.0	1851
26 January 1992	104.9791655	NA	29.5	1852
27 January 1992	135.2004908	NA	32.0	1853
28 January 1992	136.8729028	NA	23.0	1854
29 January 1992	135.0726209	NA	24.5	1855
30 January 1992	71.2529022	NA	25.0	1856
31 January 1992	91.0770268	NA	26.5	1857
01 February 1992	90.7302793	NA	24.0	1858
02 February 1992	90.1897757	NA	23.5	1859
03 February 1992	42.9389803	NA	29.0	1860
04 February 1992	40.9975785	46.284129550000003	34.5	1861
05 February 1992	75.1773624	54.810765969999999	32.5	1862
06 February 1992	99.5513828	66.039520789999997	31.5	1863
07 February 1992	95.9320988	67.555432420000002	33.0	1864
08 February 1992	108.7910074	63.786124460000003	36.5	1865
09 February 1992	57.8057990	38.337210169999999	40.0	1866
10 February 1992	17.9774620	25.318878099999999	44.0	1867
11 February 1992	11.3515027	24.019578689999999	41.0	1868
12 February 1992	15.2720243	27.048124690000002	42.0	1869
13 February 1992	14.8052115	23.709356570000001	40.5	1870
14 February 1992	12.1871615	31.589791349999999	41.0	1871
15 February 1992	14.0000000	15.361530480000001	43.5	1872
16 February 1992	9.5012571	19.100660919999999	37.0	1873
17 February 1992	18.2076649	30.25645802	36.5	1874
18 February 1992	21.5593966	33.959839959999996	37.5	1875
19 February 1992	16.5446639	25.296865260000001	43.5	1876
20 February 1992	12.4930681	23.19160273	49.0	1877
21 February 1992	18.1465650	30.97904892	46.0	1878
22 February 1992	15.3827063	28.750670270000001	42.5	1879
23 February 1992	9.1815487	23.334685690000001	41.0	1880
24 February 1992	22.6090665	35.759659880000001	40.0	1881
25 February 1992	21.6849237	26.645844660000002	42.5	1882
26 February 1992	37.6638563	37.767009399999999	41.5	1883
27 February 1992	54.6041252	46.043198920000002	45.0	1884
28 February 1992	58.1606403	49.015446969999999	47.0	1885
29 February 1992	44.5421518	35.613660350000004	51.5	1886
01 March 1992	15.0024729	20.42791368	52.5	1887
02 March 1992	33.6134915	26.13833837	53.0	1888
03 March 1992	30.0000000	32.062802390000002	49.5	1889
04 March 1992	18.2369702	33.531334129999998	44.0	1890
05 March 1992	24.0000000	26.893200329999999	48.0	1891
06 March 1992	18.4108273	28.368801860000001	49.0	1892
07 March 1992	14.6685492	22.645075460000001	46.5	1893
08 March 1992	19.9622588	21.463955980000001	47.5	1894
09 March 1992	12.0000000	17.199683090000001	45.0	1895
10 March 1992	26.4408923	29.20922375	43.5	1896
11 March 1992	35.5428571	34.699563789999999	44.0	1897
12 March 1992	60.3138292	40.661956719999999	47.5	1898
13 March 1992	59.7784877	36.383323519999998	52.5	1899
14 March 1992	28.6392212	27.449573489999999	55.0	1900
15 March 1992	22.6581487	15.83097708	56.5	1901
16 March 1992	29.3456703	15.861207690000001	54.0	1902
17 March 1992	12.0000000	24.116088300000001	40.0	1903
18 March 1992	10.3360071	24.068427979999999	43.0	1904
19 March 1992	13.8383176	26.069275900000001	44.5	1905
20 March 1992	25.2822981	32.706002060000003	47.5	1906
21 March 1992	31.6195098	33.140532819999997	49.0	1907
22 March 1992	3.8988095	10.61376035	50.0	1908
23 March 1992	12.0000000	19.18708548	49.5	1909
24 March 1992	16.2787186	21.759543669999999	49.5	1910
25 March 1992	25.9236686	32.765125640000001	50.0	1911
26 March 1992	25.6860856	29.91813672	50.5	1912
27 March 1992	21.0000000	26.178617859999999	51.5	1913
28 March 1992	27.2407347	25.445159409999999	50.5	1914
29 March 1992	23.4332593	24.36659805	51.5	1915
30 March 1992	27.6405017	29.83233169	55.5	1916
31 March 1992	23.6865591	24.424351139999999	52.5	1917
01 April 1992	29.5796630	16.924351139999999	51.0	1918
02 April 1992	34.3724440	37.091017809999997	52.5	1919
03 April 1992	51.7581219	31.640905530000001	59.0	1920
04 April 1992	27.0000000	24.560543460000002	61.5	1921
05 April 1992	24.6095166	15.21724476	53.0	1922
06 April 1992	29.0000000	27.346612189999998	47.5	1923
07 April 1992	41.6239029	35.470880559999998	49.5	1924
08 April 1992	44.3695229	31.6702549	55.0	1925
09 April 1992	50.9475968	31.20009683	59.0	1926
10 April 1992	30.0000000	24.6356669	59.0	1927
11 April 1992	33.1183067	16.19874948	62.5	1928
12 April 1992	32.5676233	8.7161025290000005	69.5	1929
13 April 1992	32.4617680	19.924435859999999	66.0	1930
14 April 1992	42.2169310	31.744513779999998	60.5	1931
15 April 1992	47.0202661	22.294990540000001	58.5	1932
16 April 1992	29.0000000	23.564124849999999	58.0	1933
17 April 1992	33.0300345	21.277422210000001	54.0	1934
18 April 1992	13.0000000	14.6083455	45.5	1935
19 April 1992	15.2574357	15.840447129999999	48.0	1936
20 April 1992	20.8194345	25.998525279999999	48.5	1937
21 April 1992	25.9244190	24.189027289999999	57.5	1938
22 April 1992	13.2772217	20.644236119999999	52.0	1939
23 April 1992	14.5469646	23.086315890000002	46.5	1940
24 April 1992	27.6098361	35.019233880000002	50.0	1941
25 April 1992	31.5576632	33.15053606	57.0	1942
26 April 1992	30.7524131	26.658667820000002	65.5	1943
27 April 1992	31.8887533	28.945551460000001	70.5	1944
28 April 1992	47.7138129	28.585077689999999	65.5	1945
29 April 1992	40.4803043	32.930186720000002	69.5	1946
30 April 1992	49.0000000	NA	67.0	1947
01 May 1992	52.4525782	21.78027694	56.5	1948
02 May 1992	19.5371069	24.59546666	57.0	1949
03 May 1992	37.8000037	28.057409499999999	61.0	1950
04 May 1992	59.6543748	34.907582580000003	64.0	1951
05 May 1992	37.8570818	38.423973920000002	67.0	1952
06 May 1992	46.5778227	26.194484970000001	70.5	1953
07 May 1992	37.5845238	18.967654759999999	69.5	1954
08 May 1992	36.6133257	19.485389219999998	67.5	1955
09 May 1992	23.4759644	12.50517383	53.0	1956
10 May 1992	12.5865964	12.615592879999999	54.5	1957
11 May 1992	25.2138379	20.015605740000002	65.5	1958
12 May 1992	26.6241603	20.071865710000001	65.0	1959
13 May 1992	15.8472767	12.004468709999999	69.0	1960
14 May 1992	26.0000000	25.9282875	68.0	1961
15 May 1992	27.2439390	24.007205800000001	69.0	1962
16 May 1992	21.0000000	21.596070619999999	65.0	1963
17 May 1992	29.3193942	22.225313029999999	69.5	1964
18 May 1992	24.0000000	22.88281967	75.0	1965
19 May 1992	27.0673005	15.46235706	71.0	1966
20 May 1992	16.0000000	13.248789459999999	66.5	1967
21 May 1992	15.5775656	28.984517759999999	54.5	1968
22 May 1992	29.0000000	30.726036990000001	62.0	1969
23 May 1992	19.4973685	22.14187428	69.0	1970
24 May 1992	15.8949128	14.896287790000001	70.0	1971
25 May 1992	18.4146825	16.499449890000001	72.0	1972
26 May 1992	24.0000000	19.431800240000001	68.0	1973
27 May 1992	19.9309524	19.39281334	64.0	1974
28 May 1992	25.0000000	25.08138507	65.0	1975
29 May 1992	26.4364226	21.435327869999998	70.5	1976
30 May 1992	19.4112426	17.895987609999999	67.0	1977
31 May 1992	22.5236370	17.845831159999999	66.5	1978
01 June 1992	24.5695501	18.06684139	63.5	1979
02 June 1992	84.8989484	23.526601830000001	71.0	1980
03 June 1992	18.0000000	20.75279231	71.5	1981
04 June 1992	41.2900794	27.921443270000001	72.0	1982
05 June 1992	25.8527416	19.463395949999999	65.0	1983
06 June 1992	34.1540124	18.96823045	64.5	1984
07 June 1992	17.0000000	13.13122969	70.0	1985
08 June 1992	42.4394130	22.587704460000001	69.5	1986
09 June 1992	29.8267587	20.880633169999999	72.5	1987
10 June 1992	53.8503260	22.194326969999999	74.5	1988
11 June 1992	19.7396878	10.786849800000001	77.5	1989
12 June 1992	125.4396681	15.59860318	74.0	1990
13 June 1992	42.0000000	8.193722696	59.0	1991
14 June 1992	21.3394839	8.8989045789999999	58.0	1992
15 June 1992	13.0000000	11.57669334	57.5	1993
16 June 1992	10.2681882	15.479716079999999	56.0	1994
17 June 1992	21.3519112	19.782035579999999	64.0	1995
18 June 1992	41.3084450	30.427396389999998	71.5	1996
19 June 1992	31.3800505	25.341148029999999	74.5	1997
20 June 1992	36.2274035	28.07346686	72.0	1998
21 June 1992	32.4501521	30.718814720000001	75.5	1999
22 June 1992	50.2400167	31.67503885	79.0	2000
23 June 1992	37.0000000	32.515613889999997	80.0	2001
24 June 1992	46.0005126	17.215404500000002	80.0	2002
25 June 1992	23.0740707	11.728495759999999	78.0	2003
26 June 1992	29.3814251	19.122239929999999	72.5	2004
27 June 1992	20.0000000	18.834403529999999	73.0	2005
28 June 1992	23.1570556	14.899416520000001	79.5	2006
29 June 1992	46.0900805	13.42587569	76.0	2007
30 June 1992	13.5300259	14.89994514	61.5	2008
01 July 1992	15.0000000	16.55566404	56.0	2009
02 July 1992	16.1162878	16.756091529999999	62.0	2010
03 July 1992	27.1919748	25.752509570000001	71.0	2011
04 July 1992	24.5194636	17.160852550000001	78.0	2012
05 July 1992	23.7994740	4.662811423	83.0	2013
06 July 1992	25.0800764	20.71688606	76.5	2014
07 July 1992	17.0000000	11.930371579999999	73.0	2015
08 July 1992	20.9578597	14.078467460000001	74.5	2016
09 July 1992	20.0000000	16.70459945	74.5	2017
10 July 1992	37.3127650	26.24244405	74.0	2018
11 July 1992	18.0739598	12.790956919999999	75.0	2019
12 July 1992	6.3088291	10.845569960000001	66.5	2020
13 July 1992	16.0000000	19.15650368	70.5	2021
14 July 1992	9.8015671	22.719221640000001	77.0	2022
15 July 1992	22.0000000	21.448180950000001	77.0	2023
16 July 1992	36.3654048	26.848194509999999	74.5	2024
17 July 1992	32.0575554	29.62781171	77.0	2025
18 July 1992	27.8120135	20.14212844	79.5	2026
19 July 1992	20.0000000	13.174807980000001	80.0	2027
20 July 1992	35.6383439	15.90926939	82.0	2028
21 July 1992	33.0000000	20.99945778	73.5	2029
22 July 1992	39.3201035	16.977859080000002	78.0	2030
23 July 1992	36.8107843	18.210865129999998	79.0	2031
24 July 1992	40.2510141	24.945797370000001	73.0	2032
25 July 1992	17.4901654	14.50164505	78.5	2033
26 July 1992	24.1128916	18.709147479999999	76.5	2034
27 July 1992	37.0943389	29.25154903	80.5	2035
28 July 1992	43.8779632	27.827989500000001	82.5	2036
29 July 1992	41.8042322	43.714304460000001	80.0	2037
30 July 1992	51.4279015	23.484845150000002	77.0	2038
31 July 1992	44.6880873	31.40786804	80.0	2039
01 August 1992	38.2986147	27.045433750000001	82.0	2040
02 August 1992	35.1031917	23.99008074	85.0	2041
03 August 1992	36.8527846	23.994715589999998	86.5	2042
04 August 1992	42.9905034	21.274713779999999	84.5	2043
05 August 1992	44.3921041	18.291008779999999	82.0	2044
06 August 1992	24.1697100	15.42516371	80.5	2045
07 August 1992	24.7145525	17.018458259999999	80.0	2046
08 August 1992	25.3096129	14.566595639999999	84.5	2047
09 August 1992	22.7758154	19.315480610000002	84.5	2048
10 August 1992	48.7675528	36.462370280000002	80.5	2049
11 August 1992	40.6833401	34.590786790000003	81.0	2050
12 August 1992	44.6894410	27.844806089999999	82.0	2051
13 August 1992	40.7317616	NA	85.0	2052
14 August 1992	37.0000000	NA	85.0	2053
15 August 1992	31.4098922	NA	83.5	2054
16 August 1992	15.7601148	NA	77.5	2055
17 August 1992	21.3408927	NA	76.0	2056
18 August 1992	36.6471390	29.014308440000001	79.0	2057
19 August 1992	65.9703702	33.00602043	81.5	2058
20 August 1992	44.0000000	28.333240270000001	83.0	2059
21 August 1992	37.2324478	11.24003044	85.0	2060
22 August 1992	66.8626196	11.389378580000001	73.0	2061
23 August 1992	33.5426573	16.903530230000001	63.5	2062
24 August 1992	20.4415888	23.284961590000002	60.0	2063
25 August 1992	29.8151001	19.375421119999999	62.5	2064
26 August 1992	33.1228595	27.773140890000001	58.5	2065
27 August 1992	44.4042193	32.496787609999998	66.5	2066
28 August 1992	35.9906488	30.24009349	74.0	2067
29 August 1992	45.6871082	30.646432520000001	73.0	2068
30 August 1992	32.8211621	16.535607859999999	73.0	2069
31 August 1992	19.2889681	21.82385051	65.5	2070
01 September 1992	21.2924545	19.4411381	66.5	2071
02 September 1992	30.7126585	26.189507890000002	70.0	2072
03 September 1992	28.4611919	20.171292480000002	74.5	2073
04 September 1992	12.1085441	15.336772059999999	64.0	2074
05 September 1992	14.0000000	11.48216152	64.5	2075
06 September 1992	11.5547819	10.97094358	64.0	2076
07 September 1992	18.0000000	16.100454500000001	59.0	2077
08 September 1992	31.1611929	30.478295299999999	65.5	2078
09 September 1992	22.6524768	26.338332879999999	64.0	2079
10 September 1992	45.4736428	38.342487669999997	66.0	2080
11 September 1992	46.3585756	34.635460129999998	71.0	2081
12 September 1992	36.6084600	11.731732689999999	72.5	2082
13 September 1992	28.1466338	19.503278269999999	60.0	2083
14 September 1992	46.2679940	28.878923700000001	68.0	2084
15 September 1992	26.9475614	18.449836749999999	74.5	2085
16 September 1992	41.8167877	24.85706609	72.5	2086
17 September 1992	32.3512645	21.848248229999999	71.5	2087
18 September 1992	49.2492918	35.512652989999999	67.0	2088
19 September 1992	33.4335983	14.316602270000001	68.0	2089
20 September 1992	14.7597989	11.52717163	64.0	2090
21 September 1992	26.2799056	25.6279325	66.0	2091
22 September 1992	41.6879639	32.20809483	72.0	2092
23 September 1992	42.0000000	19.667797220000001	77.5	2093
24 September 1992	83.5666632	9.4371424570000002	70.5	2094
25 September 1992	20.0000000	17.36560519	54.0	2095
26 September 1992	25.5591472	26.209249079999999	55.5	2096
27 September 1992	25.7525042	27.503281170000001	61.0	2097
28 September 1992	55.6077072	39.852228330000003	65.0	2098
29 September 1992	41.7271712	35.886687199999997	67.5	2099
30 September 1992	50.5239622	NA	69.0	2100
01 October 1992	46.4149928	NA	71.0	2101
02 October 1992	46.5935476	37.990615769999998	72.5	2102
03 October 1992	24.8257046	21.011806249999999	55.5	2103
04 October 1992	11.6573685	16.854425289999998	53.0	2104
05 October 1992	23.4184429	30.609069569999999	54.0	2105
06 October 1992	36.7337341	22.7634148	53.5	2106
07 October 1992	26.4753930	24.90055766	48.0	2107
08 October 1992	45.9764825	29.945275330000001	55.0	2108
09 October 1992	29.7818278	33.475999969999997	55.5	2109
10 October 1992	45.0427727	32.354869020000002	53.0	2110
11 October 1992	31.5225828	34.415722189999997	57.5	2111
12 October 1992	64.2307261	NA	63.5	2112
13 October 1992	35.0000000	29.100684040000001	62.5	2113
14 October 1992	24.6347682	25.77125908	54.5	2114
15 October 1992	30.7919524	26.298997809999999	49.0	2115
16 October 1992	42.4920993	34.54660062	57.0	2116
17 October 1992	29.6171826	30.2022735	54.0	2117
18 October 1992	38.6257084	31.667094930000001	57.5	2118
19 October 1992	52.0000000	47.915303799999997	58.0	2119
20 October 1992	69.1503792	52.745260510000001	60.0	2120
21 October 1992	37.3521254	24.539470470000001	63.0	2121
22 October 1992	21.1105376	23.859933720000001	55.0	2122
23 October 1992	45.2917867	43.256615910000001	53.5	2123
24 October 1992	39.7735429	36.505215810000003	57.5	2124
25 October 1992	24.0000000	23.62255536	53.5	2125
26 October 1992	26.7163318	25.615480649999999	54.5	2126
27 October 1992	28.7927447	37.174964780000003	56.0	2127
28 October 1992	17.1656576	25.75639335	55.5	2128
29 October 1992	15.0000000	20.220583820000002	54.0	2129
30 October 1992	14.6668813	23.316396770000001	48.0	2130
31 October 1992	11.8273238	18.183271260000001	45.5	2131
01 November 1992	9.7277142	21.293011199999999	45.0	2132
02 November 1992	3.8372093	14.319661249999999	42.5	2133
03 November 1992	14.3530223	15.47360031	38.5	2134
04 November 1992	21.8824092	11.315356769999999	34.5	2135
05 November 1992	21.8301832	10.782143850000001	39.5	2136
06 November 1992	28.7219198	14.57232666	41.5	2137
07 November 1992	16.4036916	11.448704709999999	48.5	2138
08 November 1992	10.6812997	8.3823699129999998	39.5	2139
09 November 1992	13.3905673	9.3557954040000002	36.5	2140
10 November 1992	22.2937354	14.921246930000001	33.5	2141
11 November 1992	28.7959128	14.13349764	31.5	2142
12 November 1992	49.0000000	18.868481020000001	34.5	2143
13 November 1992	57.2469605	23.113069459999998	40.0	2144
14 November 1992	63.0000000	21.815095530000001	42.0	2145
15 November 1992	74.7795780	20.43756136	41.0	2146
16 November 1992	94.0000000	27.87626135	41.5	2147
17 November 1992	101.7851400	24.91694996	40.5	2148
18 November 1992	49.6374112	18.62658064	40.0	2149
19 November 1992	18.2839654	10.240584630000001	38.5	2150
20 November 1992	9.7069473	8.2952958530000007	31.5	2151
21 November 1992	33.7904049	11.900827659999999	27.0	2152
22 November 1992	15.0000000	7.8230684669999997	34.0	2153
23 November 1992	2.8867168	11.315115	29.0	2154
24 November 1992	32.0000000	13.608206170000001	22.5	2155
25 November 1992	59.2420654	21.004314690000001	18.0	2156
26 November 1992	54.7318916	19.31451607	19.5	2157
27 November 1992	60.6963917	25.291393719999999	22.0	2158
28 November 1992	60.6102418	21.210788099999998	28.5	2159
29 November 1992	28.2735448	27.4916947	23.5	2160
30 November 1992	49.9115730	39.499961890000002	22.5	2161
01 December 1992	87.3566407	46.20944618	29.5	2162
02 December 1992	71.0000000	NA	32.0	2163
03 December 1992	33.0849168	35.549749400000003	23.5	2164
04 December 1992	23.7502766	22.606313979999999	14.0	2165
05 December 1992	30.9883117	29.568123400000001	22.0	2166
06 December 1992	54.3488722	55.122693159999997	19.0	2167
07 December 1992	36.5096172	33.734552649999998	32.0	2168
08 December 1992	24.5323308	22.193211139999999	42.0	2169
09 December 1992	11.2149321	18.818861089999999	38.0	2170
10 December 1992	33.7459409	33.357344210000001	39.0	2171
11 December 1992	25.7709617	27.592565010000001	39.0	2172
12 December 1992	13.0000000	14.52873943	33.0	2173
13 December 1992	9.2147813	19.152356619999999	27.0	2174
14 December 1992	30.9793467	31.5452206	24.0	2175
15 December 1992	26.0366981	31.215644640000001	20.5	2176
16 December 1992	32.0000000	32.62981843	15.5	2177
17 December 1992	11.1365079	19.707135409999999	27.5	2178
18 December 1992	17.9423155	24.725357150000001	26.0	2179
19 December 1992	35.2151261	33.890955439999999	17.0	2180
20 December 1992	37.1600668	36.235708010000003	18.0	2181
21 December 1992	39.9503898	38.530088790000001	26.5	2182
22 December 1992	52.9471923	41.6025603	28.0	2183
23 December 1992	53.1493784	43.499902919999997	28.5	2184
24 December 1992	55.9876700	41.251030649999997	26.0	2185
25 December 1992	62.0215810	37.767115650000001	25.0	2186
26 December 1992	56.9951004	47.293146350000001	23.5	2187
27 December 1992	30.9948552	25.80800039	26.0	2188
28 December 1992	11.0000000	15.74314334	38.5	2189
29 December 1992	3.8360686	2.8426116449999999	40.0	2190
30 December 1992	12.2786325	24.71169171	26.0	2191
31 December 1992	31.3159891	44.447173659999997	22.0	2192
01 January 1993	36.3142302	39.666355920000001	30.0	2193
02 January 1993	NA	14.68876343	30.0	2194
03 January 1993	21.0000000	22.0846716	12.5	2195
04 January 1993	36.3329982	42.418954599999999	12.5	2196
05 January 1993	91.2040101	74.529670879999998	8.0	2197
06 January 1993	77.2869955	90.383071330000007	18.5	2198
07 January 1993	58.4819820	50.398621439999999	23.5	2199
08 January 1993	48.3908443	53.806638569999997	24.5	2200
09 January 1993	38.0582422	46.926247660000001	28.5	2201
10 January 1993	29.1134510	43.002551390000001	29.0	2202
11 January 1993	11.9026535	26.279654690000001	27.5	2203
12 January 1993	44.0261938	50.389314319999997	17.0	2204
13 January 1993	67.6580908	66.053087640000001	24.0	2205
14 January 1993	64.9310006	63.352550829999998	20.5	2206
15 January 1993	63.9622838	60.49224487	30.0	2207
16 January 1993	NA	57.592556090000002	31.0	2208
17 January 1993	38.9110018	44.117053900000002	28.0	2209
18 January 1993	38.4406228	44.977868239999999	33.0	2210
19 January 1993	31.2226803	38.465257229999999	29.5	2211
20 January 1993	38.4701925	53.051088839999998	32.0	2212
21 January 1993	37.3536635	51.284141910000002	38.0	2213
22 January 1993	15.4337557	20.186622920000001	36.5	2214
23 January 1993	25.3822537	29.989713989999998	25.5	2215
24 January 1993	45.4395788	54.194328650000003	26.5	2216
25 January 1993	65.3588619	53.280392280000001	25.0	2217
26 January 1993	70.3595543	73.883651709999995	21.0	2218
27 January 1993	113.7001799	89.273152269999997	20.5	2219
28 January 1993	96.4200000	90.479901760000004	19.5	2220
29 January 1993	106.4300495	68.443040280000005	20.0	2221
30 January 1993	79.4977182	65.253071340000005	18.5	2222
31 January 1993	81.5571612	64.838120509999996	23.5	2223
01 February 1993	64.9599441	52.090739560000003	26.5	2224
02 February 1993	51.0000000	34.237438689999998	30.0	2225
03 February 1993	41.5348070	31.927822890000002	29.0	2226
04 February 1993	59.7911022	45.512049079999997	24.5	2227
05 February 1993	80.4459627	58.718596699999999	22.0	2228
06 February 1993	94.0000000	57.55919712	26.5	2229
07 February 1993	94.2416305	61.740980239999999	26.5	2230
08 February 1993	70.7012070	79.124178290000003	31.5	2231
09 February 1993	54.6264594	41.986667939999997	35.0	2232
10 February 1993	54.2188982	NA	33.5	2233
11 February 1993	30.6477395	57.807151900000001	37.0	2234
12 February 1993	23.3604651	25.548114380000001	35.0	2235
13 February 1993	34.1846933	NA	32.0	2236
14 February 1993	45.0024433	NA	25.0	2237
15 February 1993	43.1832243	NA	26.0	2238
16 February 1993	34.0000000	41.545337340000003	24.0	2239
17 February 1993	30.9928525	50.449840109999997	27.0	2240
18 February 1993	69.7233824	56.264335420000002	30.0	2241
19 February 1993	14.3607456	14.87120161	43.0	2242
20 February 1993	12.2995869	24.028866440000002	35.0	2243
21 February 1993	6.1167815	22.567598839999999	30.5	2244
22 February 1993	16.6790124	27.635275920000002	30.5	2245
23 February 1993	24.2053948	39.576399340000002	33.0	2246
24 February 1993	18.2194748	37.307563860000002	33.5	2247
25 February 1993	9.7705826	24.395849729999998	25.0	2248
26 February 1993	39.2697037	48.147492929999999	22.0	2249
27 February 1993	41.7981688	53.693795739999999	25.0	2250
28 February 1993	62.8828895	52.385521099999998	26.5	2251
01 March 1993	84.2205725	57.162942280000003	29.0	2252
02 March 1993	66.0983140	48.061844440000002	32.0	2253
03 March 1993	66.7398552	53.5142314	34.0	2254
04 March 1993	64.0000000	52.646515690000001	36.0	2255
05 March 1993	77.0319122	54.378836059999998	35.5	2256
06 March 1993	50.3491912	40.685324629999997	37.5	2257
07 March 1993	66.9131390	27.87337831	39.5	2258
08 March 1993	91.7616805	44.872791460000002	40.0	2259
09 March 1993	64.1593018	46.84009142	40.0	2260
10 March 1993	105.7101958	61.199028720000001	41.0	2261
11 March 1993	20.9798376	29.110941870000001	39.5	2262
12 March 1993	35.3332976	37.125143739999999	36.0	2263
13 March 1993	50.3410958	53.968570980000003	40.5	2264
14 March 1993	45.3307791	38.968417879999997	46.0	2265
15 March 1993	18.7784609	33.123680759999999	48.0	2266
16 March 1993	21.0000000	30.904454229999999	52.0	2267
17 March 1993	15.8280553	28.149583329999999	55.0	2268
18 March 1993	18.0000000	NA	50.0	2269
19 March 1993	33.3655967	25.065058430000001	52.5	2270
20 March 1993	20.3496596	26.646973110000001	54.0	2271
21 March 1993	14.4728573	23.953502499999999	46.5	2272
22 March 1993	48.0000000	41.656031079999998	49.0	2273
23 March 1993	63.2779094	31.32014912	56.5	2274
24 March 1993	35.5293908	18.234687109999999	58.5	2275
25 March 1993	30.6755152	16.626578309999999	59.5	2276
26 March 1993	23.3097355	19.014851419999999	59.5	2277
27 March 1993	19.1536928	18.828430730000001	53.0	2278
28 March 1993	12.0000000	18.59592409	46.5	2279
29 March 1993	14.9732200	24.031469609999998	47.5	2280
30 March 1993	15.0000000	18.98857426	46.5	2281
31 March 1993	28.8696420	29.5545367	47.5	2282
01 April 1993	23.0000000	23.208894239999999	52.5	2283
02 April 1993	9.6120097	20.040265779999999	43.0	2284
03 April 1993	14.1986813	26.718789359999999	45.5	2285
04 April 1993	12.1170323	15.456983559999999	52.0	2286
05 April 1993	22.8398502	21.818068140000001	44.5	2287
06 April 1993	16.8456355	20.847823219999999	41.0	2288
07 April 1993	19.3445865	24.3493405	43.5	2289
08 April 1993	26.4084431	20.58660952	47.0	2290
09 April 1993	32.0000000	13.451589930000001	50.5	2291
10 April 1993	20.5125280	19.388151149999999	47.5	2292
11 April 1993	10.0000000	9.9888164170000007	43.5	2293
12 April 1993	3.6919929	13.586831950000001	40.5	2294
13 April 1993	16.0000000	21.262350529999999	42.5	2295
14 April 1993	19.1667230	25.51206852	43.5	2296
15 April 1993	25.8316516	26.183492749999999	50.5	2297
16 April 1993	4.6766801	22.823347999999999	49.0	2298
17 April 1993	24.0000000	26.596908160000002	57.0	2299
18 April 1993	17.4163443	7.7177460489999996	48.0	2300
19 April 1993	8.1257143	14.78135702	45.0	2301
20 April 1993	20.8948022	31.442315409999999	47.0	2302
21 April 1993	33.9508231	44.145829249999998	57.0	2303
22 April 1993	57.5124620	19.90610676	58.5	2304
23 April 1993	13.0000000	13.36001231	48.5	2305
24 April 1993	6.3801156	14.872174790000001	47.0	2306
25 April 1993	23.8687809	26.294972040000001	52.0	2307
26 April 1993	25.8703565	19.808082630000001	58.0	2308
