Example
Multiple Regression Section
(13.1_multiple regression.sas)
*******************************************************************************************
* The following data set is taken from the PCAT (Parent-Child Auto-Tutorial) Study: *
* Tershakovec AM, Shannon BM, Achterberg CL, McKenzie JM, Martel JK, *
* Smiciklas-Wright H, Pammer SE, Cortner JA. (1998). One-year follow-up *
* of nutrition education for hypercholesterolemic children. American Journal of *
* Public Health 88, 258-261. *
* *
* This data set consists of baseline measurements on 261 of the participants at baseline. *
*******************************************************************************************;
proc format;
value sexfmt 1='Male' 2='Female';
value racefmt 1='White' 2='Black' 3='Oriental' 4='Iranian' 5='Indian' 6='Hispanic';
run;
data pcat_baseline;
input subjno age sex race ldl totchol triglyc hdl calprot calfat calcarb dchol dfiber;
label subjno ='Subject #'
age ='Age'
race ='Race'
ldl ='LDL Cholesterol (mg/dL)'
totchol='Total Cholesterol (mg/dL)'
triglyc='Triglycerides (mg/dL)'
hdl ='HDL Cholesterol (mg/dL)'
calprot='% Calories from Protein'
calfat ='% Calories from Fat'
calcarb='% Calories from Carbohydrates'
dchol ='Dietary Cholesterol'
dfiber ='Dietary Fiber';
format sex sexfmt. race racefmt.;
cards;
110013 8.23 1 1 109.5 181.0 120.5 47.5 13.80 24.09 62.54 303.95 14.30
110019 9.27 2 1 117.0 191.0 117.0 50.5 21.70 34.65 43.19 115.82 4.66
110042 4.26 1 1 123.5 188.5 111.0 42.5 8.55 32.81 61.45 53.56 8.81
110067 5.75 2 1 117.5 185.5 69.0 54.5 13.95 23.06 64.55 100.15 14.79
110109 5.57 2 1 123.0 184.5 90.0 43.5 12.56 24.80 63.95 67.15 7.63
110110 8.53 1 1 112.0 163.5 58.5 39.5 15.66 27.24 59.67 120.76 16.23
110115 5.59 1 1 118.5 180.0 59.0 50.0 11.69 33.12 57.20 575.64 10.10
110118 4.88 2 1 144.0 207.0 81.0 46.5 11.29 20.45 68.71 53.94 11.87
110120 6.74 2 1 135.5 206.5 74.5 56.0 13.15 30.40 55.74 102.22 6.42
110123 8.55 2 2 127.5 192.5 66.5 51.5 11.41 48.41 40.44 135.20 8.15
110135 9.18 2 1 132.5 201.0 47.0 59.0 14.42 25.45 62.04 113.81 14.23
110149 9.83 1 1 114.0 190.5 77.0 61.0 12.72 35.81 53.01 85.73 8.31
110167 6.30 1 1 119.5 194.5 51.5 64.5 12.28 24.26 64.31 133.50 14.26
110232 8.63 2 1 115.0 192.0 153.5 46.0 9.66 25.60 64.47 49.06 6.97
110239 9.48 2 2 127.5 205.0 59.0 66.0 7.39 40.07 53.19 333.29 15.97
110244 5.51 2 1 138.5 213.5 66.5 61.5 11.63 40.38 48.99 311.83 12.29
110254 5.87 1 1 109.0 170.0 72.0 47.0 9.70 24.06 68.47 81.75 16.20
110261 8.13 2 1 154.0 213.5 93.5 40.5 11.20 25.51 64.66 139.45 11.46
110270 4.03 1 1 110.0 173.0 70.0 49.0 12.71 16.59 71.09 74.02 12.29
110678 6.20 2 1 133.5 190.5 81.0 41.0 11.53 40.57 48.67 95.80 8.69
111001 9.45 1 1 116.0 188.0 48.0 62.5 22.26 42.53 35.36 298.24 12.89
111003 8.11 1 1 112.0 183.0 59.0 59.0 9.80 24.16 68.33 65.52 11.57
111005 7.93 2 1 133.5 193.5 53.5 49.5 13.85 44.73 42.78 535.55 9.56
111014 7.06 1 1 127.0 193.0 61.5 53.5 10.70 28.73 63.20 89.92 14.34
111019 4.53 1 1 133.0 191.0 91.0 40.0 12.75 22.53 68.10 88.55 12.41
111025 6.95 1 1 111.0 186.0 75.5 60.0 12.64 26.02 61.65 76.90 5.45
111036 6.24 2 1 119.0 188.0 103.0 48.5 9.35 23.74 68.84 182.52 10.96
111071 9.42 1 1 118.0 189.5 73.5 57.0 7.93 20.30 74.66 20.85 4.46
122063 4.31 1 1 110.0 184.5 155.0 43.0 15.74 47.75 40.19 162.17 18.81
122088 8.31 2 1 144.5 235.0 54.5 79.5 14.23 46.41 40.48 101.10 5.10
122095 4.21 2 1 131.0 196.0 54.5 54.0 15.10 36.90 48.49 473.76 3.60
122117 7.35 2 1 120.5 181.0 58.5 48.5 11.79 37.47 51.69 240.19 7.54
122154 8.04 2 1 135.0 210.0 99.0 55.5 18.23 26.92 56.75 168.26 18.77
122158 8.13 1 1 124.0 193.5 78.5 54.0 13.24 22.96 67.35 48.36 12.23
122172 4.79 2 2 113.0 194.0 76.5 65.5 19.52 34.96 47.98 166.31 10.08
122206 7.21 2 1 126.5 191.0 82.0 48.0 12.17 36.17 51.79 115.30 5.50
122223 4.15 1 1 109.0 173.5 49.5 54.5 23.63 36.68 41.36 359.73 7.04
122231 4.11 2 1 150.5 221.5 152.0 40.5 11.80 32.68 57.49 79.33 8.32
122246 7.39 1 1 118.5 189.5 58.0 59.5 17.08 24.34 58.90 137.09 11.74
122251 8.27 1 1 114.5 193.0 50.0 68.5 9.77 33.73 57.70 181.32 5.30
122307 7.13 1 1 107.5 199.0 53.0 80.5 10.59 27.77 63.69 125.21 7.12
122309 9.20 2 1 148.5 214.0 97.5 46.0 13.76 41.66 45.59 177.87 14.87
122318 5.08 1 1 135.0 198.0 79.0 47.5 11.26 36.51 52.36 88.12 7.31
122330 7.05 2 1 124.0 189.5 82.5 49.0 8.81 15.78 75.07 102.98 9.52
122356 9.08 2 1 137.0 204.0 57.0 55.5 17.68 28.61 54.06 211.09 10.27
122386 6.82 1 1 149.5 218.0 81.0 52.5 12.64 34.25 56.38 52.99 8.65
122397 4.16 1 2 141.0 203.5 64.5 49.5 10.16 23.13 68.46 64.56 18.91
122401 6.35 2 1 125.5 191.0 93.5 47.0 11.23 31.46 61.32 56.34 15.64
122404 4.30 1 1 140.0 206.0 65.5 53.0 18.99 33.77 48.58 140.24 8.99
122416 8.79 1 2 120.0 186.5 103.0 46.0 13.02 35.01 54.02 86.44 7.51
122421 8.30 2 2 133.0 181.5 42.0 40.5 15.85 49.61 38.86 96.55 16.81
122426 4.10 2 1 121.0 176.5 79.5 39.5 18.37 45.77 35.64 378.38 5.82
122444 6.51 1 1 119.0 187.5 112.0 46.0 13.59 29.36 56.94 171.98 8.97
122495 8.78 1 1 110.0 186.0 49.0 66.0 10.19 34.77 56.00 119.14 7.30
122514 3.95 1 2 140.0 207.5 64.0 54.5 18.32 31.82 49.16 105.02 6.13
122516 8.35 1 1 137.5 215.0 66.5 64.5 12.91 36.71 51.40 62.40 6.84
135016 6.32 1 1 115.5 185.5 91.0 51.5 15.29 32.69 54.84 94.89 11.72
135017 9.46 1 1 118.5 203.0 123.5 59.5 16.55 32.57 51.58 174.98 8.08
135027 5.05 1 1 119.0 184.0 80.5 48.5 19.70 41.19 39.14 217.69 2.10
135046 4.24 1 1 126.0 196.0 121.5 46.0 6.45 7.77 88.67 12.64 7.22
135054 4.04 1 1 133.5 189.0 50.5 45.0 17.28 31.41 49.97 99.51 5.05
135060 4.05 2 1 123.0 188.0 187.5 27.5 16.88 29.10 56.40 81.52 5.60
135066 4.08 1 1 115.0 183.5 96.5 49.5 12.91 27.29 59.81 75.23 4.32
135068 4.04 1 1 150.0 221.0 92.5 52.5 11.01 13.08 78.93 86.39 8.17
135086 4.22 1 1 146.5 212.0 138.5 38.0 10.54 15.51 74.78 68.20 4.78
135098 5.49 1 1 145.5 205.5 59.5 48.0 11.46 16.67 75.12 79.33 20.95
135104 5.14 2 1 119.5 183.5 68.5 50.5 14.95 17.98 69.91 80.49 20.10
135111 4.05 2 1 130.0 188.5 79.5 43.0 16.09 42.00 42.74 130.70 4.42
135124 4.19 2 1 125.0 182.5 65.0 44.5 12.53 38.73 49.91 70.44 6.23
135133 5.16 1 1 132.0 177.0 86.0 37.0 12.66 9.90 79.41 39.64 9.15
135148 6.84 1 1 124.5 185.5 98.5 41.5 12.50 26.11 60.88 118.63 7.57
135173 6.72 2 1 114.0 173.5 60.5 47.5 11.48 22.26 66.73 267.20 19.07
135175 7.05 2 1 122.0 184.0 45.5 52.5 9.14 25.24 65.97 400.31 3.67
135209 4.31 1 1 135.0 187.0 54.5 41.0 17.45 27.18 54.79 279.43 12.65
135238 5.29 2 1 124.5 191.5 114.5 44.0 9.18 30.75 64.31 59.25 13.23
135268 4.67 1 1 124.0 199.5 110.5 53.5 10.27 27.81 64.14 152.16 10.58
135287 4.06 1 1 116.0 176.5 72.0 46.0 13.68 26.30 60.46 116.63 5.97
135289 4.48 1 5 149.0 219.5 99.0 50.5 14.01 33.33 52.97 116.03 2.44
135336 4.03 1 1 148.5 207.5 114.5 36.0 11.98 27.69 61.14 139.23 6.38
135338 4.24 2 1 161.0 231.0 93.0 51.5 13.32 14.45 76.49 20.31 9.79
135342 9.68 1 2 127.0 201.5 90.5 56.5 15.42 35.50 49.18 498.45 14.87
135344 9.88 2 1 119.0 191.0 76.0 57.0 13.06 36.32 52.17 103.29 10.45
135351 4.19 1 1 120.0 194.5 53.5 63.5 10.69 36.33 55.32 171.86 8.52
