e-Appendix. tECHNICAL NOTES. Regression analysis of aggregate continuous data.
Contents
1)Theory
2)SAS syntax to conduct Regression analysis of aggregate continuous data
3)aggregate dataset
4)individual-level dataset
1)theory
Binary and count outcome. For binary and count data, regression analyses based on the frequency of the outcome for all combinations of a set of categorical predictors provide effect estimates and standard errors identical to those based on the original individual-level data. This is possible because with categorical data the variance is a function of the mean. However, for continuous data, errors are independent from the mean, which makes the estimation of the variance using aggregate data more challenging.
Continuous outcome. To perform linear regression analyses on a continuous aggregate outcome we only need two parameters: the mean and the standard deviation, within strata of a set of categorical predictors. The frequencies (counts) of the combinations of the predictors can be used as weights. The standard deviation of the raw (individual-level) data for all combinations of the predictors can be used to calculate the pooled variance that subsequently can be used to correct the standard errors of the estimated parameters using aggregate data.
In the following we use a linear regression model with one binary predictor to illustrate how we obtain parameter estimates using aggregate data that are equal to the estimated parameters using raw data. Let be a vector of dependent variable be the design matrix, be vector of parameters, and be vector of errors. It is well known that the parameters can be estimated by the equation . It is easy to show that where k is the number of and n-k is the number of .
To aggregate the individual data we use as outcome, as design, as weight matrix, and as parameters. It is well know that which can be shown that it is equal to . Thus the point estimates of an individual-level regression model and aggregate data regression model when the predictors are categorical are exactly the same.
When we aggregate the data we reduce the variability of the outcome measure. Since the point estimates of both individual and aggregate regression models are the same, it follows that the sum of squares of both models will be the same. Having the individual total sum of squares or pooled variance, calculated from thestratum-specific standard deviations, and aggregate model sum of squares allows us to estimate by and consequently obtain the correct standard error for the estimated parameters using aggregate data. Alternatively, we can estimate by using the pooled variance with aggregate data.The above results are true regardless of the number of categorical predictors and the inclusion of product terms in the models.Means and standard deviations based on small cell counts would still produce unbiased parameter estimates. Strata of the categorical covariates should include at least two observations.
2)SAS syntax to conduct Regression analysis of aggregate continuous data
PROCIMPORTOUT= WORK.WIC
DATAFILE= "H:\aggregate_data\wic.txt"
DBMS=TAB REPLACE;
GETNAMES=YES;
DATAROW=2;
RUN;
data wic; set wic;
label latecare='Late or no prenatal care';
wtgaink =wtgain *0.453592;
label wtgaink='Weight gain during pregnancy (kg)';
drop wtgain ;
proccontents;
run;
* Fitting regression model to individual data;
Title'Original model (model 2)';
procglmdata=wic;
class wic mracethn latecare;
model wtgaink = wic mracethn latecare / solutionclparm;
odsoutput ParameterEstimates=p;
run;
* aggregating data
calculating average and std for each combination of predictors;
procsortdata=wic; by wic mracethn latecare; run;
procmeansdata=wic noprint;
by wic mracethn latecare;
var wtgaink ;
outputout=test1(keep=wic mracethn latecare meany stdy N) mean(wtgaink)=meany std(wtgaink)=stdy N=N;
run;
* Fitting regression model to aggregated data;
procglmdata=test1;
odslistingclose;
class wic mracethn latecare;
model meany = wic mracethn latecare /solutionclparm;
weight N;
odsoutput OverallANOVA=anova;
odsoutput ParameterEstimates=p1;
run;
* Calculating pooled variance;
data test1; set test1;
n_1=N-1;
S_n_1=stdy**2*n_1;
run;
procmeansdata=test1 noprint;
var n_1 s_n_1;
outputout=o2 sum(n_1)=n_k sum(S_n_1)=S2_k;
run;
data o2; set o2; pooled_var=s2_k/n_k; call symput('p_v',pooled_var); run;
* the macro variable p_v contain pooled-variance.
* in the following we calculate error sum of squares and degress of freedom;
data anova; set anova;
if source='Error'thencall symput('errorms',ms);
run;
* the parameter estimate from aggregated data is used for
recalculating standard error and p-values using Z test;
data p1; set p1;