27 April 1993	19.0000000	24.12338183	47.0	2309
28 April 1993	30.2073413	27.880539649999999	49.0	2310
29 April 1993	33.8744557	26.78143584	53.5	2311
30 April 1993	16.6605324	22.692166749999998	50.0	2312
01 May 1993	16.5063004	21.598388920000001	49.0	2313
02 May 1993	16.4200294	37.018543829999999	56.0	2314
03 May 1993	50.0000000	7.2285529750000004	63.0	2315
04 May 1993	5.4099027	16.23702192	44.5	2316
05 May 1993	11.0000000	22.6488543	43.5	2317
06 May 1993	18.8187694	17.98510563	48.5	2318
07 May 1993	15.0000000	17.685807279999999	50.0	2319
08 May 1993	6.8494533	22.515317540000002	43.0	2320
09 May 1993	14.0000000	21.051450750000001	48.5	2321
10 May 1993	33.7116523	39.419023119999999	57.5	2322
11 May 1993	31.3969505	19.363178359999999	69.5	2323
12 May 1993	34.5254164	14.69156523	72.5	2324
13 May 1993	27.2101260	19.848397169999998	72.5	2325
14 May 1993	30.3567826	26.99658861	69.0	2326
15 May 1993	19.0000000	15.52367649	67.0	2327
16 May 1993	17.3886807	9.1878205929999996	68.5	2328
17 May 1993	20.0000000	16.705468459999999	65.0	2329
18 May 1993	30.3274917	22.058511729999999	67.0	2330
19 May 1993	29.0000000	19.382243800000001	71.0	2331
20 May 1993	37.5354150	20.693498269999999	74.0	2332
21 May 1993	31.2736973	14.40806338	66.5	2333
22 May 1993	6.9526242	12.19437624	60.5	2334
23 May 1993	16.0000000	15.21787636	62.0	2335
24 May 1993	21.0634341	17.42127335	70.5	2336
25 May 1993	23.0000000	12.4080528	75.0	2337
26 May 1993	28.7697441	20.111910519999999	74.0	2338
27 May 1993	24.0000000	13.893192259999999	73.0	2339
28 May 1993	15.2876655	11.447021400000001	73.0	2340
29 May 1993	18.2615974	13.78655869	69.0	2341
30 May 1993	27.5816155	18.032485130000001	68.5	2342
31 May 1993	31.2511364	12.926215170000001	72.5	2343
01 June 1993	20.8143733	13.98330363	64.0	2344
02 June 1993	23.8525855	18.925469240000002	61.0	2345
03 June 1993	6.4271833	14.00351339	56.0	2346
04 June 1993	13.0000000	14.24469259	57.0	2347
05 June 1993	16.0231739	13.78301613	61.0	2348
06 June 1993	8.2423088	6.6691329650000002	56.0	2349
07 June 1993	7.2830643	19.173318810000001	49.5	2350
08 June 1993	12.0000000	17.90438997	56.0	2351
09 June 1993	7.5675491	18.49760272	57.0	2352
10 June 1993	28.7276897	21.201334979999999	63.5	2353
11 June 1993	24.2209489	17.938913700000001	69.0	2354
12 June 1993	10.5078991	9.9379826700000002	57.0	2355
13 June 1993	14.7327307	22.65136184	57.0	2356
14 June 1993	42.9730007	35.042547370000001	68.5	2357
15 June 1993	46.5453471	23.424132920000002	73.5	2358
16 June 1993	22.8929853	13.909102750000001	67.5	2359
17 June 1993	11.1299609	20.701529099999998	58.0	2360
18 June 1993	16.2694706	14.296120549999999	63.0	2361
19 June 1993	24.5325759	22.722942750000001	68.0	2362
20 June 1993	30.2554386	16.697991699999999	74.0	2363
21 June 1993	31.8531678	17.49049466	74.0	2364
22 June 1993	17.7651230	14.69152933	66.5	2365
23 June 1993	15.8428581	13.524292429999999	60.0	2366
24 June 1993	19.8312043	13.16037646	58.5	2367
25 June 1993	41.2094416	26.448346770000001	66.0	2368
26 June 1993	37.8137650	30.68465132	73.0	2369
27 June 1993	29.3433114	20.451430009999999	78.0	2370
28 June 1993	34.0000000	14.15545708	77.5	2371
29 June 1993	19.2272727	13.822742359999999	67.0	2372
30 June 1993	27.7029645	24.564289949999999	67.0	2373
01 July 1993	35.4862709	23.327695240000001	70.5	2374
02 July 1993	70.0000000	22.26339626	77.5	2375
03 July 1993	11.5410736	6.6339606240000002	60.5	2376
04 July 1993	17.0000000	11.767859639999999	61.5	2377
05 July 1993	13.0405398	9.4079333980000008	63.0	2378
06 July 1993	23.7308339	18.377701479999999	67.0	2379
07 July 1993	31.9965012	23.773793309999999	70.0	2380
08 July 1993	25.0561798	18.655174949999999	66.0	2381
09 July 1993	52.5007778	30.356831209999999	71.5	2382
10 July 1993	37.0169393	23.219430119999998	75.5	2383
11 July 1993	25.0556692	18.600672299999999	74.0	2384
12 July 1993	32.0345883	18.160814859999999	73.5	2385
13 July 1993	40.1106283	27.002441430000001	71.0	2386
14 July 1993	55.1327994	24.542241000000001	71.5	2387
15 July 1993	38.9367745	20.718150049999998	68.0	2388
16 July 1993	30.5082056	17.66704442	66.5	2389
17 July 1993	36.7792684	17.656742560000001	70.0	2390
18 July 1993	24.0000000	13.154194220000001	69.5	2391
19 July 1993	58.7516160	20.658720679999998	76.0	2392
20 July 1993	35.8018570	19.663385909999999	77.5	2393
21 July 1993	62.6136879	19.473395830000001	67.0	2394
22 July 1993	24.3475851	26.480291040000001	66.0	2395
23 July 1993	3.5054389	25.80207609	59.5	2396
24 July 1993	21.0000000	14.49253569	62.5	2397
25 July 1993	6.5699153	14.68306847	71.0	2398
26 July 1993	6.7570266	14.44245446	63.0	2399
27 July 1993	47.3967208	NA	66.0	2400
28 July 1993	46.2042750	26.693603880000001	76.0	2401
29 July 1993	NA	17.832409630000001	82.0	2402
30 July 1993	28.1972921	18.324979070000001	81.5	2403
31 July 1993	34.0830458	23.218296859999999	75.0	2404
01 August 1993	22.1006513	17.955658589999999	75.0	2405
02 August 1993	41.0344483	20.72544736	74.0	2406
03 August 1993	41.5297388	18.048741230000001	75.0	2407
04 August 1993	72.9064639	21.872895020000001	75.0	2408
05 August 1993	22.0000000	16.270701429999999	75.5	2409
06 August 1993	38.6572505	15.259269209999999	75.5	2410
07 August 1993	28.8486995	10.52760718	77.5	2411
08 August 1993	4.4248128	2.6087201769999999	74.5	2412
09 August 1993	18.2539522	12.27388124	78.0	2413
10 August 1993	27.2901007	14.886523499999999	75.0	2414
11 August 1993	22.3236444	17.331910749999999	74.0	2415
12 August 1993	NA	22.674173710000002	73.0	2416
13 August 1993	25.6154446	21.850273250000001	72.0	2417
14 August 1993	20.2645243	18.340932970000001	73.0	2418
15 August 1993	19.1508411	7.6649700459999996	78.0	2419
16 August 1993	NA	14.921912580000001	67.5	2420
17 August 1993	33.6867309	22.304966520000001	67.5	2421
18 August 1993	NA	36.581366879999997	72.5	2422
19 August 1993	28.1028285	15.79871078	78.5	2423
20 August 1993	32.1486235	10.71400004	78.5	2424
21 August 1993	17.5665415	16.70708054	68.5	2425
22 August 1993	16.2502157	12.54825164	69.5	2426
23 August 1993	27.1528187	21.705540939999999	76.0	2427
24 August 1993	33.2559794	20.663287650000001	80.0	2428
25 August 1993	31.5922595	21.55823015	67.5	2429
26 August 1993	33.2564353	23.386852350000002	66.5	2430
27 August 1993	42.5752599	30.44287203	68.5	2431
28 August 1993	46.8339602	26.10087249	71.0	2432
29 August 1993	22.0730998	12.05375357	65.5	2433
30 August 1993	NA	20.533938320000001	62.5	2434
31 August 1993	36.0000000	32.204527159999998	67.5	2435
01 September 1993	62.9201581	25.788553159999999	73.0	2436
02 September 1993	46.9934124	24.677765730000001	69.5	2437
03 September 1993	119.8669151	32.208148610000002	71.0	2438
04 September 1993	30.0000000	18.517240019999999	77.0	2439
05 September 1993	34.0890269	11.338311409999999	77.0	2440
06 September 1993	26.5576252	11.00140479	78.5	2441
07 September 1993	115.8453830	25.067405709999999	74.0	2442
08 September 1993	62.4830534	25.953053629999999	68.5	2443
09 September 1993	102.6609524	29.528868599999999	68.5	2444
10 September 1993	77.7904197	28.076618830000001	71.5	2445
11 September 1993	65.6281573	27.312213409999998	77.0	2446
12 September 1993	54.3202899	11.74965102	61.5	2447
13 September 1993	45.5460870	11.95975104	52.5	2448
14 September 1993	33.0000000	22.5427672	58.5	2449
15 September 1993	NA	21.888382450000002	66.5	2450
16 September 1993	40.0000000	25.455586100000001	61.5	2451
17 September 1993	6.3746584	22.103334190000002	58.0	2452
18 September 1993	8.7008152	18.531835950000001	54.5	2453
19 September 1993	2.4885300	12.793476930000001	60.5	2454
20 September 1993	55.1698599	24.672054880000001	69.5	2455
21 September 1993	64.3427405	27.539671630000001	59.5	2456
22 September 1993	39.0000000	33.849741770000001	58.5	2457
23 September 1993	86.7824302	37.358731200000001	62.0	2458
24 September 1993	49.9134111	24.511238559999999	61.5	2459
25 September 1993	108.9245334	26.291518069999999	60.5	2460
26 September 1993	51.4227405	24.131950960000001	59.0	2461
27 September 1993	79.8544061	39.85820365	61.5	2462
28 September 1993	51.6703992	44.6174806	64.0	2463
29 September 1993	68.2526364	48.218213200000001	64.5	2464
30 September 1993	42.7025641	36.346990669999997	68.5	2465
01 October 1993	66.7869037	29.013087479999999	65.0	2466
02 October 1993	34.6934307	29.53104914	62.5	2467
03 October 1993	42.7887692	29.455405129999999	66.0	2468
04 October 1993	49.0676190	40.321466610000002	67.5	2469
05 October 1993	73.1763670	25.623347020000001	72.5	2470
06 October 1993	14.7771680	21.708454620000001	61.5	2471
07 October 1993	8.2179361	18.500823709999999	51.5	2472
08 October 1993	20.0000000	22.894894539999999	46.0	2473
09 October 1993	11.7296865	19.260597669999999	47.0	2474
10 October 1993	17.4340476	19.971324899999999	51.0	2475
11 October 1993	29.7335400	23.895984479999999	53.5	2476
12 October 1993	20.0000000	21.189821080000002	53.5	2477
13 October 1993	26.6975158	29.26817501	53.0	2478
14 October 1993	15.0000000	22.339587980000001	55.5	2479
15 October 1993	12.6475080	23.774647479999999	52.5	2480
16 October 1993	16.3213156	21.178374869999999	52.0	2481
17 October 1993	13.6051791	21.479736549999998	49.5	2482
18 October 1993	18.0000000	18.591763109999999	50.5	2483
19 October 1993	26.5462504	19.371129580000002	47.5	2484
20 October 1993	31.6852098	26.286880490000001	48.5	2485
21 October 1993	42.4009809	35.322541029999996	49.5	2486
22 October 1993	46.0000000	38.70104783	53.5	2487
23 October 1993	42.9508377	34.539875670000001	52.5	2488
24 October 1993	31.0000000	32.097110110000003	55.5	2489
25 October 1993	39.8384776	29.7978351	49.5	2490
26 October 1993	24.4475452	22.95591525	46.0	2491
27 October 1993	48.8894331	32.055274220000001	45.0	2492
28 October 1993	41.0000000	37.074104349999999	47.0	2493
29 October 1993	40.4690710	24.50416388	40.5	2494
30 October 1993	37.2010844	30.823138830000001	39.5	2495
31 October 1993	42.0078818	35.607922440000003	42.5	2496
01 November 1993	34.0000000	30.113649200000001	39.5	2497
02 November 1993	45.4759965	38.126057619999997	39.5	2498
03 November 1993	38.9245554	48.772684609999999	45.0	2499
04 November 1993	29.4210583	26.248150110000001	41.5	2500
05 November 1993	23.3854564	28.993355220000002	37.0	2501
06 November 1993	27.4063236	30.23894817	37.5	2502
07 November 1993	25.2635659	32.25369972	38.5	2503
08 November 1993	54.3533866	43.528662079999997	39.5	2504
09 November 1993	53.6220930	49.395576409999997	41.0	2505
10 November 1993	57.4449245	48.339234840000003	40.0	2506
11 November 1993	49.7177195	51.039383649999998	41.5	2507
12 November 1993	52.8881033	37.329276049999997	40.5	2508
13 November 1993	30.8606480	28.423322169999999	37.5	2509
14 November 1993	25.3530811	23.68127776	38.5	2510
15 November 1993	40.4689922	37.667698270000002	34.0	2511
16 November 1993	51.8884782	43.622597540000001	37.5	2512
17 November 1993	41.5255857	39.947689109999999	42.5	2513
18 November 1993	21.4121821	26.333004429999999	35.5	2514
19 November 1993	28.0000000	35.661360850000001	29.5	2515
20 November 1993	39.4438695	41.983483710000002	32.5	2516
21 November 1993	39.0562691	43.050719229999999	34.0	2517
22 November 1993	13.3030258	22.979481589999999	43.0	2518
23 November 1993	10.0000000	20.718914030000001	29.5	2519
24 November 1993	8.6952799	19.4362049	22.0	2520
25 November 1993	21.5731900	25.65358647	16.0	2521
26 November 1993	35.1879855	40.356405389999999	17.0	2522
27 November 1993	51.8162079	50.582205180000003	24.0	2523
28 November 1993	54.1168538	53.851060189999998	27.0	2524
29 November 1993	105.7778070	73.637690230000004	32.0	2525
30 November 1993	56.1009180	46.491378210000001	32.0	2526
01 December 1993	30.5855314	39.493608770000002	33.0	2527
02 December 1993	19.0793585	32.815920740000003	35.5	2528
03 December 1993	37.5602777	41.71455856	33.0	2529
04 December 1993	20.0249428	37.824117710000003	37.0	2530
05 December 1993	25.6695314	38.294196540000002	31.5	2531
06 December 1993	47.9045999	51.893922000000003	33.5	2532
07 December 1993	41.8974493	47.121332719999998	34.0	2533
08 December 1993	23.0140010	31.99127528	43.5	2534
09 December 1993	31.7392470	34.737129869999997	46.5	2535
10 December 1993	27.7517459	42.060370040000002	46.5	2536
11 December 1993	20.1040462	28.050869120000002	53.0	2537
12 December 1993	4.6611974	22.384620510000001	40.0	2538
13 December 1993	32.7893458	44.588056569999999	28.5	2539
14 December 1993	49.4523761	67.492511489999998	28.0	2540
15 December 1993	51.7546637	41.919880999999997	31.5	2541
16 December 1993	11.8215338	31.988273199999998	29.0	2542
17 December 1993	34.0322748	41.427443410000002	28.0	2543
18 December 1993	45.2475907	47.216420059999997	27.0	2544
19 December 1993	47.7439108	39.979240570000002	23.5	2545
20 December 1993	51.6250252	41.767323859999998	23.5	2546
21 December 1993	54.6424201	49.051920379999999	21.5	2547
22 December 1993	39.4677315	41.826668050000002	22.5	2548
23 December 1993	31.0395288	35.323554989999998	23.0	2549
24 December 1993	38.4410830	43.654089650000003	25.0	2550
25 December 1993	68.0000000	47.379373829999999	25.0	2551
26 December 1993	71.9401862	64.988888180000004	23.5	2552
27 December 1993	99.7335084	63.848199610000002	28.5	2553
28 December 1993	40.6028276	35.914707380000003	32.0	2554
29 December 1993	35.9667374	42.525849180000002	31.0	2555
30 December 1993	38.6281045	44.811105589999997	27.5	2556
31 December 1993	77.9650854	60.518408710000003	29.0	2557
01 January 1994	29.8723315	42.694003950000003	34.0	2558
02 January 1994	20.6726881	36.725948219999999	35.5	2559
03 January 1994	53.7744878	61.797800959999996	39.5	2560
04 January 1994	41.0819653	44.428020609999997	38.5	2561
05 January 1994	14.9459568	26.565430070000001	38.5	2562
06 January 1994	9.6581660	20.719885739999999	34.0	2563
07 January 1994	22.2427211	32.924479499999997	31.0	2564
08 January 1994	35.6821123	40.472899830000003	36.0	2565
09 January 1994	11.3446357	34.525376340000001	34.0	2566
10 January 1994	29.8023565	40.501967450000002	33.5	2567
11 January 1994	16.6520858	39.252446140000004	34.0	2568
12 January 1994	37.3688031	38.61788799	38.5	2569
13 January 1994	27.6264713	42.396480320000002	40.0	2570
14 January 1994	32.9971933	40.07854305	43.5	2571
15 January 1994	29.6962270	37.820323690000002	38.5	2572
16 January 1994	19.9624470	29.33018294	36.0	2573
17 January 1994	27.0635224	40.655092860000003	39.0	2574
18 January 1994	40.9404536	41.428451979999998	42.5	2575
19 January 1994	51.9977995	46.845111180000004	40.5	2576
20 January 1994	73.5757757	56.050109300000003	38.0	2577
21 January 1994	71.9468650	59.385216900000003	37.0	2578
22 January 1994	89.5672944	62.766206609999998	36.5	2579
23 January 1994	46.9429971	32.184577869999998	40.0	2580
24 January 1994	22.3918794	27.764228289999998	47.0	2581
25 January 1994	36.8632052	46.660805670000002	45.0	2582
26 January 1994	16.5817339	29.417002050000001	37.5	2583
27 January 1994	-1.3269886	27.56948234	34.5	2584
28 January 1994	17.6671010	17.531065779999999	35.0	2585
29 January 1994	8.5103001	25.129748039999999	30.0	2586
30 January 1994	11.1032812	14.252412809999999	28.5	2587
31 January 1994	13.9452657	20.460123490000001	25.5	2588
01 February 1994	26.6410719	29.123536730000001	25.5	2589
02 February 1994	39.4302853	40.542896419999998	27.5	2590
03 February 1994	50.7269356	45.17990709	29.0	2591
04 February 1994	54.8727441	53.413468729999998	29.5	2592
05 February 1994	44.9865779	45.22275501	31.5	2593
06 February 1994	16.2975676	30.17367818	37.0	2594
07 February 1994	18.3670382	9.4438890749999995	46.0	2595
08 February 1994	-2.2109806	24.7872488	35.5	2596
09 February 1994	25.9895357	33.90495688	29.5	2597
10 February 1994	7.7825770	33.231690829999998	39.0	2598
11 February 1994	8.0676290	20.536235250000001	28.0	2599
12 February 1994	15.2962036	31.790298889999999	24.5	2600
13 February 1994	30.4766105	34.584655580000003	33.0	2601
14 February 1994	52.7476556	53.012877269999997	35.5	2602
15 February 1994	46.5263340	52.32726487	38.0	2603
16 February 1994	37.0776638	46.541067820000002	44.0	2604
17 February 1994	11.5088007	18.610311079999999	48.0	2605
18 February 1994	0.7098926	26.440153110000001	38.0	2606
19 February 1994	10.5712710	17.973864200000001	33.0	2607
20 February 1994	-0.7108423	19.069729379999998	32.5	2608
21 February 1994	15.1003408	26.039482230000001	33.5	2609
22 February 1994	4.0870108	27.582594010000001	24.5	2610
23 February 1994	15.5260291	27.113563259999999	25.5	2611
24 February 1994	3.7375596	28.266493669999999	42.0	2612
25 February 1994	14.4336027	25.182908999999999	49.5	2613
26 February 1994	6.6541502	23.555791330000002	49.0	2614
27 February 1994	12.4737036	26.775514309999998	40.0	2615
28 February 1994	4.1983685	25.33876334	42.5	2616
01 March 1994	27.8754370	33.921499439999998	43.0	2617
02 March 1994	41.8261805	42.970892759999998	47.5	2618
03 March 1994	39.8424192	46.527330880000001	51.0	2619
04 March 1994	49.6804548	37.880026870000002	51.0	2620
05 March 1994	24.8813203	33.278794089999998	47.5	2621
06 March 1994	3.0262146	18.782454609999998	46.0	2622
07 March 1994	23.8685897	29.88644708	42.0	2623
08 March 1994	33.5295100	29.344842629999999	41.0	2624
09 March 1994	27.8802055	35.756576729999999	41.5	2625
10 March 1994	28.7594698	35.800418299999997	46.5	2626
11 March 1994	15.0000000	24.105306120000002	45.0	2627
12 March 1994	8.4850592	16.747804930000001	47.5	2628
13 March 1994	21.0000000	26.47536903	44.5	2629
14 March 1994	24.9884779	37.947816869999997	50.5	2630
15 March 1994	34.8426249	43.7665595	54.0	2631
16 March 1994	35.5098634	21.391731199999999	58.0	2632
17 March 1994	41.0000000	18.211900610000001	50.0	2633
18 March 1994	35.0370077	31.57718818	48.0	2634
19 March 1994	16.0000000	15.82594396	46.5	2635
20 March 1994	0.4971541	17.513886889999998	37.5	2636
21 March 1994	18.0000000	20.673400170000001	49.5	2637
22 March 1994	15.7654088	16.040675100000001	44.0	2638
23 March 1994	7.5291013	25.53764168	32.0	2639
24 March 1994	18.4910587	38.36412249	38.0	2640
25 March 1994	28.7436206	31.566627860000001	43.0	2641
26 March 1994	11.5976874	20.066008239999999	41.5	2642
27 March 1994	8.9709302	7.7365369849999999	40.0	2643
28 March 1994	22.6504439	27.298549250000001	47.5	2644
29 March 1994	22.7121583	25.851142710000001	46.5	2645
30 March 1994	40.5532243	36.016558590000002	45.0	2646
31 March 1994	32.0000000	26.229241739999999	52.0	2647
01 April 1994	16.4087578	19.127078279999999	48.0	2648
02 April 1994	19.5254945	22.266172879999999	49.0	2649
03 April 1994	9.0171331	17.964353330000002	53.5	2650
04 April 1994	10.6616929	12.23613046	40.5	2651
05 April 1994	-0.9033767	13.94663124	41.5	2652
06 April 1994	14.2294760	19.114900469999998	48.5	2653
07 April 1994	-15.8070175	12.35774617	42.0	2654
08 April 1994	14.1363940	17.265348979999999	43.0	2655
09 April 1994	5.7170788	22.367517419999999	43.0	2656
10 April 1994	8.0000000	14.482561110000001	40.5	2657
11 April 1994	9.1626959	26.031486600000001	47.5	2658
12 April 1994	8.1000291	19.347433110000001	52.0	2659
13 April 1994	31.0934680	24.274604889999999	53.5	2660
14 April 1994	28.3900158	14.26292907	49.5	2661
15 April 1994	35.1318585	31.469501480000002	50.5	2662
16 April 1994	24.6513680	32.931973110000001	57.5	2663
17 April 1994	18.7912797	28.134373969999999	64.0	2664
18 April 1994	55.7160739	36.294617719999998	66.5	2665
19 April 1994	NA	23.062656740000001	70.5	2666
20 April 1994	37.0000000	31.388865630000002	66.5	2667
21 April 1994	53.6633108	24.017587859999999	70.5	2668
22 April 1994	34.1871657	10.01441807	68.5	2669
23 April 1994	36.6996446	8.6490185250000007	61.5	2670
24 April 1994	20.0000000	2.8247979079999999	55.0	2671
25 April 1994	-6.1176471	9.042355937	48.0	2672
26 April 1994	10.3889553	17.04950097	43.5	2673
27 April 1994	2.6568495	11.69472762	46.0	2674
28 April 1994	10.0000000	13.40306095	44.0	2675
29 April 1994	-0.3177203	16.27806095	47.5	2676
30 April 1994	4.0015526	20.52806095	50.0	2677
01 May 1994	1.7526386	19.27806095	51.5	2678
02 May 1994	17.9038044	20.26719138	53.5	2679
03 May 1994	5.1531966	15.69472762	56.0	2680
04 May 1994	18.0605496	22.069727619999998	64.0	2681
05 May 1994	19.9034232	29.77806095	66.0	2682
06 May 1994	31.4884802	20.875887039999999	65.0	2683
07 May 1994	20.4744684	20.319727619999998	60.5	2684
08 May 1994	14.5417899	11.22371313	59.0	2685
09 May 1994	20.0467398	21.658495729999999	62.5	2686
10 May 1994	28.0000000	25.52806095	64.0	2687
11 May 1994	41.8340572	29.628060949999998	67.0	2688
12 May 1994	33.7113718	20.27806095	71.0	2689
13 May 1994	9.8876121	20.819727619999998	62.0	2690
14 May 1994	22.1878573	18.90306095	61.0	2691
15 May 1994	42.9342634	9.4447276169999999	72.5	2692
16 May 1994	36.1279928	18.78893051	57.5	2693
17 May 1994	21.1433786	18.944727619999998	53.5	2694
18 May 1994	29.0000000	27.819727619999998	59.0	2695
19 May 1994	18.4208691	15.61139429	58.5	2696
20 May 1994	16.3901045	20.15306095	54.5	2697
21 May 1994	16.4995999	22.397626169999999	59.5	2698
22 May 1994	18.0000000	23.78893051	66.0	2699
23 May 1994	39.0756349	36.664424590000003	64.5	2700
24 May 1994	31.1939365	30.569727619999998	66.5	2701
25 May 1994	65.4957305	30.658495729999999	68.0	2702
26 May 1994	26.6341415	13.48639429	72.5	2703
27 May 1994	17.9819989	17.875887039999999	67.5	2704
28 May 1994	5.0728304	13.23639429	67.0	2705
29 May 1994	13.1201551	15.919365300000001	70.0	2706
30 May 1994	17.7167474	21.77806095	73.0	2707
31 May 1994	17.9076758	23.069727619999998	64.0	2708
01 June 1994	18.2521191	18.02806095	69.0	2709
02 June 1994	22.9281193	27.093278340000001	68.5	2710
03 June 1994	41.6953701	27.27806095	76.5	2711
04 June 1994	26.9021809	19.049800080000001	71.5	2712
05 June 1994	20.0000000	19.919365299999999	71.0	2713
06 June 1994	46.4832071	13.39169732	71.0	2714
07 June 1994	18.7544438	14.94472762	62.0	2715
08 June 1994	30.1985139	16.27806095	60.0	2716
09 June 1994	27.5277314	21.736394279999999	63.5	2717
10 June 1994	47.2382557	30.111394279999999	69.0	2718
11 June 1994	28.9676632	25.111394279999999	74.5	2719
12 June 1994	28.2133156	20.441104429999999	80.0	2720
13 June 1994	46.0934847	14.61501747	83.5	2721
14 June 1994	37.9794976	13.90306095	71.5	2722
15 June 1994	32.6663467	15.98639429	67.5	2723
16 June 1994	71.1333437	22.397626169999999	65.0	2724
17 June 1994	39.7392951	37.778060949999997	68.5	2725
18 June 1994	28.3679483	16.65306095	83.0	2726
19 June 1994	24.4563443	13.81972762	84.5	2727
20 June 1994	62.6187509	19.74545225	83.5	2728
21 June 1994	39.7446513	24.40306095	76.5	2729
22 June 1994	77.7216231	20.875887039999999	80.0	2730
23 June 1994	29.4855049	21.52806095	83.0	2731
24 June 1994	89.2641707	36.750283170000003	79.5	2732
25 June 1994	37.5144839	23.79472762	84.0	2733
26 June 1994	31.2080659	12.093278339999999	77.5	2734
27 June 1994	28.3096733	24.093278340000001	71.5	2735
28 June 1994	106.1428378	35.223713119999999	78.5	2736
29 June 1994	40.2564560	24.486394279999999	86.5	2737
30 June 1994	191.4364427	29.861394279999999	82.0	2738
01 July 1994	45.1105367	24.736394279999999	83.0	2739
02 July 1994	49.5504560	16.444727619999998	81.5	2740
03 July 1994	22.1720930	14.397626170000001	74.0	2741
04 July 1994	33.2968918	12.56972762	75.5	2742
05 July 1994	146.8239354	14.65306095	80.0	2743
06 July 1994	73.8050122	18.391697310000001	62.0	2744
07 July 1994	30.9621583	25.099489519999999	66.5	2745
08 July 1994	35.4839946	21.98959941	73.5	2746
09 July 1994	35.2619973	26.02806095	81.5	2747
10 July 1994	44.3091096	15.919365300000001	88.5	2748
11 July 1994	36.3376744	27.52806095	81.0	2749
12 July 1994	97.7797328	27.02806095	77.0	2750
13 July 1994	43.4942881	34.528060949999997	77.5	2751
14 July 1994	65.2992611	34.611394279999999	79.0	2752
15 July 1994	49.0165000	40.361394279999999	79.5	2753
16 July 1994	39.8609955	24.136756599999998	84.5	2754
17 July 1994	26.8431253	25.441104429999999	84.0	2755
18 July 1994	67.2006847	35.528060949999997	83.0	2756
19 July 1994	38.8502147	22.52806095	79.5	2757
20 July 1994	36.5529412	31.944727619999998	79.0	2758
21 July 1994	39.3203283	22.319727619999998	82.0	2759
22 July 1994	69.8848677	25.611394279999999	83.0	2760
23 July 1994	27.6338229	21.875887039999999	84.5	2761
24 July 1994	19.1833182	13.74545226	84.0	2762
25 July 1994	30.6414374	17.86139429	86.5	2763
26 July 1994	51.8079969	29.52806095	86.5	2764
27 July 1994	75.4600581	23.15306095	89.5	2765
28 July 1994	69.1489868	27.300788220000001	88.0	2766