135390 7.40 2 1 113.5 170.5 98.0 37.5 14.66 39.26 46.21 374.73 16.89
135395 6.10 1 1 109.0 173.0 47.5 54.5 9.81 31.58 59.32 76.99 13.24
135606 6.05 2 1 140.5 210.5 133.5 43.5 11.59 29.36 59.58 187.12 6.30
135624 5.57 2 4 130.5 191.5 69.0 47.0 11.03 34.76 56.39 179.55 20.67
135629 4.19 2 1 133.0 219.5 89.0 69.0 13.20 23.93 64.66 71.01 10.44
135631 6.04 2 1 121.0 193.0 61.0 60.0 11.04 35.66 54.68 223.41 14.31
135635 4.03 1 6 111.5 170.5 69.0 45.0 14.51 25.96 61.90 125.04 20.65
135663 8.97 1 1 122.0 202.5 57.0 69.0 20.64 37.84 41.84 187.55 13.89
135669 7.10 2 1 125.0 185.5 78.5 44.5 17.15 37.20 45.22 267.85 10.79
135676 4.05 1 6 119.5 201.5 45.5 72.5 9.66 19.84 72.22 52.73 16.19
135682 4.23 2 1 137.5 194.0 77.5 41.0 11.29 29.69 60.89 41.17 5.01
135685 4.54 2 1 131.5 205.5 114.0 51.5 12.01 31.29 57.68 85.50 8.28
135704 4.01 2 1 123.0 184.5 68.5 48.0 16.22 21.51 63.89 43.84 11.26
146506 6.29 2 1 111.5 175.5 99.5 44.5 16.21 37.95 47.06 209.94 10.78
146507 9.41 2 1 129.5 192.0 92.5 44.0 18.19 47.71 33.80 401.57 2.17
146520 8.17 2 1 118.5 181.0 61.5 50.0 13.60 35.95 52.08 221.82 14.54
146525 7.47 2 1 136.0 205.5 56.0 58.0 13.38 34.97 53.34 170.45 15.98
146527 7.47 1 1 117.5 196.5 51.5 68.5 20.58 40.13 39.44 766.00 11.73
146544 5.40 1 1 144.5 206.0 83.0 45.0 14.66 29.38 56.40 224.47 11.16
146564 6.06 1 1 121.0 201.0 67.5 66.5 9.48 33.66 59.53 129.10 13.10
146576 7.03 1 1 120.5 183.0 79.0 46.5 9.18 29.49 61.81 95.21 11.45
146603 7.93 2 1 120.5 193.5 98.0 53.0 13.02 26.19 64.61 92.88 15.69
146611 6.17 2 1 154.5 232.5 58.5 66.5 15.51 39.54 45.09 116.91 4.05
146682 5.06 1 1 136.0 201.5 97.5 46.0 13.51 25.73 60.62 80.42 4.97
146703 8.11 1 1 124.5 195.5 68.5 57.5 17.54 25.60 56.64 123.25 8.94
146720 5.25 2 1 114.5 176.0 143.0 33.0 12.56 29.28 58.22 75.82 7.69
146736 5.57 1 1 111.5 183.0 168.5 38.0 9.58 29.11 64.33 111.66 13.55
146773 5.13 1 1 109.5 167.5 56.0 47.0 15.26 28.22 57.10 100.64 7.10
146775 5.05 1 1 161.0 224.0 137.0 35.5 11.35 38.17 50.17 102.68 12.97
146790 8.19 2 1 153.5 223.0 88.5 52.0 21.21 44.14 34.37 404.68 13.26
146807 4.06 2 1 134.5 210.0 43.0 67.0 19.79 33.21 48.01 186.39 11.29
146808 4.14 2 1 111.5 176.0 51.5 54.0 13.02 31.37 56.57 173.18 5.49
146814 9.51 2 1 130.0 193.0 82.5 46.5 19.04 26.64 54.50 160.76 14.43
146829 5.36 1 1 142.5 201.0 100.0 38.5 16.47 27.75 56.11 299.46 5.87
146841 9.08 2 1 115.5 184.5 89.5 51.0 11.48 32.34 55.68 132.47 7.36
146909 6.89 1 1 110.0 178.0 82.0 51.5 15.93 27.37 57.34 175.16 7.46
146922 8.92 1 1 115.0 183.5 104.5 47.5 10.55 29.30 60.51 239.09 13.01
146932 5.66 2 1 133.5 208.0 99.5 54.5 21.24 28.49 52.56 169.07 14.89
146947 7.06 2 1 127.5 193.0 59.0 54.0 14.43 28.14 60.19 148.20 13.91
146968 8.12 1 1 130.0 206.5 93.5 58.0 17.30 45.48 36.79 212.00 9.27
147261 7.12 2 1 112.0 177.0 45.5 55.5 14.56 32.95 54.48 225.71 27.19
147264 6.12 2 1 145.0 207.5 70.0 48.5 9.89 27.44 65.61 75.28 15.98
147270 4.02 2 1 119.5 174.5 91.5 36.5 10.94 29.38 61.53 78.07 11.11
147293 7.18 2 1 148.0 218.0 105.5 49.0 12.72 27.47 61.20 109.32 19.36
147322 6.08 2 1 155.0 223.5 120.0 44.5 10.49 39.78 51.29 140.86 15.40
147348 6.59 1 1 113.5 182.5 70.5 55.0 11.91 39.25 51.24 276.64 12.54
147386 6.99 2 1 115.0 185.0 117.0 46.5 14.14 29.55 59.49 140.65 10.89
147387 5.00 2 1 113.0 188.0 127.5 49.5 13.59 40.88 45.90 91.74 6.20
147390 6.06 2 1 136.0 203.5 54.5 57.0 14.31 26.25 61.87 164.92 13.52
147401 6.13 2 1 121.5 182.5 68.0 47.5 16.41 19.32 65.97 66.17 8.55
147430 8.28 1 1 110.5 177.5 95.0 48.0 13.72 31.41 56.80 168.54 21.61
147445 5.70 2 1 129.5 188.5 114.0 36.5 12.80 25.07 64.45 59.39 6.82
147463 4.94 1 1 107.5 167.5 130.5 34.0 12.52 31.74 56.41 127.56 13.94
147464 9.10 2 1 163.0 231.5 85.5 51.0 13.79 39.04 47.90 140.70 8.22
147468 6.21 2 1 125.0 205.5 66.0 67.0 10.36 24.96 66.46 50.67 4.87
147488 5.14 2 1 117.0 184.0 95.5 48.0 13.19 29.52 57.85 56.70 6.19
147494 7.15 1 1 132.0 195.0 84.0 46.0 12.18 21.84 68.03 302.15 8.97
147495 8.08 2 1 111.5 176.5 68.5 51.5 12.23 16.83 73.67 61.03 14.89
147498 4.12 1 1 118.5 178.5 49.5 50.0 9.70 26.29 62.84 66.10 7.26
147516 8.14 1 1 108.5 183.0 127.5 49.0 12.84 25.18 63.38 180.46 12.68
147523 7.10 1 1 151.0 203.5 101.5 32.0 11.89 27.75 62.53 107.05 21.57
147532 7.07 1 1 125.5 191.0 85.5 48.0 13.59 30.65 56.39 111.08 6.80
147538 9.72 2 1 121.0 193.5 133.0 46.0 15.68 39.93 44.19 260.40 14.81
147540 8.08 2 1 135.0 197.5 80.0 46.5 18.82 42.05 39.51 426.24 10.45
147704 4.07 2 1 126.0 208.5 97.5 63.0 17.53 17.79 66.57 78.19 7.95
147706 5.87 1 1 111.0 181.0 67.5 56.5 12.65 30.81 56.62 104.33 4.37
147709 6.13 1 1 151.5 223.0 62.5 59.0 18.08 41.60 42.68 607.51 12.06
147714 8.53 1 1 138.0 211.5 99.5 53.5 13.10 22.10 65.12 79.57 13.53
147715 4.03 1 1 123.5 192.5 76.0 54.0 11.25 36.22 53.85 115.58 13.70
147726 6.37 1 1 109.5 169.5 58.5 48.5 13.54 28.69 58.36 175.52 12.80
147730 6.07 2 1 113.0 187.5 83.0 58.0 11.55 32.94 58.47 252.49 27.43
147742 8.45 2 1 135.5 210.0 101.5 54.0 15.37 13.56 72.00 127.71 12.62
147748 4.98 1 1 118.5 192.0 162.5 41.0 9.91 10.49 81.58 15.11 6.35
147769 7.16 1 1 112.5 176.0 82.5 47.0 13.96 28.41 59.64 549.35 4.67
147779 4.05 2 6 135.0 205.5 79.0 55.0 18.17 20.73 62.61 234.87 22.57
147791 4.26 2 1 113.5 180.0 99.0 46.5 13.31 28.02 64.42 11.46 13.58
147794 6.83 1 3 123.5 205.0 55.5 70.5 14.74 41.11 45.26 101.13 5.74
147808 5.04 2 1 124.0 182.0 91.5 38.5 16.91 11.79 73.26 49.52 17.38
147825 4.69 1 1 118.5 197.0 155.5 47.5 8.19 16.33 76.62 40.60 6.14
147829 6.26 1 1 130.5 198.5 49.5 58.0 13.74 22.47 65.10 62.85 8.94
147833 9.88 1 1 136.0 198.5 106.0 41.5 12.75 26.37 60.70 173.08 10.63
147839 5.03 2 1 156.5 228.5 164.0 39.5 17.64 21.59 61.37 142.86 9.94
147848 4.07 1 2 139.5 205.0 63.5 52.5 16.99 29.00 55.02 88.40 3.57
147852 8.10 1 1 116.0 183.0 54.0 56.0 12.45 37.81 51.15 230.81 6.71
147857 8.78 2 1 148.0 205.5 86.0 40.5 13.68 14.71 72.37 108.41 15.12
147859 6.14 2 1 127.5 201.5 73.5 59.5 15.54 18.22 66.77 185.68 22.01
158001 5.02 1 1 109.5 182.5 86.5 56.0 17.16 20.92 64.05 62.69 18.42
158026 6.00 2 1 114.0 176.0 58.0 50.0 11.19 35.90 53.04 172.95 7.59
158030 6.48 1 2 148.0 230.5 69.0 68.5 12.90 31.57 56.94 125.87 6.20
158040 5.95 1 2 113.0 180.0 38.0 59.0 13.88 30.71 58.36 149.75 14.89
158051 4.67 1 2 116.5 198.5 65.0 69.0 20.72 28.39 51.09 162.98 8.51
158132 4.57 2 2 126.5 205.0 77.0 63.0 13.76 48.11 39.38 313.43 13.01
158134 6.72 2 2 160.5 228.0 65.5 54.5 13.44 33.78 53.80 167.20 7.89
158141 9.44 2 2 145.0 214.0 59.0 57.0 16.26 21.71 62.40 105.73 8.51
158151 4.10 1 1 111.0 177.0 50.5 56.0 16.85 39.33 46.77 175.91 17.89
158179 9.19 1 2 116.0 183.0 73.0 52.5 15.14 27.84 57.65 115.61 12.77
158199 7.56 1 1 132.5 193.5 94.0 42.0 18.09 42.78 39.50 366.43 15.79
158202 4.45 1 1 121.0 174.5 66.5 40.0 15.04 40.28 47.47 145.87 17.88
158211 6.12 2 1 121.5 205.0 47.0 74.0 12.05 33.73 54.66 85.99 6.17
158216 6.32 1 1 124.5 209.0 78.5 69.0 10.09 24.37 67.28 39.00 6.62
158221 6.09 1 1 107.0 183.5 55.5 65.5 24.18 29.29 45.94 278.20 8.60
158229 5.11 2 1 126.0 189.5 80.0 47.5 9.89 27.52 63.47 219.26 12.94
158233 6.12 1 2 140.0 212.0 91.0 53.5 21.69 35.23 42.48 121.64 13.33