* we calculate inflation factor;
factor=sqrt(&p_v/&errorms);
standard_error=StdErr*factor;
z=estimate/standard_error;
p = 2*(1 - cdf('normal',abs(z)));
if p lt 0.0001then pvalue='<0.0001';
else pvalue=put(p,7.4);
if p=.then pvalue=' ';
lower_CL=estimate-1.96*standard_error;
upper_CL=estimate+1.96*standard_error;
run;
title'Aggregated model using pooled variance';
odslisting;
procprintdata=p1 noobslabel;
var parameter estimate standard_error lower_cl upper_cl z pvalue;
run;
3)aggregate dataset
Number of mothers, mean and standard deviation of weight gain during pregnancy, by strata of categorical covariates
WIC / MRACETHN / Late entry to prenatal care (LATECARE) / Weight gain, kg(WTGAIN)
Receipt of WIC food / Race/ethnicity / N / Mean / (SD)
No / Hispanics / No / 105 / 14.2 / (5.6)
Yes / 112 / 13.2 / (5.6)
Non-Hispanic Whites / No / 307 / 15.5 / (5.5)
Yes / 291 / 15.7 / (6.1)
Non-Hispanic Blacks / No / 116 / 15.3 / (7.1)
Yes / 110 / 14.0 / (6.6)
Yes / Hispanics / No / 846 / 14.8 / (5.5)
Yes / 514 / 14.3 / (5.9)
Non-Hispanic Whites / No / 1292 / 16.2 / (5.9)
Yes / 846 / 16.1 / (6.3)
Non-Hispanic Blacks / No / 441 / 14.9 / (5.7)
Yes / 290 / 15.3 / (6.4)
Abbreviations: SD: Standard Deviation; Kg: Kilograms
4)individual-level dataset
WTGAINWIC MRACETHNLATECARE
23Y10
50Y20
8Y10
40Y10
3Y10
23Y10
40Y10
35Y31
33Y20
68Y30
50N20
29Y10
29Y20
34Y10
61N20
28Y10
37Y21
20Y10
30Y10
33Y10
20Y11
47Y10
25Y30
33Y10
55Y20
34Y10
20Y10
27Y10
25Y10
32N10
30Y11
39Y10
29Y10
29Y10
38Y10
21Y11
32Y20
30Y10
20Y10
28Y10
33Y10
58Y10
26Y10
27N10
32Y10
39Y10
18Y10
47Y11
42Y10
35N10
38Y10
44Y31
25Y10
43Y11
41Y10
35Y11
74Y20
30Y21
43Y20
32Y10
25Y11
33Y11
50Y11
26Y10
62Y10
27Y30
14Y10
27Y10
52Y30
57Y20
27Y21
25Y10
38Y21
43Y10
33Y10
22Y21
35Y21
47Y10
33Y10
24Y11
28Y21
55Y30
22Y21
24Y11
13Y10
45Y10
29Y20
32Y10
38N20
8Y10
18Y21
47Y10
53Y11
55Y20
31Y10
43Y30
20Y30
28Y10
19Y11
17Y11
26Y31
41Y10
32Y11
46N20
24Y10
28Y10
32N20
37N21
47Y10
30Y20
25Y10
40Y11
50Y10
25Y10
19Y10
30Y10
22Y10
50Y10
13Y10
33N10
24Y10
32Y11
54Y11
31Y10
36Y10
45Y21
25N10
22Y10
24Y10
40Y10
33Y10
27Y10
37Y10
44Y20
27Y10
35Y11
17Y10
0Y11
30Y10
25Y10
54N30
46N30
44Y10
48Y11
27Y10
28Y30
26Y10
33Y11
28Y10
37Y21
34Y21
58Y10
27Y10
31Y20
31Y10
36Y20
34Y20
43N20
23Y30
25Y10
39Y11
22Y10
39Y11
42Y21
22Y11
18Y10
20N11
41Y10
49Y10
25Y11
42Y10
30Y10
46Y10
38Y20
35Y10
42Y11
20Y10
29Y31
11Y11
49Y10
39Y10
30Y20
36Y10
25Y10
29Y10
50N10
45Y21
34Y10
28Y10
41Y10
36Y10
28Y20
28Y10
23Y30
27Y10
16Y11
19Y10
28Y30
47Y10
20Y20
33Y10
35Y10
17Y10
45Y10
20N21
22Y10
29Y30
32Y20
26Y10
32Y10
46Y20
30Y10
31Y10
21Y30
59Y10
29Y10
34Y10
24N10
44Y10
23Y11
32Y20
52Y20
15Y10
17Y11
26Y10
29Y10
25Y21
41Y20
60Y21
32N20
29Y10
30N21
22Y10
13Y10
25Y10
44Y10
31Y10
49Y11
33Y20
28Y10
55Y10
28Y10
46Y10
40Y11
67Y11
37Y10
21Y10
31Y11
42Y20
51Y10
27Y10
28Y10
28Y20
20Y11
21Y10
30Y11
42Y10
15Y21
23N20
22Y10
54Y11
28Y21
31N30
32Y11
27Y21
47Y31
20Y11
38Y10
37Y10
31Y21
27Y10
38Y11
38Y10
40Y11
37Y10
66Y20
52Y10
35N21
39Y10
33Y21
35Y10
57Y10
54Y31
48Y20
36Y10
27Y10
30Y30
32Y10
15N11
39Y10
32Y10
24Y10
37Y10
31Y10
24Y30
48Y10
45N31
29Y10
15Y10
24Y10
25Y11
42Y10
31Y10
49Y31
16Y10
19Y10
27Y10
44Y10
39Y11
60Y20
19Y10
24N10
50Y11
71N20
30Y11
41N10
27Y11
9Y11
24Y10
79Y21
31Y10
51N10
65Y10
50Y20
60Y10
33Y10
31Y10
27N11
30Y30
47Y10
30Y10
32Y11
34Y10
30Y31
30Y10
20Y10
22Y11
10Y10
44Y20
33Y10
43Y20
39N10
40Y10
24N10
8Y11
16Y10
55Y10
29Y11
40Y10
24Y11
24Y10
42Y11
52Y11
30Y11
27Y11
19Y10
12Y30
18Y10
20Y10
22Y11
30N10
41Y20
34Y10
26N20
23Y10
27Y11
60Y20
26Y21
20Y10
24Y10
47Y10
40Y21
48Y31
24N20
21Y10
0Y10
47Y21
47Y10
53Y10
33Y30
21Y30
32Y10
50Y30
29Y11
19Y11
33Y20
8Y11
28Y10
30Y10
59Y10
33Y11
31Y10
63Y30
17Y10
13N10
19N30
36Y11
50Y10
21Y31
39Y20
16Y10
34Y20
44Y11
33Y10
43Y21
43N21
29Y10
25Y10
31N31
24Y10
23Y10
27Y10
30Y11
34Y11
24Y10
29Y10
20Y10
40Y10
54Y11
36Y10
21Y11
36Y11
20Y11
23Y10
37Y10
27Y10
33Y10
47N21
52Y10
27Y10
37Y10
83Y21
27Y10
22Y10
15Y10
28Y10
29Y10
81Y11
26Y10
22Y10
38Y10
38Y10
36Y10
20Y10
22Y11
7Y10
38Y10
38Y21
35Y31
7Y10
33Y10
37Y10
29N21
27Y10
29Y11
31Y10
42Y20
26Y11
21Y10
38Y10
27Y10
36Y11
18Y11
30Y11
30Y20
40Y11
32Y10
33Y30
5Y11
37Y10
20N11
34Y11
20Y10
19Y10
23Y10
17Y20
33Y30
25Y10
18Y11
26Y10
37Y30
28N11
55Y10
39Y20
33Y11
35Y10
10Y10
25Y11
22Y31
45Y10
51Y20
45N10
34Y21
29N10
35Y10
20Y10
10Y10
24Y10
16Y20
35Y10
33Y11
36Y10
18Y10
54Y10
68Y20
62N10
62Y20
35Y10
30Y10
20Y10
35Y10
27Y10
30Y20
25Y10
28Y30
10Y10
53Y20
17Y11
18Y11
29Y10
27Y31
41Y10
25Y10
14Y30
22Y10
50Y11
38Y10
21N20
34Y11
20Y11
52Y31
54Y20
30Y10
28Y11
21Y10
34Y10
16Y10
27Y10
38Y11
29N20
18Y10
40Y11
51Y30
60Y10
19Y11
35Y10
38Y11
42Y10
23Y10
43Y10
30Y31
28Y31
32Y21
18Y10
39Y11
16N10
31Y11
36N10
37Y11
36Y10
47N11
35Y11
15Y10
14Y10
8Y11
19Y10
37Y11
42Y10
34Y10
25Y31
60Y11