29 July 1994	37.7501020	25.90306095	87.0	2767
30 July 1994	36.5071344	17.90306095	87.5	2768
31 July 1994	28.4448184	14.48639429	82.5	2769
01 August 1994	64.1522463	18.482606400000002	83.5	2770
02 August 1994	41.1309479	23.111394279999999	83.5	2771
03 August 1994	53.6655936	32.653060949999997	86.5	2772
04 August 1994	44.1256614	26.919365299999999	89.0	2773
05 August 1994	48.0081585	28.27806095	90.0	2774
06 August 1994	43.7482988	32.832408780000002	82.0	2775
07 August 1994	57.4771038	30.48458269	83.5	2776
08 August 1994	40.0175439	20.27806095	82.5	2777
09 August 1994	19.1832143	18.670918090000001	73.0	2778
10 August 1994	21.1454909	NA	75.5	2779
11 August 1994	26.1057054	14.02806095	78.5	2780
12 August 1994	19.4909148	13.11139429	80.0	2781
13 August 1994	18.6790444	18.65306095	80.0	2782
14 August 1994	25.1900548	16.15306095	82.0	2783
15 August 1994	31.0672797	21.093278340000001	84.0	2784
16 August 1994	36.8876235	27.569727619999998	85.5	2785
17 August 1994	59.2709688	27.40306095	80.0	2786
18 August 1994	48.5176452	16.36139429	84.0	2787
19 August 1994	25.6457405	18.15306095	79.5	2788
20 August 1994	30.0770677	16.27806095	81.5	2789
21 August 1994	14.7134936	7.3613942870000004	83.0	2790
22 August 1994	37.3104452	15.87588704	81.0	2791
23 August 1994	76.2926919	36.136756599999998	75.0	2792
24 August 1994	46.3011573	30.986394279999999	81.5	2793
25 August 1994	75.8864258	31.319727619999998	79.5	2794
26 August 1994	33.5644995	23.319727619999998	84.5	2795
27 August 1994	33.6366237	31.736394279999999	74.5	2796
28 August 1994	28.0000000	17.52806095	78.5	2797
29 August 1994	20.4949432	18.444727619999998	78.0	2798
30 August 1994	37.2070666	28.52806095	71.5	2799
31 August 1994	45.3846853	26.194727619999998	78.0	2800
01 September 1994	29.4514002	12.00632182	81.5	2801
02 September 1994	33.5289757	12.81972762	80.5	2802
03 September 1994	42.0000000	14.48639429	74.5	2803
04 September 1994	25.7078028	19.361394279999999	68.0	2804
05 September 1994	28.7862591	30.111394279999999	70.0	2805
06 September 1994	43.7023358	32.903060949999997	74.5	2806
07 September 1994	28.0000000	28.164424589999999	78.5	2807
08 September 1994	20.2935909	23.861394279999999	82.5	2808
09 September 1994	24.5762061	19.361394279999999	83.0	2809
10 September 1994	30.7477573	14.788930519999999	76.0	2810
11 September 1994	29.2125666	12.73639429	71.5	2811
12 September 1994	41.7867285	10.093278339999999	76.5	2812
13 September 1994	38.4916032	12.73639429	70.5	2813
14 September 1994	21.7885097	21.819727619999998	59.5	2814
15 September 1994	33.6723058	30.861394279999999	61.5	2815
16 September 1994	41.3214286	31.90306095	65.0	2816
17 September 1994	32.3050354	28.986394279999999	70.0	2817
18 September 1994	31.8337002	26.15306095	74.0	2818
19 September 1994	34.2731051	22.875887039999999	73.0	2819
20 September 1994	26.4832427	24.136756599999998	64.5	2820
21 September 1994	39.2597120	29.069727619999998	66.5	2821
22 September 1994	44.2721169	38.153060949999997	64.0	2822
23 September 1994	51.2229983	40.944727620000002	66.0	2823
24 September 1994	58.8813069	40.153060949999997	68.0	2824
25 September 1994	40.2892444	37.354147910000002	68.5	2825
26 September 1994	77.1464724	39.006321819999997	67.5	2826
27 September 1994	76.3337089	41.819727620000002	70.0	2827
28 September 1994	87.4909935	34.346242770000003	73.0	2828
29 September 1994	14.3302005	14.11139429	62.5	2829
30 September 1994	-3.1694596	19.111394279999999	56.5	2830
01 October 1994	4.7773601	18.136756599999998	58.0	2831
02 October 1994	9.7013648	16.52806095	61.0	2832
03 October 1994	14.7524836	20.891697310000001	47.5	2833
04 October 1994	14.6406566	19.65306095	55.0	2834
05 October 1994	14.3762418	23.819727619999998	55.5	2835
06 October 1994	14.4434314	26.27806095	51.0	2836
07 October 1994	31.2475184	24.444727619999998	51.5	2837
08 October 1994	29.7023395	30.944727619999998	54.0	2838
09 October 1994	19.0255621	29.819727619999998	55.5	2839
10 October 1994	27.2458090	31.180234859999999	61.0	2840
11 October 1994	21.6320017	22.736394279999999	58.5	2841
12 October 1994	39.7143946	43.25533368	54.5	2842
13 October 1994	40.6320017	37.153060949999997	61.5	2843
14 October 1994	21.2162410	20.354147909999998	53.5	2844
15 October 1994	12.2323076	22.77806095	38.5	2845
16 October 1994	-1.8377563	11.701974	43.0	2846
17 October 1994	13.7557599	22.194727619999998	43.5	2847
18 October 1994	5.8273184	21.441104429999999	49.0	2848
19 October 1994	13.4094348	24.00632182	50.0	2849
20 October 1994	28.9726680	29.093278340000001	53.5	2850
21 October 1994	34.2946523	33.319727620000002	54.5	2851
22 October 1994	19.0170628	28.78893051	49.5	2852
23 October 1994	24.6473262	27.310669650000001	51.5	2853
24 October 1994	53.1448040	39.278060949999997	51.5	2854
25 October 1994	47.2182849	39.78893051	51.0	2855
26 October 1994	45.4278897	37.928060950000003	53.5	2856
27 October 1994	34.1937867	NA	57.0	2857
28 October 1994	47.1583477	NA	48.5	2858
29 October 1994	20.0217254	NA	40.5	2859
30 October 1994	22.6593059	NA	38.0	2860
31 October 1994	41.6446288	NA	43.0	2861
01 November 1994	65.3060774	NA	51.0	2862
02 November 1994	2.7561452	NA	34.5	2863
03 November 1994	9.7649171	NA	31.0	2864
04 November 1994	23.3953347	NA	30.5	2865
05 November 1994	7.8632256	NA	41.5	2866
06 November 1994	12.8628055	NA	48.0	2867
07 November 1994	11.5041202	NA	42.0	2868
08 November 1994	6.9123762	NA	37.5	2869
09 November 1994	15.9777715	NA	47.5	2870
10 November 1994	31.0000000	NA	53.5	2871
11 November 1994	34.6731784	NA	50.0	2872
12 November 1994	1.7060800	NA	39.5	2873
13 November 1994	3.8218482	NA	26.5	2874
14 November 1994	26.7362028	NA	24.5	2875
15 November 1994	22.7397866	NA	28.0	2876
16 November 1994	8.0000000	NA	35.5	2877
17 November 1994	2.8568146	NA	28.0	2878
18 November 1994	5.3730592	NA	26.0	2879
19 November 1994	17.0677126	NA	22.5	2880
20 November 1994	14.0648510	NA	23.5	2881
21 November 1994	22.4600269	NA	24.0	2882
22 November 1994	45.2718481	NA	21.5	2883
23 November 1994	75.1576763	NA	21.0	2884
24 November 1994	88.7944588	NA	24.5	2885
25 November 1994	NA	NA	37.5	2886
26 November 1994	15.8635813	NA	28.5	2887
27 November 1994	2.2828793	NA	20.5	2888
28 November 1994	10.0000000	NA	28.0	2889
29 November 1994	12.2838575	NA	27.0	2890
30 November 1994	41.6193838	NA	36.0	2891
01 December 1994	40.7326186	NA	34.5	2892
02 December 1994	40.4634643	NA	39.5	2893
03 December 1994	2.0045484	NA	45.5	2894
04 December 1994	6.0000000	NA	45.0	2895
05 December 1994	9.6525106	NA	40.5	2896
06 December 1994	17.0000000	NA	40.5	2897
07 December 1994	5.9696446	NA	28.5	2898
08 December 1994	15.3210526	NA	25.5	2899
09 December 1994	27.6359964	NA	22.5	2900
10 December 1994	29.5006173	NA	26.5	2901
11 December 1994	32.2899285	NA	29.5	2902
12 December 1994	26.0894737	NA	34.5	2903
13 December 1994	6.7543376	NA	30.5	2904
14 December 1994	25.3898345	NA	24.0	2905
15 December 1994	23.3409962	NA	26.5	2906
16 December 1994	27.3980329	NA	29.5	2907
17 December 1994	43.5386784	NA	33.0	2908
18 December 1994	49.5937731	NA	25.0	2909
19 December 1994	60.1964854	NA	30.0	2910
20 December 1994	70.5125469	NA	29.5	2911
21 December 1994	87.8306267	NA	26.0	2912
22 December 1994	109.0000000	NA	23.5	2913
23 December 1994	115.3742257	NA	30.0	2914
24 December 1994	38.2764765	NA	36.5	2915
25 December 1994	31.6119536	NA	37.5	2916
26 December 1994	38.3296876	NA	38.5	2917
27 December 1994	51.1886150	NA	35.0	2918
28 December 1994	44.6498630	NA	33.0	2919
29 December 1994	24.6848788	NA	32.5	2920
30 December 1994	13.1410911	NA	28.5	2921
31 December 1994	14.4634008	NA	22.5	2922
01 January 1995	32.5353846	NA	22.0	2923
02 January 1995	37.1323707	NA	22.5	2924
03 January 1995	76.8603239	NA	23.0	2925
04 January 1995	88.5923167	NA	27.5	2926
05 January 1995	41.0000000	NA	30.0	2927
06 January 1995	20.2512445	NA	35.5	2928
07 January 1995	9.0000000	NA	38.0	2929
08 January 1995	6.7173007	NA	40.5	2930
09 January 1995	8.0000000	NA	48.5	2931
10 January 1995	15.8216465	NA	46.5	2932
11 January 1995	15.0000000	NA	43.0	2933
12 January 1995	11.5382332	NA	38.0	2934
13 January 1995	14.0000000	NA	43.0	2935
14 January 1995	9.6793918	NA	47.5	2936
15 January 1995	15.0000000	NA	40.5	2937
16 January 1995	6.6508092	NA	33.0	2938
17 January 1995	16.0000000	NA	30.0	2939
18 January 1995	25.2555898	NA	29.5	2940
19 January 1995	46.7192314	NA	32.5	2941
20 January 1995	48.7820160	NA	28.5	2942
21 January 1995	38.9096922	NA	29.5	2943
22 January 1995	51.4769259	NA	27.5	2944
23 January 1995	77.9960851	NA	26.5	2945
24 January 1995	56.3874501	NA	35.0	2946
25 January 1995	32.0554591	NA	44.0	2947
26 January 1995	9.5498971	NA	39.0	2948
27 January 1995	16.2996451	NA	36.5	2949
28 January 1995	20.0473430	NA	36.5	2950
29 January 1995	30.8085827	NA	34.0	2951
30 January 1995	33.5379366	NA	37.0	2952
31 January 1995	35.1964064	NA	39.5	2953
01 February 1995	17.4469571	NA	49.5	2954
02 February 1995	31.1902027	NA	47.0	2955
03 February 1995	38.8189601	NA	44.5	2956
04 February 1995	44.7841664	NA	43.5	2957
05 February 1995	44.9206926	NA	43.5	2958
06 February 1995	52.0000000	NA	44.5	2959
07 February 1995	53.0324805	NA	45.5	2960
08 February 1995	26.5046053	NA	46.5	2961
09 February 1995	27.9154522	NA	40.0	2962
10 February 1995	21.3608553	NA	41.0	2963
11 February 1995	-0.4626087	NA	33.5	2964
12 February 1995	23.0000000	NA	34.0	2965
13 February 1995	22.4834043	NA	42.0	2966
14 February 1995	13.7221735	NA	32.5	2967
15 February 1995	28.4677987	NA	23.0	2968
16 February 1995	50.6668992	NA	32.0	2969
17 February 1995	61.9222807	NA	37.5	2970
18 February 1995	24.0000000	NA	45.5	2971
19 February 1995	21.9376523	NA	45.5	2972
20 February 1995	44.0000000	NA	45.5	2973
21 February 1995	64.5126839	NA	43.0	2974
22 February 1995	53.0000000	NA	44.0	2975
23 February 1995	52.6434477	NA	46.0	2976
24 February 1995	54.0000000	NA	48.5	2977
25 February 1995	42.3327733	NA	48.5	2978
26 February 1995	24.0000000	NA	51.5	2979
27 February 1995	75.5427134	NA	49.5	2980
28 February 1995	28.0000000	NA	43.5	2981
01 March 1995	45.2348977	NA	43.0	2982
02 March 1995	20.1847373	NA	43.0	2983
03 March 1995	26.6378504	NA	47.0	2984
04 March 1995	9.0000000	NA	40.5	2985
05 March 1995	5.2327179	NA	40.5	2986
06 March 1995	14.2721088	NA	32.5	2987
07 March 1995	11.2398883	NA	38.5	2988
08 March 1995	21.4023567	NA	48.0	2989
09 March 1995	26.8912131	NA	56.5	2990
10 March 1995	22.3881579	NA	56.0	2991
11 March 1995	5.0000000	NA	48.5	2992
12 March 1995	6.9227861	NA	45.5	2993
13 March 1995	6.4336957	NA	48.5	2994
14 March 1995	22.1541562	NA	51.0	2995
15 March 1995	18.5767544	NA	55.0	2996
16 March 1995	18.0000000	NA	44.0	2997
17 March 1995	40.5209480	NA	47.5	2998
18 March 1995	24.4464703	NA	53.5	2999
19 March 1995	3.3909002	NA	46.5	3000
20 March 1995	15.3241830	NA	51.5	3001
21 March 1995	41.5073063	NA	48.5	3002
22 March 1995	12.0000000	NA	42.0	3003
23 March 1995	12.5912932	NA	46.0	3004
24 March 1995	7.1281746	NA	35.5	3005
25 March 1995	9.2250934	NA	34.0	3006
26 March 1995	10.3436508	NA	34.5	3007
27 March 1995	15.8795285	NA	35.5	3008
28 March 1995	27.0447712	NA	35.0	3009
29 March 1995	22.6109571	NA	35.0	3010
30 March 1995	27.2957015	NA	38.0	3011
31 March 1995	33.9999983	NA	43.5	3012
01 April 1995	27.3728257	NA	49.0	3013
02 April 1995	19.3845787	NA	49.0	3014
03 April 1995	33.3509908	NA	46.5	3015
04 April 1995	35.2624130	NA	53.5	3016
05 April 1995	42.2642176	NA	57.0	3017
06 April 1995	47.9674556	NA	58.0	3018
07 April 1995	44.9233646	NA	54.5	3019
08 April 1995	20.4265697	NA	45.0	3020
09 April 1995	6.0000000	NA	40.0	3021
10 April 1995	11.8958462	NA	40.5	3022
11 April 1995	21.3674005	NA	41.5	3023
12 April 1995	24.9938689	NA	53.5	3024
13 April 1995	54.4378556	NA	62.5	3025
14 April 1995	28.7052272	NA	40.0	3026
15 April 1995	19.0000000	NA	40.0	3027
16 April 1995	24.6125754	NA	43.0	3028
17 April 1995	15.6648165	NA	48.0	3029
18 April 1995	15.3208615	NA	47.5	3030
19 April 1995	11.2804167	NA	40.0	3031
20 April 1995	11.7223026	NA	43.0	3032
21 April 1995	16.0000000	NA	45.0	3033
22 April 1995	12.5033588	NA	43.5	3034
23 April 1995	12.5433184	NA	46.5	3035
24 April 1995	20.1793619	NA	48.5	3036
25 April 1995	29.2226529	NA	51.5	3037
26 April 1995	14.8040850	NA	50.5	3038
27 April 1995	28.8650604	NA	59.5	3039
28 April 1995	5.7853943	NA	53.5	3040
29 April 1995	14.3946669	NA	55.0	3041
30 April 1995	-4.0108215	NA	51.5	3042
01 May 1995	15.9026810	NA	55.5	3043
02 May 1995	1.0243464	NA	51.0	3044
03 May 1995	19.9988500	NA	51.0	3045
04 May 1995	21.1302288	NA	57.0	3046
05 May 1995	22.4028121	NA	55.5	3047
06 May 1995	14.4203991	NA	51.0	3048
07 May 1995	24.8493464	NA	48.5	3049
08 May 1995	27.7375817	NA	52.5	3050
09 May 1995	31.6228758	NA	56.0	3051
10 May 1995	21.1643351	NA	55.0	3052
11 May 1995	11.6865259	NA	51.5	3053
12 May 1995	9.8201142	NA	42.0	3054
13 May 1995	13.3871491	NA	46.5	3055
14 May 1995	12.8474248	NA	53.0	3056
15 May 1995	30.8576604	NA	60.0	3057
16 May 1995	27.2703298	NA	59.0	3058
17 May 1995	17.7249486	NA	58.5	3059
18 May 1995	20.9435243	NA	60.5	3060
19 May 1995	20.8102060	NA	61.0	3061
20 May 1995	13.2400400	NA	65.0	3062
21 May 1995	20.0000000	NA	65.5	3063
22 May 1995	19.6448678	NA	60.5	3064
23 May 1995	8.0477861	NA	49.5	3065
24 May 1995	16.1705906	NA	56.5	3066
25 May 1995	9.4332217	NA	54.0	3067
26 May 1995	9.1295793	NA	54.0	3068
27 May 1995	12.0000000	NA	52.0	3069
28 May 1995	9.5934715	NA	55.5	3070
29 May 1995	20.7734432	NA	59.0	3071
30 May 1995	19.3288709	NA	62.5	3072
31 May 1995	24.7445630	NA	64.0	3073
01 June 1995	39.2894018	NA	69.0	3074
02 June 1995	12.6166828	NA	62.0	3075
03 June 1995	11.7150478	NA	59.0	3076
04 June 1995	10.0835548	NA	62.0	3077
05 June 1995	29.7144612	NA	62.5	3078
06 June 1995	11.1990633	NA	46.5	3079
07 June 1995	17.3757967	NA	51.5	3080
08 June 1995	9.6194121	NA	51.0	3081
09 June 1995	11.7117505	NA	54.0	3082
10 June 1995	11.4651361	NA	57.5	3083
11 June 1995	18.0475667	NA	68.0	3084
12 June 1995	27.9219645	NA	76.0	3085
13 June 1995	33.9058758	NA	78.0	3086
14 June 1995	40.3881856	NA	80.5	3087
15 June 1995	41.0862848	NA	75.5	3088
16 June 1995	38.0135245	NA	64.0	3089
17 June 1995	14.0790345	NA	57.5	3090
18 June 1995	-0.2200567	NA	63.0	3091
19 June 1995	14.5211600	NA	65.0	3092
20 June 1995	20.0875817	9.9719390469999993	61.5	3093
21 June 1995	14.2672081	14.180272390000001	56.5	3094
22 June 1995	22.9516834	20.59693905	59.0	3095
23 June 1995	25.5922740	20.72193905	64.0	3096
24 June 1995	27.7179333	21.167591229999999	67.0	3097
25 June 1995	21.5435146	21.09693905	69.0	3098
26 June 1995	33.3716003	28.15375723	73.0	3099
27 June 1995	35.3789551	23.47193905	70.0	3100
28 June 1995	28.5910459	19.555272380000002	71.0	3101
29 June 1995	31.3309280	18.680272380000002	67.5	3102
30 June 1995	28.3825155	19.263605720000001	70.0	3103
01 July 1995	32.0157119	15.930272390000001	70.5	3104
02 July 1995	20.2317004	12.430272390000001	68.5	3105
03 July 1995	12.0378457	13.638605719999999	65.5	3106
04 July 1995	15.5670835	17.805272389999999	64.5	3107
05 July 1995	23.9471567	22.699211779999999	72.5	3108
06 July 1995	31.4296586	21.59693905	82.5	3109
07 July 1995	32.7924837	18.430272380000002	83.5	3110
08 July 1995	43.3200013	22.430272380000002	83.5	3111
09 July 1995	40.5374469	18.305272380000002	84.0	3112
10 July 1995	47.4984966	19.72193905	84.0	3113
11 July 1995	40.6145430	18.680272380000002	79.5	3114
12 July 1995	35.9151921	17.257653340000001	78.5	3115
13 July 1995	27.5577694	23.805272380000002	68.0	3116
14 July 1995	34.8173551	25.926484510000002	70.5	3117
15 July 1995	NA	23.138605720000001	75.5	3118
16 July 1995	40.3887995	19.776286880000001	76.0	3119
17 July 1995	64.4460130	26.138605720000001	75.5	3120
18 July 1995	32.6222190	21.950199919999999	79.5	3121
19 July 1995	32.5766578	23.888605720000001	78.5	3122
20 July 1995	34.5441000	28.22193905	78.5	3123
21 July 1995	42.1655101	24.138605720000001	75.0	3124
22 July 1995	18.3849677	18.388605720000001	75.5	3125
23 July 1995	5.1905344	16.97193905	71.5	3126
24 July 1995	33.7675915	21.638605720000001	76.5	3127
25 July 1995	43.2177612	27.376700960000001	76.5	3128
26 July 1995	31.8854140	18.84693905	82.5	3129
27 July 1995	47.0500416	29.430272380000002	78.0	3130
28 July 1995	79.2159643	32.721939050000003	82.0	3131
29 July 1995	93.0969310	20.388605720000001	87.0	3132
30 July 1995	39.4312565	11.09693905	72.0	3133
31 July 1995	35.8721758	25.06284814	68.0	3134
01 August 1995	58.3654985	33.638605720000001	74.0	3135
02 August 1995	52.3615113	30.819765140000001	82.0	3136
03 August 1995	55.0661312	26.298026010000001	81.0	3137
04 August 1995	40.0454610	26.25454775	79.5	3138
05 August 1995	47.7854177	26.138605720000001	81.5	3139
06 August 1995	38.0004385	14.555272390000001	86.0	3140
07 August 1995	69.7951622	11.790120870000001	88.0	3141
08 August 1995	33.5193734	19.341504270000001	68.5	3142
09 August 1995	66.2919174	34.221939050000003	73.0	3143
10 August 1995	45.5977926	18.34693905	84.5	3144
11 August 1995	41.3425886	18.430272380000002	80.5	3145
12 August 1995	37.2152858	23.388605720000001	76.0	3146
13 August 1995	29.6470329	20.055272380000002	74.0	3147
14 August 1995	37.3629871	27.426484510000002	74.0	3148
15 August 1995	42.7204186	25.430272380000002	79.0	3149
16 August 1995	61.7148091	9.3886057170000008	85.0	3150
17 August 1995	36.1648305	9.5552723870000005	78.0	3151
18 August 1995	30.9475183	19.430272380000002	68.0	3152
19 August 1995	33.7938122	27.305272380000002	70.0	3153
20 August 1995	24.6125502	18.341504270000001	77.0	3154
21 August 1995	26.7983121	17.329081909999999	78.0	3155
22 August 1995	24.8983728	20.055272380000002	76.5	3156
23 August 1995	23.0255642	19.47193905	79.0	3157
24 August 1995	22.6944514	22.763605720000001	78.5	3158
25 August 1995	29.3068753	20.805272380000002	80.5	3159
26 August 1995	22.4575345	22.430272380000002	82.5	3160
27 August 1995	26.9853887	22.388605720000001	82.0	3161
28 August 1995	29.0948537	23.376700960000001	81.0	3162
29 August 1995	35.2146134	21.305272380000002	79.5	3163
30 August 1995	52.7378814	32.680272379999998	74.0	3164
31 August 1995	69.7424726	35.430272379999998	76.0	3165
01 September 1995	62.2610485	30.055272380000002	83.5	3166
02 September 1995	22.7282177	21.680272380000002	82.0	3167
03 September 1995	20.2610485	21.34693905	79.5	3168
04 September 1995	27.6331914	19.602373830000001	73.0	3169
05 September 1995	27.1300728	24.84693905	73.5	3170
06 September 1995	37.3157895	31.199211779999999	74.0	3171
07 September 1995	35.6059195	19.59693905	78.5	3172
08 September 1995	31.1905307	22.638605720000001	70.0	3173
09 September 1995	26.0413394	25.34693905	67.0	3174
10 September 1995	26.4674172	23.013605720000001	73.0	3175
11 September 1995	37.3700789	24.73280862	68.0	3176
12 September 1995	46.0757895	29.09693905	68.0	3177
13 September 1995	64.4038119	34.124112959999998	69.0	3178
14 September 1995	49.1460364	31.138605720000001	72.5	3179
15 September 1995	57.3815156	32.055272379999998	75.5	3180
16 September 1995	61.9595003	33.055272379999998	76.0	3181
17 September 1995	26.1738142	18.430272380000002	70.0	3182
18 September 1995	24.6196166	25.950199919999999	65.5	3183
19 September 1995	24.8334765	23.47193905	69.0	3184
20 September 1995	32.4987766	16.055272389999999	64.0	3185
21 September 1995	20.2390228	18.638605720000001	52.5	3186
22 September 1995	38.1686189	27.180272380000002	54.0	3187
23 September 1995	29.6468358	26.888605720000001	57.5	3188
24 September 1995	26.1268569	22.22193905	55.0	3189
25 September 1995	43.1161946	27.757653340000001	58.5	3190
26 September 1995	44.0784806	36.071939049999997	66.5	3191
27 September 1995	61.1901713	32.645852089999998	65.0	3192
28 September 1995	37.1491228	22.34693905	67.5	3193
29 September 1995	20.9232661	20.59693905	53.5	3194
30 September 1995	19.7957895	21.013605720000001	52.5	3195
01 October 1995	13.5775587	19.930272380000002	55.0	3196
02 October 1995	23.1615606	26.428460789999999	52.5	3197
03 October 1995	43.1011105	18.180272389999999	59.5	3198
04 October 1995	9.2668873	16.555272389999999	45.0	3199
05 October 1995	22.6594759	24.180272380000002	46.0	3200
06 October 1995	28.9477558	27.97193905	50.5	3201
07 October 1995	31.2802751	30.513605720000001	53.5	3202
08 October 1995	23.7531433	25.555272380000002	50.0	3203
09 October 1995	49.1704991	35.846939050000003	55.5	3204
10 October 1995	43.0644968	33.080634699999997	60.0	3205
11 October 1995	45.4953256	16.638605720000001	69.0	3206
12 October 1995	26.4327004	17.013605720000001	55.5	3207
13 October 1995	37.6545358	28.138605720000001	46.0	3208
14 October 1995	52.7267347	32.430272379999998	48.5	3209
15 October 1995	47.2330840	33.346939050000003	53.5	3210
16 October 1995	63.7517022	38.381029959999999	55.5	3211
17 October 1995	45.1974363	33.096939050000003	54.0	3212
18 October 1995	29.5877193	28.59693905	59.0	3213
19 October 1995	39.2228331	33.763605720000001	46.5	3214
20 October 1995	81.7241228	35.638605720000001	49.0	3215
21 October 1995	70.2498173	17.56284814	49.0	3216
22 October 1995	11.7619204	17.03443905	39.0	3217
23 October 1995	24.2379125	26.298026010000001	39.5	3218
24 October 1995	28.5032895	31.571939050000001	41.5	3219
25 October 1995	38.6310673	36.930272379999998	46.0	3220
26 October 1995	29.1563372	31.763605720000001	57.5	3221
27 October 1995	39.1789412	27.263605720000001	50.5	3222
28 October 1995	33.1575773	34.846939050000003	54.0	3223
29 October 1995	41.6668626	32.721939050000003	53.5	3224
30 October 1995	27.7106322	26.47193905	55.0	3225
31 October 1995	29.0888128	30.805272380000002	50.5	3226
01 November 1995	18.0581717	26.47193905	36.0	3227
02 November 1995	34.4979766	34.638605720000001	32.0	3228
03 November 1995	60.4829662	40.846939050000003	35.5	3229
04 November 1995	50.9569554	38.221939050000003	34.0	3230
05 November 1995	37.7758488	37.77193905	47.0	3231
06 November 1995	35.8921920	30.555272380000002	41.5	3232
07 November 1995	49.9972929	34.950199920000003	49.0	3233
08 November 1995	38.8972229	26.013605720000001	54.0	3234
09 November 1995	13.8982919	20.763605720000001	47.5	3235
10 November 1995	5.8291441	20.638605720000001	37.0	3236
11 November 1995	10.7522324	27.926484510000002	46.5	3237
12 November 1995	8.7836431	26.77963136	51.0	3238
13 November 1995	34.0796740	27.926484510000002	52.5	3239
14 November 1995	32.0541059	25.555272380000002	53.5	3240
15 November 1995	41.5387853	32.971939050000003	50.0	3241
16 November 1995	47.8854456	35.013605720000001	49.0	3242
17 November 1995	51.3975915	34.013605720000001	50.0	3243
18 November 1995	32.9322691	34.513605720000001	52.0	3244
19 November 1995	27.9400330	29.47193905	46.0	3245
20 November 1995	51.4598047	38.298026010000001	45.0	3246
21 November 1995	58.9038718	42.096939050000003	44.5	3247
22 November 1995	61.3484489	26.180272380000002	43.5	3248
23 November 1995	27.3874406	32.096939050000003	45.5	3249
24 November 1995	26.2732573	35.221939050000003	51.0	3250
25 November 1995	34.8148466	21.430272380000002	57.5	3251
26 November 1995	29.8057966	11.09693905	48.0	3252
27 November 1995	9.7965987	23.97193905	36.5	3253
28 November 1995	12.8374627	29.763605720000001	40.0	3254
29 November 1995	21.3552372	28.950199919999999	50.5	3255
30 November 1995	24.8478685	29.73280862	55.5	3256
01 December 1995	22.3637061	18.805272380000002	54.5	3257
02 December 1995	11.8619310	25.863243400000002	44.0	3258
03 December 1995	17.1175913	29.388605720000001	39.5	3259
04 December 1995	16.2368200	21.298026010000001	47.0	3260
05 December 1995	14.1747638	27.263605720000001	43.0	3261
06 December 1995	19.2036399	26.124112960000001	45.5	3262
07 December 1995	11.0120419	28.47193905	39.0	3263
08 December 1995	21.9698568	29.863243400000002	36.0	3264
09 December 1995	25.9793409	35.388605720000001	41.5	3265
10 December 1995	11.7548017	23.888605720000001	47.0	3266
11 December 1995	17.8271766	21.138605720000001	49.0	3267
12 December 1995	34.5484637	6.1241129670000003	53.5	3268
13 December 1995	13.2990242	23.47193905	43.5	3269
14 December 1995	28.9944708	32.805272379999998	39.0	3270
15 December 1995	19.0224561	33.263605720000001	42.5	3271
16 December 1995	7.4466502	23.22193905	39.5	3272
17 December 1995	10.0224561	22.59693905	35.0	3273
18 December 1995	36.3560463	35.25454775	31.5	3274
19 December 1995	49.0224561	42.096939050000003	30.5	3275
20 December 1995	41.7785066	37.388605720000001	30.0	3276
21 December 1995	23.4757895	33.317401609999997	28.5	3277