158254 7.11 1 1 150.0 210.5 43.0 51.5 10.78 31.79 58.40 105.69 12.81
158257 9.59 1 2 118.5 189.5 75.5 56.0 18.02 34.85 47.15 226.31 10.91
158259 5.75 1 1 107.0 177.5 56.5 59.0 11.16 18.73 71.06 27.51 7.47
158289 9.81 1 2 126.0 210.5 61.5 72.0 7.07 12.44 81.89 11.85 4.97
158293 6.05 1 1 107.0 184.5 105.5 56.0 14.23 31.99 54.37 78.99 8.97
158294 8.66 2 1 115.0 181.0 65.5 53.0 13.00 36.62 52.21 185.80 12.61
158300 7.61 2 2 113.5 186.5 67.5 59.5 16.51 33.60 51.82 135.89 10.47
158302 5.78 2 1 118.0 188.5 119.0 46.5 15.60 38.08 46.93 274.38 8.47
158307 4.12 2 1 123.0 188.5 115.0 42.5 10.97 27.30 63.34 47.46 7.77
158317 5.10 1 1 118.0 169.5 69.5 37.5 12.73 28.86 61.66 193.88 16.44
158338 6.10 2 1 123.5 179.0 60.0 43.5 17.18 28.20 54.92 87.68 10.22
158349 8.15 2 1 136.0 209.0 48.0 63.5 15.78 29.53 54.20 134.41 7.37
158361 8.04 2 2 158.0 217.5 101.0 39.5 13.71 12.72 75.61 23.77 15.13
158363 8.10 1 6 147.5 222.0 70.0 60.5 16.66 29.04 56.24 59.67 10.25
158372 7.22 2 1 162.0 230.0 67.0 54.5 21.07 29.37 49.44 615.29 10.87
158375 7.08 2 1 132.0 195.5 120.5 39.5 10.47 30.60 60.21 92.17 11.12
158386 8.42 2 2 113.5 171.5 41.5 49.5 20.60 28.47 49.28 123.36 3.58
158406 4.14 1 1 160.0 240.0 93.0 61.5 14.61 28.70 57.79 105.16 4.98
158411 6.12 1 1 114.5 170.0 74.5 40.5 9.80 17.41 77.02 43.15 21.44
158415 9.37 2 2 132.5 194.0 57.5 50.0 18.88 19.24 62.83 104.57 22.13
158416 4.04 2 1 162.0 225.5 89.5 45.5 11.03 25.30 65.06 65.35 6.22
158420 9.40 1 1 137.5 223.5 83.0 69.0 12.87 36.79 51.18 175.27 17.18
158429 6.11 1 1 111.0 175.5 56.0 53.5 16.79 30.01 54.94 151.83 9.23
158436 4.13 1 2 120.5 187.0 68.0 53.0 7.58 26.82 66.27 128.57 5.66
158439 8.12 2 2 161.0 249.5 61.5 76.0 12.67 31.96 56.42 257.38 15.70
158447 8.53 1 2 118.5 203.5 86.0 67.5 15.23 32.52 54.17 298.90 9.57
158454 6.70 2 4 111.5 207.5 208.5 54.5 12.40 21.95 65.20 143.48 7.09
158468 5.06 2 1 122.5 191.5 94.5 50.0 11.51 39.97 50.51 94.62 9.76
158470 8.05 1 1 134.0 202.5 114.0 46.0 9.63 21.37 68.96 109.53 7.70
158488 6.82 2 1 146.5 209.5 50.0 53.0 12.71 36.32 53.53 54.13 11.44
169014 8.34 2 1 161.0 224.5 125.5 38.0 8.25 15.39 78.38 60.41 15.42
169023 9.65 2 1 130.0 195.5 111.0 43.0 15.35 27.80 57.37 206.84 25.24
169027 6.82 2 1 154.5 219.5 99.5 45.0 8.46 35.41 56.92 75.16 9.60
169036 6.07 1 1 124.5 186.5 79.5 46.0 16.16 26.55 59.61 276.44 12.21
169045 5.80 2 1 143.0 213.0 49.5 60.0 11.12 24.46 66.01 149.30 12.92
169062 9.49 1 1 140.0 205.5 56.0 54.0 11.33 40.05 49.74 176.98 13.14
169109 9.80 2 1 137.5 212.5 64.5 62.0 13.02 41.82 47.32 250.60 18.09
169112 6.10 2 1 121.0 202.5 54.5 70.5 13.81 37.23 48.78 251.35 9.39
169122 8.44 2 1 131.5 197.5 78.5 50.0 11.98 18.02 70.20 75.12 10.52
169162 8.10 1 1 129.5 195.5 57.0 55.0 15.91 31.20 52.94 266.60 18.18
169178 6.23 2 1 160.0 217.5 70.5 43.5 13.90 23.21 65.30 130.53 25.97
169241 5.48 1 1 144.5 222.0 66.5 64.5 14.92 43.64 43.66 117.47 9.65
169253 9.04 2 1 117.5 178.5 135.5 34.0 14.92 38.41 47.69 261.39 4.80
169261 5.90 2 1 163.5 226.0 67.0 49.0 13.19 37.05 50.04 194.02 10.83
169291 8.96 1 1 123.0 198.5 79.5 59.5 10.98 33.86 56.26 111.71 4.34
169292 6.07 2 1 138.0 199.5 130.0 35.5 6.88 23.77 72.60 52.94 13.07
169299 5.69 2 1 137.0 195.0 51.0 47.5 7.75 30.57 62.37 167.27 14.29
169360 5.25 1 1 111.0 188.0 170.0 43.0 13.47 24.36 63.23 86.49 11.72
169432 4.95 2 1 127.0 194.5 91.5 49.0 9.28 27.13 67.18 35.69 14.83
179503 7.34 2 1 124.0 193.5 94.0 50.5 8.68 13.61 79.53 23.77 13.89
179513 7.18 1 1 111.5 178.0 59.5 54.5 10.65 23.88 65.95 59.76 7.37
179554 5.48 1 1 120.0 184.0 81.5 48.0 17.93 36.50 45.63 364.49 6.92
179619 6.67 2 1 163.5 229.5 91.5 48.0 18.99 26.37 54.35 201.42 13.77
179653 5.19 2 1 119.0 190.0 157.5 39.5 13.78 21.32 64.95 111.49 2.71
179656 4.08 1 1 130.5 192.5 151.5 31.5 12.37 39.09 49.96 116.47 6.37
179666 7.78 1 1 124.0 194.5 72.0 56.0 14.26 21.72 64.97 56.43 5.64
179671 5.19 1 1 123.0 192.0 84.0 52.5 15.95 27.66 58.24 111.86 7.27
179680 5.10 2 1 145.5 214.0 102.5 48.0 11.27 22.71 67.88 72.64 6.51
179693 4.13 1 1 150.0 221.0 57.0 59.5 25.68 18.71 58.05 143.61 13.19
179704 7.18 2 1 114.5 180.0 59.0 53.5 7.64 35.64 59.43 144.80 13.32
179716 7.19 1 1 121.0 178.0 82.0 40.5 15.61 25.95 60.01 121.71 22.09
179727 4.09 2 1 120.0 196.5 111.5 54.0 21.96 21.11 58.37 129.20 10.04
179732 4.17 2 1 112.0 173.5 86.5 44.0 11.94 25.53 63.52 142.53 10.33
179742 4.08 2 1 121.5 182.0 54.5 49.5 13.25 28.87 60.17 136.71 9.70
179812 8.01 1 1 107.0 160.0 68.0 39.5 16.47 31.78 51.27 302.88 15.43
179822 4.15 1 1 149.0 208.0 51.5 49.0 15.82 32.02 53.28 155.55 7.55
179838 8.19 1 1 120.0 183.0 62.0 50.5 13.12 39.19 49.04 78.23 10.91
179845 4.13 2 1 127.5 183.5 109.0 34.5 11.39 21.19 70.06 36.19 8.38
179847 4.09 2 1 115.0 170.0 64.5 42.0 12.13 19.28 69.29 136.90 17.14
179872 4.74 1 1 120.5 232.5 61.0 99.5 7.49 29.39 64.55 73.60 5.80
179907 6.70 1 1 147.5 226.0 162.5 46.0 10.63 35.55 54.62 71.23 7.64
179920 4.10 1 1 116.0 174.5 79.5 43.0 13.86 30.20 59.11 164.04 21.88
179938 4.28 1 1 118.0 174.5 78.0 41.0 9.88 30.21 62.22 75.63 11.56
179977 4.39 2 1 126.5 191.0 75.0 49.5 17.13 35.87 48.73 125.17 11.01
179980 4.04 1 1 113.5 179.5 147.0 37.0 12.48 31.17 57.95 93.14 5.27
;
run;
proc print data=pcat_baseline (obs=36);
id subjno age sex race;
var ldl totchol triglyc hdl calprot calfat calcarb dchol dfiber;
title "The PCAT Study";
title2 "Data Listing of the Baseline Measurements";
run;
proc freq data=pcat_baseline;
table sex*race;
title2 "Frequency Table of Sex by Race";
run;
proc means data=pcat_baseline;
var age ldl totchol triglyc hdl calprot calfat calcarb dchol dfiber;
title2 "Descriptive Statistics of the Continuous Variables at Baseline";
run;
proc sort data=pcat_baseline out=pcat_baseline2;
by sex;
run;
proc means data=pcat_baseline2;
by sex;
var age ldl totchol triglyc hdl calprot calfat calcarb dchol dfiber;
title2 "Descriptive Statistics of the Continuous Variables at Baseline by Sex";
run;
proc gplot data=pcat_baseline2;
plot ldl*sex/vaxis=axis1 haxis=axis2 nolegend frame;
axis1 label=(a=90 'LDL Cholesterol');
axis2 offset=(20) label=('Sex') minor=none major=(number=2);
symbol value=x color=black;
title2 "Scatterplot of LDL Cholesterol by Sex";
run;
proc gplot data=pcat_baseline2;
plot ldl*sex/vaxis=axis1 haxis=axis2 nolegend frame;
axis1 label=(a=90 'LDL Cholesterol');
axis2 offset=(20) label=('Sex') minor=none major=(number=2);
symbol interpol=box color=black;
title2 "Box Plots of LDL Cholesterol for Each Sex";
run;
data pcat_baseline3;
set pcat_baseline;
white=0;
female=sex-1;
label white="Caucasian"
female="Female";
if race=1 then white=1;
run;
proc reg data=pcat_baseline3;
model ldl=age white female calprot calfat calcarb dchol dfiber;
run;
Tershakovec et al (One-year follow-up of nutrition education for hypercholesterolemic children. American Journal of Public Health 1998; 88: 258-261) conducted a trial in which hypercholesterolemic children were randomized to three different nutritional educational groups:
- parent-child autotutorial (PCAT);
- counseling;
- control.