22Y11
35Y21
22Y10
12Y10
22Y10
33Y10
25Y10
50Y10
45Y10
50Y10
20Y10
20Y10
18Y10
39Y10
38N20
36Y31
50Y10
23N30
34Y10
49Y20
45Y10
45N20
30N10
38Y20
11Y10
20Y10
18Y11
26Y30
31Y10
55Y10
50Y21
23Y11
27Y10
25Y10
30Y11
37Y10
30Y10
68Y20
31Y10
30Y10
47Y10
35Y11
7Y10
35Y10
35Y10
37Y10
27Y10
15Y10
35Y10
28Y20
25Y10
54Y11
24Y20
64Y20
50Y10
60Y20
56N20
25Y10
45Y31
31Y10
38Y11
36Y10
46Y20
46Y10
25Y11
4N11
35Y20
27Y10
20Y11
39N21
36Y30
27N10
12Y21
41N21
36Y10
33N20
36Y10
23Y10
38N20
31Y10
30N10
38Y11
25Y10
40Y10
29N21
36Y21
35Y10
28Y20
34N21
22N20
58Y20
41Y10
47Y21
40Y20
21N11
47N10
20N11
11N20
15N11
33Y10
48N31
44Y21
23Y11
38Y11
36Y10
51Y20
24Y11
40Y11
24Y21
29Y11
59Y20
22Y20
23N21
31Y21
40Y11
28Y11
50Y11
24Y20
40Y10
32Y10
21Y21
57Y20
23N11
53Y21
42Y11
20N21
32N21
19N11
34Y10
35Y20
45N21
23N11
34Y30
37Y10
42Y21
29Y11
55Y20
39N20
19N31
38Y20
13Y11
27Y20
55Y11
35N20
30N20
35Y10
20N21
15N11
20Y10
20Y21
24N11
25Y10
43Y20
39Y21
13Y10
46Y21
40N20
24N11
50N21
38Y20
29N21
19Y20
24N20
40Y20
26N11
21N10
30N11
33Y10
41Y30
42N31
38Y30
22Y30
40N30
20Y31
26Y11
31Y31
54Y30
26Y30
43Y30
34Y11
40N30
31Y30
37N30
25N20
63N20
34N20
22N30
43Y11
26Y20
32N20
31N21
31N30
29N20
57N30
35N20
18Y21
35Y10
23Y20
14N30
31Y10
44Y21
14N30
29N11
33Y20
35Y21
30N31
46Y30
33Y20
36Y21
35Y10
36N30
20Y11
37Y20
43Y30
25Y11
46Y10
44Y20
69Y21
32Y30
22N20
52Y21
24Y20
30Y30
24N30
25Y31
32Y11
38Y30
55Y31
63Y21
54Y21
32Y10
28Y30
50Y21
37Y31
19Y21
30Y20
40N21
51Y21
14N30
27Y20
22Y20
32Y20
32N30
28Y21
33Y21
25Y10
30Y11
35Y20
17Y31
16Y10
47Y21
32Y10
45Y20
37Y21
43Y10
22Y11
20Y20
24Y20
5Y21
39Y21
62Y30
60N20
39Y10
22Y20
40Y30
33Y21
50N21
39Y21
38Y10
29N11
42Y31
31Y21
40Y20
34N20
60Y20
68Y20
12Y11
52Y11
38Y20
20Y21
32Y30
35Y11
53N21
30Y21
31Y21
30Y30
45Y21
28Y20
31Y21
29N21
30Y20
29N20
31Y20
10Y30
40Y20
33N30
46Y21
22Y31
18Y20
60Y20
32Y20
0N30
24Y21
46Y21
22N21
10Y21
54Y31
36Y20
29Y21
37Y10
36Y30
26Y21
26Y21
36N31
20Y10
12Y20
42N20
32N21
32Y10
40Y20
50Y20
35Y20
35Y31
30N30
40Y20
57Y20
35Y20
37Y10
49N10
35Y10
59Y11
54Y20
31Y31
38Y21
21N11
24N21
25Y30
39Y30
37Y20
44Y20
60N30
35Y30
30N31
32Y11
41Y30
41Y10
23Y20
44Y21
33Y31
30Y21
32N10
32Y21
40Y21
54Y21
34Y31
46Y20
37Y10
25Y30
40Y11
41Y31
60N21
43Y31
38N20
21Y10
40Y20
20Y11
24N21
26Y30
74Y20
31Y21
52Y20
40Y11
33Y30
25Y20
38Y21
32Y21
17Y20
60Y20
37Y21
23Y20
38Y21
25N21
32Y11
30Y10
21Y30
17Y10
47Y30
52Y20
33N20
51Y21
24Y20
46Y21
39Y11
26N30
31Y21
59Y10
44N10
23Y21
25N31
36Y11
25Y11
25N10
51Y20
16Y21
17Y31
44Y20
36N10
27Y20
23Y20
38N30
32N21
31Y21
43N11
41N30
50Y21
38Y20
46Y21
39Y21
56Y10
23Y10
22N20
45Y31
25Y30
23Y20
25Y11
37Y20
37Y31
37Y10
44Y21
29Y21
41Y10
23N21
30Y21
39Y21
46Y31
17Y10
17Y30
43Y20
42Y10
55Y20
50N30
45Y21
33Y20
36N21
45Y10
35N31
45Y20
40Y21
30Y31
23Y21
15Y10
42Y30
36Y20
37Y31
48Y20
45Y20
37Y10
27N20
47Y21
42Y20
44Y21
35Y11
24Y11
26Y30
30Y30
37Y20
21Y30
22Y20
34N31
25Y31
25Y21
46Y30
41N21
20Y31
30N21
49Y30
45Y20
58Y21
29N11
25Y20
36Y20
61N31
30N21
10Y30
46N21
36Y20
28Y21
33N21
35Y30
48Y20
21Y20
57N20
34Y30
27Y20
50Y10
7Y20
50Y21
22Y21
15Y31
26Y30
36Y30
58Y21
47Y30
21Y21
17Y20
53Y10
11Y20
21Y31
28Y31
39Y20
31Y11
24Y20
35Y30
38Y20
62Y20
60Y20
43Y20
45Y31
22N11
72Y21
25Y31
40Y30
29Y21
47N21
44Y21
16N20
39Y10
39Y31
18Y30
25Y10
35Y21
40Y20
30Y21
50Y20
37Y20
35Y21
77Y30
34N30
38Y21
36Y10
26Y20
34Y20
39Y20
23Y11
45Y30
40Y31
37Y30
29Y21
32Y21
35Y21
41N20
45Y11
31N30
13Y30
19Y21
29Y21
40Y20
53N10
25Y31
62N30
36N21
21Y20
29N30
25Y20
30Y31
30Y10
34Y21
44Y10
27Y20
39Y20
39Y20
37Y20
38Y20
40Y10
28N20
26Y20
26Y10
34Y20
27Y20
62N21
26Y20
49N21
45Y30
31Y11
23Y21
38Y20
21Y10
51Y21
4Y30
28Y21
60Y20
45N31
17Y10
49Y21
35Y30
40Y11
41Y31
57Y20
24Y10
56Y20
40N31
41Y20
25Y20
27Y21
27Y31
34Y31
29Y30
37N30
39Y20
29Y21
44Y20
23N11
42Y20
24Y30
26Y21
31Y11
38N20
52N11
24N20
30Y30
50N21
21Y10
46N21
20N11
40Y10
36Y11
32Y20
30Y21
22Y30
22Y11
13N31
20Y30
24Y30
31Y30
44N31
21N30
16Y20
19Y10
53Y30
27Y31
39Y20
43Y20
58N21
35Y20
26Y11
10Y30
38Y21
20Y30
50Y11
23Y11
41Y20
26N30
26Y20
32N11
39N20
52N21
30Y20
40Y20
10Y30
41N20
23Y10
13Y11
36Y20
22Y21
42Y20
57Y21
21Y21
52Y30
29Y20
29Y30
31Y21
38N20
39Y30
22Y21
50Y30
25Y30
30Y21
66Y31
38Y10
39N30
36Y20
45Y31
17Y30
46Y20
39Y30
26Y20
35Y31
33Y21
18Y30
52Y20
17Y30
38Y20
36Y20
39Y31
19Y21
40Y21
89Y20
20N31
37Y30
33N30
50Y20
29Y11
28Y30
39Y20
32Y10
30Y20
22N20
36Y31
30Y20
23Y20
21Y10
49Y20
25Y31
31Y31
43Y20
33Y30
51Y21
35Y30
50Y31
42Y30
11Y31
12N20
36Y20
49Y20
29Y21
32Y20
57Y10
53Y20
42Y21
17Y30
29Y30
40Y30
24Y20
37Y20
20N30
25Y20
13N31
7Y30
30Y30
11Y31
17Y21
46Y30
11Y30
45Y20
23Y20
17N31
41Y30
23Y20
52Y21
37Y20
52N30
25N31
38Y10
40N30
20Y21
39Y20
22Y21
24Y30
24Y20
21Y30
33N20
26Y21
19Y20
34Y11
21Y31
40Y20
36N21
28Y30
35Y21
72N20
67Y20
24N21
40Y20
31Y20
28Y20
45Y20
68Y10
44Y21
32Y21
22Y31
21Y21
49Y30