22 December 1995	35.0629079	38.16259058	27.0	3278
23 December 1995	44.5801553	39.791140390000002	26.0	3279
24 December 1995	54.5841441	38.324910430000003	25.5	3280
25 December 1995	58.6284738	38.304610959999998	24.0	3281
26 December 1995	58.5016985	45.396547759999997	26.5	3282
27 December 1995	61.2139376	43.776610609999999	26.5	3283
28 December 1995	58.8855344	42.98249981	26.5	3284
29 December 1995	62.6137246	41.433314520000003	34.5	3285
30 December 1995	9.9443539	38.724701850000002	36.0	3286
31 December 1995	1.9691228	22.83445511	40.0	3287
01 January 1996	5.3599826	28.636432639999999	33.5	3288
02 January 1996	18.1151722	35.86100201	29.5	3289
03 January 1996	19.2213942	39.809209639999999	40.5	3290
04 January 1996	12.1889458	37.011711259999998	36.0	3291
05 January 1996	26.1068279	45.193547080000002	31.0	3292
06 January 1996	28.4895203	39.814066169999997	31.5	3293
07 January 1996	27.7044735	36.639834319999999	39.5	3294
08 January 1996	64.0843080	45.172190000000001	37.5	3295
09 January 1996	87.7171606	49.153530080000003	39.5	3296
10 January 1996	18.2648091	29.521726480000002	40.5	3297
11 January 1996	37.1629209	40.958403449999999	37.0	3298
12 January 1996	45.1059129	45.944844330000002	35.0	3299
13 January 1996	67.0350791	50.31671429	34.5	3300
14 January 1996	66.6234818	51.728841850000002	36.0	3301
15 January 1996	72.0293072	41.590968400000001	42.0	3302
16 January 1996	28.5745345	25.14124773	43.0	3303
17 January 1996	24.0315359	19.54376791	31.5	3304
18 January 1996	12.3137052	34.657164960000003	25.0	3305
19 January 1996	10.5642557	23.218964110000002	34.5	3306
20 January 1996	0.6747638	16.29909679	32.5	3307
21 January 1996	10.0543618	15.87131514	34.0	3308
22 January 1996	5.6747638	29.063354239999999	27.5	3309
23 January 1996	7.9553915	24.303818069999998	26.0	3310
24 January 1996	6.6747638	14.3429	34.0	3311
25 January 1996	2.8982991	22.407262190000001	27.5	3312
26 January 1996	7.5337382	29.50310717	23.0	3313
27 January 1996	7.4239920	20.226234340000001	28.5	3314
28 January 1996	9.5337382	18.05875296	34.0	3315
29 January 1996	24.1574143	49.160755880000004	30.0	3316
30 January 1996	8.4097007	42.076512610000002	29.0	3317
31 January 1996	11.1973932	41.677940730000003	26.5	3318
01 February 1996	37.0432464	42.377538350000002	17.5	3319
02 February 1996	43.0189303	56.73448819	13.5	3320
03 February 1996	68.7571035	65.322755340000001	7.0	3321
04 February 1996	67.7745906	72.501700869999993	12.0	3322
05 February 1996	59.0189303	59.245415950000002	27.0	3323
06 February 1996	57.7862948	75.057980819999997	27.0	3324
07 February 1996	90.3875194	80.962856939999995	35.0	3325
08 February 1996	71.1797892	72.240715839999993	31.5	3326
09 February 1996	107.3875194	83.839063139999993	32.5	3327
10 February 1996	63.6245888	57.448234460000002	36.5	3328
11 February 1996	46.3235640	47.398304289999999	35.0	3329
12 February 1996	66.0057820	59.290828179999998	31.5	3330
13 February 1996	99.9949561	74.438343840000002	32.5	3331
14 February 1996	117.3695043	76.704296490000004	29.0	3332
15 February 1996	122.9949561	80.974988139999994	33.0	3333
16 February 1996	112.2826953	80.146019330000001	31.0	3334
17 February 1996	103.9949561	73.136126399999995	35.5	3335
18 February 1996	27.7293135	31.89852419	44.5	3336
19 February 1996	6.8096166	20.584910910000001	45.0	3337
20 February 1996	7.0889452	26.082209070000001	43.5	3338
21 February 1996	7.0912316	16.444628649999999	47.0	3339
22 February 1996	2.8909951	21.962494110000002	38.0	3340
23 February 1996	9.3244851	35.232512730000003	33.5	3341
24 February 1996	11.7070155	11.122622850000001	44.0	3342
25 February 1996	0.7507488	16.320423120000001	30.0	3343
26 February 1996	5.1109470	22.649682899999998	26.0	3344
27 February 1996	6.7507488	28.12438998	23.5	3345
28 February 1996	30.4456211	42.060037440000002	23.0	3346
29 February 1996	37.7507488	50.892148710000001	26.5	3347
01 March 1996	27.4354935	41.645308880000002	33.0	3348
02 March 1996	16.4219543	39.021670100000001	37.0	3349
03 March 1996	14.8736091	30.35098807	43.5	3350
04 March 1996	12.5357048	7.5521053919999996	50.5	3351
05 March 1996	13.5687657	22.17704973	43.0	3352
06 March 1996	12.4616228	23.389924700000002	38.0	3353
07 March 1996	19.3634085	33.950581360000001	41.5	3354
08 March 1996	31.4681575	36.896752220000003	43.5	3355
09 March 1996	34.9464236	33.59791002	50.0	3356
10 March 1996	20.5893926	32.137307130000003	57.5	3357
11 March 1996	41.4882365	26.414938549999999	53.0	3358
12 March 1996	7.3047278	23.990838270000001	47.5	3359
13 March 1996	13.3526674	31.83132183	44.0	3360
14 March 1996	17.8966189	28.222545220000001	46.0	3361
15 March 1996	20.9153040	31.492604320000002	47.0	3362
16 March 1996	8.5246248	18.679152989999999	45.5	3363
17 March 1996	16.1318793	19.414022630000002	45.5	3364
18 March 1996	25.6408884	31.619747369999999	43.0	3365
19 March 1996	38.6438913	36.44044761	45.0	3366
20 March 1996	36.6327755	36.132496840000002	53.5	3367
21 March 1996	49.0286989	34.661942840000002	56.0	3368
22 March 1996	26.2384127	15.528977899999999	55.5	3369
23 March 1996	-8.8759254	12.15946473	37.5	3370
24 March 1996	11.2749694	NA	38.5	3371
25 March 1996	9.2733166	NA	37.0	3372
26 March 1996	23.7661431	28.78201893	37.5	3373
27 March 1996	21.2966976	28.770147420000001	50.0	3374
28 March 1996	25.8873294	5.6240287609999999	50.0	3375
29 March 1996	NA	NA	40.0	3376
30 March 1996	7.3311593	NA	46.0	3377
31 March 1996	15.8582258	NA	51.5	3378
01 April 1996	16.2669389	NA	60.5	3379
02 April 1996	12.2636455	NA	54.5	3380
03 April 1996	6.2234200	27.012208869999998	46.5	3381
04 April 1996	11.0631478	20.354888110000001	45.5	3382
05 April 1996	17.5942683	20.094936990000001	46.5	3383
06 April 1996	21.0285656	31.008344810000001	50.5	3384
07 April 1996	20.0285656	28.80548168	55.5	3385
08 April 1996	29.4820895	31.13118635	62.5	3386
09 April 1996	38.8960008	20.447276649999999	67.0	3387
10 April 1996	38.4444491	18.397665289999999	62.0	3388
11 April 1996	7.9533940	16.598167780000001	51.5	3389
12 April 1996	8.4198613	25.461121680000002	43.5	3390
13 April 1996	1.9195160	14.38436424	42.5	3391
14 April 1996	6.9814756	23.28607513	43.5	3392
15 April 1996	16.0372112	28.101173599999999	49.5	3393
16 April 1996	28.5879817	15.13984048	56.0	3394
17 April 1996	6.1706936	21.520766120000001	44.0	3395
18 April 1996	1.6812170	18.66311795	43.0	3396
19 April 1996	6.1809468	19.091190579999999	44.0	3397
20 April 1996	2.3773794	21.070182670000001	41.0	3398
21 April 1996	3.0908899	23.782774719999999	41.5	3399
22 April 1996	16.0452166	30.84867376	48.0	3400
23 April 1996	30.5335324	29.694897099999999	57.0	3401
24 April 1996	44.5101339	16.791781090000001	59.0	3402
25 April 1996	11.0859464	17.556154939999999	52.5	3403
26 April 1996	18.1514639	24.735507819999999	56.0	3404
27 April 1996	22.2386306	17.604508809999999	47.5	3405
28 April 1996	6.7897154	18.157174080000001	43.5	3406
29 April 1996	23.3175818	28.391927339999999	48.5	3407
30 April 1996	23.8811376	26.251654380000002	57.0	3408
01 May 1996	22.8692007	21.858751890000001	59.5	3409
02 May 1996	41.8399227	19.471240250000001	62.0	3410
03 May 1996	27.3338345	24.020472089999998	55.5	3411
04 May 1996	26.3714068	20.781412499999998	51.5	3412
05 May 1996	28.8873027	23.90687805	57.0	3413
06 May 1996	26.9567174	20.659921050000001	61.5	3414
07 May 1996	34.0219850	21.37743794	64.0	3415
08 May 1996	18.0866724	15.244270589999999	64.0	3416
09 May 1996	15.3318537	16.778081109999999	62.5	3417
10 May 1996	30.5632705	27.09005737	62.0	3418
11 May 1996	30.9557475	26.15273195	64.0	3419
12 May 1996	28.8742616	22.356963660000002	70.0	3420
13 May 1996	45.7913191	28.920665790000001	72.5	3421
14 May 1996	37.1749281	20.772673999999999	71.0	3422
15 May 1996	27.5554775	20.453307150000001	70.5	3423
16 May 1996	64.0932193	11.05072335	66.5	3424
17 May 1996	12.1933752	20.96942679	62.5	3425
18 May 1996	4.7962695	12.939980800000001	54.5	3426
19 May 1996	6.3748907	12.966028789999999	56.0	3427
20 May 1996	9.4185748	21.451596760000001	53.0	3428
21 May 1996	32.1971620	34.941577330000001	57.5	3429
22 May 1996	15.8726295	17.30238336	59.5	3430
23 May 1996	10.6907696	17.01630329	51.5	3431
24 May 1996	16.7502987	25.193801570000002	51.0	3432
25 May 1996	7.2933744	17.748356869999999	58.0	3433
26 May 1996	7.8483936	18.02972325	52.0	3434
27 May 1996	5.7706914	15.91884407	59.5	3435
28 May 1996	9.8673069	19.677128740000001	57.0	3436
29 May 1996	13.3164110	22.98698886	61.0	3437
30 May 1996	9.2685833	23.485678239999999	57.5	3438
31 May 1996	20.8819291	23.211864380000002	58.0	3439
01 June 1996	18.9239641	23.320570150000002	61.0	3440
02 June 1996	18.4067660	23.06935567	65.5	3441
03 June 1996	37.4359363	31.119387969999998	70.5	3442
04 June 1996	37.4505662	27.968866250000001	76.0	3443
05 June 1996	30.9520411	21.702483470000001	72.0	3444
06 June 1996	27.0091366	26.204383610000001	69.5	3445
07 June 1996	48.0308864	34.400496279999999	74.5	3446
08 June 1996	46.5422438	22.13531532	82.0	3447
09 June 1996	52.0286634	16.25643406	80.0	3448
10 June 1996	55.5200179	22.430956869999999	77.5	3449
11 June 1996	52.0634496	20.732272179999999	77.0	3450
12 June 1996	37.6495181	25.2192598	76.0	3451
13 June 1996	45.6740138	26.522949789999998	79.0	3452
14 June 1996	38.4499118	24.74222353	79.0	3453
15 June 1996	43.2307466	24.054427499999999	78.0	3454
16 June 1996	23.7088642	13.710421950000001	84.0	3455
17 June 1996	31.6899020	16.282756689999999	81.5	3456
18 June 1996	30.1949751	19.73818172	67.5	3457
19 June 1996	29.7197777	22.01321626	63.0	3458
20 June 1996	56.4092854	34.823164060000003	70.0	3459
21 June 1996	51.2103869	11.59710945	74.5	3460
22 June 1996	17.2001722	17.703006049999999	68.0	3461
23 June 1996	24.2131405	22.483954969999999	71.0	3462
24 June 1996	49.3589858	9.2570882149999996	82.0	3463
25 June 1996	37.4829179	21.560413860000001	72.5	3464
26 June 1996	63.3605049	19.425895400000002	76.5	3465
27 June 1996	25.8070784	20.900872119999999	70.5	3466
28 June 1996	16.4514827	17.7337399	68.0	3467
29 June 1996	18.5793496	25.11134698	69.0	3468
30 June 1996	27.0969237	26.561824170000001	75.0	3469
01 July 1996	47.5694046	34.584821249999997	79.5	3470
02 July 1996	51.4324561	31.570632570000001	85.0	3471
03 July 1996	53.0985533	24.809482160000002	89.5	3472
04 July 1996	35.6273717	16.71765255	84.0	3473
05 July 1996	24.7304534	20.490305920000001	81.0	3474
06 July 1996	15.7799637	21.472847810000001	78.0	3475
07 July 1996	24.8463339	27.702268419999999	78.5	3476
08 July 1996	45.6574561	24.85117842	80.5	3477
09 July 1996	33.9771771	26.483822960000001	83.0	3478
10 July 1996	42.1537929	29.928594629999999	85.0	3479
11 July 1996	47.1450531	32.641674549999998	80.5	3480
12 July 1996	61.2247755	33.411338720000003	79.5	3481
13 July 1996	41.3226020	28.08660034	81.0	3482
14 July 1996	32.1471960	26.35271492	81.0	3483
15 July 1996	41.1671692	28.978893970000001	78.5	3484
16 July 1996	32.8160733	19.959598979999999	74.0	3485
17 July 1996	29.8218537	23.516919739999999	74.5	3486
18 July 1996	33.7477273	21.173719179999999	82.0	3487
19 July 1996	40.0934475	33.130301639999999	77.0	3488
20 July 1996	26.6669800	26.23685425	77.0	3489
21 July 1996	41.6968958	26.07962002	77.5	3490
22 July 1996	42.5893424	28.32903808	78.5	3491
23 July 1996	41.0834414	29.46583116	78.0	3492
24 July 1996	46.5834414	27.652809940000001	81.5	3493
25 July 1996	48.5920107	32.129061870000001	82.5	3494
26 July 1996	38.3574561	27.914082950000001	84.0	3495
27 July 1996	45.0117562	14.016068629999999	88.0	3496
28 July 1996	23.5247386	20.65008864	81.5	3497
29 July 1996	28.0219163	21.7967291	80.0	3498
30 July 1996	30.5584003	30.80886834	78.5	3499
31 July 1996	46.4097558	33.331256109999998	81.0	3500
01 August 1996	67.9898021	23.782838590000001	82.5	3501
02 August 1996	50.9357501	38.895403250000001	83.0	3502
03 August 1996	29.9321428	22.423103430000001	75.0	3503
04 August 1996	15.0335244	17.093944870000001	70.5	3504
05 August 1996	48.6917737	18.85867545	77.0	3505
06 August 1996	33.8106800	21.31195859	70.5	3506
07 August 1996	43.3670715	32.880880130000001	68.5	3507
08 August 1996	69.6378906	44.096078480000003	77.0	3508
09 August 1996	60.7559746	37.454101799999997	77.0	3509
10 August 1996	41.9723371	29.83724891	79.5	3510
11 August 1996	36.5287061	29.394860640000001	79.5	3511
12 August 1996	71.4821585	37.42251529	84.0	3512
13 August 1996	71.3441045	41.225436100000003	84.0	3513
14 August 1996	70.2435276	32.300672919999997	84.0	3514
15 August 1996	54.0440633	36.271464760000001	81.0	3515
16 August 1996	60.0742478	36.508485039999997	83.0	3516
17 August 1996	56.8071172	26.819472009999998	83.0	3517
18 August 1996	27.0277360	18.78714922	77.5	3518
19 August 1996	54.7119403	34.416172179999997	72.0	3519
20 August 1996	49.5960341	19.612507489999999	82.0	3520
21 August 1996	55.5065387	29.397608859999998	74.0	3521
22 August 1996	60.3010761	36.838197719999997	73.0	3522
23 August 1996	62.1562997	38.56750194	74.5	3523
24 August 1996	52.3223164	40.129473130000001	77.0	3524
25 August 1996	38.9193647	30.27309258	80.0	3525
26 August 1996	49.8167706	25.595453760000002	78.5	3526
27 August 1996	42.6642982	18.404345750000001	83.5	3527
28 August 1996	76.8327389	31.313953730000001	75.0	3528
29 August 1996	60.9134535	33.822439430000003	73.0	3529
30 August 1996	63.8007056	33.469431569999998	76.0	3530
31 August 1996	53.5277403	29.388585389999999	79.5	3531
01 September 1996	38.8527755	24.894488249999998	74.0	3532
02 September 1996	39.3743060	26.852705189999998	72.0	3533
03 September 1996	60.1701287	29.03446173	77.5	3534
04 September 1996	85.0889646	12.78460342	85.0	3535
05 September 1996	74.0527220	17.844750380000001	67.5	3536
06 September 1996	40.2305010	28.536999479999999	64.0	3537
07 September 1996	41.5562858	28.012021749999999	69.5	3538
08 September 1996	28.9607487	27.213027740000001	73.0	3539
09 September 1996	63.2286317	33.30343586	74.0	3540
10 September 1996	54.0866197	30.290913639999999	76.5	3541
11 September 1996	33.9288732	22.90527938	74.0	3542
12 September 1996	45.9091549	24.039995189999999	77.0	3543
13 September 1996	37.0334645	16.997857920000001	74.0	3544
14 September 1996	16.5242990	18.039532170000001	65.0	3545
15 September 1996	28.6994494	14.275965449999999	68.0	3546
16 September 1996	18.1641946	20.51551843	51.5	3547
17 September 1996	17.1425772	19.642927140000001	48.0	3548
18 September 1996	19.1364982	21.07553381	50.0	3549
19 September 1996	18.0187540	25.019017640000001	54.0	3550
20 September 1996	21.0862820	24.567062839999998	57.5	3551
21 September 1996	21.1929919	27.717936250000001	67.0	3552
22 September 1996	14.5850015	19.94943898	60.5	3553
23 September 1996	26.9326804	32.340766700000003	56.0	3554
24 September 1996	42.0000000	34.579399539999997	62.0	3555
25 September 1996	33.8520710	32.816633340000003	56.0	3556
26 September 1996	34.8188597	18.120764390000001	51.5	3557
27 September 1996	32.8115356	27.66518658	52.0	3558
28 September 1996	32.8057897	24.209565810000001	59.0	3559
29 September 1996	27.7952665	23.214350360000001	64.5	3560
30 September 1996	38.8731769	27.082283149999999	69.0	3561
01 October 1996	35.8731769	28.105111239999999	71.5	3562
02 October 1996	70.7182181	31.615226669999998	68.0	3563
03 October 1996	34.9780239	27.996319589999999	67.0	3564
04 October 1996	41.2837986	31.5444931	67.0	3565
05 October 1996	38.8139344	30.554069729999998	68.5	3566
06 October 1996	33.9745509	26.859092570000001	67.5	3567
07 October 1996	51.8643881	31.287175659999999	63.5	3568
08 October 1996	54.8973138	35.507702850000001	65.5	3569
09 October 1996	67.7399061	37.761273920000001	67.5	3570
10 October 1996	42.6112836	36.817353930000003	71.0	3571
11 October 1996	46.0997503	25.945093660000001	75.0	3572
12 October 1996	36.0000000	23.74954571	70.5	3573
13 October 1996	31.0530859	13.60525348	70.0	3574
14 October 1996	26.5130294	23.328016030000001	55.5	3575
15 October 1996	55.7504192	34.317543839999999	55.5	3576
16 October 1996	16.6501872	17.438027630000001	47.5	3577
17 October 1996	30.6635928	28.098207410000001	40.5	3578
18 October 1996	36.5468264	25.834835049999999	54.5	3579
19 October 1996	13.8313123	21.08001411	44.5	3580
20 October 1996	6.7881732	14.75425654	33.0	3581
21 October 1996	17.0492752	29.771875909999999	35.5	3582
22 October 1996	27.8261961	33.612525949999998	41.5	3583
23 October 1996	36.3982126	35.71165594	44.5	3584
24 October 1996	15.5872673	26.92073538	42.0	3585
25 October 1996	6.4782371	22.95758111	40.5	3586
26 October 1996	8.9926008	31.837753880000001	36.5	3587
27 October 1996	15.5221782	27.24961957	39.0	3588
28 October 1996	31.7962414	43.91542536	37.5	3589
29 October 1996	11.8521945	26.857466819999999	44.0	3590
30 October 1996	30.3565975	24.950730579999998	49.0	3591
31 October 1996	27.9512386	35.75244086	44.5	3592
01 November 1996	36.5276544	29.540893570000001	43.5	3593
02 November 1996	47.5323451	33.322613930000003	44.0	3594
03 November 1996	45.4474370	38.193072469999997	44.5	3595
04 November 1996	17.4006790	16.902351530000001	48.0	3596
05 November 1996	13.0000000	25.08717497	36.5	3597
06 November 1996	20.3838706	29.40322579	34.5	3598
07 November 1996	21.8282897	31.899926990000001	41.5	3599
08 November 1996	38.8311520	36.299031679999999	45.5	3600
09 November 1996	42.8166022	35.67443342	46.5	3601
10 November 1996	38.8155660	31.114808020000002	47.0	3602
11 November 1996	49.0000000	41.088345269999998	47.0	3603
12 November 1996	74.2969770	44.64167501	48.5	3604
13 November 1996	73.2982924	45.63415664	51.5	3605
14 November 1996	28.7379278	23.133180979999999	47.5	3606
15 November 1996	14.0157702	33.775283819999999	37.0	3607
16 November 1996	-0.8906164	25.486085020000001	36.0	3608
17 November 1996	12.0000000	16.082967880000002	39.0	3609
18 November 1996	13.2820985	10.17943902	54.5	3610
19 November 1996	19.2162989	13.13724833	60.5	3611
20 November 1996	37.2204289	25.372091600000001	53.0	3612
21 November 1996	22.8024382	22.40681382	53.0	3613
22 November 1996	7.2442405	24.572235330000002	45.5	3614
23 November 1996	19.5250408	26.244611259999999	43.5	3615
24 November 1996	16.2929248	29.07032392	40.0	3616
25 November 1996	15.8043695	31.092162859999998	40.5	3617
26 November 1996	18.5126532	29.153657249999998	35.5	3618
27 November 1996	30.8430341	35.983617840000001	34.0	3619
28 November 1996	11.0257911	30.153785419999998	37.5	3620
29 November 1996	2.8051899	17.221118830000002	34.5	3621
30 November 1996	12.7728586	30.754393780000001	30.5	3622
01 December 1996	7.9706420	27.02966876	35.0	3623
02 December 1996	9.2328334	27.592186229999999	28.5	3624
03 December 1996	13.7171833	35.998357630000001	28.0	3625
04 December 1996	17.8593317	39.327753360000003	23.0	3626
05 December 1996	11.6186759	25.102243569999999	38.0	3627
06 December 1996	9.3885426	37.565110879999999	32.0	3628
07 December 1996	18.9525161	41.091304139999998	33.0	3629
08 December 1996	28.5490095	38.532482219999999	38.0	3630
09 December 1996	15.6642917	18.623733170000001	46.5	3631
10 December 1996	5.1177576	8.122250953	48.0	3632
11 December 1996	9.0000000	22.328563089999999	43.0	3633
12 December 1996	8.2361428	15.288967530000001	50.0	3634
13 December 1996	14.3476518	25.409141600000002	44.5	3635
14 December 1996	6.7059367	19.009700049999999	30.5	3636
15 December 1996	21.7318584	31.325583689999998	27.0	3637
16 December 1996	15.6714904	30.924233229999999	34.0	3638
17 December 1996	36.2020979	24.22381751	21.5	3639
18 December 1996	40.7068334	38.182298930000002	19.5	3640
19 December 1996	41.8195752	41.78982809	27.5	3641
20 December 1996	34.3852314	37.582123619999997	36.0	3642
21 December 1996	41.4439756	14.338574980000001	40.5	3643
22 December 1996	33.4297306	18.109058009999998	38.0	3644
23 December 1996	12.3939256	28.733089660000001	35.0	3645
24 December 1996	13.4925627	39.490538710000003	36.0	3646
25 December 1996	13.5261934	37.080540769999999	35.5	3647
26 December 1996	3.5518956	32.278540169999999	43.5	3648
27 December 1996	11.0618948	13.89517429	43.5	3649
28 December 1996	0.0427350	10.132293369999999	45.0	3650
29 December 1996	5.5200383	14.92124924	48.5	3651
30 December 1996	13.9471936	31.197022539999999	48.5	3652
31 December 1996	9.0000000	14.8589555	55.0	3653
01 January 1997	4.6851591	14.51234403	53.0	3654
02 January 1997	4.8974900	16.572038280000001	51.0	3655
03 January 1997	4.2326754	21.28183391	41.5	3656
04 January 1997	14.0000000	28.338767189999999	33.0	3657
05 January 1997	9.6826441	25.191671240000002	28.5	3658
06 January 1997	18.6673742	20.000757020000002	27.0	3659
07 January 1997	23.3589744	40.180334119999998	26.0	3660
08 January 1997	28.3257374	46.38169164	32.5	3661
09 January 1997	25.0430116	39.628050549999998	34.0	3662
10 January 1997	10.0000000	27.458166420000001	39.5	3663
11 January 1997	14.5857904	31.329401369999999	31.5	3664
12 January 1997	13.0000000	18.659075999999999	18.5	3665
13 January 1997	17.2463865	37.244819720000002	18.0	3666
14 January 1997	22.8456127	40.460810459999998	22.5	3667
15 January 1997	28.2723719	44.366303090000002	23.0	3668
16 January 1997	52.7366626	57.055129379999997	20.5	3669
17 January 1997	75.7310031	66.347537619999997	18.0	3670
18 January 1997	87.9208861	66.881417470000002	24.0	3671
19 January 1997	74.7602906	69.837995030000002	25.5	3672
20 January 1997	52.0000000	46.740284500000001	30.5	3673
21 January 1997	11.9392495	21.246241959999999	38.0	3674
22 January 1997	7.0000000	10.40547703	38.0	3675
23 January 1997	9.5645033	32.0020624	30.0	3676
24 January 1997	31.8969535	51.198278999999999	27.0	3677
25 January 1997	8.5673755	23.31906094	35.5	3678
26 January 1997	7.0000000	14.420987220000001	44.5	3679
27 January 1997	11.0831569	33.043718920000003	39.5	3680
28 January 1997	18.8020502	41.134235199999999	36.5	3681
29 January 1997	18.0801864	37.580222290000002	36.0	3682
30 January 1997	37.0000000	41.068716799999997	37.0	3683
31 January 1997	55.5725029	47.252854939999999	38.5	3684
01 February 1997	38.4951370	37.615578810000002	44.5	3685
02 February 1997	10.1070826	33.211940910000003	38.0	3686
03 February 1997	15.0000000	32.80330463	36.5	3687
04 February 1997	17.7023333	33.712029710000003	35.5	3688
05 February 1997	14.0000000	26.412838489999999	29.0	3689
06 February 1997	14.9962196	25.247602830000002	31.0	3690
07 February 1997	35.4468577	47.19371125	28.5	3691
08 February 1997	44.5675474	48.983430470000002	33.0	3692
09 February 1997	47.0000000	46.889009360000003	33.0	3693
10 February 1997	62.7483690	54.430960200000001	33.5	3694
11 February 1997	59.8434095	56.060163269999997	35.5	3695
12 February 1997	22.4429322	42.296870630000001	34.5	3696
13 February 1997	17.0000000	36.347960630000003	30.5	3697
14 February 1997	23.6121871	43.317452780000004	33.5	3698
15 February 1997	26.8695514	37.574559600000001	44.5	3699
16 February 1997	26.7712436	36.431428439999998	42.5	3700
17 February 1997	16.6933936	31.413084139999999	47.0	3701
18 February 1997	9.9842432	30.311188309999999	39.0	3702
19 February 1997	27.0000000	37.338839229999998	41.5	3703
20 February 1997	6.6593278	24.888671219999999	35.5	3704
21 February 1997	23.0000000	37.984354250000003	33.0	3705
22 February 1997	23.8641791	32.316390130000002	31.0	3706
23 February 1997	17.1793642	18.548428959999999	34.5	3707
24 February 1997	25.7418925	25.500153919999999	32.5	3708
25 February 1997	24.0000000	41.481394899999998	30.5	3709
26 February 1997	31.1076336	39.932060669999998	38.0	3710
27 February 1997	6.0096658	31.924210890000001	33.5	3711
28 February 1997	9.2791453	27.438226650000001	30.5	3712
01 March 1997	21.4737766	38.64391663	29.5	3713
02 March 1997	13.4461387	18.024792890000001	42.0	3714
03 March 1997	14.0677208	31.830003380000001	30.5	3715
04 March 1997	11.2486060	27.99011634	31.5	3716
05 March 1997	25.0572523	54.640886070000001	35.5	3717
06 March 1997	41.3470628	43.983132750000003	46.5	3718
07 March 1997	38.0677208	42.937581559999998	43.0	3719
08 March 1997	22.6232579	35.407943979999999	43.0	3720
09 March 1997	17.5905156	31.156284620000001	42.5	3721
10 March 1997	24.7555054	33.886661549999999	50.5	3722
11 March 1997	27.7381456	31.371930760000001	58.5	3723
12 March 1997	40.8450002	33.024751670000001	54.5	3724
13 March 1997	22.7188876	26.28678837	39.0	3725
14 March 1997	29.7761965	39.028851860000003	38.0	3726
15 March 1997	31.6768879	34.144707619999998	49.0	3727
16 March 1997	23.6167281	19.363545160000001	52.5	3728
17 March 1997	18.8417836	23.02670535	50.5	3729