The primary outcome was LDL cholesterol and it was assessed at 0 (baseline), 3, 6, and 12 months.
A multiple regression model was applied to determine whether demographic and nutritional intake variables were predictive of LDL cholesterol at baseline. Run this program. Look at the regression output. Do you see only one statistically significant predictor? Female status (p = 0.0004). Now look at the output for the means and the scatterplot of LDL by Sex. Do you see mean LDL among females that is 6.2 mg/dL greater than the male average LDL?
Example
ANCOVA Section
The longitudinal data from the one-year follow-up are provided but not analyzed (beyond the scope of this course).
*******************************************************************************************
* The following data set is taken from the PCAT (Parent-Child Auto-Tutorial) Study: *
* Tershakovec AM, Shannon BM, Achterberg CL, McKenzie JM, Martel JK, *
* Smiciklas-Wright H, Pammer SE, Cortner JA. (1998). One-year follow-up *
* of nutrition education for hypercholesterolemic children. American Journal of *
* Public Health 88, 258-261. *
* *
* This data set consists of repeated measurements on 261 of the participants. *
*******************************************************************************************;
proc format;
value sexfmt 1='Male' 2='Female';
value racefmt 1='White' 2='Black' 3='Oriental' 4='Iranian' 5='Indian' 6='Hispanic';
value tgrpfmt 0='PCAT' 1='Counseling' 2='Control';
run;
data pcat_longitud;
input subjno age sex race trtgroup period ldl totchol triglyc hdl
calprot calfat calcarb dchol dfiber;
label subjno ='Subject #'
age ='Age'
race ='Race'
trtgroup='Treatment Group'
period ='Period (months)'
ldl ='LDL Cholesterol (mg/dL)'
totchol ='Total Cholesterol (mg/dL)'
triglyc ='Triglycerides (mg/dL)'
hdl ='HDL Cholesterol (mg/dL)'
calprot ='% Calories from Protein'
calfat ='% Calories from Fat'
calcarb ='% Calories from Carbohydrates'
dchol ='Dietary Cholesterol'
dfiber ='Dietary Fiber';
cards;
110013 1 1 8.2 2 0 109.5 181.0 120.5 47.5 13.3333 25.1433 62.7367 255.287 18.3133
110013 1 1 8.2 2 3 132.5 198.0 94.5 46.5 11.8167 32.6300 57.0467 215.793 30.1700
110013 1 1 8.2 2 6 98.5 154.5 82.0 40.0 10.9967 35.1867 55.2133 335.770 20.8800
110013 1 1 8.2 2 12 130.0 199.0 90.0 51.0 12.9067 29.5167 59.4933 301.413 21.2667
110019 1 2 9.3 2 0 117.0 191.0 117.0 50.5 18.8567 38.2800 43.3767 254.883 5.0667
110019 1 2 9.3 2 3 130.0 199.0 122.0 44.5 14.8400 31.8333 54.7167 105.027 6.2100
110019 1 2 9.3 2 6 142.5 220.0 152.5 47.0 13.8367 44.1567 42.1133 254.733 8.8800
110019 1 2 9.3 2 12 106.0 178.0 138.0 44.0 14.1633 44.3133 42.0567 87.373 6.0467
110042 1 1 4.2 1 0 123.5 188.5 111.0 42.5 12.6933 30.7733 58.5067 70.067 11.6533
110042 1 1 4.2 1 3 114.0 185.0 97.0 51.5 12.8800 26.6633 62.0967 51.893 13.4900
110042 1 1 4.2 1 6 132.0 201.5 100.0 49.5 12.0467 21.4200 68.7967 43.683 7.9533
110042 1 1 4.2 1 12 136.0 202.0 55.5 55.0 11.2900 22.1467 68.4433 88.453 10.2200
110067 1 2 5.7 2 0 117.5 185.5 69.0 54.5 13.1333 25.7600 63.5700 81.763 13.4600
110067 1 2 5.7 2 3 107.0 173.5 60.5 54.5 12.5167 30.4067 58.9733 116.297 19.3600
110067 1 2 5.7 2 6 109.0 175.5 65.0 53.5 11.1300 29.5100 61.4700 113.133 13.9700
110067 1 2 5.7 2 12 105.0 166.5 79.5 46.0 9.7567 28.9000 64.4200 103.990 19.9300
110109 1 2 5.5 1 0 123.0 184.5 90.0 43.5 13.9400 29.3067 57.8833 99.683 7.9467
110109 1 2 5.5 1 3 127.0 194.0 56.0 56.0 11.9867 32.2033 55.6333 128.803 5.7367
110110 1 1 8.5 2 0 112.0 163.5 58.5 39.5 10.7767 31.4733 59.2933 193.120 12.4033
110110 1 1 8.5 2 3 100.5 151.5 82.5 34.5 17.3267 29.8967 54.1067 342.943 10.3800
110110 1 1 8.5 2 6 95.5 143.5 74.5 33.0 11.8867 33.5967 56.4267 178.543 17.2400
110110 1 1 8.5 2 12 92.0 145.0 82.0 36.5 12.3133 34.6633 54.8067 152.817 14.4400
110115 1 1 5.5 2 0 118.5 180.0 59.0 50.0 10.4733 30.2833 60.9733 288.073 11.0233
110115 1 1 5.5 2 3 116.0 178.0 51.5 51.5 11.3000 32.3367 58.7800 130.150 19.9233
110115 1 1 5.5 2 6 115.5 174.0 90.0 40.5 15.0133 27.9933 57.3167 168.307 11.3567
110115 1 1 5.5 2 12 105.5 163.5 80.0 42.0 10.7167 31.1567 59.8067 192.777 15.1900
110118 1 2 4.8 0 0 144.0 207.0 81.0 46.5 11.0600 29.8133 59.6700 209.077 11.4667
110118 1 2 4.8 0 3 122.0 183.5 109.5 39.5 14.9700 32.9067 52.7567 190.250 5.2633
110118 1 2 4.8 0 6 128.0 187.5 68.5 45.5 14.5300 30.3967 55.7100 91.453 6.2267
110118 1 2 4.8 0 12 129.0 198.0 147.0 40.0 13.5900 26.1833 60.9267 181.220 4.6867
110120 1 2 6.7 1 0 135.5 206.5 74.5 56.0 14.1000 32.1900 53.9500 130.707 7.7467
110120 1 2 6.7 1 3 127.0 199.5 73.5 58.0 12.8533 18.7500 69.5467 120.897 11.6633
110120 1 2 6.7 1 6 135.0 207.0 67.0 59.0 13.8033 23.9667 62.9400 198.137 8.9700
110120 1 2 6.7 1 12 125.0 197.0 78.0 56.0 13.3167 31.1033 56.1300 201.050 7.5467
110123 2 2 8.5 0 0 127.5 192.5 66.5 51.5 11.3333 32.3833 57.0467 80.567 9.0867
110123 2 2 8.5 0 3 124.5 194.0 75.5 54.0 17.2500 31.0833 53.1800 179.437 14.0933
110135 1 2 9.0 1 0 132.5 201.0 47.0 59.0 16.7033 28.4333 55.9233 164.040 12.2300
110149 1 1 9.7 2 0 114.0 190.5 77.0 61.0 10.8000 33.3467 57.5700 118.470 10.9733
110149 1 1 9.7 2 3 106.0 173.5 58.5 56.0 13.6533 29.2200 57.2033 119.113 10.5567
110149 1 1 9.7 2 6 83.5 146.5 70.0 49.0 14.5933 31.5833 54.9567 186.023 6.6800
110149 1 1 9.7 2 12 96.5 171.0 110.0 52.5 14.4033 34.5633 51.3400 258.147 11.3700
110167 1 1 6.2 2 0 119.5 194.5 51.5 64.5 12.0933 24.5267 64.5333 241.747 12.5200
110167 1 1 6.2 2 12 97.0 163.0 57.0 55.0 14.2100 35.1567 51.7433 242.417 16.2000
110232 1 2 8.5 0 0 115.0 192.0 153.5 46.0 15.8267 25.5233 58.8967 83.163 5.2033
110232 1 2 8.5 0 6 122.0 187.0 60.0 53.0 12.3200 36.7200 52.2000 139.130 7.8567
110232 1 2 8.5 0 12 116.0 181.0 85.0 48.0 17.6067 34.8467 48.5833 221.760 15.4600
110239 2 2 9.5 2 0 127.5 205.0 59.0 66.0 12.1433 38.3933 50.4067 287.760 13.4967
110239 2 2 9.5 2 3 122.0 183.0 53.0 50.0 14.5333 36.0167 50.1500 203.413 14.0867
110239 2 2 9.5 2 6 106.0 173.0 56.0 56.0 12.3967 30.5233 57.2000 146.043 10.1167
110239 2 2 9.5 2 12 104.0 178.0 60.0 62.0 14.6533 37.2500 48.8800 382.637 15.7367
110244 1 2 5.4 1 0 138.5 213.5 66.5 61.5 14.1467 34.4000 52.5500 200.540 11.1800
110244 1 2 5.4 1 3 136.0 204.5 61.5 56.5 10.4233 24.9800 65.7667 59.937 5.9000
110244 1 2 5.4 1 6 98.5 169.5 107.5 49.5 15.7667 34.2733 50.4067 199.673 8.9500
110244 1 2 5.4 1 12 112.5 180.5 116.0 44.5 10.7533 29.0133 61.4767 112.547 9.3867
110254 1 1 5.8 1 0 109.0 170.0 72.0 47.0 14.4067 22.3667 65.5700 195.790 15.4233
110254 1 1 5.8 1 3 122.5 185.5 59.5 51.0 14.3850 27.3050 60.6600 115.290 16.4400
110254 1 1 5.8 1 6 105.5 162.5 52.0 46.5 . . . . .