28Y21
40Y20
38Y21
48N20
29Y21
52Y20
39Y20
15N20
40Y20
28Y20
41N20
22N31
32Y20
47Y20
40Y20
28Y20
22Y30
18Y20
27Y11
32N31
61N20
30Y20
25Y31
26Y20
23N20
24N20
30Y21
27N21
12N20
50N21
32Y21
43Y11
59Y21
32Y11
38N10
24Y30
18Y30
71Y31
19Y20
29N21
31Y20
44Y21
23Y31
21N20
18Y10
38Y21
33N20
25Y21
32Y30
33N21
27Y20
55Y20
38Y21
49Y20
46Y21
46Y20
34N20
18N20
30N20
48N21
57Y10
54Y20
33N11
23Y20
38Y10
52N20
45N21
32N21
12N20
26Y20
31Y11
30Y21
34Y20
57Y20
23Y31
51Y21
35Y20
30N20
37Y21
76Y20
22Y20
46Y20
45N20
15N21
47Y21
40N21
62Y21
14Y20
43Y21
30Y10
37Y20
30N10
10Y31
39Y21
37N21
17Y10
51Y10
53Y11
26Y20
36Y30
42Y20
27Y11
25Y20
61Y20
20Y21
23Y11
38N31
73Y31
46Y20
30Y20
22Y30
55N21
23Y20
34Y20
26Y30
31Y10
22N20
49Y30
34N11
50N31
6Y30
45Y30
30Y21
36Y20
29N11
34Y21
34Y20
27Y11
22Y20
32Y21
12Y10
45Y11
21Y10
24Y20
50Y20
49Y20
37N21
17N30
24Y10
40N10
36Y30
47Y10
33Y20
30N30
41Y10
13N11
37N11
19Y31
43Y20
39Y11
28Y20
55N11
29Y20
22Y21
12Y30
18Y31
26Y10
54Y20
42Y20
16Y30
24N21
38Y20
57Y20
28Y21
30Y11
16Y20
38N10
39Y10
0N30
34Y21
32Y31
20Y21
42N10
28Y11
22N10
34Y20
34Y20
52Y20
40Y21
66Y21
52Y10
57Y20
12Y31
44Y21
30N21
20Y31
32Y31
10Y10
41Y10
29Y10
33Y20
40Y30
53Y30
33Y10
25Y10
12Y20
22Y31
23Y20
44Y30
22Y20
25Y21
21Y11
40Y21
18N10
30Y20
52Y11
30N30
35Y31
13Y11
43N21
21Y11
12Y31
49N20
38Y20
47Y10
25N30
61N21
14Y10
19N21
37Y20
31Y20
67Y10
27Y30
24Y21
27Y20
28Y10
29Y30
35Y10
32Y20
24N10
33Y10
33Y10
38Y11
35Y21
38Y10
25Y20
7Y10
31Y31
17Y30
25Y20
31Y21
33Y30
35Y10
50Y20
26Y20
40Y10
25Y10
21Y21
28Y11
31Y21
27Y20
25N11
19Y10
26N31
15N10
22Y20
10N31
48Y30
46Y30
24Y20
30Y31
31Y20
8Y20
29N11
31Y30
24N20
20Y30
35Y11
29Y10
23Y21
27Y21
33Y20
25N30
67Y21
23Y20
29Y20
27Y21
29Y10
52Y20
30Y30
20N31
55Y20
34Y10
17Y21
26Y10
30Y10
35Y10
59Y20
8Y21
39Y20
32N21
47Y20
27Y10
37Y11
27Y20
45Y30
40Y10
42Y21
59Y30
36Y10
38Y30
45Y21
94N30
28Y20
27Y20
32N31
39Y30
34Y10
25Y30
47N21
46Y10
22Y10
21Y10
45Y21
27N11
20Y20
63Y20
45Y20
10N20
17N20
41Y21
40Y20
32Y10
71Y21
28Y21
18Y21
21N20
41Y20
19Y21
47Y30
44Y20
6Y21
11N30
27Y20
22Y21
42N30
9Y11
31Y30
46Y20
38N20
51Y21
92N21
26Y21
17Y20
32Y21
50Y31
25N21
50Y20
57Y21
28Y21
45Y21
70Y20
54Y21
22Y20
44Y31
37Y31
37Y21
24Y20
34Y30
40Y21
34Y11
38Y21
28N21
24Y20
54Y20
26Y21
46Y21
30Y20
30Y21
20Y21
38Y31
48Y30
21Y21
35Y11
31Y20
34Y20
22Y21
17N21
39N30
45Y20
28Y21
57Y20
43Y21
37N20
36Y20
22N20
48N20
41Y20
30Y20
51Y20
58N20
17Y20
35Y21
33Y31
20N21
43Y21
30Y21
59Y21
49Y20
57Y20
59Y20
24Y21
38Y20
30Y21
20Y20
18Y20
49Y30
30Y20
20N31
46Y20
35Y21
36Y20
33Y21
40Y20
30Y11
18Y20
23Y20
12Y20
48Y20
33Y21
25Y21
62N20
44Y21
58N20
40Y21
25Y11
21Y20
32Y21
41N31
27N21
30Y11
54Y21
66Y10
27Y20
35Y21
53N21
42Y21
47N20
50Y20
25Y31
47N11
26N20
40Y11
30Y20
51Y20
30Y31
44Y21
16Y20
20Y11
64Y20
29Y10
26Y20
22N20
33Y20
25Y20
29Y21
34Y30
52N21
51Y21
43Y21
31Y10
28Y20
49Y21
46Y21
30Y20
25Y21
23Y20
20Y11
15Y21
23Y30
40Y21
18N31
41Y20
40Y10
34Y20
42Y20
21N31
40Y21
35Y20
35Y20
25Y30
36Y21
72Y21
22Y20
36Y21
25Y20
32Y21
60Y30
29Y21
22Y11
28Y31
15Y30
60Y20
46Y21
17Y21
48N21
20Y20
53Y20
30Y20
32Y30
36N20
24Y20
25Y20
40Y21
32Y20
35Y31
38Y21
38Y21
48N20
22N21
50Y11
13Y21
49Y20
45Y21
39N21
39Y21
34N20
32Y21
23Y20
30Y20
34Y21
44Y21
30Y20
25N30
39Y20
26Y21
30Y11
23N21
31Y21
35Y20
24Y20
27N21
31Y30
12Y20
49Y30
10Y31
23Y30
56N21
25Y20
61Y31
21Y20
33N31
40Y21
20Y10
25N11
54N20
36N20
32Y10
32Y30
38Y20
30Y20
39Y10
13Y11
15Y30
31Y20
26Y21
30Y30
14Y11
70Y31
15Y10
50Y20
25Y20
32Y10
26Y20
30Y20
53Y21
58Y11
33N20
32Y20
22Y20
50N30
34Y21
68N21
41Y10
25N20
20Y20
22N21
22Y21
29N21
47Y20
29N21
40N20
47Y20
40Y20
32Y20
64Y21
42Y21
49Y20
52Y21
44Y20
43N30
31Y21
25Y20
53Y20
55Y20
38Y21
17Y20
50N21
23Y30
37Y21
16Y20
27Y20
50Y21
31Y21
37Y21
36Y20
26N20
34Y21
56Y20
26Y20
29Y20
29Y20
49Y20
44Y21
38Y31
61N30
44Y21
38Y21
38Y20
10Y20
30Y20
32Y20
48Y20
16Y20
22Y21
33N21
46Y21
6Y20
19Y21
48N20
23N20
33Y21
58Y20
25Y20
28Y20
20Y11
34Y21
25N20
50Y20
8Y20
42Y30
19N20
64Y21
25Y20
34N20
31Y21
25N21
41Y31
22Y30
33Y20
60Y20
40Y31
30N20
27Y20
27N21
28Y20
59Y20
32Y20
39Y20
29Y21
37Y20
41Y21
16Y21
39Y31
17Y20
27Y21
42N21
37Y20
59Y21
71Y21
36N20
21Y21
64Y20
64Y20
36Y21
27Y20
22Y31
43Y20
28Y21
20Y11
0Y21
34Y21
40Y21
75Y20
36Y21
21Y20
17Y21
34Y21
52Y20
25Y21
28N21
14Y30
40Y20
16Y20
22Y21
31Y20
17N30
26Y20
33Y21
44Y20
28Y20
14Y20
57N31
22Y11
14Y21
35N21
30N20
24Y20
32N10
35Y21
48N30
15N20
27Y30
26Y21
34Y31
53Y31
48N20
47Y20
31N21
32Y10
29N30
58Y31
33N20
22N20
33Y20
18Y21
22Y30
39Y20
45Y20
53Y20
54Y30
20Y20
19N20
26Y20
51Y30
29Y30
47Y20
21Y30
21Y30
29Y21
22Y21
43Y31
28Y20
32Y20
41Y20
30Y30
25Y30
30Y21
19Y30
41Y30
16Y31
21Y21
35Y20
28Y30
38Y20
52N30
28Y30
15Y30
33Y30
49Y21
16Y21
24Y20
38Y30
51Y20
23Y20
27Y21
33N21
44Y11
37Y20
15N21
35Y10
22Y21
31Y30
18Y30
40N20
30Y20
28N10
22Y30
0Y30
35Y21
11N30
37Y20
10Y31
26Y21