18 March 1997	31.6269152	36.401877880000001	51.0	3730
19 March 1997	37.7430455	38.013783150000002	56.0	3731
20 March 1997	48.5793898	36.397654289999998	59.0	3732
21 March 1997	19.3562669	27.51979481	54.5	3733
22 March 1997	29.2853395	32.052038140000001	52.0	3734
23 March 1997	26.7976799	26.736528969999998	53.0	3735
24 March 1997	39.2478756	16.895084059999999	43.5	3736
25 March 1997	22.3374199	36.782864170000003	43.0	3737
26 March 1997	37.4053831	39.330133080000003	50.5	3738
27 March 1997	28.4543342	23.45723392	47.0	3739
28 March 1997	26.1963942	32.657009979999998	42.5	3740
29 March 1997	17.8394364	26.752948360000001	40.0	3741
30 March 1997	24.1874166	25.246185130000001	52.5	3742
31 March 1997	NA	16.718426579999999	49.5	3743
01 April 1997	NA	12.02100594	35.5	3744
02 April 1997	22.0212078	7.9875345879999999	40.5	3745
03 April 1997	19.9794569	23.940590440000001	47.5	3746
04 April 1997	18.9627392	17.003206240000001	39.5	3747
05 April 1997	10.5364295	14.52235991	35.0	3748
06 April 1997	15.5932853	22.692515289999999	37.0	3749
07 April 1997	17.9106628	24.671585539999999	45.5	3750
08 April 1997	21.4129390	20.926647580000001	46.5	3751
09 April 1997	9.9870715	19.322480909999999	43.5	3752
10 April 1997	12.1055198	9.3941323049999994	39.0	3753
11 April 1997	15.5970679	16.17459449	37.5	3754
12 April 1997	15.2109368	17.734701860000001	35.5	3755
13 April 1997	18.6806994	30.07392922	40.5	3756
14 April 1997	24.6393907	44.729846590000001	53.0	3757
15 April 1997	20.9760417	NA	52.0	3758
16 April 1997	35.0385417	NA	58.0	3759
17 April 1997	37.9697917	27.6962519	64.5	3760
18 April 1997	35.6867816	29.814694729999999	61.5	3761
19 April 1997	24.8599286	24.011823580000001	60.0	3762
20 April 1997	16.5638815	16.959051379999998	61.0	3763
21 April 1997	14.8133085	15.08947856	51.0	3764
22 April 1997	12.4066543	20.200394599999999	56.5	3765
23 April 1997	13.7178686	23.550837860000001	45.5	3766
24 April 1997	7.4342847	17.646700989999999	46.5	3767
25 April 1997	14.7430455	22.43855065	49.5	3768
26 April 1997	16.5953598	24.974794630000002	54.5	3769
27 April 1997	16.5953598	19.837025279999999	60.0	3770
28 April 1997	14.7142886	20.149284340000001	56.0	3771
29 April 1997	9.5953598	14.00709584	51.0	3772
30 April 1997	12.5953598	17.818839000000001	50.5	3773
01 May 1997	11.4218936	15.962968890000001	44.5	3774
02 May 1997	17.5568983	23.225894579999999	44.0	3775
03 May 1997	27.4468980	32.659271220000001	55.5	3776
04 May 1997	25.2366375	25.49490552	61.5	3777
05 May 1997	38.5568983	32.902898469999997	61.5	3778
06 May 1997	31.4815983	30.866924409999999	62.0	3779
07 May 1997	21.7300585	24.781256769999999	60.5	3780
08 May 1997	32.9671547	29.535241379999999	58.5	3781
09 May 1997	34.7467543	30.917947219999999	62.5	3782
10 May 1997	33.7942227	28.223879440000001	65.0	3783
11 May 1997	29.8543492	22.237304850000001	66.0	3784
12 May 1997	33.8923239	22.952367259999999	66.0	3785
13 May 1997	31.7013809	30.2149182	69.5	3786
14 May 1997	31.8414476	27.792683790000002	70.5	3787
15 May 1997	39.9743590	22.779717009999999	71.0	3788
16 May 1997	46.9808504	30.48313881	72.0	3789
17 May 1997	31.9251526	20.785928609999999	70.0	3790
18 May 1997	18.6979239	16.534593780000002	67.0	3791
19 May 1997	34.0420845	23.394007890000001	65.0	3792
20 May 1997	27.1539638	20.58314202	69.5	3793
21 May 1997	19.9799752	19.89076025	64.5	3794
22 May 1997	28.1519994	23.76402886	69.0	3795
23 May 1997	30.9799752	15.38274953	68.5	3796
24 May 1997	10.9799752	11.9214232	52.0	3797
25 May 1997	7.0677208	8.8792947039999994	50.5	3798
26 May 1997	6.0677208	14.09151567	53.0	3799
27 May 1997	20.1004884	22.681888870000002	62.0	3800
28 May 1997	21.0470696	23.566399350000001	67.0	3801
29 May 1997	14.1512821	21.909076150000001	68.0	3802
30 May 1997	27.1662610	20.789803899999999	69.5	3803
31 May 1997	31.1081803	16.275224269999999	78.0	3804
01 June 1997	20.2741979	14.32354698	72.5	3805
02 June 1997	25.3605161	20.753676639999998	71.5	3806
03 June 1997	40.0291226	20.951000229999998	75.5	3807
04 June 1997	29.0451632	17.857346750000001	78.0	3808
05 June 1997	34.6168539	19.92397368	68.0	3809
06 June 1997	20.3593632	24.442564650000001	66.5	3810
07 June 1997	18.1706573	24.835337339999999	69.5	3811
08 June 1997	19.4927957	19.090771449999998	67.0	3812
09 June 1997	20.3291370	21.336772360000001	66.5	3813
10 June 1997	16.8061280	11.35855958	64.5	3814
11 June 1997	22.4427060	4.5026254330000004	66.5	3815
12 June 1997	18.3237101	9.6207560680000004	60.5	3816
13 June 1997	17.6133395	19.727262580000001	63.5	3817
14 June 1997	18.2757867	16.391940229999999	58.5	3818
15 June 1997	20.8396306	17.171022170000001	62.5	3819
16 June 1997	25.8544687	22.51387046	67.5	3820
17 June 1997	24.1983668	21.269163410000001	72.0	3821
18 June 1997	32.7931852	19.823489240000001	78.0	3822
19 June 1997	30.3139377	NA	75.5	3823
20 June 1997	22.1480287	25.427382380000001	71.5	3824
21 June 1997	28.1430325	18.99518526	77.0	3825
22 June 1997	28.1222991	9.6412886130000004	74.5	3826
23 June 1997	33.4669586	19.414997589999999	68.5	3827
24 June 1997	21.6046023	22.3805795	62.0	3828
25 June 1997	41.1864818	31.337138339999999	66.0	3829
26 June 1997	50.3607797	NA	76.0	3830
27 June 1997	32.0000000	NA	77.5	3831
28 June 1997	26.9704323	NA	78.0	3832
29 June 1997	22.9210711	NA	78.0	3833
30 June 1997	80.3696164	NA	73.5	3834
01 July 1997	22.5841644	20.350784919999999	60.5	3835
02 July 1997	46.7518826	30.687441360000001	64.5	3836
03 July 1997	27.8095406	24.80485324	64.5	3837
04 July 1997	48.8527247	28.508956189999999	69.5	3838
05 July 1997	36.3638889	28.855183619999998	77.0	3839
06 July 1997	23.9197675	27.586822959999999	76.0	3840
07 July 1997	30.6200121	31.09377405	75.5	3841
08 July 1997	56.3930560	31.744214379999999	76.5	3842
09 July 1997	50.3113950	29.085886240000001	81.5	3843
10 July 1997	46.0000000	10.27182105	80.5	3844
11 July 1997	22.7807598	16.674791020000001	70.5	3845
12 July 1997	15.4831275	16.291721769999999	63.0	3846
13 July 1997	14.9324257	20.080931660000001	66.5	3847
14 July 1997	36.7391941	34.658330650000003	75.0	3848
15 July 1997	42.2275668	45.184376290000003	82.5	3849
16 July 1997	49.4900542	28.927476339999998	81.5	3850
17 July 1997	40.5610650	16.86288506	88.5	3851
18 July 1997	38.3056529	26.60566816	79.0	3852
19 July 1997	30.2293387	27.014179469999998	75.5	3853
20 July 1997	26.3537921	26.28864871	76.0	3854
21 July 1997	50.2590812	40.478561280000001	79.0	3855
22 July 1997	55.3246795	36.04783063	80.5	3856
23 July 1997	23.0136884	26.02075842	75.5	3857
24 July 1997	26.7362121	22.30313482	77.0	3858
25 July 1997	23.5198613	26.210524209999999	78.0	3859
26 July 1997	24.3031139	27.949160580000001	77.5	3860
27 July 1997	24.2988115	20.44546111	80.0	3861
28 July 1997	28.5365260	27.702078199999999	73.0	3862
29 July 1997	22.0356015	20.83264647	74.5	3863
30 July 1997	34.6160948	24.38010388	73.5	3864
31 July 1997	29.5834150	27.596519170000001	75.5	3865
01 August 1997	26.6033118	27.95274216	79.5	3866
02 August 1997	26.6033118	30.359879320000001	83.5	3867
03 August 1997	35.9592563	22.507759440000001	82.0	3868
04 August 1997	21.4748298	31.079781430000001	71.5	3869
05 August 1997	20.6345729	23.50871927	73.0	3870
06 August 1997	24.4805080	19.17109705	75.5	3871
07 August 1997	31.6926910	28.162780470000001	77.5	3872
08 August 1997	39.6600000	28.93177361	80.5	3873
09 August 1997	34.6032689	26.72010139	75.5	3874
10 August 1997	17.3517701	9.4094384079999998	73.0	3875
11 August 1997	26.5540765	12.493906369999999	74.0	3876
12 August 1997	21.0655048	24.240324789999999	73.0	3877
13 August 1997	21.7328946	28.933081309999999	72.0	3878
14 August 1997	30.3720576	28.3390691	75.0	3879
15 August 1997	39.7530839	28.431088549999998	80.5	3880
16 August 1997	33.2203351	26.370559060000001	76.5	3881
17 August 1997	25.6368983	20.455135080000002	77.5	3882
18 August 1997	28.4926032	24.184031600000001	79.0	3883
19 August 1997	37.6616130	24.443731570000001	82.5	3884
20 August 1997	32.0000000	25.815260940000002	81.5	3885
21 August 1997	23.2283189	17.1955241	82.5	3886
22 August 1997	26.7473958	26.341630760000001	84.5	3887
23 August 1997	24.6424839	25.873036930000001	84.0	3888
24 August 1997	21.3835650	20.76485933	82.0	3889
25 August 1997	36.6120553	22.892382850000001	79.5	3890
26 August 1997	36.2926375	24.19962142	85.5	3891
27 August 1997	37.4843430	16.32078847	83.0	3892
28 August 1997	37.4803217	17.75698221	82.5	3893
29 August 1997	36.4297671	30.50464303	79.0	3894
30 August 1997	38.4050326	31.646056600000001	77.0	3895
31 August 1997	23.0720014	18.897546030000001	77.5	3896
01 September 1997	23.3536426	24.358739780000001	79.0	3897
02 September 1997	24.5215789	23.85168092	75.0	3898
03 September 1997	21.2775901	21.08997321	70.5	3899
04 September 1997	28.4957914	28.594275629999999	72.0	3900
05 September 1997	33.0854129	31.20644192	75.0	3901
06 September 1997	17.3178880	25.389044250000001	75.0	3902
07 September 1997	21.0786155	26.86858277	76.5	3903
08 September 1997	32.6366265	31.118268130000001	77.5	3904
09 September 1997	28.9845614	27.240846309999998	76.5	3905
10 September 1997	27.2987394	33.92758671	77.5	3906
11 September 1997	33.4752042	23.576324960000001	71.5	3907
12 September 1997	29.2467373	31.176382159999999	66.0	3908
13 September 1997	22.6912249	25.013167060000001	76.0	3909
14 September 1997	22.3890298	14.61995259	77.5	3910
15 September 1997	20.1567509	15.661199740000001	70.0	3911
16 September 1997	22.5592370	25.72304184	59.5	3912
17 September 1997	49.8734536	18.818226809999999	67.5	3913
18 September 1997	23.3230006	23.984196579999999	64.5	3914
19 September 1997	19.9531348	28.54944777	58.0	3915
20 September 1997	7.2395434	26.296329929999999	55.0	3916
21 September 1997	17.5911641	22.962310089999999	56.5	3917
22 September 1997	24.7652985	27.275738140000001	59.5	3918
23 September 1997	26.6674114	24.737303740000002	62.0	3919
24 September 1997	29.6470149	32.150169230000003	65.5	3920
25 September 1997	33.8385063	32.931973839999998	65.0	3921
26 September 1997	18.7139814	25.85135562	65.0	3922
27 September 1997	12.4712216	20.351847339999999	57.0	3923
28 September 1997	17.6410327	22.92560465	55.0	3924
29 September 1997	40.3743590	35.76198892	60.0	3925
30 September 1997	46.3743590	37.79434972	66.0	3926
01 October 1997	35.3022013	28.13878145	70.5	3927
02 October 1997	44.2536249	22.357108060000002	68.5	3928
03 October 1997	26.2296036	24.959181139999998	60.5	3929
04 October 1997	24.5081376	25.912148739999999	68.5	3930
05 October 1997	22.1968638	23.169547680000001	60.5	3931
06 October 1997	41.1187926	23.96114124	61.0	3932
07 October 1997	18.6213668	18.87607895	58.5	3933
08 October 1997	25.0507356	22.164602339999998	49.0	3934
09 October 1997	24.9448529	17.872658009999999	60.0	3935
10 October 1997	27.7660189	16.556874239999999	67.5	3936
11 October 1997	12.3402412	14.27661108	50.5	3937
12 October 1997	15.3827625	21.03823388	39.0	3938
13 October 1997	22.0000000	28.756362540000001	42.5	3939
14 October 1997	33.4495151	33.289580180000002	49.0	3940
15 October 1997	42.4495151	40.665586529999999	49.5	3941
16 October 1997	46.4875268	42.885810849999999	54.0	3942
17 October 1997	48.0569444	45.226212680000003	55.0	3943
18 October 1997	30.1154240	35.486909799999999	54.5	3944
19 October 1997	25.9418367	30.666838349999999	57.0	3945
20 October 1997	43.1361274	42.263114799999997	56.0	3946
21 October 1997	39.0450171	36.013712269999999	51.5	3947
22 October 1997	37.1152778	NA	52.5	3948
23 October 1997	21.3654698	NA	43.0	3949
24 October 1997	11.3086420	NA	37.5	3950
25 October 1997	15.0000000	NA	39.5	3951
26 October 1997	18.2395819	NA	40.0	3952
27 October 1997	43.7119653	NA	45.5	3953
28 October 1997	47.2576348	NA	46.5	3954
29 October 1997	29.1050946	NA	49.5	3955
30 October 1997	27.5901524	NA	54.5	3956
31 October 1997	20.0000000	NA	51.5	3957
01 November 1997	16.4663036	NA	43.0	3958
02 November 1997	19.9599541	NA	43.0	3959
03 November 1997	29.0203608	NA	43.5	3960
04 November 1997	36.9698184	NA	48.0	3961
05 November 1997	43.4963123	NA	50.5	3962
06 November 1997	45.0000000	NA	51.5	3963
07 November 1997	46.0518213	NA	51.5	3964
08 November 1997	26.0075440	NA	44.0	3965
09 November 1997	13.0396478	NA	44.0	3966
10 November 1997	20.9026434	NA	41.0	3967
11 November 1997	13.9203559	NA	42.5	3968
12 November 1997	28.0000000	NA	39.5	3969
13 November 1997	29.5190839	NA	40.0	3970
14 November 1997	21.5799243	NA	33.5	3971
15 November 1997	17.9656873	NA	32.0	3972
16 November 1997	30.4377971	NA	34.0	3973
17 November 1997	35.9187610	NA	38.0	3974
18 November 1997	34.0000000	NA	38.5	3975
19 November 1997	24.9448018	NA	48.5	3976
20 November 1997	16.9439133	NA	41.5	3977
21 November 1997	18.3485607	NA	37.0	3978
22 November 1997	26.2770569	NA	37.0	3979
23 November 1997	33.8267103	NA	42.5	3980
24 November 1997	43.1914309	NA	43.5	3981
25 November 1997	30.6468583	NA	45.0	3982
26 November 1997	20.6898705	NA	47.0	3983
27 November 1997	12.2497837	NA	42.0	3984
28 November 1997	25.5241158	NA	38.5	3985
29 November 1997	38.5220414	NA	40.5	3986
30 November 1997	40.0000000	NA	39.0	3987
01 December 1997	32.6552355	NA	37.0	3988
02 December 1997	19.0320745	NA	36.5	3989
03 December 1997	35.3798122	NA	33.0	3990
04 December 1997	47.0000000	NA	33.5	3991
05 December 1997	72.2874935	NA	31.5	3992
06 December 1997	53.3571825	NA	35.5	3993
07 December 1997	22.1542988	NA	40.0	3994
08 December 1997	10.0446532	NA	38.0	3995
09 December 1997	11.7246038	NA	29.5	3996
10 December 1997	19.5423516	NA	23.0	3997
11 December 1997	41.0161159	NA	21.5	3998
12 December 1997	51.9927241	NA	22.0	3999
13 December 1997	69.9927241	NA	21.5	4000
14 December 1997	75.9868761	NA	22.0	4001
15 December 1997	50.5671069	NA	32.5	4002
16 December 1997	39.0000000	NA	31.5	4003
17 December 1997	54.4687016	NA	33.0	4004
18 December 1997	61.0000000	NA	30.5	4005
19 December 1997	21.9267707	NA	26.5	4006
20 December 1997	54.5003519	NA	24.5	4007
21 December 1997	44.4170088	NA	23.5	4008
22 December 1997	43.0000000	NA	24.5	4009
23 December 1997	52.9638082	NA	23.5	4010
24 December 1997	19.0000000	NA	24.5	4011
25 December 1997	19.8581243	NA	22.5	4012
26 December 1997	42.4210907	NA	20.0	4013
27 December 1997	44.3736091	NA	20.5	4014
28 December 1997	31.8750668	NA	22.5	4015
29 December 1997	31.8561164	NA	33.0	4016
30 December 1997	55.0000000	NA	27.5	4017
31 December 1997	73.8950888	NA	21.5	4018
01 January 1998	94.0000000	NA	33.0	4019
02 January 1998	20.8570756	17.489552870000001	43.0	4020
03 January 1998	13.0861282	31.563125700000001	42.0	4021
04 January 1998	10.9964319	16.892322249999999	44.0	4022
05 January 1998	13.9853429	29.557784300000002	28.0	4023
06 January 1998	38.9380435	48.385736620000003	24.0	4024
07 January 1998	37.1595622	53.827367180000003	28.0	4025
08 January 1998	39.6227789	48.691634569999998	34.0	4026
09 January 1998	45.1327862	52.2845023	32.0	4027
10 January 1998	21.0696602	26.605328790000002	35.0	4028
11 January 1998	8.8606805	10.712931879999999	40.0	4029
12 January 1998	17.9526393	23.747332929999999	36.0	4030
13 January 1998	13.2769426	24.11833678	39.0	4031
14 January 1998	22.9896080	33.755020629999997	36.0	4032
15 January 1998	11.4219313	24.076145929999999	38.0	4033
16 January 1998	21.9358641	39.125609930000003	35.0	4034
17 January 1998	14.4821343	25.20112018	45.0	4035
18 January 1998	24.0820809	30.887018390000001	43.0	4036
19 January 1998	12.0106936	21.5895154	42.0	4037
20 January 1998	17.1341740	28.16283657	35.0	4038
21 January 1998	28.9507065	32.26501734	34.0	4039
22 January 1998	51.8869621	41.234067430000003	33.0	4040
23 January 1998	48.0000000	39.068207800000003	42.0	4041
24 January 1998	41.7246078	35.711821780000001	44.0	4042
25 January 1998	19.3709744	27.232424770000002	44.0	4043
26 January 1998	50.1372783	36.208540990000003	46.0	4044
27 January 1998	41.8799466	31.690238279999999	44.0	4045
28 January 1998	59.7078702	39.651643849999999	42.0	4046
29 January 1998	54.4335664	34.781054269999998	42.0	4047
30 January 1998	18.6325824	29.828669600000001	39.0	4048
31 January 1998	28.7736869	30.751063649999999	38.0	4049
01 February 1998	22.8940689	26.392081619999999	37.0	4050
02 February 1998	14.1816015	17.718613699999999	44.0	4051
03 February 1998	22.1159532	27.6460939	49.0	4052
04 February 1998	22.8050531	29.352839190000001	48.0	4053
05 February 1998	17.7885106	25.06738803	41.0	4054
06 February 1998	20.5553671	32.737117599999998	41.0	4055
07 February 1998	9.4244573	22.997491960000001	42.0	4056
08 February 1998	4.0905962	18.219200579999999	39.0	4057
09 February 1998	12.4747474	36.609555559999997	35.0	4058
10 February 1998	21.9269826	32.797559819999996	37.0	4059
11 February 1998	10.4772124	32.029149580000002	35.0	4060
12 February 1998	24.4151485	32.437941100000003	37.0	4061
13 February 1998	38.7866806	35.054511900000001	42.0	4062
14 February 1998	17.9648266	23.638872429999999	40.0	4063
15 February 1998	0.5019575	14.698076070000001	38.0	4064
16 February 1998	12.0000000	26.293007339999999	36.0	4065
17 February 1998	20.9936019	33.672088100000003	37.0	4066
18 February 1998	9.9440898	27.669230639999999	36.0	4067
19 February 1998	28.4092790	35.913811420000002	37.0	4068
20 February 1998	36.8742118	38.154218059999998	42.0	4069
21 February 1998	25.8572464	21.619424250000002	44.0	4070
22 February 1998	9.3766304	24.253015309999999	39.0	4071
23 February 1998	12.9325923	35.108252749999998	37.0	4072
24 February 1998	13.8496041	25.312626720000001	38.0	4073
25 February 1998	15.8307971	23.43695438	27.0	4074
26 February 1998	NA	28.166771600000001	27.0	4075
27 February 1998	5.6373343	34.630402760000003	26.0	4076
28 February 1998	28.7008264	38.867385429999999	26.0	4077
01 March 1998	16.3321749	35.206003559999999	33.0	4078
02 March 1998	50.2898136	53.863855049999998	31.0	4079
03 March 1998	23.9581093	33.04572417	35.0	4080
04 March 1998	9.7349986	29.182963319999999	27.0	4081
05 March 1998	29.6459244	36.492899790000003	28.0	4082
06 March 1998	11.9499206	28.826466570000001	25.0	4083
07 March 1998	13.0971479	35.166685209999997	21.0	4084
08 March 1998	22.1156951	39.096821439999999	23.0	4085
09 March 1998	25.3452812	38.843142219999997	33.0	4086
10 March 1998	27.6005374	39.694049890000002	37.0	4087
11 March 1998	44.5562024	45.007847890000001	40.0	4088
12 March 1998	44.0000000	44.596488379999997	42.0	4089
13 March 1998	67.6878626	41.852396300000002	46.0	4090
14 March 1998	45.1837575	38.427994560000002	45.0	4091
15 March 1998	30.4208075	32.481645139999998	46.0	4092
16 March 1998	37.6521548	34.373958000000002	49.0	4093
17 March 1998	15.8033429	36.596952170000002	39.0	4094
18 March 1998	18.0000000	30.96354165	36.0	4095
19 March 1998	24.1503843	31.071359520000001	40.0	4096
20 March 1998	49.4767129	32.89402561	44.0	4097
21 March 1998	34.4722622	33.711081479999997	49.0	4098
22 March 1998	24.2269593	25.498561559999999	56.0	4099
23 March 1998	36.6977547	20.790365179999998	60.0	4100
24 March 1998	28.1894319	16.363171349999998	62.0	4101
25 March 1998	29.1702180	16.489937139999999	59.0	4102
26 March 1998	26.2156112	22.48886014	53.0	4103
27 March 1998	7.9168516	16.41573648	43.0	4104
28 March 1998	1.6683860	16.71253111	40.0	4105
29 March 1998	1.1384370	9.7375230189999993	39.0	4106
30 March 1998	13.0000000	24.76012012	37.0	4107
31 March 1998	12.4310138	23.295303870000001	43.0	4108
01 April 1998	32.1413187	30.750991410000001	47.0	4109
02 April 1998	20.3219280	29.414009979999999	44.0	4110
03 April 1998	14.2397690	21.111610710000001	48.0	4111
04 April 1998	9.2593514	12.704127659999999	46.0	4112
05 April 1998	12.5774986	11.58739188	41.0	4113
06 April 1998	12.7115411	24.002050860000001	41.0	4114
07 April 1998	12.7664722	26.910450180000002	42.0	4115
08 April 1998	15.6317326	23.927703900000001	43.0	4116
09 April 1998	7.7863846	24.97209419	47.0	4117
10 April 1998	14.5983846	19.928524889999998	55.0	4118
11 April 1998	24.6453271	10.73062356	58.0	4119
12 April 1998	7.5523054	12.122264080000001	45.0	4120
13 April 1998	8.8878227	25.46476122	40.0	4121
14 April 1998	14.5977012	25.745337320000001	38.0	4122
15 April 1998	9.4744441	26.867685290000001	38.0	4123
16 April 1998	11.5964790	19.60601831	42.0	4124
17 April 1998	17.5447459	24.721396940000002	42.0	4125
18 April 1998	7.3471063	24.8163667	42.0	4126
19 April 1998	13.4038620	24.847943959999998	48.0	4127
20 April 1998	29.4380542	27.344171360000001	49.0	4128
21 April 1998	68.9598310	30.692669219999999	53.0	4129
22 April 1998	60.5398042	33.454669180000003	59.0	4130
23 April 1998	58.5170772	20.58211511	68.0	4131
24 April 1998	25.6476292	16.21377683	54.0	4132
25 April 1998	9.6007363	15.99117055	48.0	4133
26 April 1998	14.0359606	11.62459965	49.0	4134
27 April 1998	20.1896415	24.40236939	50.0	4135
28 April 1998	40.1970543	27.645904460000001	55.0	4136
29 April 1998	35.3560779	28.847311680000001	58.0	4137
30 April 1998	48.7963235	30.98152722	59.0	4138
01 May 1998	37.8092174	30.063419849999999	64.0	4139
02 May 1998	39.7775002	23.059822019999999	67.0	4140
03 May 1998	30.8825833	12.869962749999999	65.0	4141
04 May 1998	31.3898762	17.869065939999999	59.0	4142
05 May 1998	19.4771449	18.278608380000001	55.0	4143
06 May 1998	18.3626543	18.655508650000002	54.0	4144
07 May 1998	19.3990974	17.637288399999999	59.0	4145
08 May 1998	26.3635158	25.344603459999998	59.0	4146
09 May 1998	13.2614733	14.85071759	63.0	4147
10 May 1998	12.3143083	13.893310250000001	57.0	4148
11 May 1998	12.9181502	19.271142529999999	53.0	4149
12 May 1998	26.2728100	18.260753829999999	57.0	4150
13 May 1998	10.2555531	10.57822286	53.0	4151
14 May 1998	15.3968224	13.889542649999999	53.0	4152
15 May 1998	6.8471404	15.844504629999999	51.0	4153
16 May 1998	19.2441451	14.258350699999999	61.0	4154
17 May 1998	13.5721262	10.94199598	53.0	4155
18 May 1998	23.7098299	22.419387489999998	54.0	4156
19 May 1998	38.7155950	22.783249099999999	64.0	4157
20 May 1998	30.6803554	11.23984108	69.0	4158
21 May 1998	9.6997715	11.18522621	55.0	4159
22 May 1998	14.6639626	16.51595438	51.0	4160
23 May 1998	16.8081747	20.259183440000001	55.0	4161
24 May 1998	9.0873054	17.747080830000002	62.0	4162
25 May 1998	19.5943246	14.533879560000001	67.0	4163
26 May 1998	33.1186146	14.246903639999999	62.0	4164
27 May 1998	22.5942495	20.10204796	55.0	4165
28 May 1998	55.6405138	27.46202276	61.0	4166
29 May 1998	34.6109415	12.46099648	70.0	4167
30 May 1998	12.4681868	14.04893453	57.0	4168
31 May 1998	19.5586302	19.7904898	61.0	4169
01 June 1998	27.6509740	26.495834120000001	66.0	4170
02 June 1998	42.9079491	19.044537210000001	71.0	4171
03 June 1998	27.9021013	15.8260722	63.0	4172
04 June 1998	13.1439870	16.203459980000002	54.0	4173
05 June 1998	9.1180472	16.500982759999999	56.0	4174
06 June 1998	16.2458077	19.09705361	61.0	4175
07 June 1998	15.4576416	15.47501761	60.0	4176
08 June 1998	14.4217212	14.66418992	58.0	4177
09 June 1998	9.1194185	16.76516406	55.0	4178
10 June 1998	11.0000000	NA	58.0	4179
11 June 1998	18.7482310	NA	61.0	4180
12 June 1998	24.2094655	13.710522129999999	64.0	4181
13 June 1998	13.9490612	15.15351549	57.0	4182
14 June 1998	11.7998369	16.78374144	62.0	4183
15 June 1998	23.9470610	17.684682590000001	62.0	4184
16 June 1998	11.9502747	15.110806609999999	53.0	4185
17 June 1998	4.8747964	15.59701111	47.0	4186
18 June 1998	9.7735075	14.59120959	61.0	4187
19 June 1998	23.1746095	13.815688059999999	68.0	4188
20 June 1998	13.9569303	18.227817779999999	60.0	4189
21 June 1998	15.2606342	19.060562560000001	67.0	4190
22 June 1998	26.4121594	16.001859670000002	72.0	4191
23 June 1998	25.6303585	18.998166000000001	66.0	4192
24 June 1998	22.6012040	27.822403810000001	67.0	4193
25 June 1998	33.3585835	19.17758474	73.0	4194
26 June 1998	21.3990354	19.144707329999999	64.0	4195
27 June 1998	16.1044545	20.305852160000001	61.0	4196
28 June 1998	21.6421544	25.585894719999999	68.0	4197
29 June 1998	41.6504697	31.83114526	74.0	4198
30 June 1998	57.6007912	35.97379789	76.0	4199
01 July 1998	49.3610711	35.45943905	77.0	4200
02 July 1998	49.5094776	30.47946473	80.0	4201
03 July 1998	31.0177641	25.196052829999999	81.0	4202
04 July 1998	42.0000000	18.926975290000001	82.0	4203
05 July 1998	40.9769470	11.40643141	79.0	4204
06 July 1998	28.0328610	24.185731319999999	78.0	4205
07 July 1998	31.8848012	25.88746956	78.0	4206
08 July 1998	26.0648471	27.907738949999999	77.0	4207
09 July 1998	29.9244639	33.412821889999996	79.0	4208
10 July 1998	30.0294835	29.18543438	81.0	4209