110261 1 2 8.0 2 0 154.0 213.5 93.5 40.5 13.0433 30.9233 56.8267 314.497 10.9833
110261 1 2 8.0 2 3 142.0 211.0 157.5 37.5 12.2267 30.9333 58.8800 116.367 17.6200
110261 1 2 8.0 2 6 142.5 211.5 138.0 41.5 13.6933 31.1533 55.7667 185.683 10.7433
110261 1 2 8.0 2 12 155.0 226.0 158.5 39.0 15.0067 31.3367 54.8267 511.783 18.4633
110270 1 1 4.0 2 0 110.0 173.0 70.0 49.0 16.1200 14.0833 70.6900 66.327 12.1200
110270 1 1 4.0 2 3 127.0 183.0 74.0 41.5 14.3533 22.1700 64.5667 77.950 8.7367
110270 1 1 4.0 2 6 108.0 171.0 59.5 51.0 12.8700 26.1967 62.1767 66.990 6.4567
110270 1 1 4.0 2 12 91.5 150.5 74.5 44.0 14.3267 22.1800 64.4400 77.323 7.3367
110678 1 2 6.2 0 0 133.5 190.5 81.0 41.0 11.9967 35.9333 53.1067 117.737 7.3833
110678 1 2 6.2 0 3 127.5 181.5 50.5 59.0 17.6367 26.9333 55.9300 101.173 9.4600
110678 1 2 6.2 0 6 122.5 180.5 50.5 48.0 17.8900 24.3000 57.6567 129.730 11.1300
110678 1 2 6.2 0 12 117.0 170.0 55.0 42.0 16.9233 34.5600 47.5700 144.483 7.5367
111001 1 1 9.4 1 0 116.0 188.0 48.0 62.5 17.4467 35.1667 47.3300 156.697 9.4500
111001 1 1 9.4 1 3 114.0 180.5 40.0 58.5 20.1733 30.0567 48.8033 183.840 6.6500
111001 1 1 9.4 1 6 113.5 176.5 52.0 52.5 14.8700 35.5800 48.6033 127.190 5.6767
111001 1 1 9.4 1 12 118.5 188.0 38.5 61.5 10.0167 37.7900 52.8767 98.017 11.1733
111003 1 1 8.0 0 0 112.0 183.0 59.0 59.0 12.9733 21.5700 67.5667 123.557 16.6300
111003 1 1 8.0 0 3 . . . . 12.4100 14.1300 76.4700 50.560 17.7900
111005 1 2 7.9 2 0 133.5 193.5 53.5 49.5 9.7567 35.4500 56.2867 323.970 10.5900
111005 1 2 7.9 2 3 106.5 166.5 82.0 43.5 9.6300 23.9600 67.6267 219.450 9.6967
111005 1 2 7.9 2 6 143.5 214.5 57.0 59.5 10.8667 34.6000 55.5467 321.860 8.0433
111005 1 2 7.9 2 12 136.0 199.5 65.5 50.5 11.1000 31.2300 58.3867 164.910 10.2367
111014 1 1 7.0 2 0 127.0 193.0 61.5 53.5 12.9300 29.3733 59.6533 146.307 18.4933
111014 1 1 7.0 2 3 137.0 214.5 79.5 61.5 12.8200 31.7233 56.3733 198.740 9.0867
111014 1 1 7.0 2 6 128.5 194.5 66.5 52.5 15.4800 36.1500 48.9033 462.237 8.7367
111014 1 1 7.0 2 12 148.0 216.5 73.0 54.0 15.6267 34.8067 50.7000 303.160 15.6367
111019 1 1 4.4 1 0 133.0 191.0 91.0 40.0 13.0167 19.4733 69.2600 77.673 9.0867
111019 1 1 4.4 1 3 133.0 188.5 91.0 37.0 17.1367 24.4667 59.4467 192.433 6.4867
111019 1 1 4.4 1 6 128.0 190.0 100.5 42.0 17.1067 20.9133 64.5033 149.270 11.3267
111019 1 1 4.4 1 12 126.0 176.0 68.0 36.5 16.8867 20.6600 65.4533 133.703 13.2867
111025 1 1 6.9 1 0 111.0 186.0 75.5 60.0 14.5767 30.2267 55.8200 109.947 8.3700
111025 1 1 6.9 1 3 112.0 184.0 59.0 60.0 18.3200 31.3733 50.4300 284.887 8.3633
111025 1 1 6.9 1 6 . . . . 11.7200 20.9200 67.8900 46.950 11.7200
111025 1 1 6.9 1 12 . . . . 13.8467 30.7367 55.3900 218.423 5.6833
111036 1 2 6.2 0 0 119.0 188.0 103.0 48.5 9.6900 31.6500 60.7400 149.710 11.7867
111036 1 2 6.2 0 3 . . . . 12.8200 28.4100 59.4400 121.210 4.8800
111071 1 1 9.4 2 0 118.0 189.5 73.5 57.0 11.8933 32.4900 56.7567 122.850 11.2633
111071 1 1 9.4 2 3 143.5 217.5 69.5 60.0 12.8967 33.7400 55.5400 93.220 8.0000
111071 1 1 9.4 2 6 140.5 208.5 92.0 50.0 12.6633 24.5233 64.6733 80.817 5.8567
111071 1 1 9.4 2 12 115.0 192.0 146.5 48.0 16.8533 31.0233 54.7300 141.393 14.9400
122063 1 1 4.3 2 0 110.0 184.5 155.0 43.0 13.1933 28.4967 61.6267 115.120 16.0100
122063 1 1 4.3 2 3 121.5 190.0 141.0 40.5 14.2900 29.0133 58.2500 201.640 13.2267
122063 1 1 4.3 2 6 116.0 176.5 100.5 40.5 10.8667 27.3700 64.0367 175.797 15.8767
122063 1 1 4.3 2 12 155.0 225.0 89.0 52.0 17.4133 31.9767 51.4800 402.430 11.8333
122088 1 2 8.3 1 0 144.5 235.0 54.5 79.5 16.2567 40.6633 43.1267 224.550 8.7367
122088 1 2 8.3 1 3 123.5 212.0 77.5 73.0 16.5533 33.7700 50.6033 161.903 9.4100
122088 1 2 8.3 1 6 . . . . 17.4700 35.9100 47.7300 320.830 14.7200
122095 1 2 4.2 2 0 131.0 196.0 54.5 54.0 14.3567 26.1200 60.4600 232.297 7.9500
122095 1 2 4.2 2 3 129.0 194.5 47.0 56.0 16.5533 35.1667 50.0900 181.223 8.8000
122095 1 2 4.2 2 6 102.0 158.5 56.0 45.5 12.2467 31.7500 57.0733 248.167 7.8433
122095 1 2 4.2 2 12 136.5 197.5 46.5 51.5 15.4333 32.7867 52.9433 187.417 7.3600
122117 1 2 7.3 2 0 120.5 181.0 58.5 48.5 10.2867 34.4000 56.5167 258.123 7.7000
122117 1 2 7.3 2 3 128.0 184.0 46.0 47.0 10.5200 22.1467 68.7433 166.550 6.8467
122117 1 2 7.3 2 6 112.0 170.0 93.5 39.5 10.9600 33.4833 56.0933 94.660 8.4800
122117 1 2 7.3 2 12 118.0 173.5 68.0 42.0 13.0867 28.3400 59.5733 140.577 6.8600
122154 1 2 8.0 2 0 135.0 210.0 99.0 55.5 16.0733 28.7267 56.0500 101.093 11.3300
122154 1 2 8.0 2 3 139.0 213.0 136.0 46.5 18.1233 18.6567 64.4300 82.227 9.7600
122154 1 2 8.0 2 6 114.5 189.0 137.0 47.5 12.5700 28.2300 61.3433 74.050 13.1067
122154 1 2 8.0 2 12 152.5 241.0 154.5 58.0 13.7100 26.9300 60.7400 73.487 10.1533
122158 1 1 8.1 2 0 124.0 193.5 78.5 54.0 21.1567 31.6867 48.1300 139.293 8.4167
122158 1 1 8.1 2 3 119.5 190.0 100.5 50.5 18.7933 27.1100 54.1267 132.383 5.8867
122158 1 1 8.1 2 6 137.5 215.0 89.5 60.0 17.7633 24.3967 60.1167 156.940 9.5400
122158 1 1 8.1 2 12 142.5 220.5 122.5 53.5 15.3267 29.7267 54.5733 128.757 6.2167
122172 2 2 4.7 0 0 113.0 194.0 76.5 65.5 16.5200 29.1367 56.2633 114.403 10.6400
122172 2 2 4.7 0 3 . . . . 10.2100 13.2400 79.2300 23.190 5.6200
122206 1 2 7.2 1 0 126.5 191.0 82.0 48.0 10.7800 30.1600 60.2500 94.513 5.8100
122206 1 2 7.2 1 3 110.0 169.5 79.5 44.0 14.6100 25.4533 61.4433 106.953 8.5900
122206 1 2 7.2 1 6 113.5 180.0 110.5 44.5 16.4367 25.3933 60.2867 96.423 9.5133
122206 1 2 7.2 1 12 116.0 175.5 70.5 45.5 14.9733 23.4967 63.3300 67.487 10.3633
122223 1 1 4.0 1 0 109.0 173.5 49.5 54.5 20.3667 33.2833 48.6667 202.417 11.1067
122223 1 1 4.0 1 3 122.5 187.5 39.0 57.5 12.1033 18.9700 70.5533 136.057 8.0133
122223 1 1 4.0 1 6 106.0 167.0 52.5 50.5 14.5933 22.7600 65.1400 141.043 12.4533
122223 1 1 4.0 1 12 123.0 183.0 67.0 46.5 11.5167 20.2033 70.1033 123.553 15.0633
122231 1 2 4.1 1 0 150.5 221.5 152.0 40.5 14.3333 29.1800 58.0533 99.090 7.5300
122231 1 2 4.1 1 3 . . . . 14.6333 19.0767 68.7100 52.910 11.6700
122246 1 1 7.3 1 0 118.5 189.5 58.0 59.5 14.0533 23.4133 63.1667 139.020 14.1767
122246 1 1 7.3 1 3 110.5 193.0 56.5 71.0 12.9333 23.2033 65.1233 119.610 14.1733
122246 1 1 7.3 1 6 118.0 193.0 67.5 61.5 10.0667 30.6467 61.8600 137.910 19.4500
122246 1 1 7.3 1 12 143.0 226.0 45.5 73.5 11.1867 21.7933 68.3967 62.730 11.0700
122251 1 1 8.2 0 0 114.5 193.0 50.0 68.5 14.2833 33.0467 53.0400 230.777 5.8700
122251 1 1 8.2 0 3 105.0 181.5 66.5 63.5 12.1067 31.3600 56.5933 197.750 4.7367
122251 1 1 8.2 0 6 118.0 197.5 61.0 67.5 16.7000 36.0300 47.7267 288.727 7.0833
122251 1 1 8.2 0 12 120.5 193.5 57.5 61.5 16.3033 32.7767 50.8367 157.743 5.9233
122307 1 1 7.1 0 0 107.5 199.0 53.0 80.5 12.3967 29.7967 59.7333 105.883 13.5733
122307 1 1 7.1 0 6 102.5 196.0 94.0 75.0 . . . . .