41N10
22Y30
28N30
33Y30
61Y21
40Y11
20Y21
30Y20
50Y20
31Y20
49N20
15N30
50N11
28Y31
64N30
51Y20
32Y10
42Y21
33Y20
33Y21
42Y20
23Y11
29Y30
49Y20
23Y30
40N20
21Y30
37Y31
48Y30
45Y20
20Y20
39Y20
3Y20
38Y20
54Y31
20Y31
17Y30
15Y30
29Y30
35Y21
51Y30
56Y20
21Y30
45Y20
31Y31
31Y31
40Y30
40Y11
40Y20
45N30
40N21
34Y11
59Y31
33N20
45Y21
35Y20
11Y11
28N30
20Y21
32Y20
46Y20
42Y20
17Y20
16Y20
50N10
33Y10
32Y21
26Y31
29N30
28N20
17Y30
19Y20
25Y21
27N20
30Y21
15N30
12Y21
28N30
24N30
30Y20
27Y10
54Y20
40Y21
31N20
38Y20
65Y21
47Y21
33N31
28Y20
26Y31
19Y31
40Y11
25Y20
48Y31
25Y31
40N21
56Y20
70Y10
30Y20
25Y20
46Y11
0Y21
32Y11
22N30
45Y20
30N10
31Y10
20Y10
44Y10
37Y10
35Y21
30Y20
20Y10
35Y11
29N10
40Y20
61Y10
24Y10
40N20
20Y30
10Y20
24Y21
38Y10
44Y20
40N21
32Y21
48Y11
32Y30
30N30
56Y20
41Y10
26Y20
28Y10
46N20
54Y10
20N10
32Y30
45Y20
21Y11
0Y11
26N10
34N20
28Y20
23Y20
25Y21
28Y30
23N31
20Y21
38Y31
19N31
3Y30
18Y31
26Y20
64Y31
38Y21
47Y11
17Y11
26Y20
32Y11
42N20
84Y21
37Y20
22Y31
65N21
24N31
45Y10
70Y20
62Y20
30Y31
28Y11
28N21
57Y31
28Y30
30Y11
25N21
23N31
25N31
56Y10
20Y31
24Y11
52N30
23Y20
33Y20
20Y20
48N30
13Y30
60Y20
27N30
34Y10
31Y30
59Y31
22N20
0Y10
60Y20
46N21
7Y31
51N30
26Y10
35Y21
54Y31
16N21
57Y31
24Y31
35Y10
31Y20
18Y21
30Y30
22Y10
34Y21
45Y20
41Y10
3N31
69Y30
39Y20
33Y30
23N20
12N20
45Y21
20Y20
20Y21
32Y20
24Y20
31Y21
16Y20
20Y20
35Y21
28N21
35Y21
30N11
27Y20
29Y20
36Y31
32Y20
30Y21
30Y10
25Y21
39Y10
21Y20
35Y20
65Y21
19Y21
46Y20
41Y31
33Y10
29Y21
40Y20
34Y20
37Y20
36N20
35Y20
39Y30
38Y20
39Y20
48Y20
54Y30
8Y30
35Y21
60Y21
40Y21
25Y10
27Y21
24Y21
61N21
34Y20
27N21
58Y31
34N20
27Y10
54Y21
34N20
29Y21
23Y20
23Y20
17Y30
25Y20
35Y30
50Y20
49Y20
42Y20
12Y21
57Y20
49Y20
16Y31
22Y10
7N11
25Y11
58Y21
53Y20
36Y31
7Y20
38Y10
18Y31
40Y20
27Y10
27Y21
26Y21
39Y30
44N21
29Y20
16Y21
26Y20
52Y20
29Y31
17Y20
65Y10
27Y30
40Y30
38Y30
33Y10
30N20
37Y20
34Y20
30Y21
64Y21
25Y20
20Y31
34Y10
31Y20
32N21
47Y30
25Y20
48Y21
25Y20
16N21
23Y30
28Y20
24Y21
36Y20
27Y30
36Y20
28Y21
40Y20
24Y30
32Y30
30Y20
39Y20
36N20
33Y21
17Y20
34Y20
30N20
38Y21
49Y10
38Y20
4Y20
17Y30
25Y31
30N21
40Y20
30N21
51Y21
40Y10
31Y20
52Y20
28N21
34N20
19Y20
28Y21
28Y20
28Y31
33Y11
55Y30
20Y21
26N31
36Y11
27Y30
24Y20
28Y20
29Y31
18N30
35Y10
39Y10
21Y30
32Y20
30Y10
20Y31
11Y11
25Y30
38Y31
24Y20
17Y20
23Y20
20Y11
26Y10
30N21
36Y30
52Y21
33Y31
29Y30
45Y11
38N11
27Y30
25Y31
28Y21
20Y31
40Y20
40Y21
38Y20
29Y21
48Y20
27N21
46Y20
33Y20
22Y20
21Y20
33Y21
40N20
48Y20
44N21
39Y21
33Y20
32Y20
30Y20
39Y21
30N20
23Y20
39Y20
72N21
66Y20
36Y21
55Y20
43Y31
32Y20
39Y20
38Y21
18Y20
31Y20
44N20
30Y20
32N21
49Y21
30Y21
36N20
43Y20
32Y21
39Y21
73Y20
63Y31
47Y21
48Y20
40Y20
31Y21
57Y21
30Y21
25Y21
54Y20
55Y20
36N30
46N21
29Y20
20Y20
41Y20
54N10
34Y20
20N21
14Y21
36Y20
56Y21
28Y21
41Y21
44Y21
37Y20
25Y21
30Y21
21Y21
40Y21
52N20
35Y21
31Y21
23Y31
23N20
55Y21
35Y20
9Y11
38Y20
42Y20
46N20
21Y20
54Y30
16Y21
38Y21
38Y21
40Y20
30Y21
34Y21
35N21
47Y21
14N20
22N31
37Y21
34Y20
40Y31
21Y21
33Y10
52Y20
23Y20
29Y20
82N21
35Y21
44Y20
43Y10
67Y20
27Y20
16Y20
22Y21
50N20
16Y20
45Y30
34N21
54Y31
36N21
34Y20
60N21
23Y30
36Y31
21Y11
37Y31
24Y10
17Y11
33Y10
1Y20
40N31
31Y31
39Y20
35N30
30N21
32Y21
34Y21
30Y31
31N30
45N20
25Y30
30Y20
36Y30
25Y31
33N30
36Y20
34N21
30Y20
54Y31
30Y20
47Y20
26Y31
47Y21
23Y20
39N21
48Y21
50Y20
51Y30
56Y20
30N21
33Y20
44Y30
35Y31
20Y30
56N30
43Y20
60Y20
40Y20
31Y20
29Y11
69N20
37Y11
25Y20
44N20
21Y20
39Y20
13Y20
56Y20
21Y11
34Y21
25Y30
32N20
58Y20
41Y20
27N20
37Y30
36N30
28Y21
33Y20
35Y20
16Y21
30Y30
33Y20
27Y30
44Y20
25N21
29N30
33Y10
54Y20
15N20
35Y10
33Y21
40Y11
0Y20
25Y31
5Y21
15Y10
17Y30
34Y31
28N20
49Y20
36Y21
23Y21
40Y30
19Y20
44Y21
35Y20
56Y20
37Y20
26Y20
47Y10
15N31
40Y20
40Y20
40Y21
53Y30
43Y20
25N20
0Y31
59Y30
28Y31
25N31
30Y20
28Y10
28Y31
40Y21
14Y21
31Y10
20N30
32Y20
31Y30
43Y30
30N21
29N21
55Y31
30N20
18Y30
84Y21
37Y20
23Y20
44Y10
28Y21
24N20
21N21
33Y21
40Y30
37Y21
8Y30
30Y20
34Y30
50Y31
40Y20
45Y20
35Y20
41Y10
32N20
55Y10
24N21
49N20
28Y20
28Y30
33N10
50N21
84N31
48Y30
39Y20
35Y20
20Y30
33Y20
10Y30
40Y31
78N30
38Y30
20N31
31N20
22Y21
12Y21
32Y10
18N10
30Y20
33N21
14Y11
44Y21
48Y20
39Y10
24Y21
25N20
29N20
24Y21
35Y21
29Y11
49Y20
7N31
31Y20
47Y10
21Y30
43Y21
29Y20
16N21
45Y30
22Y21
59Y20
28Y11
30Y10
13Y31
11N21
46Y31
21Y20
28Y11
23Y31
21Y31
42Y21
37Y21
35Y20
50Y31
30Y30
35Y11
27N10
39Y30
35Y20
40Y21
24Y21
19Y10
45Y10
33N20
33Y10
21Y30
23Y21
81N31
27Y20
30Y20
25N21
22Y21
43Y30
13N21
40Y20
23Y20
28Y20
31Y21
51Y20
37N31
25Y20
23Y20
28N21
19N21
26Y31
32Y21
22Y30
25Y30
32Y21
29N10
46Y20
16Y21
32N31
20Y30
25Y21
34Y20
25Y21
38Y20
36Y30
17N21
28Y21
21N30
34N31
29Y20
34Y21
38Y30
28Y21
27N20
28Y31
22Y21
27Y20
18Y20
51Y11
14Y30
34N20
41Y30
45Y30
20Y21
28Y21
45Y10
54Y20
22Y20