11 July 1998	17.3791599	24.205406830000001	80.0	4210
12 July 1998	15.8666480	26.646235579999999	77.0	4211
13 July 1998	34.1859135	28.864333510000002	83.0	4212
14 July 1998	41.0000000	32.709846900000002	80.0	4213
15 July 1998	53.1327361	38.475216500000002	80.0	4214
16 July 1998	40.4451494	36.094947910000002	82.0	4215
17 July 1998	31.9197701	36.578196900000002	85.0	4216
18 July 1998	35.7009844	31.14068941	86.0	4217
19 July 1998	44.0000000	22.049332660000001	87.0	4218
20 July 1998	40.9367288	23.204125149999999	88.0	4219
21 July 1998	26.1050122	21.795029249999999	84.0	4220
22 July 1998	32.1918146	24.785619440000001	80.0	4221
23 July 1998	28.9881812	21.71987305	78.0	4222
24 July 1998	20.5750836	19.4229989	74.0	4223
25 July 1998	16.4886787	15.21173857	73.0	4224
26 July 1998	12.9122677	15.77457293	78.0	4225
27 July 1998	21.9984754	21.497863150000001	80.0	4226
28 July 1998	28.5703984	25.55141248	76.0	4227
29 July 1998	43.6003519	19.946369959999998	76.0	4228
30 July 1998	37.6174952	23.850173309999999	77.0	4229
31 July 1998	31.1387824	21.728222800000001	81.0	4230
01 August 1998	17.0378100	24.358847229999999	72.0	4231
02 August 1998	13.1867072	20.727040030000001	72.0	4232
03 August 1998	29.0826700	26.118489100000001	75.0	4233
04 August 1998	32.2469027	24.357573030000001	75.0	4234
05 August 1998	19.2531299	28.377118790000001	80.0	4235
06 August 1998	37.1737692	34.909670550000001	81.0	4236
07 August 1998	52.1996809	25.872525379999999	83.0	4237
08 August 1998	32.2075290	22.408924450000001	83.0	4238
09 August 1998	26.2839806	18.423788999999999	80.0	4239
10 August 1998	42.7760451	20.972739480000001	80.0	4240
11 August 1998	27.7151726	29.023242029999999	77.0	4241
12 August 1998	34.6627514	32.256488529999999	78.0	4242
13 August 1998	38.2018069	32.875300160000002	80.0	4243
14 August 1998	38.1315802	32.546730369999999	79.0	4244
15 August 1998	32.0592955	27.093390150000001	81.0	4245
16 August 1998	16.2134825	15.36425592	84.0	4246
17 August 1998	31.5664310	12.82795168	82.0	4247
18 August 1998	23.0909986	20.886721189999999	75.0	4248
19 August 1998	18.9467951	24.138919560000001	78.0	4249
20 August 1998	24.9291998	29.09154861	77.0	4250
21 August 1998	23.1682179	21.858881029999999	80.0	4251
22 August 1998	NA	21.442099580000001	82.0	4252
23 August 1998	19.1290189	19.941583049999998	81.0	4253
24 August 1998	38.2187500	31.310417139999998	71.0	4254
25 August 1998	25.7021067	24.261763609999999	76.0	4255
26 August 1998	28.6757138	23.639752990000002	75.0	4256
27 August 1998	26.2541209	27.087865539999999	71.0	4257
28 August 1998	56.2602005	37.916607499999998	71.0	4258
29 August 1998	38.2430582	37.070632940000003	76.0	4259
30 August 1998	34.7987637	27.58126545	78.0	4260
31 August 1998	30.1910216	23.033180850000001	81.0	4261
01 September 1998	33.2574948	25.14593387	74.0	4262
02 September 1998	31.7934524	29.540626849999999	76.0	4263
03 September 1998	43.2308618	33.817129520000002	77.0	4264
04 September 1998	40.2421154	33.857393829999999	80.0	4265
05 September 1998	21.1487424	19.901810319999999	81.0	4266
06 September 1998	12.2278680	16.572969969999999	76.0	4267
07 September 1998	17.7456043	28.05900729	77.0	4268
08 September 1998	27.4570832	22.0901712	76.0	4269
09 September 1998	39.8179247	20.842866140000002	75.0	4270
10 September 1998	14.8673472	20.480427519999999	71.0	4271
11 September 1998	28.5039317	24.578872449999999	66.0	4272
12 September 1998	35.4216293	24.333418900000002	65.0	4273
13 September 1998	11.7619048	22.508262689999999	63.0	4274
14 September 1998	29.2675137	27.982506109999999	67.0	4275
15 September 1998	38.4659794	30.601991479999999	73.0	4276
16 September 1998	23.0529814	29.863951499999999	76.0	4277
17 September 1998	29.5200104	28.035266920000002	75.0	4278
18 September 1998	29.3531124	20.562929919999998	75.0	4279
19 September 1998	11.8618494	21.77876075	59.0	4280
20 September 1998	15.1911162	25.843671220000001	56.0	4281
21 September 1998	17.2395324	29.46757577	49.0	4282
22 September 1998	25.2585382	22.02587617	56.0	4283
23 September 1998	25.5945804	28.1043351	63.0	4284
24 September 1998	35.1549267	29.7196186	64.0	4285
25 September 1998	20.6012678	28.109211169999998	61.0	4286
26 September 1998	16.6177448	25.013079399999999	61.0	4287
27 September 1998	18.6599325	25.824381649999999	63.0	4288
28 September 1998	32.0487028	32.89231393	64.0	4289
29 September 1998	30.3873206	32.086356629999997	66.0	4290
30 September 1998	22.1239921	24.500597859999999	64.0	4291
01 October 1998	24.2015420	24.95581954	60.0	4292
02 October 1998	22.1388350	27.55168681	61.0	4293
03 October 1998	10.9730187	21.720304809999998	50.0	4294
04 October 1998	3.2848075	16.848553710000001	42.0	4295
05 October 1998	18.0000000	23.225395240000001	44.0	4296
06 October 1998	22.7985488	27.66432052	49.0	4297
07 October 1998	39.2543514	31.97124101	55.0	4298
08 October 1998	24.2176471	30.024328700000002	61.0	4299
09 October 1998	52.7607111	38.538529500000003	56.0	4300
10 October 1998	23.7992990	26.734654720000002	52.0	4301
11 October 1998	20.0286323	27.723196260000002	50.0	4302
12 October 1998	49.1729476	38.78607804	52.0	4303
13 October 1998	45.1115931	34.029218440000001	61.0	4304
14 October 1998	35.6261261	33.608788840000003	52.0	4305
15 October 1998	24.3664021	26.203084069999999	45.0	4306
16 October 1998	14.8097001	25.086760259999998	41.0	4307
17 October 1998	17.0308986	22.030071830000001	45.0	4308
18 October 1998	16.9555615	24.629072300000001	45.0	4309
19 October 1998	39.8808102	31.55281566	48.0	4310
20 October 1998	27.1903153	32.147529030000001	51.0	4311
21 October 1998	32.8356841	27.778727379999999	53.0	4312
22 October 1998	20.9655493	24.300411610000001	58.0	4313
23 October 1998	23.9512210	28.58434282	55.0	4314
24 October 1998	22.2045470	24.159834310000001	57.0	4315
25 October 1998	3.2268655	19.69805745	55.0	4316
26 October 1998	21.5776224	29.64565846	52.0	4317
27 October 1998	39.2045144	31.720260710000002	50.0	4318
28 October 1998	23.8078209	28.812948949999999	50.0	4319
29 October 1998	18.5260233	31.117596670000001	47.0	4320
30 October 1998	17.5994152	27.781768029999999	45.0	4321
31 October 1998	14.9288882	26.924072989999999	45.0	4322
01 November 1998	35.2018349	24.55358202	44.0	4323
02 November 1998	19.8788078	25.302825940000002	45.0	4324
03 November 1998	20.6105043	23.585319850000001	41.0	4325
04 November 1998	25.6977444	33.5342366	40.0	4326
05 November 1998	23.5398717	31.469680459999999	43.0	4327
06 November 1998	1.3577327	25.377366519999999	37.0	4328
07 November 1998	12.8221997	20.997974769999999	38.0	4329
08 November 1998	1.2739174	19.500959160000001	39.0	4330
09 November 1998	6.8469626	27.67214937	34.0	4331
10 November 1998	15.2589367	31.183839890000002	34.0	4332
11 November 1998	23.9242737	34.625545170000002	36.0	4333
12 November 1998	37.4303160	36.158258670000002	36.0	4334
13 November 1998	44.9228431	40.652629019999999	38.0	4335
14 November 1998	50.9408100	41.445181519999998	42.0	4336
15 November 1998	52.4871580	40.478468939999999	44.0	4337
16 November 1998	48.2588936	44.0391324	42.0	4338
17 November 1998	28.9299561	27.22097741	50.0	4339
18 November 1998	14.4418808	26.06538742	38.0	4340
19 November 1998	25.7677171	33.220056640000003	36.0	4341
20 November 1998	36.3328108	38.760348389999997	38.0	4342
21 November 1998	24.4026038	17.126593490000001	51.0	4343
22 November 1998	16.2743698	17.548777999999999	49.0	4344
23 November 1998	25.3370812	16.34689753	51.0	4345
24 November 1998	NA	19.493258059999999	45.0	4346
25 November 1998	30.9135669	40.181484189999999	44.0	4347
26 November 1998	19.5742276	34.738035369999999	48.0	4348
27 November 1998	18.6059497	30.371052800000001	53.0	4349
28 November 1998	13.3927304	17.153489319999998	53.0	4350
29 November 1998	4.7074663	16.155670220000001	48.0	4351
30 November 1998	12.7435049	13.69861199	56.0	4352
01 December 1998	15.9690498	20.210220169999999	54.0	4353
02 December 1998	24.6852790	31.626634809999999	49.0	4354
03 December 1998	38.2014386	23.30428582	50.0	4355
04 December 1998	11.1973703	20.962056709999999	42.0	4356
05 December 1998	6.2400959	31.583154050000001	23.0	4357
06 December 1998	15.2747308	35.657345929999998	24.0	4358
07 December 1998	18.9006223	37.865611889999997	25.0	4359
08 December 1998	19.8199272	41.236192699999997	30.0	4360
09 December 1998	21.2973407	36.018427099999997	20.0	4361
10 December 1998	41.0000000	48.063759509999997	22.0	4362
11 December 1998	59.2471071	54.565806989999999	25.0	4363
12 December 1998	50.8306455	66.46294872	29.0	4364
13 December 1998	71.7974671	63.364832280000002	31.0	4365
14 December 1998	68.3331397	51.883086740000003	32.0	4366
15 December 1998	60.2725481	47.70169405	31.0	4367
16 December 1998	68.5434414	53.899239710000003	32.0	4368
17 December 1998	76.2480225	50.21444056	35.0	4369
18 December 1998	36.6772935	32.832688099999999	31.0	4370
19 December 1998	17.0000000	28.775496319999998	21.0	4371
20 December 1998	15.9617160	31.102317840000001	13.0	4372
21 December 1998	29.1867900	32.51284742	8.0	4373
22 December 1998	41.5966557	40.841830450000003	14.0	4374
23 December 1998	53.2294329	48.947848059999998	12.0	4375
24 December 1998	56.6882450	51.385187209999998	15.0	4376
25 December 1998	52.1560841	49.222081690000003	26.0	4377
26 December 1998	54.6118138	47.927126850000001	30.0	4378
27 December 1998	27.7055174	34.256434970000001	38.0	4379
28 December 1998	26.3847120	29.366532750000001	42.0	4380
29 December 1998	47.7946753	43.268183039999997	42.0	4381
30 December 1998	37.8709381	36.407936360000001	43.0	4382
31 December 1998	29.5604478	36.503883850000001	37.0	4383
01 January 1999	12.3452064	28.138805430000001	35.0	4384
02 January 1999	23.7508718	35.90661884	31.0	4385
03 January 1999	19.3734888	35.37882948	28.0	4386
04 January 1999	40.9388635	42.349640479999998	32.0	4387
05 January 1999	52.7632753	44.230119930000001	38.0	4388
06 January 1999	36.7597661	42.243875639999999	42.0	4389
07 January 1999	36.1491307	37.667681299999998	39.0	4390
08 January 1999	21.5043771	30.337772619999999	34.0	4391
09 January 1999	23.6032364	35.875329700000002	36.0	4392
10 January 1999	27.0050485	37.410089970000001	44.0	4393
11 January 1999	44.8976256	41.181281339999998	40.0	4394
12 January 1999	32.3933949	34.063090950000003	38.0	4395
13 January 1999	11.1745112	35.289460810000001	36.0	4396
14 January 1999	47.7609591	41.771184550000001	36.0	4397
15 January 1999	26.1907291	37.036310120000003	42.0	4398
16 January 1999	4.3645628	27.848073079999999	43.0	4399
17 January 1999	9.7461162	27.070063529999999	38.0	4400
18 January 1999	16.9423676	22.480976770000002	45.0	4401
19 January 1999	12.7249337	32.734171320000002	43.0	4402
20 January 1999	5.7171108	23.980079100000001	43.0	4403
21 January 1999	8.9213703	24.24358664	37.0	4404
22 January 1999	8.1092150	31.095787850000001	34.0	4405
23 January 1999	10.5642947	14.6016788	45.0	4406
24 January 1999	12.7132388	25.052763280000001	31.0	4407
25 January 1999	22.1756197	36.825860990000002	31.0	4408
26 January 1999	9.6295383	26.989328830000002	34.0	4409
27 January 1999	18.2127883	27.135799949999999	27.0	4410
28 January 1999	35.2266358	44.45407719	24.0	4411
29 January 1999	57.7181001	51.711462539999999	27.0	4412
30 January 1999	63.1015024	54.086862089999997	27.0	4413
31 January 1999	57.0000000	41.668882629999999	37.0	4414
01 February 1999	24.9775871	34.874205740000001	28.0	4415
02 February 1999	37.0000000	52.64436791	29.0	4416
03 February 1999	31.0101180	43.068820590000001	38.0	4417
04 February 1999	13.4620154	34.029722419999999	43.0	4418
05 February 1999	20.3963138	35.677895939999999	36.0	4419
06 February 1999	15.4885157	21.642138039999999	38.0	4420
07 February 1999	7.5295714	7.5596660680000003	48.0	4421
08 February 1999	14.7614286	29.420910360000001	42.0	4422
09 February 1999	30.6288176	9.8726678089999993	47.0	4423
10 February 1999	1.1539047	12.84298744	26.0	4424
11 February 1999	21.2452517	34.677407729999999	21.0	4425
12 February 1999	45.6337929	57.407142690000001	24.0	4426
13 February 1999	70.2145733	59.896583329999999	28.0	4427
14 February 1999	42.2535479	38.28853539	38.0	4428
15 February 1999	18.1232624	37.93260179	35.0	4429
16 February 1999	31.6375807	42.285455679999998	38.0	4430
17 February 1999	11.4728855	26.277236500000001	45.0	4431
18 February 1999	23.6032606	33.91037626	37.0	4432
19 February 1999	6.0920954	21.504389849999999	36.0	4433
20 February 1999	17.9561797	36.422882999999999	32.0	4434
21 February 1999	13.5759579	20.16551999	43.0	4435
22 February 1999	16.5537454	28.18812273	34.0	4436
23 February 1999	21.2439986	37.027848749999997	44.0	4437
24 February 1999	28.3882599	33.137497349999997	50.0	4438
25 February 1999	40.3479197	17.163432929999999	49.0	4439
26 February 1999	13.8267867	29.664634039999999	35.0	4440
27 February 1999	22.3082130	36.763092950000001	40.0	4441
28 February 1999	23.4807010	34.651439179999997	50.0	4442
01 March 1999	18.7272656	31.541051060000001	46.0	4443
02 March 1999	25.7977217	33.398327209999998	41.0	4444
03 March 1999	27.2439205	20.95158064	51.0	4445
04 March 1999	11.4814180	23.996500730000001	36.0	4446
05 March 1999	23.0997780	37.134030510000002	31.0	4447
06 March 1999	24.0849668	38.316425780000003	37.0	4448
07 March 1999	18.2341233	25.892966879999999	40.0	4449
08 March 1999	14.2868966	21.585766939999999	38.0	4450
09 March 1999	20.7616605	14.501805750000001	42.0	4451
10 March 1999	20.6448288	35.986178889999998	34.0	4452
11 March 1999	26.7305439	38.059748120000002	38.0	4453
12 March 1999	13.2272105	27.87735284	38.0	4454
13 March 1999	33.6317173	36.750126819999998	41.0	4455
14 March 1999	27.4135014	34.622330009999999	51.0	4456
15 March 1999	35.3996467	33.562520110000001	55.0	4457
16 March 1999	32.3582029	24.71786307	50.0	4458
17 March 1999	34.1524294	34.007399139999997	43.0	4459
18 March 1999	61.6287351	41.5781578	47.0	4460
19 March 1999	44.5998197	39.458676949999997	51.0	4461
20 March 1999	34.1365407	25.656197800000001	55.0	4462
21 March 1999	22.6438721	15.042301269999999	51.0	4463
22 March 1999	13.0000000	24.49886034	48.0	4464
23 March 1999	28.0668528	37.17805388	49.0	4465
24 March 1999	35.5075625	44.019121329999997	52.0	4466
25 March 1999	27.7684529	39.200050269999998	60.0	4467
26 March 1999	42.0582543	27.16771863	52.0	4468
27 March 1999	27.4730494	23.87940639	38.0	4469
28 March 1999	31.0000000	30.88661793	40.0	4470
29 March 1999	37.4377137	30.111790630000002	51.0	4471
30 March 1999	41.0291860	14.10402756	54.0	4472
31 March 1999	10.3849409	31.511376340000002	36.0	4473
01 April 1999	4.3153704	23.276589250000001	31.0	4474
02 April 1999	11.2143851	26.348517999999999	35.0	4475
03 April 1999	6.4453359	17.841077519999999	36.0	4476
04 April 1999	NA	28.207148950000001	37.0	4477
05 April 1999	11.5796437	20.174562659999999	42.0	4478
06 April 1999	16.4837771	19.06675199	47.0	4479
07 April 1999	24.7461774	29.705536439999999	46.0	4480
08 April 1999	1.6858200	13.760772640000001	47.0	4481
09 April 1999	6.8519416	12.802496550000001	40.0	4482
10 April 1999	6.7848238	26.979980520000002	34.0	4483
11 April 1999	19.7813891	34.351185620000003	41.0	4484
12 April 1999	23.8561681	38.350989040000002	49.0	4485
13 April 1999	29.7549264	26.08129293	51.0	4486
14 April 1999	26.2001182	29.3716656	44.0	4487
15 April 1999	14.3428673	22.66624873	41.0	4488
16 April 1999	31.5227067	36.29028615	42.0	4489
17 April 1999	21.9848264	33.837733499999999	52.0	4490
18 April 1999	19.7852104	28.70380493	59.0	4491
19 April 1999	35.9918853	30.993195790000001	60.0	4492
20 April 1999	20.5213145	22.709415029999999	52.0	4493
21 April 1999	6.9485981	18.790354919999999	46.0	4494
22 April 1999	14.6776441	22.348390640000002	42.0	4495
23 April 1999	10.0633627	17.648769380000001	48.0	4496
24 April 1999	3.2760604	19.916168649999999	49.0	4497
25 April 1999	-0.0859319	16.478668649999999	45.0	4498
26 April 1999	14.7090164	22.858648049999999	53.0	4499
27 April 1999	6.4634651	23.173203959999999	52.0	4500
28 April 1999	2.9315431	18.795113300000001	52.0	4501
29 April 1999	9.8171000	17.382546699999999	51.0	4502
30 April 1999	9.8271028	21.56566046	48.0	4503
01 May 1999	9.3763779	24.681828939999999	48.0	4504
02 May 1999	6.8407027	17.752627929999999	54.0	4505
03 May 1999	3.0000000	17.94602308	42.0	4506
04 May 1999	1.9200912	15.878727830000001	43.0	4507
05 May 1999	5.4030104	23.00813488	43.0	4508
06 May 1999	18.4497354	33.166154169999999	47.0	4509
07 May 1999	29.2471657	32.582820839999997	55.0	4510
08 May 1999	16.6615268	15.89894651	55.0	4511
09 May 1999	3.2974213	10.541231310000001	47.0	4512
10 May 1999	-0.8735529	16.71378318	42.0	4513
11 May 1999	13.0610261	30.638167209999999	43.0	4514
12 May 1999	22.0617284	28.1877259	56.0	4515
13 May 1999	5.1019838	14.93289219	55.0	4516
14 May 1999	15.4708661	15.83038532	49.0	4517
15 May 1999	3.0000000	13.069110139999999	46.0	4518
16 May 1999	0.2640542	18.231884860000001	48.0	4519
17 May 1999	16.3153650	25.30537387	53.0	4520
18 May 1999	25.1106496	25.822773139999999	64.0	4521
19 May 1999	31.1620613	26.430118920000002	61.0	4522
20 May 1999	28.1682342	27.090214029999999	62.0	4523
21 May 1999	41.0123457	31.160171930000001	64.0	4524
22 May 1999	23.1221108	20.837426969999999	65.0	4525
23 May 1999	32.6559822	14.18890362	68.0	4526
24 May 1999	25.0000000	8.2149452780000001	69.0	4527
25 May 1999	20.3080172	18.043835139999999	67.0	4528
26 May 1999	20.2832341	17.449369820000001	66.0	4529
27 May 1999	30.5257875	24.225682729999999	68.0	4530
28 May 1999	31.4861838	23.435153289999999	71.0	4531
29 May 1999	6.4255617	17.015911070000001	66.0	4532
30 May 1999	20.6924541	10.28119266	67.0	4533
31 May 1999	4.4004701	11.372073479999999	58.0	4534
01 June 1999	16.3025487	21.073777570000001	66.0	4535
02 June 1999	11.7360678	9.0687981729999994	61.0	4536
03 June 1999	14.5559633	13.47644669	60.0	4537
04 June 1999	13.4847244	20.38842013	52.0	4538
05 June 1999	13.4131447	17.024752549999999	51.0	4539
06 June 1999	7.7756152	16.84154513	59.0	4540
07 June 1999	14.4958151	19.775750420000001	62.0	4541
08 June 1999	16.8713516	15.576288419999999	59.0	4542
09 June 1999	13.9403461	21.348679529999998	58.0	4543
10 June 1999	20.8904743	24.28198897	63.0	4544
11 June 1999	21.0000000	25.45878613	62.0	4545
12 June 1999	18.6388889	25.81209428	67.0	4546
13 June 1999	15.9954311	23.894168459999999	71.0	4547
14 June 1999	36.3639719	31.93894139	72.0	4548
15 June 1999	42.8362140	26.561636409999998	77.0	4549
16 June 1999	55.3268349	21.140562689999999	78.0	4550
17 June 1999	34.0075166	16.889475229999999	78.0	4551
18 June 1999	30.8817715	27.890682959999999	79.0	4552
19 June 1999	21.3822357	23.400985160000001	81.0	4553
20 June 1999	29.2130054	21.24137575	77.0	4554
21 June 1999	50.8783028	15.1844673	81.0	4555
22 June 1999	25.8463995	24.057376999999999	71.0	4556
23 June 1999	28.1165210	31.146177470000001	70.0	4557
24 June 1999	36.2954413	11.060648410000001	78.0	4558
25 June 1999	39.7963144	14.94951996	73.0	4559
26 June 1999	29.6228579	19.9602228	69.0	4560
27 June 1999	22.8733802	21.705347920000001	69.0	4561
28 June 1999	32.2587329	24.345216430000001	71.0	4562
29 June 1999	35.3645092	21.39005637	71.0	4563
30 June 1999	31.6873529	23.646800079999998	73.0	4564
01 July 1999	25.6156377	24.68075005	76.0	4565
02 July 1999	77.7685741	21.64503577	80.0	4566
03 July 1999	63.4059664	10.56576608	81.0	4567
04 July 1999	49.8674797	7.2045371820000002	79.0	4568
05 July 1999	33.0367521	17.912039369999999	70.0	4569
06 July 1999	56.7660451	31.865529720000001	78.0	4570
07 July 1999	38.5879618	14.33954529	83.0	4571
08 July 1999	23.1362825	21.18361268	74.0	4572
09 July 1999	43.6678994	29.36381269	74.0	4573
10 July 1999	33.8682050	30.600648769999999	75.0	4574
11 July 1999	32.3198518	27.657482559999998	77.0	4575
12 July 1999	52.6812858	34.504411670000003	79.0	4576
13 July 1999	55.8121660	27.948680939999999	82.0	4577
14 July 1999	18.1037202	18.088822059999998	72.0	4578
15 July 1999	22.4434926	19.951573880000002	76.0	4579
16 July 1999	24.3345535	23.622647600000001	75.0	4580
17 July 1999	23.2664700	20.501024430000001	78.0	4581
18 July 1999	13.6149945	19.77414714	78.0	4582
19 July 1999	29.5589746	24.855305569999999	80.0	4583
20 July 1999	31.6501890	19.466767019999999	81.0	4584
21 July 1999	28.4635543	23.400000680000002	82.0	4585
22 July 1999	32.3863545	25.425584480000001	83.0	4586
23 July 1999	37.2834842	25.038816579999999	83.0	4587
24 July 1999	35.4222626	13.689693999999999	83.0	4588
25 July 1999	27.8661775	19.012774910000001	74.0	4589
26 July 1999	51.6614528	27.807475	76.0	4590
27 July 1999	37.5044740	22.329848460000001	84.0	4591
28 July 1999	27.3848728	17.621684349999999	82.0	4592
29 July 1999	29.9983116	20.165886740000001	80.0	4593
30 July 1999	40.2083983	16.969097349999998	78.0	4594
31 July 1999	18.7744862	19.994984729999999	78.0	4595
01 August 1999	22.0261593	23.9359188	78.0	4596
02 August 1999	33.7469838	21.562839879999999	83.0	4597
03 August 1999	35.7243141	29.398380469999999	79.0	4598
04 August 1999	28.3406552	28.43060753	79.0	4599
05 August 1999	39.1117610	25.201440860000002	76.0	4600
06 August 1999	38.6474520	16.693599750000001	79.0	4601
07 August 1999	26.2061574	20.267374929999999	81.0	4602
08 August 1999	18.2210925	20.451154689999999	78.0	4603
09 August 1999	27.5428840	27.070431249999999	83.0	4604
10 August 1999	36.6700701	24.37288921	77.0	4605
11 August 1999	18.6918590	18.800035659999999	70.0	4606
12 August 1999	20.5936861	24.648478879999999	69.0	4607
13 August 1999	31.6945774	21.04745015	79.0	4608
14 August 1999	32.8100424	8.4343549150000001	83.0	4609
15 August 1999	15.4707806	13.404993660000001	73.0	4610
16 August 1999	37.9671856	30.611114749999999	73.0	4611
17 August 1999	26.7947434	27.796439840000001	79.0	4612
18 August 1999	37.1520024	25.71894442	81.0	4613
19 August 1999	27.4009214	18.341540569999999	83.0	4614
20 August 1999	29.1172038	18.80909114	79.0	4615
21 August 1999	10.5002008	19.327749570000002	75.0	4616
22 August 1999	20.2258865	25.623479880000001	76.0	4617
23 August 1999	32.2405080	32.669095720000001	80.0	4618
24 August 1999	34.7891159	30.764950949999999	79.0	4619
25 August 1999	23.8471534	29.037911909999998	79.0	4620
26 August 1999	42.2629062	34.018452199999999	79.0	4621
27 August 1999	40.8482258	25.086867259999998	78.0	4622
28 August 1999	23.7931806	25.750595059999998	76.0	4623
29 August 1999	16.2063859	26.230047899999999	76.0	4624
30 August 1999	22.2541090	15.82282989	78.0	4625
31 August 1999	77.6580547	20.333682039999999	65.0	4626
01 September 1999	50.2608088	30.132555270000001	65.0	4627
02 September 1999	24.2042683	26.036172480000001	61.0	4628
03 September 1999	20.7833149	23.51516745	60.0	4629
04 September 1999	17.0000000	21.222356090000002	57.0	4630
05 September 1999	2.0227704	23.742445379999999	65.0	4631
06 September 1999	25.0000000	26.778736980000001	70.0	4632
07 September 1999	25.0184693	27.35045173	64.0	4633
08 September 1999	43.0438848	36.265515829999998	64.0	4634
09 September 1999	52.5959376	29.43808782	70.0	4635
10 September 1999	29.5544688	24.182486090000001	76.0	4636
11 September 1999	20.5604231	25.011641310000002	67.0	4637
12 September 1999	27.0000000	25.19370404	63.0	4638
13 September 1999	42.0855240	34.57110539	65.0	4639
14 September 1999	40.0897107	35.061947879999998	68.0	4640
15 September 1999	39.0541085	30.95933175	67.0	4641
16 September 1999	31.5916557	31.237267360000001	71.0	4642
17 September 1999	31.7632212	29.47648444	71.0	4643
18 September 1999	42.1982316	NA	69.0	4644
19 September 1999	8.2851878	12.584371340000001	65.0	4645
20 September 1999	26.2901002	25.996304970000001	63.0	4646
21 September 1999	31.8143340	31.09028391	66.0	4647
22 September 1999	44.3405620	33.75313826	67.0	4648
23 September 1999	41.2654338	36.878893759999997	69.0	4649
24 September 1999	34.0975619	32.008125640000003	70.0	4650
25 September 1999	48.3314429	24.633690510000001	67.0	4651
26 September 1999	16.8478312	18.734545050000001	51.0	4652
27 September 1999	26.8212719	23.115096789999999	47.0	4653
28 September 1999	28.9236772	27.037320170000001	47.0	4654
29 September 1999	40.8658497	37.88225336	51.0	4655
30 September 1999	65.7928741	42.80790416	57.0	4656
01 October 1999	57.3337195	32.31519583	58.0	4657
02 October 1999	34.1608671	32.025875769999999	56.0	4658
03 October 1999	25.9329259	27.269923389999999	55.0	4659
04 October 1999	71.8991202	39.649231589999999	59.0	4660