122307 1 1 7.1 0 12 136.0 226.0 58.0 78.0 16.1867 35.2467 50.0967 184.053 13.0567
122309 1 2 9.0 1 0 148.5 214.0 97.5 46.0 15.3933 41.2433 44.3867 129.907 12.4333
122309 1 2 9.0 1 3 141.5 199.5 91.5 40.0 11.3300 28.5200 61.2867 72.977 11.8033
122309 1 2 9.0 1 6 144.5 202.0 98.5 38.0 13.2000 30.1000 57.7633 111.607 12.2333
122309 1 2 9.0 1 12 123.5 183.0 77.0 44.5 13.6067 28.8267 57.8567 112.937 9.8900
122318 1 1 5.0 2 0 135.0 198.0 79.0 47.5 10.1067 34.7833 56.2233 71.300 7.7900
122318 1 1 5.0 2 3 158.0 226.0 100.0 48.0 10.6333 30.6533 60.2267 111.770 9.9200
122318 1 1 5.0 2 6 111.5 170.0 82.5 42.0 6.8100 34.4867 60.3300 142.750 12.4533
122318 1 1 5.0 2 12 146.0 209.5 90.0 45.5 13.2600 25.4733 62.6833 76.490 11.6567
122330 1 2 7.0 0 0 124.0 189.5 82.5 49.0 8.7267 24.3200 67.9067 153.760 7.5833
122330 1 2 7.0 0 3 80.5 138.5 90.5 40.0 12.6933 19.7000 69.6400 31.393 5.1433
122330 1 2 7.0 0 6 105.5 172.0 153.0 36.0 12.2800 23.2733 65.1033 54.603 6.6933
122330 1 2 7.0 0 12 121.5 182.0 91.5 42.5 12.1733 26.6333 62.5833 58.277 7.3633
122356 1 2 9.0 0 0 137.0 204.0 57.0 55.5 14.9167 32.9767 52.7767 219.697 10.0133
122356 1 2 9.0 0 3 117.0 184.0 54.0 56.0 14.1533 37.5633 49.6933 218.377 12.1967
122356 1 2 9.0 0 6 132.0 200.0 62.0 55.5 13.5167 35.4633 51.8833 136.163 13.3667
122356 1 2 9.0 0 12 146.0 213.0 59.5 55.0 18.5767 37.3533 45.1000 192.340 12.9533
122386 1 1 6.8 2 0 149.5 218.0 81.0 52.5 14.4267 32.9833 54.3300 113.650 8.9800
122386 1 1 6.8 2 3 152.5 221.5 94.5 50.0 11.8367 31.9400 57.9600 129.880 14.2567
122386 1 1 6.8 2 6 138.0 206.5 96.0 49.0 12.2933 23.7433 64.6933 139.543 11.1233
122386 1 1 6.8 2 12 126.0 195.0 84.5 52.0 9.4700 34.6700 57.5867 192.633 28.4867
122397 2 1 4.0 2 0 141.0 203.5 64.5 49.5 11.9133 24.3033 66.4533 81.213 19.2767
122397 2 1 4.0 2 3 132.0 188.5 80.5 40.5 12.0767 22.9100 65.8133 119.717 16.3467
122397 2 1 4.0 2 6 120.0 178.0 69.0 44.0 15.6200 25.0967 60.2967 195.893 8.9800
122397 2 1 4.0 2 12 128.5 187.5 76.5 44.0 13.3233 26.7433 61.4800 140.227 18.4667
122401 1 2 6.2 2 0 125.5 191.0 93.5 47.0 15.0400 29.4733 57.4867 140.420 13.4867
122401 1 2 6.2 2 3 109.0 177.5 131.0 42.5 13.7267 31.0100 56.7233 192.440 13.4600
122401 1 2 6.2 2 6 121.5 187.0 104.5 45.0 11.7100 31.0933 59.4000 112.473 15.4933
122401 1 2 6.2 2 12 101.0 162.5 107.5 40.0 16.3267 19.6700 65.9500 115.260 17.3733
122404 1 1 4.2 1 0 140.0 206.0 65.5 53.0 16.5733 30.7033 53.9167 130.667 8.7500
122404 1 1 4.2 1 3 133.0 191.0 76.5 43.0 13.7267 15.0733 72.9900 87.700 10.5133
122404 1 1 4.2 1 6 143.5 207.5 100.0 44.0 19.2500 16.5967 65.0200 69.657 6.8300
122404 1 1 4.2 1 12 125.0 174.0 81.5 46.0 16.6300 27.8967 56.4800 152.527 7.8267
122416 2 1 8.7 1 0 120.0 186.5 103.0 46.0 11.8467 30.5733 58.8633 84.263 7.2233
122416 2 1 8.7 1 3 117.0 182.5 100.5 45.0 13.1333 33.5500 54.5567 196.593 9.7267
122416 2 1 8.7 1 6 119.5 185.5 87.5 48.5 14.6000 30.6933 55.7033 102.023 7.3867
122416 2 1 8.7 1 12 123.5 184.0 88.5 42.5 17.3500 36.7233 46.5800 151.910 10.4933
122421 2 2 8.1 2 0 133.0 181.5 42.0 40.5 15.8900 32.2433 53.7600 106.777 12.4167
122421 2 2 8.1 2 3 127.5 184.0 67.5 43.0 18.5133 32.4733 49.1433 87.540 6.2933
122421 2 2 8.1 2 6 111.5 167.0 73.0 41.0 11.6467 31.7833 58.4267 163.553 17.1300
122421 2 2 8.1 2 12 112.5 161.5 56.0 37.5 15.1167 36.4633 49.7967 136.640 10.9100
122426 1 2 4.0 2 0 121.0 176.5 79.5 39.5 15.1133 36.1800 49.0500 219.493 6.0100
122426 1 2 4.0 2 3 149.0 213.0 96.0 45.0 13.8000 32.1667 54.3000 236.557 6.7667
122426 1 2 4.0 2 6 148.0 212.5 103.0 44.0 13.0867 31.4567 55.8100 217.887 5.2633
122426 1 2 4.0 2 12 118.5 178.0 79.0 43.5 11.5033 37.2033 52.2000 172.640 6.2167
122444 1 1 6.1 0 0 119.0 187.5 112.0 46.0 12.5100 32.6600 55.9500 189.770 9.3033
122495 1 1 8.7 1 0 110.0 186.0 49.0 66.0 11.9600 33.9900 54.4533 164.607 7.6900
122495 1 1 8.7 1 3 109.5 183.5 69.5 60.0 14.7767 26.1033 59.6800 157.527 8.7633
122495 1 1 8.7 1 6 101.5 176.0 62.5 62.0 13.0633 33.4500 54.1967 144.467 8.9733
122495 1 1 8.7 1 12 97.5 174.5 73.0 62.5 14.3300 29.8800 56.0700 106.113 8.0967
122514 2 1 3.9 0 0 140.0 207.5 64.0 54.5 15.0500 27.0333 58.9167 63.710 10.1300
122514 2 1 3.9 0 3 119.0 182.0 49.5 53.5 15.5333 27.8300 57.2867 132.117 18.2367
122514 2 1 3.9 0 6 122.5 180.0 57.0 46.0 14.3533 31.8100 54.9800 133.747 7.8067
122516 1 1 8.3 0 0 137.5 215.0 66.5 64.5 12.3767 38.7233 50.7300 245.907 10.9033
122516 1 1 8.3 0 3 130.5 199.5 85.5 52.0 14.5833 34.5900 52.1500 127.747 14.6967
122516 1 1 8.3 0 6 119.5 191.0 65.0 58.5 14.6900 33.3667 53.0933 216.660 14.7967
122516 1 1 8.3 0 12 116.5 187.5 98.0 51.5 20.1267 26.4700 54.4767 323.370 13.8833
135016 1 1 6.3 1 0 115.5 185.5 91.0 51.5 14.4100 31.1867 57.1667 116.810 12.8867
135016 1 1 6.3 1 3 135.0 202.5 47.5 58.0 13.6567 35.7967 52.1900 179.723 11.1667
135016 1 1 6.3 1 6 110.0 169.0 72.5 44.5 16.9167 27.7033 56.0967 160.010 13.4133
135016 1 1 6.3 1 12 123.5 188.5 69.5 51.0 10.9833 28.4133 63.7333 163.043 18.3967
135017 1 1 9.4 0 0 118.5 203.0 123.5 59.5 14.6433 38.5500 47.3367 172.483 10.2367
135017 1 1 9.4 0 3 . . . . 12.3200 33.3700 56.0200 237.630 6.3600
135027 1 1 5.0 0 0 119.0 184.0 80.5 48.5 17.2000 38.9067 44.9300 188.723 7.4300
135027 1 1 5.0 0 3 102.5 163.5 60.0 49.0 . . . . .