51Y21
30Y30
23Y31
69Y20
38Y30
1Y31
0N21
25Y20
50Y20
32Y11
30Y20
45Y20
17N20
47Y20
29Y30
26N20
26N21
32Y10
43N20
20Y21
20Y21
44Y21
50Y21
18Y10
35Y20
46Y20
20Y10
27Y20
45Y10
47N11
32Y20
34Y21
32Y31
44Y20
44Y11
48Y31
37Y10
42Y11
32N21
48Y21
58Y20
42Y20
31Y20
30Y21
32Y20
42N21
50Y20
42Y21
28Y20
21Y30
22Y21
23Y21
26Y20
26Y20
43Y21
26N11
58Y20
31Y10
28N11
47Y10
50Y10
44Y21
30Y11
45N21
34Y31
55Y11
43Y10
33Y10
35N11
29Y10
80Y11
23Y11
37N20
35N10
35Y11
12N11
14Y10
28Y11
43N21
25Y10
17N11
27Y10
36Y11
41Y11
37N10
50Y11
40N21
37N11
37Y10
49Y20
38N10
26Y11
40N31
27Y10
27Y30
80Y20
33N21
20N21
30N10
20Y10
35N21
60N21
42Y10
40Y20
65Y11
41Y31
40Y20
25N11
24Y10
19N31
49N10
48N21
35N11
30Y10
57Y20
50Y11
20N11
28N30
19Y10
33N31
63Y10
42N20
30Y31
39N20
29Y10
26N11
26Y21
27N10
80N11
33Y21
26N20
57Y21
37N20
40Y10
31Y11
31Y30
50Y11
26N10
20N31
40Y20
26Y20
20Y11
35Y21
36Y11
22N31
37Y30
33Y11
45Y21
81Y20
27Y11
22Y20
50Y31
40N10
27Y31
28Y10
17N11
39Y10
46Y20
53Y21
24Y11
38Y21
30Y31
30Y11
85Y20
22N11
41Y20
44Y10
58N20
28Y11
33Y30
41Y21
22Y20
43Y30
34Y20
60Y21
38N20
23Y20
25N11
40Y20
43Y21
27Y10
58Y11
50Y11
32Y21
40N10
29Y11
46Y30
44Y20
35Y10
25Y11
46N20
25N20
33Y20
61Y11
38Y11
70Y21
7Y21
35Y30
36Y30
40Y20
10Y30
27Y20
35Y11
25Y20
40N20
50Y11
47Y20
39Y20
42N20
14Y20
19Y21
35N11
32Y10
44Y20
15Y30
21Y21
33N31
40Y21
46Y20
28Y20
32Y21
18Y20
11N11
27N11
40Y31
7Y21
75Y20
24Y31
36Y21
15Y10
22Y10
60Y21
17Y31
30Y10
39Y11
38Y20
70Y20
21Y10
33Y10
51Y30
21Y21
25Y31
35Y11
43Y30
22Y31
22Y31
32Y20
33Y30
37Y10
33Y20
30Y20
17Y21
25Y10
38Y10
21Y10
45Y20
53Y21
28Y10
23Y11
44Y10
21Y20
46Y20
32N10
57Y20
37Y30
55Y21
49Y21
20Y31
45Y10
34Y21
31N21
37Y30
47Y21
24Y20
23Y20
37Y21
57Y20
55Y20
32N21
42N20
34Y30
40Y21
27N21
43Y21
24Y21
28Y20
21Y21
30N20
26Y21
43Y20
36Y20
50Y31
19Y20
33Y20
21Y20
40Y10
30N20
38Y21
32Y20
25Y30
33Y21
20Y21
39N21
33N20
19Y21
33N31
29N20
38Y21
18Y20
22Y21
39N21
29Y21
25Y20
28Y21
22Y20
23Y31
17Y21
24Y20
24Y30
17Y30
62Y21
46N20
29Y20
48Y21
21Y20
43Y30
48Y30
44Y10
19N30
45N21
43Y20
28Y21
55Y31
22Y30
47Y20
45Y21
41Y20
39Y21
32Y20
22Y21
10Y21
38Y20
66Y20
36Y20
27Y20
37Y30
30N21
25Y21
28Y31
26Y21
31Y20
41Y20
32Y20
15Y20
46Y20
36Y20
26Y21
31Y21
43Y20
30Y21
36Y20
43N21
46Y20
38Y21
36Y20
48Y20
57N11
44N31
68Y21
20Y10
26N21
48N31
19N21
45Y21
31N20
33Y20
13Y21
28Y20
57Y20
35N20
40N20
40Y20
43N21
30Y21
58Y31
43Y20
45Y20
33Y20
16Y30
36N21
40N21
32Y20
58N20
42Y21
19Y31
37Y21
35Y20
20Y21
33Y30
45Y21
52Y31
33Y20
49Y21
40Y20
43Y20
37Y20
45Y20
39Y30
33Y31
38Y20
34Y20
35N21
25Y20
27N20
30Y30
34Y21
66N20
48N21
26N20
29Y20
16N31
25Y20
20Y30
38Y11
23N21
45Y31
22Y21
22Y20
26Y20
28Y20
14Y10
32Y21
31Y20
11Y20
26Y30
45Y20
35Y21
45Y30
42Y20
16Y21
24Y20
15Y21
28Y20
27N21
11Y21
29Y20
37Y20
42N20
23N21
31Y20
22Y20
38Y21
32Y30
47Y20
29N20
43Y20
16Y20
21Y20
56Y21
40Y20
35Y21
27Y21
42Y11
29Y31
47N20
17Y20
27Y31
31Y30
33Y20
21Y20
26Y21
29N20
34Y31
39Y31
31Y20
25N21
46Y11
32Y20
23Y20
28N20
26Y30
63Y21
34Y21
25Y30
16N21
60Y31
33N30
10Y30
25Y30
45Y21
42Y20
43Y20
38Y20
28Y20
21N31
17Y21
37Y20
46Y21
34N20
30N30
4Y21
20Y20
27Y21
41Y31
33Y21
34Y21
51Y31
35Y20
34Y20
36Y20
48N21
29N31
25N30
47Y30
36Y11
23N10
9Y21
30N21
17Y20
48Y20
29Y10
23Y30
26Y20
33Y30
38Y21
55Y21
14Y10
30Y20
25N20
49Y21
33N20
35Y20
64Y21
32Y20
23Y21
25Y21
67Y20
50Y21
41Y30
18Y21
48Y11
32N20
15N21
34Y21
25N21
36Y20
33Y20
26Y21
40Y20
44Y20
32Y21
28Y20
45N20
15N20
36Y10
45Y30
32Y20
30Y21
72Y20
16Y20
40Y20
33Y21
20Y20
56Y21
20Y21
34Y20
11Y10
45Y21
13N31
23Y21
27N21
21Y10
28Y20
19Y30
41Y11
19Y11
41Y21
30Y10
13N21
40Y20
35Y20
53N11
32Y20
48N20
45Y21
37Y10
24Y20
39Y20
28Y21
40N21
21Y20
25Y10
56Y21
0N21
66Y21
38N20
36Y21
53Y21
53N21
38Y20
22Y20
60Y11
38Y21
40Y20
21N10
30Y10
41Y21
42Y21
28Y11
35Y20
78Y20
15N21
25N20
28N30
35Y11
32N21
49Y20
25Y20
40N21
29N21
19Y20
44Y20
33Y21
40Y10
31Y20
47Y21
24Y20
22Y21
29Y20
31N21
39Y21
25Y20
44Y20
22N31
34Y20
35N20
45Y10
0Y21
38Y11
12Y21
20Y31
33Y20
29Y20
39Y21
23Y20
42Y20
28Y10
30Y20
39Y21
38Y30
28Y21
43Y20
48Y10
29Y20
53N21
37Y21
32Y21
12Y11
21Y21
38Y20
40N20
43Y11
24Y11
34N20
28Y21
37Y20
68Y10
31Y20
37Y20
59N11
33N21
26Y20
21Y11
34Y20
26Y21
42Y20
32Y10
64Y20
15Y20
37Y30
28Y20
22Y21
24N20
19N20
29Y21
40Y20
33Y20
26Y20
35Y10
36Y20
22Y20
30Y20
56Y21
43Y20
22N10
33Y20
15Y11
28N20
39N20
43Y20
46Y20
27N21
42Y20
48Y20
40Y20
19Y10
53Y20
30Y21
38Y21
38Y10
30N20
30Y20
38N20
21Y20
70Y31
27Y11
44Y20
52Y20
29N21
26N21
35N21
39Y21
33Y20
14Y20
42Y20
24Y10
49Y10
20Y11
27Y20
71Y21
22N21
37Y20
29Y20
44Y11
19Y10
42Y21
15Y21
50Y31
23Y30
33Y10
30Y20
58Y20
43N30
36Y11
27Y20
27N20
16Y20
29Y20
35Y11
38Y11
55Y20
21N20
31N20
31Y11
29Y10
41Y30
50N30
30Y30
43Y20
66N30
42Y20
22Y20
12Y20
21Y10
37Y20
63Y10
41Y21
37Y30
37Y20
32Y20
37Y20
29Y10
25Y11
2N31
76Y21
36N20
61Y21
53Y20
30Y21
21N10
40Y20
26Y10
32N20