05 October 1999	63.5127721	34.612671229999997	66.0	4661
06 October 1999	52.6621616	22.218646549999999	66.0	4662
07 October 1999	28.0196128	21.177305870000001	54.0	4663
08 October 1999	36.1987369	29.040017880000001	57.0	4664
09 October 1999	34.1573095	29.674404330000002	64.0	4665
10 October 1999	23.3711320	28.537531919999999	65.0	4666
11 October 1999	39.8552017	26.958229880000001	69.0	4667
12 October 1999	39.7220009	33.800158779999997	64.0	4668
13 October 1999	56.8734538	43.339289719999996	62.0	4669
14 October 1999	58.3185229	39.877273469999999	61.0	4670
15 October 1999	43.0965694	26.067284319999999	47.0	4671
16 October 1999	37.4998855	20.094356210000001	40.0	4672
17 October 1999	23.5590571	27.785118570000002	42.0	4673
18 October 1999	39.1743457	36.107549859999999	46.0	4674
19 October 1999	31.0730665	36.22678389	47.0	4675
20 October 1999	38.1001749	41.855087130000001	50.0	4676
21 October 1999	48.2002069	45.467552789999999	52.0	4677
22 October 1999	88.1246599	47.544819269999998	52.0	4678
23 October 1999	49.1065876	45.502465790000002	54.0	4679
24 October 1999	39.2378674	38.592438319999999	54.0	4680
25 October 1999	70.1786536	45.670082549999997	55.0	4681
26 October 1999	69.6220128	42.58371082	58.0	4682
27 October 1999	60.7771751	33.232239139999997	56.0	4683
28 October 1999	60.5312352	19.550462589999999	54.0	4684
29 October 1999	9.9422848	23.885445310000001	43.0	4685
30 October 1999	24.2669678	33.417502759999998	44.0	4686
31 October 1999	21.8499424	35.245490089999997	49.0	4687
01 November 1999	27.7725614	34.605534599999999	44.0	4688
02 November 1999	44.9983375	43.132452030000003	46.0	4689
03 November 1999	49.2175422	45.531443750000001	47.0	4690
04 November 1999	68.6584009	43.318960920000002	52.0	4691
05 November 1999	39.6139151	30.655102200000002	58.0	4692
06 November 1999	42.0935293	37.119083500000002	60.0	4693
07 November 1999	32.6264647	37.934622449999999	60.0	4694
08 November 1999	35.7113649	14.37477428	57.0	4695
09 November 1999	31.2257573	30.43402395	48.0	4696
10 November 1999	52.6721235	37.436877000000003	48.0	4697
11 November 1999	49.0155013	45.626669100000001	49.0	4698
12 November 1999	79.1559148	49.32825527	50.0	4699
13 November 1999	70.6559148	48.062807829999997	46.0	4700
14 November 1999	49.8587057	43.471662000000002	46.0	4701
15 November 1999	73.7304626	46.85441531	50.0	4702
16 November 1999	70.3801543	52.282319520000001	47.0	4703
17 November 1999	68.0746607	17.673756210000001	53.0	4704
18 November 1999	10.3802064	30.131556880000002	38.0	4705
19 November 1999	45.3966021	42.264902050000003	40.0	4706
20 November 1999	20.8216370	30.398839070000001	41.0	4707
21 November 1999	7.8964174	29.270465489999999	34.0	4708
22 November 1999	14.6143030	32.590532799999998	30.0	4709
23 November 1999	27.0157058	40.94067484	27.0	4710
24 November 1999	36.3870675	44.402013070000002	27.0	4711
25 November 1999	21.9019396	41.433574440000001	38.0	4712
26 November 1999	21.2135274	33.233941389999998	50.0	4713
27 November 1999	31.7119876	31.57041156	47.0	4714
28 November 1999	31.5745839	35.697210290000001	43.0	4715
29 November 1999	49.7184656	40.31521609	44.0	4716
30 November 1999	43.5373339	17.820797559999999	57.0	4717
01 December 1999	18.9986963	23.130415469999999	44.0	4718
02 December 1999	16.8545554	37.446245300000001	33.0	4719
03 December 1999	8.0058064	25.947887059999999	25.0	4720
04 December 1999	28.9776026	42.267726080000003	22.0	4721
05 December 1999	39.5839967	42.835907900000002	23.0	4722
06 December 1999	70.8928807	52.423376500000003	30.0	4723
07 December 1999	7.3497959	30.612389230000002	37.0	4724
08 December 1999	13.4893162	34.69358673	25.0	4725
09 December 1999	35.9146602	42.920761679999998	27.0	4726
10 December 1999	17.4132246	39.931888569999998	26.0	4727
11 December 1999	21.0940934	39.268358739999996	23.0	4728
12 December 1999	17.0710410	36.311445859999999	36.0	4729
13 December 1999	0.4949426	19.02305977	35.0	4730
14 December 1999	15.4989316	33.588497529999998	26.0	4731
15 December 1999	50.4845653	50.25747243	27.0	4732
16 December 1999	67.5202274	54.056241370000002	36.0	4733
17 December 1999	38.1723901	48.71184805	40.0	4734
18 December 1999	10.0000000	24.73967558	41.0	4735
19 December 1999	9.5005527	25.702802940000002	37.0	4736
20 December 1999	18.5245726	39.003470970000002	37.0	4737
21 December 1999	17.8073714	30.824316140000001	35.0	4738
22 December 1999	33.8219913	38.932908859999998	34.0	4739
23 December 1999	55.9021030	44.489374499999997	31.0	4740
24 December 1999	62.7996424	46.227822549999999	31.0	4741
25 December 1999	66.8376541	40.854361369999999	30.0	4742
26 December 1999	58.1282051	36.403485430000003	32.0	4743
27 December 1999	65.0000000	42.656573369999997	33.0	4744
28 December 1999	76.2228920	51.558063300000001	31.0	4745
29 December 1999	79.7852002	53.607282050000002	31.0	4746
30 December 1999	87.7442645	55.929578560000003	24.0	4747
31 December 1999	61.8913754	61.88708329	26.0	4748
01 January 2000	71.6303531	54.898624490000003	26.0	4749
02 January 2000	25.0000000	30.527945039999999	26.0	4750
03 January 2000	18.0000000	30.06333545	24.0	4751
04 January 2000	22.6025641	45.236762149999997	30.0	4752
05 January 2000	11.0000000	32.208708170000001	30.0	4753
06 January 2000	32.8455131	42.074760380000001	23.0	4754
07 January 2000	40.7455357	49.242686089999999	25.0	4755
08 January 2000	32.0000000	39.31063116	30.0	4756
09 January 2000	15.0000000	24.258311089999999	33.0	4757
10 January 2000	13.3012820	26.957944139999999	37.0	4758
11 January 2000	65.6638990	12.28731204	47.0	4759
12 January 2000	21.0000000	30.782856970000001	36.0	4760
13 January 2000	42.6151861	43.643770799999999	40.0	4761
14 January 2000	57.0000000	37.962781219999997	43.0	4762
15 January 2000	32.7670610	33.949464450000001	43.0	4763
16 January 2000	19.0369775	10.36926796	47.0	4764
17 January 2000	36.0000000	27.992729130000001	46.0	4765
18 January 2000	19.0000000	23.41959263	47.0	4766
19 January 2000	26.1305053	28.289434830000001	46.0	4767
20 January 2000	41.4127237	35.032620170000001	44.0	4768
21 January 2000	25.0000000	32.148446399999997	41.0	4769
22 January 2000	15.9473570	30.061443560000001	35.0	4770
23 January 2000	25.0000000	33.258153360000001	34.0	4771
24 January 2000	49.0000000	38.709621159999998	40.0	4772
25 January 2000	25.5969296	33.663902970000002	39.0	4773
26 January 2000	15.0000000	26.205510449999998	39.0	4774
27 January 2000	14.0802065	24.615098	30.0	4775
28 January 2000	19.6363983	32.72015245	28.0	4776
29 January 2000	34.6561851	34.774893990000002	29.0	4777
30 January 2000	31.1833209	35.674988689999999	31.0	4778
31 January 2000	22.3398661	39.508445539999997	26.0	4779
01 February 2000	30.0000000	41.714895929999997	28.0	4780
02 February 2000	61.0000000	49.502200879999997	32.0	4781
03 February 2000	86.1679468	57.466275209999999	31.0	4782
04 February 2000	44.6643686	38.969352860000001	37.0	4783
05 February 2000	51.0803275	41.832279	39.0	4784
06 February 2000	49.0838172	38.701656370000002	39.0	4785
07 February 2000	49.5841642	41.234563569999999	42.0	4786
08 February 2000	74.1181808	45.582178640000002	42.0	4787
09 February 2000	57.0441620	37.29178271	44.0	4788
10 February 2000	30.0740901	31.360636159999999	45.0	4789
11 February 2000	5.0000000	16.40668256	44.0	4790
12 February 2000	4.4895673	17.559203870000001	40.0	4791
13 February 2000	8.0000000	19.70414942	39.0	4792
14 February 2000	12.9462870	8.6235463410000008	49.0	4793
15 February 2000	11.3750193	23.438739640000001	40.0	4794
16 February 2000	20.1778133	37.158763409999999	39.0	4795
17 February 2000	10.0000000	27.163971750000002	37.0	4796
18 February 2000	19.4212680	30.663557449999999	36.0	4797
19 February 2000	22.0000000	33.04779886	38.0	4798
20 February 2000	22.8892559	32.589524709999999	41.0	4799
21 February 2000	14.1254051	16.410455970000001	52.0	4800
22 February 2000	6.1008754	18.216746229999998	45.0	4801
23 February 2000	8.1142462	19.469179230000002	44.0	4802
24 February 2000	6.4777824	16.134658819999999	36.0	4803
25 February 2000	10.6960508	25.89753868	33.0	4804
26 February 2000	13.2763962	32.323818150000001	37.0	4805
27 February 2000	11.0000000	20.584798679999999	47.0	4806
28 February 2000	6.2912685	26.956590970000001	43.0	4807
29 February 2000	9.7897627	28.073472819999999	43.0	4808
01 March 2000	11.0665383	22.04095702	43.0	4809
02 March 2000	8.4297193	29.643402420000001	42.0	4810
03 March 2000	44.2083049	38.495016849999999	41.0	4811
04 March 2000	43.9220535	37.174682089999997	45.0	4812
05 March 2000	14.6531949	22.888416660000001	46.0	4813
06 March 2000	8.3372795	29.025462990000001	44.0	4814
07 March 2000	15.0000000	29.291431859999999	38.0	4815
08 March 2000	11.0026928	14.923732429999999	44.0	4816
09 March 2000	1.8124066	17.17968591	39.0	4817
10 March 2000	12.1518422	24.89900119	37.0	4818
11 March 2000	9.7984717	30.240695720000002	41.0	4819
12 March 2000	2.2763735	24.862728010000001	41.0	4820
13 March 2000	18.6344140	32.196966439999997	43.0	4821
14 March 2000	30.6842494	39.577218000000002	46.0	4822
15 March 2000	18.6297630	24.323122560000002	39.0	4823
16 March 2000	18.6348400	29.562886649999999	42.0	4824
17 March 2000	2.0365786	15.68207533	40.0	4825
18 March 2000	4.0485040	23.773718259999999	40.0	4826
19 March 2000	13.6474999	22.209371300000001	40.0	4827
20 March 2000	11.6289861	17.842399960000002	29.0	4828
21 March 2000	9.5791328	16.117687660000001	37.0	4829
22 March 2000	35.5612309	39.335253940000001	40.0	4830
23 March 2000	28.5334846	42.871822760000001	46.0	4831
24 March 2000	24.5242748	35.561062810000003	43.0	4832
25 March 2000	30.5296982	38.096929289999999	47.0	4833
26 March 2000	19.6192663	29.066412679999999	51.0	4834
27 March 2000	31.0654089	26.306883790000001	55.0	4835
28 March 2000	14.7788802	18.919573190000001	46.0	4836
29 March 2000	18.4704700	27.738640220000001	41.0	4837
30 March 2000	4.9790031	14.42428018	41.0	4838
31 March 2000	12.7906261	11.39138226	44.0	4839
01 April 2000	14.4045625	24.146531400000001	43.0	4840
02 April 2000	9.9423300	21.697667760000002	48.0	4841
03 April 2000	19.3949424	24.607409709999999	50.0	4842
04 April 2000	37.0430791	26.592909240000001	60.0	4843
05 April 2000	36.5462713	21.97451744	59.0	4844
06 April 2000	32.2133478	26.42196062	54.0	4845
07 April 2000	24.9871725	24.903607940000001	48.0	4846
08 April 2000	30.9816586	35.862077659999997	51.0	4847
09 April 2000	18.2804831	14.072423300000001	55.0	4848
10 April 2000	23.4742097	21.74484898	52.0	4849
11 April 2000	37.5389966	31.67270173	54.0	4850
12 April 2000	35.8727890	30.161929950000001	59.0	4851
13 April 2000	57.6506775	17.187312850000001	65.0	4852
14 April 2000	NA	17.212847589999999	49.0	4853
15 April 2000	6.8797099	16.257355159999999	51.0	4854
16 April 2000	11.7108015	15.95983427	57.0	4855
17 April 2000	23.3931654	22.51826737	63.0	4856
18 April 2000	19.3536321	18.330901109999999	49.0	4857
19 April 2000	12.3895575	20.000786959999999	49.0	4858
20 April 2000	30.8592582	27.63484236	53.0	4859
21 April 2000	32.0270007	26.52635514	59.0	4860
22 April 2000	9.3143046	17.989482509999998	60.0	4861
23 April 2000	-0.0786600	14.98411978	54.0	4862
24 April 2000	13.4634538	20.562043549999999	49.0	4863
25 April 2000	32.2714616	32.994477259999996	57.0	4864
26 April 2000	35.4166621	28.51946903	60.0	4865
27 April 2000	45.2907512	29.863724789999999	66.0	4866
28 April 2000	47.9149288	16.227597899999999	68.0	4867
29 April 2000	12.9061569	NA	50.0	4868
30 April 2000	14.4998247	NA	51.0	4869
01 May 2000	30.1863696	NA	58.0	4870
02 May 2000	39.2547137	NA	64.0	4871
03 May 2000	39.0086406	NA	67.0	4872
04 May 2000	53.7465682	NA	69.0	4873
05 May 2000	38.8451190	NA	62.0	4874
06 May 2000	27.9414412	NA	58.0	4875
07 May 2000	5.3561271	NA	54.0	4876
08 May 2000	11.4301455	NA	54.0	4877
09 May 2000	16.5898035	NA	59.0	4878
10 May 2000	30.9712070	NA	52.0	4879
11 May 2000	3.6075527	12.27915628	43.0	4880
12 May 2000	8.1821092	20.091182799999999	46.0	4881
13 May 2000	15.8091138	27.152025600000002	55.0	4882
14 May 2000	16.9889841	19.051528439999998	61.0	4883
15 May 2000	24.6919880	13.265543600000001	70.0	4884
16 May 2000	38.3804849	17.912859139999998	58.0	4885
17 May 2000	14.7616738	14.821782779999999	53.0	4886
18 May 2000	14.5121799	22.006027580000001	58.0	4887
19 May 2000	24.7858173	27.07337004	61.0	4888
20 May 2000	19.7799213	25.40989939	62.0	4889
21 May 2000	18.2135156	23.719676849999999	66.0	4890
22 May 2000	30.5379471	24.010888049999998	73.0	4891
23 May 2000	31.2337063	26.166072710000002	72.0	4892
24 May 2000	24.9061768	22.754022519999999	70.0	4893
25 May 2000	16.1758258	18.666551340000002	68.0	4894
26 May 2000	11.0862548	18.573156449999999	64.0	4895
27 May 2000	13.6091451	21.688805129999999	70.0	4896
28 May 2000	12.6500802	16.199013350000001	75.0	4897
29 May 2000	14.9842006	19.493075749999999	72.0	4898
30 May 2000	28.9825537	23.229303519999998	69.0	4899
31 May 2000	29.8162103	19.11220866	59.0	4900
01 June 2000	29.3032918	30.784088799999999	59.0	4901
02 June 2000	36.9430380	33.191481349999997	70.0	4902
03 June 2000	23.2289850	30.33334924	74.0	4903
04 June 2000	22.1525982	28.16147424	73.0	4904
05 June 2000	37.8160871	24.607615339999999	79.0	4905
06 June 2000	29.2036262	23.676179479999998	79.0	4906
07 June 2000	35.0003029	17.548985559999998	82.0	4907
08 June 2000	57.5171504	8.5238188150000003	82.0	4908
09 June 2000	21.5650679	16.890828760000002	63.0	4909
10 June 2000	12.0233013	23.688946659999999	67.0	4910
11 June 2000	15.9322620	25.254701870000002	69.0	4911
12 June 2000	29.0000000	21.976842359999999	72.0	4912
13 June 2000	16.3647898	15.50221865	65.0	4913
14 June 2000	24.8846146	25.222093170000001	67.0	4914
15 June 2000	43.4317935	16.478721960000001	74.0	4915
16 June 2000	18.0690407	12.312585390000001	63.0	4916
17 June 2000	17.0912064	21.461282789999998	63.0	4917
18 June 2000	26.6434686	20.422292339999998	71.0	4918
19 June 2000	18.5982405	15.2826735	69.0	4919
20 June 2000	21.1275648	24.360502570000001	62.0	4920
21 June 2000	31.2049960	29.59463053	69.0	4921
22 June 2000	43.6287514	27.456879900000001	76.0	4922
23 June 2000	29.0310765	19.54595423	80.0	4923
24 June 2000	18.8684009	14.221321189999999	79.0	4924
25 June 2000	9.5867071	15.058975070000001	77.0	4925
26 June 2000	26.5181868	19.878155320000001	76.0	4926
27 June 2000	26.0439944	23.65951957	76.0	4927
28 June 2000	43.2835955	28.209330179999998	77.0	4928
29 June 2000	40.6375847	31.83066067	77.0	4929
30 June 2000	39.4926364	25.696546089999998	78.0	4930
01 July 2000	5.9289124	13.97750016	79.0	4931
02 July 2000	24.1473260	8.0099801960000008	83.0	4932
03 July 2000	39.8528549	9.5516468559999996	80.0	4933
04 July 2000	30.8528549	21.50998019	71.0	4934
05 July 2000	25.1473260	17.426646860000002	78.0	4935
06 July 2000	36.1144648	21.100889280000001	74.0	4936
07 July 2000	24.4264275	20.75998019	79.0	4937
08 July 2000	27.0572324	11.34331353	80.0	4938
09 July 2000	13.9264275	9.2599801960000008	77.0	4939
10 July 2000	15.9264275	18.25998019	76.0	4940
11 July 2000	25.2208985	24.426646860000002	76.0	4941
12 July 2000	24.4264275	31.50998019	80.0	4942
13 July 2000	26.9264275	28.426646860000002	85.0	4943
14 July 2000	30.6473260	30.46831353	87.0	4944
15 July 2000	32.4264275	33.426646859999998	85.0	4945
16 July 2000	23.9264275	18.71831353	83.0	4946
17 July 2000	45.4836599	21.25998019	83.0	4947
18 July 2000	43.9264275	18.081408769999999	76.0	4948
19 July 2000	38.4264275	26.055434739999999	75.0	4949
20 July 2000	38.2781309	26.04844173	78.0	4950
21 July 2000	51.9264275	32.301646859999998	81.0	4951
22 July 2000	35.4264275	28.051646860000002	85.0	4952
23 July 2000	29.2208985	22.301646860000002	86.0	4953
24 July 2000	38.9264275	26.96831353	81.0	4954
25 July 2000	71.9264275	28.46831353	82.0	4955
26 July 2000	35.4264275	24.118675840000002	87.0	4956
27 July 2000	42.4264275	21.801646860000002	85.0	4957
28 July 2000	51.9264275	34.676646859999998	85.0	4958
29 July 2000	50.7781309	37.551646859999998	83.0	4959
30 July 2000	44.4264275	32.093313530000003	84.0	4960
31 July 2000	61.4264275	37.00998019	88.0	4961
01 August 2000	70.0000000	39.873616560000002	87.0	4962
02 August 2000	88.1144648	32.88498019	85.0	4963
03 August 2000	65.9264275	24.801646860000002	86.0	4964
04 August 2000	37.2208985	23.46831353	82.0	4965
05 August 2000	34.8528549	25.63498019	79.0	4966
06 August 2000	22.4264275	24.676646860000002	80.0	4967
07 August 2000	40.7781309	27.09331353	83.0	4968
08 August 2000	46.4264275	20.20563237	83.0	4969
09 August 2000	34.8528549	29.00998019	83.0	4970
10 August 2000	35.1144648	21.926646860000002	87.0	4971
11 August 2000	46.4264275	22.176646860000002	79.0	4972
12 August 2000	43.0000000	31.59331353	78.0	4973
13 August 2000	33.0000000	24.25998019	80.0	4974
14 August 2000	47.0000000	31.09331353	79.0	4975
15 August 2000	30.9264275	24.691798370000001	81.0	4976
16 August 2000	24.0572324	19.98824106	81.0	4977
17 August 2000	25.9264275	22.46831353	81.0	4978
18 August 2000	21.9264275	19.051646860000002	78.0	4979
19 August 2000	26.0000000	12.71831353	80.0	4980
20 August 2000	29.5572324	19.71831353	73.0	4981
21 August 2000	46.4264275	34.782707469999998	71.0	4982
22 August 2000	30.7208985	NA	76.0	4983
23 August 2000	28.4264275	23.109980190000002	80.0	4984
24 August 2000	21.9264275	30.25998019	78.0	4985
25 August 2000	29.8528549	25.34331353	80.0	4986
26 August 2000	11.9264275	18.71831353	76.0	4987
27 August 2000	10.9264275	18.426646860000002	76.0	4988
28 August 2000	24.0572324	26.301646860000002	78.0	4989
29 August 2000	20.9264275	24.4190711	77.0	4990
30 August 2000	10.4264275	14.259980199999999	68.0	4991
31 August 2000	14.1144648	17.051646860000002	68.0	4992
01 September 2000	16.4264275	13.55164686	67.0	4993
02 September 2000	12.9264275	14.759980199999999	67.0	4994
03 September 2000	16.0000000	17.801646860000002	65.0	4995
04 September 2000	6.4264275	13.09331353	74.0	4996
05 September 2000	22.4264275	18.46831353	68.0	4997
06 September 2000	21.1144648	22.59331353	59.0	4998
07 September 2000	39.9264275	33.727371499999997	62.0	4999
08 September 2000	26.9264275	20.801646860000002	68.0	5000
09 September 2000	28.1144648	18.640414979999999	63.0	5001
10 September 2000	26.4264275	27.426646860000002	67.0	5002
11 September 2000	39.4264275	26.146343829999999	67.0	5003
12 September 2000	54.8528549	29.926646860000002	71.0	5004
13 September 2000	56.9264275	38.25998019	72.0	5005
14 September 2000	59.4264275	38.468313530000003	73.0	5006
15 September 2000	45.7208985	35.63498019	78.0	5007
16 September 2000	25.9264275	23.926646860000002	81.0	5008
17 September 2000	29.4264275	15.509980199999999	75.0	5009
18 September 2000	39.2781309	27.596936710000001	68.0	5010
19 September 2000	32.9264275	17.384980200000001	69.0	5011
20 September 2000	36.9264275	24.84331353	64.0	5012
21 September 2000	39.2208985	31.732202409999999	64.0	5013
22 September 2000	9.4264275	19.109980190000002	53.0	5014
23 September 2000	1.9264275	15.009980199999999	42.0	5015
24 September 2000	14.5572324	17.051646860000002	46.0	5016
25 September 2000	27.9264275	25.71831353	51.0	5017
26 September 2000	39.9264275	32.051646859999998	56.0	5018
27 September 2000	36.2208985	37.336067149999998	59.0	5019
28 September 2000	53.9264275	31.176646860000002	66.0	5020
29 September 2000	33.9264275	30.50998019	64.0	5021
30 September 2000	30.1473260	28.926646860000002	63.0	5022
01 October 2000	20.9264275	25.59331353	67.0	5023
02 October 2000	30.0000000	24.38498019	63.0	5024
03 October 2000	25.4264275	28.75998019	58.0	5025
04 October 2000	45.4264275	30.20563237	57.0	5026
05 October 2000	35.4264275	30.13498019	52.0	5027
06 October 2000	34.5572324	34.343313530000003	52.0	5028
07 October 2000	34.9264275	29.20563237	52.0	5029
08 October 2000	22.4264275	28.551646860000002	54.0	5030
09 October 2000	28.4836599	24.75998019	61.0	5031
10 October 2000	16.4264275	14.009980199999999	56.0	5032
11 October 2000	5.4264275	17.634980200000001	46.0	5033
12 October 2000	17.5572324	21.901284539999999	44.0	5034
13 October 2000	6.9264275	25.96831353	46.0	5035
14 October 2000	11.9264275	24.301646860000002	49.0	5036
15 October 2000	17.0572324	24.423023669999999	48.0	5037
16 October 2000	33.9264275	32.926646859999998	51.0	5038
17 October 2000	39.4264275	34.093313530000003	52.0	5039
18 October 2000	35.7208985	34.118675840000002	56.0	5040
19 October 2000	29.1144648	35.63498019	56.0	5041
20 October 2000	32.9264275	34.00998019	57.0	5042
21 October 2000	14.0572324	15.009980199999999	54.0	5043
22 October 2000	2.4264275	20.118675840000002	47.0	5044
23 October 2000	10.9264275	24.96831353	48.0	5045
24 October 2000	15.1144648	23.00998019	53.0	5046
25 October 2000	7.8528549	25.176646860000002	53.0	5047
26 October 2000	17.9264275	25.73725292	57.0	5048
27 October 2000	8.9836599	27.59331353	49.0	5049
28 October 2000	9.4264275	23.84331353	48.0	5050
29 October 2000	0.4264275	8.2183135259999993	52.0	5051
30 October 2000	3.0000000	22.71831353	47.0	5052
31 October 2000	4.4264275	28.640414969999998	44.0	5053
01 November 2000	6.9264275	21.13498019	41.0	5054
02 November 2000	16.0000000	25.88498019	38.0	5055
03 November 2000	25.0000000	32.926646859999998	37.0	5056
04 November 2000	33.8528549	30.051646860000002	39.0	5057
05 November 2000	8.0000000	14.59693672	39.0	5058
06 November 2000	6.4264275	24.00998019	33.0	5059
07 November 2000	15.9264275	31.423023669999999	30.0	5060
08 November 2000	20.2781309	33.676646859999998	32.0	5061
09 November 2000	4.9264275	29.13498019	31.0	5062
10 November 2000	11.9264275	31.59331353	27.0	5063
11 November 2000	20.7208985	36.13498019	23.0	5064
12 November 2000	7.9264275	31.13498019	24.0	5065
13 November 2000	26.4264275	39.801646859999998	25.0	5066
14 November 2000	17.7208985	35.292588889999998	32.0	5067
15 November 2000	3.4264275	24.88498019	28.0	5068
16 November 2000	13.9264275	34.926646859999998	24.0	5069
17 November 2000	25.4264275	41.676646859999998	23.0	5070
18 November 2000	32.4264275	40.301646859999998	26.0	5071
19 November 2000	46.4264275	47.25998019	27.0	5072
20 November 2000	69.8528549	59.205632369999996	27.0	5073
21 November 2000	98.1144648	70.301646860000005	28.0	5074
22 November 2000	99.9264275	67.343313530000003	29.0	5075
23 November 2000	59.9264275	47.640414980000003	32.0	5076
24 November 2000	52.4264275	48.843313530000003	30.0	5077
25 November 2000	41.4264275	40.13498019	30.0	5078
26 November 2000	52.2781309	42.553458450000001	36.0	5079
27 November 2000	88.4264275	45.801646859999998	39.0	5080
28 November 2000	66.4264275	50.336067149999998	37.0	5081
29 November 2000	37.2208985	29.176646860000002	44.0	5082
30 November 2000	22.9264275	32.551646859999998	37.0	5083
01 December 2000	52.4264275	44.343313530000003	33.0	5084
02 December 2000	52.5572324	43.801646859999998	33.0	5085
03 December 2000	54.9264275	46.343313530000003	34.0	5086
04 December 2000	73.4264275	51.843313530000003	34.0	5087
05 December 2000	75.0572324	50.683893240000003	34.0	5088
06 December 2000	77.4264275	47.718313530000003	35.0	5089
07 December 2000	76.9264275	50.301646859999998	34.0	5090
08 December 2000	70.9264275	48.968313530000003	35.0	5091
09 December 2000	31.4264275	35.801646859999998	37.0	5092
10 December 2000	NA	22.71831353	35.0	5093
11 December 2000	23.4417970	43.75998019	25.0	5094
12 December 2000	27.0000000	43.46650193	30.0	5095
13 December 2000	12.4264275	25.84331353	33.0	5096
14 December 2000	12.4264275	16.634980200000001	40.0	5097
15 December 2000	10.0000000	18.34331353	35.0	5098
16 December 2000	35.0000000	36.218313530000003	31.0	5099
17 December 2000	22.0000000	25.75998019	32.0	5100
18 December 2000	24.4264275	36.343313530000003	29.0	5101
19 December 2000	39.8528549	43.218313530000003	26.0	5102
20 December 2000	50.8528549	44.901284539999999	32.0	5103
21 December 2000	58.4264275	45.718313530000003	39.0	5104
22 December 2000	62.4264275	40.801646859999998	35.0	5105
23 December 2000	44.2781309	40.468313530000003	35.0	5106
24 December 2000	33.4264275	38.176646859999998	30.0	5107
25 December 2000	14.4264275	27.59331353	26.0	5108
26 December 2000	30.2208985	40.059980189999997	23.0	5109
27 December 2000	55.4264275	46.176646859999998	25.0	5110
28 December 2000	72.9264275	56.551646859999998	22.0	5111
29 December 2000	80.9836599	62.718313530000003	20.0	5112
30 December 2000	83.4264275	69.801646860000005	24.0	5113
31 December 2000	82.9264275	61.727371499999997	23.0	5114