135027 1 1 5.0 0 6 108.0 171.5 68.0 50.0 14.8933 29.0867 56.6833 290.510 5.4200
135027 1 1 5.0 0 12 118.0 181.5 52.0 53.5 15.9567 31.4033 53.3667 166.597 6.4667
135046 1 1 4.2 2 0 126.0 196.0 121.5 46.0 9.2733 12.7400 80.8233 17.973 6.6600
135046 1 1 4.2 2 3 140.5 204.5 88.5 46.5 10.9433 14.9667 77.6833 45.683 13.0033
135046 1 1 4.2 2 6 130.0 191.0 69.5 47.0 10.0300 19.2200 73.7167 136.940 13.9100
135046 1 1 4.2 2 12 127.0 185.5 53.0 47.5 9.0100 21.6467 71.4833 64.943 15.5767
135054 1 1 4.0 0 0 133.5 189.0 50.5 45.0 16.5900 24.5233 59.3733 64.793 6.7067
135054 1 1 4.0 0 3 122.0 176.0 53.0 43.5 11.1467 30.0500 60.5500 76.180 14.6700
135060 1 2 4.0 1 0 123.0 188.0 187.5 27.5 12.0800 18.7000 70.6900 96.650 5.6833
135060 1 2 4.0 1 3 141.5 215.5 234.0 27.0 11.0567 23.0500 67.4000 53.563 8.0200
135060 1 2 4.0 1 6 121.0 180.5 149.5 29.5 11.4900 16.0133 73.1200 57.080 7.5833
135060 1 2 4.0 1 12 154.0 207.5 111.0 31.5 13.7233 19.9233 68.1933 138.243 18.2933
135066 1 1 4.0 0 0 115.0 183.5 96.5 49.5 15.3500 24.6467 60.8833 78.350 7.5067
135066 1 1 4.0 0 3 109.0 181.0 139.0 44.0 9.8800 27.0933 64.8500 55.527 2.8933
135066 1 1 4.0 0 6 . . . . 15.6600 33.2467 52.0833 192.003 9.3900
135068 1 1 4.0 2 0 150.0 221.0 92.5 52.5 11.4600 26.4733 64.3433 139.633 7.0300
135068 1 1 4.0 2 3 156.5 223.5 80.5 51.0 15.2700 26.9633 58.7633 154.597 9.0267
135068 1 1 4.0 2 6 132.5 204.0 114.5 48.5 15.0600 27.9233 57.9667 194.403 6.1933
135068 1 1 4.0 2 12 127.5 199.5 118.0 48.0 13.0900 24.5333 63.7867 160.170 6.8767
135086 1 1 4.2 0 0 146.5 212.0 138.5 38.0 14.1433 17.2133 69.4100 69.253 7.0667
135086 1 1 4.2 0 3 109.5 176.0 141.0 38.5 13.4733 20.2600 66.7233 78.127 10.0400
135086 1 1 4.2 0 6 129.0 190.5 98.0 42.0 9.8100 21.1767 69.6033 73.943 8.5833
135086 1 1 4.2 0 12 132.0 188.5 89.5 39.0 12.3900 24.4200 63.3900 57.123 6.8567
135098 1 1 5.3 2 0 145.5 205.5 59.5 48.0 11.4600 16.6700 75.1200 79.330 20.9500
135098 1 1 5.3 2 6 138.0 197.5 51.0 49.5 13.2867 31.7467 60.4200 98.840 22.4867
135098 1 1 5.3 2 12 143.0 207.0 62.0 52.0 10.0500 31.7800 58.9100 89.720 6.3400
135104 1 2 5.1 0 0 119.5 183.5 68.5 50.5 18.1300 18.9633 64.9633 98.420 17.5733
135104 1 2 5.1 0 6 126.5 185.0 55.0 47.5 21.2700 25.4400 54.4050 156.160 10.9500
135104 1 2 5.1 0 12 98.5 161.0 93.5 43.5 18.9250 15.8650 67.0600 67.165 14.5200
135111 1 2 4.0 1 0 130.0 188.5 79.5 43.0 15.0667 45.8933 39.5867 153.990 4.3400
135124 1 2 4.0 1 0 125.0 182.5 65.0 44.5 11.3067 28.1100 61.6533 61.687 8.2333
135133 1 1 5.1 0 0 132.0 177.0 86.0 37.0 12.6667 14.3533 75.1233 46.530 8.2400
135133 1 1 5.1 0 3 116.5 173.0 94.0 37.5 14.8600 23.0667 63.3000 86.077 6.9167
135133 1 1 5.1 0 6 114.0 175.5 136.0 34.5 14.0333 17.6933 69.3367 129.823 5.1367
135133 1 1 5.1 0 12 116.0 177.5 99.0 42.0 12.1100 20.3833 69.5067 86.527 9.0500
135148 1 1 6.8 0 0 124.5 185.5 98.5 41.5 16.3800 32.0467 51.0100 345.700 7.7833
135148 1 1 6.8 0 3 113.0 175.0 102.0 42.0 12.7533 25.1467 63.1600 110.287 14.3667
135148 1 1 6.8 0 6 124.0 187.5 149.5 33.5 14.6167 27.5367 58.5067 125.433 18.7233
135148 1 1 6.8 0 12 117.5 188.0 152.0 40.0 17.3733 25.6467 56.4267 210.483 17.3733
135173 1 2 6.7 1 0 114.0 173.5 60.5 47.5 10.9967 25.5967 65.0867 273.030 13.6333
135173 1 2 6.7 1 3 108.0 169.0 66.0 48.0 8.2400 29.6100 63.6367 141.070 12.7500
135173 1 2 6.7 1 6 97.5 154.0 81.0 40.5 9.6900 28.3333 62.4367 152.020 15.2467
135173 1 2 6.7 1 12 95.0 156.5 93.5 42.5 10.5400 30.0600 60.4867 337.857 17.3200
135175 1 2 7.0 2 0 122.0 184.0 45.5 52.5 12.5033 29.2233 57.8033 317.257 6.2967
135175 1 2 7.0 2 3 116.5 187.0 123.0 46.0 11.5567 30.6967 58.2267 284.307 9.3967
135175 1 2 7.0 2 6 127.0 187.5 65.0 47.5 14.5767 32.9467 53.0033 313.107 9.9233
135175 1 2 7.0 2 12 110.5 177.0 65.5 53.5 9.7567 30.0367 62.0167 276.957 15.0433
135209 1 1 4.3 2 0 135.0 187.0 54.5 41.0 17.2033 31.4267 52.0000 196.120 14.7433
135209 1 1 4.3 2 3 . . . . 14.2567 29.4767 59.0600 111.960 16.4667
135209 1 1 4.3 2 12 107.0 153.0 61.0 34.0 17.0233 23.8400 60.0167 127.337 12.1633
135238 1 2 5.3 1 0 124.5 191.5 114.5 44.0 9.0400 30.7000 62.5033 67.217 12.1767
135238 1 2 5.3 1 3 150.0 208.0 95.0 39.0 16.4600 17.9367 66.4433 149.007 8.7067
135238 1 2 5.3 1 6 110.0 165.0 92.0 36.5 14.3233 21.6067 64.7200 115.817 6.6800
135238 1 2 5.3 1 12 116.0 175.5 90.5 41.5 9.4100 14.1400 77.9100 24.870 9.6833
135268 1 1 4.5 1 0 124.0 199.5 110.5 53.5 13.3100 24.8667 64.1933 105.790 7.6700
135268 1 1 4.5 1 3 105.5 177.5 67.0 59.0 11.0000 37.5133 52.9733 192.880 8.3400
135268 1 1 4.5 1 6 110.5 187.5 70.5 63.0 12.8900 35.0867 52.7100 383.337 7.4700
135268 1 1 4.5 1 12 119.5 198.5 70.0 65.0 10.6000 28.7867 62.2900 185.157 8.9600
135287 1 1 4.0 0 0 116.0 176.5 72.0 46.0 14.1733 27.0567 59.4400 166.093 9.6167
135287 1 1 4.0 0 3 81.5 154.5 48.0 63.0 14.4933 27.8500 58.9733 125.123 15.9433
135287 1 1 4.0 0 6 122.5 195.0 56.0 61.0 10.7433 18.0133 72.6233 48.317 8.6833
135287 1 1 4.0 0 12 95.5 171.5 45.5 67.0 12.9567 26.2200 61.7400 205.760 7.6800
135289 5 1 4.4 1 0 149.0 219.5 99.0 50.5 14.8067 29.9233 55.7433 120.423 4.6167
135289 5 1 4.4 1 3 128.0 198.0 104.0 49.0 13.4133 32.0467 55.1100 79.843 9.0600
135289 5 1 4.4 1 6 138.0 208.5 88.0 53.0 9.6900 31.8533 59.5467 86.700 5.9400
135289 5 1 4.4 1 12 138.0 202.0 86.5 47.0 21.5400 37.3400 40.8200 310.550 8.0500
135336 1 1 4.0 2 0 148.5 207.5 114.5 36.0 11.2900 28.4900 61.7300 124.113 10.1867
135336 1 1 4.0 2 3 135.0 187.0 92.5 33.5 14.2967 27.1833 59.7267 156.057 4.5433
135336 1 1 4.0 2 6 132.0 190.5 124.5 33.5 15.0633 24.9567 61.4367 128.897 10.4833
135336 1 1 4.0 2 12 115.0 166.5 81.5 35.5 14.9700 28.4467 57.4867 193.000 8.3033
135338 1 2 4.2 2 0 161.0 231.0 93.0 51.5 12.9467 23.7700 66.1433 84.607 8.1933
135342 2 1 9.6 0 0 127.0 201.5 90.5 56.5 12.8067 38.7067 49.2433 814.520 18.8933
135342 2 1 9.6 0 6 118.5 201.5 141.0 54.5 11.9033 27.2000 62.1467 237.970 19.9300
135342 2 1 9.6 0 12 108.0 190.5 156.5 51.0 22.5733 29.8067 46.6433 301.070 15.9100
135344 1 2 9.8 0 0 119.0 191.0 76.0 57.0 12.1300 30.2067 58.4300 100.923 11.1000
135344 1 2 9.8 0 3 106.0 179.0 63.0 60.5 12.4333 28.7767 60.0000 72.700 7.6933
135344 1 2 9.8 0 6 99.0 177.5 70.0 64.5 11.9933 23.8600 64.5767 67.170 8.3933
135344 1 2 9.8 0 12 92.5 164.0 94.0 52.5 11.3000 21.2200 68.3633 39.423 9.2267
135351 1 1 4.1 1 0 120.0 194.5 53.5 63.5 13.1600 33.8933 54.6100 133.657 10.2267
135351 1 1 4.1 1 3 106.0 177.0 94.0 52.0 . . . . .