37Y21
42Y21
22Y21
30Y11
32Y20
19Y20
40Y11
23Y10
26Y20
26N21
27Y11
36Y30
31Y11
34Y10
38N20
65Y11
30Y30
19Y31
55N20
42N21
68Y21
45Y10
57Y31
70Y21
43Y30
23Y10
32N21
20Y21
34N20
20Y11
25Y20
34Y10
43Y31
18N11
20N11
37N21
45Y20
48Y30
26Y20
42Y10
34Y30
17Y21
42Y11
37Y20
37Y20
39Y20
35N20
28Y21
30Y21
44Y20
44Y11
28N30
11Y31
35Y10
18Y21
31Y20
6Y20
16Y11
38Y20
37Y30
3Y10
31Y31
18Y20
36N21
46Y31
38Y30
30Y20
54Y20
41Y20
44Y30
55Y30
22Y20
20Y30
56N21
22Y21
46N20
23Y31
61Y30
24Y21
41Y21
26Y30
35Y30
24Y20
16Y20
49Y21
43Y20
33Y10
12Y20
45Y20
31Y10
25N21
28Y20
30Y10
52Y31
30Y20
39N21
29Y21
15Y20
33Y31
30Y21
29Y31
45Y20
36Y20
46Y21
40Y21
36Y10
25Y20
0Y20
22Y20
30N20
31Y20
20Y30
34Y20
53Y20
27Y20
26Y20
47Y30
25Y20
31Y21
55Y20
35Y20
54Y20
40Y21
31Y30
43Y30
34Y20
29Y20
22Y21
33Y10
38N20
24N20
17Y20
22Y21
44Y20
26Y21
56N21
34Y20
66N20
57N21
43Y21
36Y21
55Y20
29Y21
24Y21
53Y20
31Y20
36Y20
27N21
32Y20
32Y20
30N20
17Y20
38N21
25Y20
36Y21
93Y21
32Y20
30N21
29Y20
28Y21
17Y31
30Y30
38Y30
47Y20
15Y31
41Y30
13N21
24Y21
33N21
34N11
26Y30
36Y20
26Y21
53N21
34N11
40Y10
43Y20
35Y20
27Y20
20N31
14Y31
18Y20
45N30
27Y20
48Y31
25Y30
28Y31
22N20
31Y20
9Y30
42Y30
20Y20
18Y20
24N30
25N20
35N21
36Y20
46Y20
14N31
20Y21
35Y21
44Y30
36Y30
18N10
37Y20
23Y21
28Y20
40Y20
43Y21
46Y20
21Y30
25N21
34Y30
38N21
27N20
23Y20
28Y21
20Y11
34Y20
18Y21
23Y20
42Y21
28Y21
40Y20
25Y21
46Y30
20N21
29Y20
22Y20
45Y31
39Y11
41Y21
45Y30
26Y30
41Y21
60Y20
45N20
23N30
13N20
31Y20
40N20
50Y20
50Y21
31Y20
29Y20
46Y11
35Y20
30Y21
41Y20
65N20
21N30
22Y20
14N21
56Y21
41Y30
35Y20
56Y20
67Y20
29Y20
40Y20
50Y21
31Y11
26Y11
19N31
23N31
44Y20
41Y20
15Y31
45Y20
42Y21
27Y20
34Y20
30N21
31Y20
25Y31
38N20
20N11
23Y20
33Y20
70N31
25Y30
40Y20
0Y21
18Y20
35Y30
46Y20
21N20
25Y20
77Y20
33Y21
78Y20
26Y21
26Y20
21Y20
21Y21
11Y21
20Y30
31N21
36Y10
38Y20
35N21
46Y31
38Y20
72Y20
30Y30
25Y31
30Y20
46Y20
40Y20
27Y21
46Y21
43N21
50Y20
76Y21
25Y31
29Y20
56Y20
30N31
32N21
30Y30
42Y20
33Y31
40Y20
21N30
32Y20
24Y20
32Y20
33Y20
60N31
45Y30
46Y20
50Y20
24N20
37N30
17Y21
26Y21
31N31
32Y20
33Y20
12Y11
33Y20
14Y20
46N21
42Y20
16Y21
65Y21
45Y21
37N20
65N31
42Y20
44Y20
27Y10
51Y31
35Y20
33Y20
20N31
72Y20
27Y21
21Y20
26Y30
27Y11
28Y31
26Y21
35N31
27N20
30Y30
44Y20
23Y20
21Y20
33Y20
20Y20
38N21
30Y20
40N10
45Y10
22Y20
14N20
19N21
37Y20
23N21
43Y20
28N31
50Y31
30N21
25Y20
68Y21
28N20
20Y21
32Y31
25N20
25Y21
39Y20
7Y20
36Y20
37Y20
36Y20
42Y30
40Y20
52Y20
14Y20
48Y20
31N21
42N31
16Y21
17Y20
25Y20
41Y21
36Y20
19N31
43Y20
50Y10
49N20
41Y20
21Y31
15Y20
14N31
17N20
30N20
35N20
21Y20
32Y30
30Y10
53Y20
35Y30
20N21
50Y20
33Y20
32Y21
25Y30
36Y20
46N21
39Y21
0Y20
28N21
30Y21
30Y21
40Y20
33Y10
30Y20
23Y11
19Y21
65Y21
34Y21
44Y10
42Y20
45Y21
54Y21
30Y11
43N30
70Y21
44Y31
25Y31
21Y30
25Y21
17Y11
56N31
70Y31
20Y20
50Y20
41Y21
31Y21
44Y20
58Y20
21Y20
33Y20
26Y21
33Y21
45Y20
47Y20
25Y20
19Y10
42Y20
37Y21
37N20
20N30
41Y21
20N21
42N31
44Y30
47Y21
9Y20
40N20
20N20
17Y20
30Y20
49Y11
18Y11
37Y31
45N11
34Y10
36Y10
31Y11
48Y11
6Y20
61Y21
30Y11
12Y11
30Y10
27N20
32N20
55Y10
47Y21
15Y11
20Y11
30Y30
67Y11
48Y11
23Y11
21Y11
5Y10
89Y11
20N20
32Y11
28N20
33N10
42N11
82N21
28N11
25N11
21N31
40Y10
33Y31
30Y20
23Y11
65Y20
39Y11
36Y21
49Y10
60Y11
51Y20
41Y20
18N20
27N20
26Y11
27Y20
7N21
48N20
33Y10
60Y11
45N20
32Y21
34Y21
47Y10
46Y10
14Y11
50Y10
30Y21
20Y11
27Y11
25Y30
40Y11
20Y30
50Y10
27Y10
45Y10
32Y10
38Y31
34Y20
30Y20
68Y10
30Y21
32Y21
28Y10
20N21
28Y10
33Y21
25Y10
47Y20
56Y20
26Y21
24Y11
27Y20
56Y20
40N31
30N21
42Y11
20Y11
53N30
34Y11
27Y30
39Y10
21Y10
31Y21
36Y10
33N21
40N31
41Y21
55Y20
46Y20
40Y11
28Y21
36Y20
22Y10
23Y10
21N11
40Y10
45Y10
45Y21
62Y21
85Y21
33Y10
29Y10
19Y21
42Y10
30Y11
40Y21
20Y10
31N21
28Y10
25Y21
28Y30
30Y20
8N20
31N10
26N21
16Y21
40Y11
30Y20
74Y10
49Y11
12Y11
44Y10
29Y21
23N11
28Y11
39N31
26Y20
15Y11
43Y11
17Y10
11N10
48Y21
30Y10
28N11
17Y10
28Y10
29Y21
29Y10
43N20
26Y10
53Y20
47N10
39N21
40Y10
18Y11
32Y21
22Y20
24Y11
32Y20
5N21
42N10
25Y10
26Y11
40Y11
30Y10
51N10
36Y11
49Y21
42N20
49Y10
39Y11
43Y20
35Y10
65N21
35Y21
44Y11
27N21
28N11
25Y11
25N10
39Y21
37Y11
11Y10
34Y11
31N21
44N31
47Y10
32Y10
34Y10
16Y10
37N20
34Y10
35Y21
30N21
46Y30
32Y21
40N31
26Y30
42N21
25N11
14Y11
45Y21
30Y11
39Y21
25Y10
35Y21
42Y20
46Y10
44Y30
30Y10
40N21
28Y21
75Y20
45Y21
29Y11
27Y31
45Y11
29Y11
42N20
40Y10
39Y10
27Y30
18Y11
31Y21
22N20
45Y11
21Y10
12N21
18Y20
56Y21
28N20
27Y11
35N20
39Y11
78Y10
86Y21
39Y10
51Y10
50N20
55N20
39N21
20Y31
36N31
27Y11
31Y11
41N10
17Y11
18N31
53Y21
19Y11
27N10
42Y11
27Y31
53Y20
41Y10
19Y11
26Y21
20Y20
22Y20
26Y11
37Y20
14Y10
37Y21
31Y11
64Y31
52Y11
22N21
43N20
35N21
31N20
50Y11
23N20
22Y21
39Y30
23Y20
35N20
42Y30
35Y10
24N30
33N21
31Y20
50N11
51Y11
75Y21
20Y11
32Y20
12Y11
49Y21
27Y11
80Y21
24Y10
40Y11
35Y10
43Y21