 

The total number of observations in this file is:

Mostrar/Ocultar código R

nrow(dataNMMAPS)

[1] 5114

 

Next we represent the concentration of pm10 vs. date:

Mostrar/Ocultar código R

dataNMMAPS <- dataNMMAPS %>% 
  mutate(date=dmy(date,locale="en_US.UTF-8"),
         month=factor(month(date,locale="en_US.UTF-8",
                            label=TRUE,abbr=TRUE),ordered=FALSE))

ggplot(dataNMMAPS,aes(date,pm10))+
  geom_line(cex=0.2,color="blue")+labs(x="Date")

 

Bayesian estimation:

Mostrar/Ocultar código R

### Process 
formula <- pm10 ~ 1 + temperature + month +
  f(id, model="ar1",hyper = list(prec = list(prior="loggamma",param=c(1,0.01))))

ml <- inla(formula,family="gaussian",data=dataNMMAPS,control.predictor = list(compute = TRUE))
round(ml$summary.fixed[,1:5],3)

               mean    sd 0.025quant 0.5quant 0.975quant
(Intercept)  29.344 2.582     24.262   29.350     34.392
temperature   0.412 0.047      0.321    0.412      0.503
monthFeb     -5.974 2.777    -11.424   -5.973     -0.530
monthMar    -19.266 2.973    -25.088  -19.270    -13.426
monthApr    -26.537 3.097    -32.610  -26.538    -20.461
monthMay    -28.566 3.217    -34.870  -28.568    -22.252
monthJun    -26.071 3.418    -32.775  -26.071    -19.367
monthJul    -27.528 3.583    -34.566  -27.526    -20.508
monthAug    -24.501 3.542    -31.450  -24.500    -17.555
monthSep    -21.733 3.342    -28.291  -21.731    -15.183
monthOct    -17.884 3.107    -23.979  -17.884    -11.790
monthNov    -12.796 2.961    -18.599  -12.798     -6.981
monthDec      0.307 2.751     -5.084    0.306      5.707

 

The following figure shows the predicted vs. observed values of pm10:

Mostrar/Ocultar código R

pFitted <- ml$summary.fitted.values
ggplot(data.frame(pm10=dataNMMAPS$pm10,fittedMean=pFitted$mean),
       aes(pm10,fittedMean))+
  geom_point(size=.1,col="blue")+
  geom_abline(intercept=0,slope=1)+ylim(c(0,300))+
  labs(y="Predictions")

 

Fitted Values:

Mostrar/Ocultar código R

ggplot(data.frame(date=dataNMMAPS$date,pFitted$mean),aes(date,pFitted$mean))+
  geom_line(col="red",size=0.1)

 

 

 

 

 

7 INLA on the web

Here is a list of some free resources on the web to continue learning Bayesian methods with INLA:

• Home page of R-INLA Project

• Bayesian inference with INLA. Virgilio Gómez Rubio

• Geospatial Health Data: Modeling and Visualization with R-INLA and Shiny. Paula Moraga

• INLA examples & tutorials

• INLA for (generalized) linear models

• Bayesian Regression Modeling with INLA, Xiaofeng Wang, Yu Ryan Yue, Julian Faraway github site. Examples

 

Some interesting papers on INLA:

• New Frontiers in Bayesian Modeling Using the INLA Package in R Van Niekerk, J., Bakka, H., Rue, H., & Schenk, O. Journal of Statistical Software, 100, 1–28. (2021).

• Spatial Data Analysis with R-INLA with Some Extensions. Bivand RS, Gómez-Rubio V, Rue H. Journal of Statistical Software 63, 20 (2015)

• Bayesian Computing with INLA: A Review Rue, H. Riebler A, Sørbye SH, Illian JB, Simpson DP. Annu. Rev. Stat. Appl. 4:395–421 (2017)