35Y10
35Y10
33Y11
38N21
14N11
24Y31
22N10
28Y20
35Y11
46Y11
18Y10
36N11
39Y21
37Y21
51Y21
20N11
30Y21
43N20
25Y10
35N21
31N11
21N21
37Y20
69Y30
36N11
39Y11
20N10
37Y20
36Y21
35Y11
20Y10
38Y20
36N21
34Y20
89Y20
43Y30
41Y11
31N20
32Y10
40N20
42Y21
26Y10
33N20
21Y10
31Y11
50Y11
29Y11
26N11
28N11
24N10
47N11
62Y21
64Y21
10Y21
35Y30
20N11
25N11
37N10
38Y20
42Y20
37Y21
40N11
40N10
40N30
26Y20
46Y11
34Y11
35N21
20Y10
33Y10
33Y10
28Y11
21Y11
42Y21
25Y21
26Y20
30N11
16N11
16Y20
75N21
37Y10
29N20
23Y21
37Y30
34N21
30N10
22Y11
43Y21
25Y11
68Y10
27N21
26Y10
18N10
23Y10
35Y10
19Y11
32N21
20Y31
28Y20
29Y21
40Y10
28Y11
22N31
20Y31
44Y21
34Y10
32N30
48Y10
21Y20
61Y10
46N31
43Y21
37Y20
47Y21
40Y11
13Y10
38Y20
56Y21
52Y11
35Y21
25Y10
37Y20
25Y11
18Y30
57Y20
26N11
24Y10
27N30
46Y10
37Y21
40Y20
28Y21
17Y21
20Y11
57Y21
21Y10
29Y11
12N11
52Y10
33Y21
18Y11
49Y11
20Y11
20Y10
19Y20
30Y20
20Y10
16Y11
57Y10
39Y30
46Y21
36Y21
17Y31
19N10
38N21
26N20
40Y10
15Y11
34Y10
16Y11
40N20
79N30
43Y30
35Y21
25Y11
45Y11
40Y11
20Y11
58Y30
32Y10
41Y10
33Y11
29Y10
21Y10
15Y11
19Y11
24N31
35Y10
43N11
31Y31
35Y20
41Y20
37Y10
7Y11
38Y20
29Y11
48Y21
36Y10
23Y10
23N21
22Y10
25N21
30Y21
31Y11
20Y10
57N21
41Y21
28N11
15Y11
95Y11
25Y20
46Y20
61Y10
50Y21
15N10
25Y11
55Y20
10N10
25N31
40Y11
58Y10
26Y10
51Y20
50Y11
22N31
8Y21
40Y10
18N11
25Y11
49Y11
63N11
24Y11
34Y20
35Y10
35Y21
45N21
62Y10
29Y31
50N20
33N11
40Y21
30Y10
40N21
39Y21
33N11
18Y11
30Y10
48Y11
36Y10
21Y11
15N21
50N21
34Y20
50N21
27Y10
25N10
42Y10
26N30
40Y30
27Y10
27Y21
27N31
58N21
61Y20
31Y10
47Y21
32N20
78Y10
81Y21
25Y20
62Y21
21Y21
25Y20
52N20
47Y10
31Y10
33Y30
24Y10
25Y10
25Y21
27Y11
38Y10
32N10
16Y11
18Y10
66Y21
33Y10
28Y10
47N21
27Y10
30Y31
18N11
33Y30
28Y10
30Y11
25Y11
38Y11
32N21
20N21
35Y31
34Y31
18N31
49Y10
16Y11
19N30
39N21
32Y10
30N11
28Y20
32Y11
20Y11
31N10
14Y21
20Y21
20Y10
25Y10
33Y20
61Y21
23N11
40N21
70Y20
44Y10
41Y21
30N10
35Y10
40Y31
22Y10
35N20
51Y30
18Y31
15Y10
28Y11
42Y20
36Y11
34Y10
30Y31
66N10
26Y10
32N20
41Y10
57N21
36Y20
29N20
32Y11
35Y10
26Y11
20Y11
29N11
15Y30
49Y30
38Y20
16Y11
34N21
30N10
28Y21
26N31
21N30
31Y31
34Y21
33N30
23Y20
21Y11
32Y11
30N31
37N21
38Y21
26N10
36Y31
29Y30
84Y31
24Y11
83Y10
64N21
26Y11
2N10
54Y10
65Y10
34Y20
47Y21
41Y10
35Y21
24Y21
24Y20
26Y11
36Y21
18Y31
28Y21
19Y20
21N11
25Y20
20Y11
40Y20
34Y21
47Y20
25Y20
44Y20
42Y20
49N20
33Y20
37Y10
39N20
35Y20
19Y20
31Y10
29Y20
40Y11
29N21
21Y11
26Y20
50Y10
47N10
32N20
39N20
20Y10
42N21
25Y21
47Y20
36Y30
22Y31
45N20
43Y30
21Y11
30Y10
28Y21
42Y31
28Y20
30Y31
20Y21
26N20
15Y30
42Y20
42Y20
26Y21
11Y11
70Y21
30Y30
25N21
20Y11
33Y21
22Y21
50N30
15N10
16Y20
17Y11
32N20
48Y20
20Y11
26Y10
27Y20
67Y21
43Y20
27Y30
17N30
35Y10
24Y20
46Y20
41Y20
36Y20
31Y20
28Y20
50Y10
30Y20
22Y10
40N21
56N20
13Y11
36Y10
30Y21
21Y11
15Y31
24N21
26Y20
11Y10
24Y10
32N21
30Y11
36Y20
31N20
25Y21
43Y21
30Y10
45Y20
46N10
33Y10
38Y21
34Y20
48Y20
28Y20
16Y10
40Y20
39N20
28Y10
41Y10
19Y11
26Y20
23Y10
56Y21
41Y20
39Y10
21Y31
23N31
44Y20
28Y21
16N10
28Y21
54Y10
25N20
34Y21
61N10
18N20
20Y20
57Y21
63Y21
36N21
53Y10
30Y10
33Y21
30N21
15Y10
23Y11
49Y21
34Y20
37N10
28Y20
48N20
27Y31
23Y31
32N20
33Y10
28Y20
38Y11
28Y10
26Y20
7N20
59Y20
42Y30
18Y20
60Y10
49Y10
16Y31
21Y20
35Y10
42Y20
30Y11
2N10
31Y20
32Y20
36Y20
26Y20
20Y10
14Y10
26Y10
41N21
34Y20
65Y10
18Y20
23Y21
27Y30
48N11
10Y11
27N30
26Y10
34Y10
42Y30
12Y11
40Y20
71Y30
27Y20
31Y10
24Y20
41Y30
36Y20
38N20
31N31
29Y21
44Y30
72Y11
53Y21
20Y20
32N20
39Y20
40Y20
45Y21
35Y20
39Y20
26N20
20Y11
23Y10
41Y10
14Y11
38Y10
35N10
28N30
26Y11
17Y11
18N20
43N31
38Y21
48Y10
44Y30
35N11
26N11
40Y31
42Y21
17N10
29Y21
47Y10
11Y11
39Y30
59Y31
48Y10
55Y30
30Y10
45N20
21Y21
17Y20
40Y20
45Y20
33Y10
29Y10
31Y11
42Y11
44Y11
12Y11
69Y30
57Y10
25N20
46Y30
29Y10
26Y10
25Y21
35Y10
42Y30
21Y11
44Y30
19Y11
56Y11
23Y11
16Y30
48Y11
24Y20
52N20
36Y10
22Y31
58Y20
31Y30
13Y20
19Y30
45Y10
23Y11
25Y11
34Y21
32Y20
18N20
32Y30
43Y11
20Y11
36Y21
34Y20
30Y11
47N31
24Y20
19Y31
45Y11
47Y30
59Y11
33Y20
20N31
53Y10
42Y21
34Y20
45Y21
41N20
25N20
35Y30
37N31
31Y10
40Y30
22Y30
43Y10
42Y10
27Y20
70Y10
30N31
32Y10
25Y10
32Y31
46Y11
25N31
35Y20
37Y31
35Y21
30Y11
31Y30
13N20
24Y10
22Y30
16Y20
29Y30
19Y30
49Y11
35Y31
32Y20
31Y10
24N20
20N21
53Y30
24Y10
27Y11
31Y11
34Y30
31Y10
32Y11
30Y11
24Y10
25Y10
20N11
43Y20
25Y11
18N30
25Y20
33Y20
33Y20
18Y10
22Y10
61Y10
22Y21
35Y11
21N11
33Y11
26Y30
49N20
24Y10
44Y11
21N21
12Y10
28Y10
35Y20
23Y11
32Y10
28Y10
67Y31
21Y10
41N21
26Y10
20Y10
51N20
30N11
67Y10
35N20
49Y30
29Y21
39Y31
28Y31
23N10
8Y11
58Y30
46Y31
21N11
27Y30
51Y31
40Y31
48Y11
35Y11
32Y11
40Y21
30Y11
20Y31
25Y10
57Y30
35Y31
44Y10
27Y21
20Y31
22Y30
40Y31
32Y31
23Y11
20Y10
21Y30
41Y10
21Y11
44Y11
43Y11
17Y11
45N30
30Y20
31Y20
32Y11
33N21
50Y30
18Y20
1