135351 1 1 4.1 1 12 110.0 179.5 83.0 53.0 10.5967 23.3967 67.4467 79.937 10.2167
135390 1 2 7.3 2 0 113.5 170.5 98.0 37.5 11.9433 30.4300 58.3400 211.930 11.4733
135390 1 2 7.3 2 3 96.0 154.5 81.0 42.0 11.5267 31.2800 58.0967 256.887 12.0433
135390 1 2 7.3 2 6 115.5 175.0 76.0 44.5 10.4700 24.7233 65.5167 132.270 14.8700
135390 1 2 7.3 2 12 109.5 162.5 68.5 39.5 11.2167 32.8167 56.8733 165.463 10.4967
135395 1 1 6.0 2 0 109.0 173.0 47.5 54.5 10.6333 32.3900 58.0733 158.563 13.5900
135395 1 1 6.0 2 3 108.5 169.0 53.0 50.0 11.4100 27.8033 62.9633 200.203 16.3700
135395 1 1 6.0 2 6 96.0 156.0 67.0 46.5 12.5133 31.4000 57.2100 126.620 11.9200
135395 1 1 6.0 2 12 68.0 125.0 41.0 48.5 13.0133 29.6867 57.4300 213.233 8.4900
135606 1 2 6.0 0 0 140.5 210.5 133.5 43.5 12.8000 36.4033 51.6867 264.987 8.8900
135606 1 2 6.0 0 3 119.0 188.5 124.0 45.0 15.4767 28.8867 56.5033 157.060 10.0667
135606 1 2 6.0 0 6 112.5 184.5 139.5 44.5 15.2167 31.3333 54.5667 300.663 12.0167
135606 1 2 6.0 0 12 104.5 175.5 114.0 48.5 16.3400 28.9833 56.2400 235.930 8.8100
135624 4 2 5.4 0 0 130.5 191.5 69.0 47.0 15.3633 26.8767 59.6467 182.027 16.3633
135624 4 2 5.4 0 3 147.5 217.5 99.0 50.0 11.9900 28.5933 60.3900 123.767 11.3067
135629 1 2 4.2 0 0 133.0 219.5 89.0 69.0 11.6133 27.6933 63.1367 45.313 9.6833
135629 1 2 4.2 0 3 . 189.0 48.0 . 9.5967 22.2833 70.8433 51.253 12.3733
135631 1 2 6.0 1 0 121.0 193.0 61.0 60.0 13.7233 29.5100 57.6933 267.843 16.3400
135631 1 2 6.0 1 3 101.0 165.0 68.5 50.5 13.6867 27.4700 60.0233 323.273 11.9167
135631 1 2 6.0 1 6 116.5 182.0 67.0 52.0 11.4567 25.8400 65.3333 70.257 14.6200
135631 1 2 6.0 1 12 85.5 159.5 84.0 57.0 17.0233 23.3567 59.9500 156.970 9.4067
135635 6 1 3.9 2 0 111.5 170.5 69.0 45.0 15.9867 28.9000 56.3333 201.450 16.7633
135635 6 1 3.9 2 3 101.0 160.0 59.0 47.0 19.9700 18.8900 62.6700 131.303 15.5100
135635 6 1 3.9 2 6 85.0 139.0 67.0 41.0 13.4067 21.9367 66.4600 152.517 15.5533
135635 6 1 3.9 2 12 92.5 154.0 70.5 47.5 16.0767 33.3400 52.2133 168.280 10.1800
135663 1 1 8.9 1 0 122.0 202.5 57.0 69.0 22.5033 37.5533 40.7567 466.907 20.1900
135663 1 1 8.9 1 3 132.5 216.0 67.5 70.0 21.2567 30.7000 48.6233 305.817 13.7400
135663 1 1 8.9 1 6 123.0 207.0 113.0 61.0 15.0967 34.7733 51.6233 247.473 9.5233
135663 1 1 8.9 1 12 116.0 196.5 72.0 66.0 19.8133 29.6100 50.3933 175.310 9.2600
135669 1 2 7.1 2 0 125.0 185.5 78.5 44.5 16.6833 37.8667 45.2800 238.830 11.9567
135669 1 2 7.1 2 3 114.0 168.5 54.5 43.5 18.4700 32.3733 49.8167 226.410 9.3700
135669 1 2 7.1 2 6 97.0 151.0 55.0 43.0 14.3467 34.8300 51.4433 129.350 9.8533
135669 1 2 7.1 2 12 107.5 170.5 78.5 47.0 14.7067 30.5733 55.2333 148.333 7.9133
135676 6 1 4.0 2 0 119.5 201.5 45.5 72.5 11.8667 31.1600 58.6033 115.923 13.7500
135676 6 1 4.0 2 3 118.0 196.0 54.0 67.0 15.0233 27.5267 58.3833 218.653 17.1700
135676 6 1 4.0 2 6 121.0 206.5 54.5 74.5 12.2500 27.2167 61.5267 182.757 10.4333
135676 6 1 4.0 2 12 114.5 192.5 59.5 66.0 13.6433 31.4333 55.7433 182.023 12.5233
135682 1 2 4.1 2 0 137.5 194.0 77.5 41.0 12.6167 40.9167 48.1267 118.463 3.7800
135682 1 2 4.1 2 3 118.0 188.0 108.0 48.5 19.9367 41.1800 39.7867 389.797 11.2333
135682 1 2 4.1 2 6 112.5 177.5 88.5 47.5 13.9167 18.5200 68.8000 56.530 8.7767
135682 1 2 4.1 2 12 102.0 167.0 98.5 45.5 14.9067 42.5600 43.6433 226.720 10.4100
135685 1 2 4.5 2 0 131.5 205.5 114.0 51.5 15.0800 29.7933 55.7667 80.137 6.4967
135685 1 2 4.5 2 3 106.0 175.0 74.5 54.0 12.8967 34.6600 54.8033 96.433 7.4567
135685 1 2 4.5 2 6 117.0 189.5 72.0 58.5 10.7933 20.3900 70.6767 48.953 5.7200
135685 1 2 4.5 2 12 115.0 187.0 71.0 58.0 12.7600 29.9233 59.5033 189.400 7.3967
135704 1 2 4.0 1 0 123.0 184.5 68.5 48.0 15.2167 27.2233 58.7100 114.847 8.3833
135704 1 2 4.0 1 3 103.0 170.0 87.5 49.5 11.9900 33.2333 56.0267 54.120 8.3467
135704 1 2 4.0 1 6 88.5 145.5 73.5 42.5 11.2267 30.7000 59.3100 76.193 7.0267
135704 1 2 4.0 1 12 111.0 172.5 83.0 45.0 12.2800 31.0733 58.6867 153.830 16.9000
146506 1 2 6.2 0 0 111.5 175.5 99.5 44.5 15.7767 28.4533 56.8033 137.237 9.5833
146506 1 2 6.2 0 3 94.5 148.0 80.0 37.5 13.8367 26.3200 61.7733 147.030 11.9833
146506 1 2 6.2 0 6 113.5 168.0 68.5 41.0 14.8067 27.5633 59.0200 99.160 11.0867
146506 1 2 6.2 0 12 129.0 195.0 94.0 47.0 15.0800 24.2267 61.6400 108.063 12.3633
146507 1 2 9.4 0 0 129.5 192.0 92.5 44.0 15.2800 37.0867 47.4100 199.133 3.5333
146507 1 2 9.4 0 3 106.5 165.5 106.5 38.0 13.9367 24.5900 63.6000 59.243 5.5467
146507 1 2 9.4 0 6 116.0 178.5 97.5 43.0 16.4433 25.7000 58.1867 76.347 5.9133
146507 1 2 9.4 0 12 132.5 195.5 102.0 42.5 13.4500 32.2067 55.2100 137.413 6.7167
146520 1 2 8.0 0 0 118.5 181.0 61.5 50.0 13.1700 34.2667 54.3167 159.637 14.4700
146520 1 2 8.0 0 3 107.5 161.5 60.5 42.0 18.1000 29.3867 53.6567 120.653 9.9767
146520 1 2 8.0 0 6 107.0 163.0 62.5 43.5 15.9233 25.9333 60.0633 119.663 16.0233
146520 1 2 8.0 0 12 103.0 166.5 74.5 48.5 20.5033 26.2733 54.8900 182.620 16.5367
146525 1 2 7.4 1 0 136.0 205.5 56.0 58.0 11.9767 30.5833 58.5067 165.903 9.9733
146525 1 2 7.4 1 3 126.5 201.5 123.5 50.0 10.3667 27.4167 63.7133 142.293 10.6233
146525 1 2 7.4 1 6 136.5 215.0 97.5 59.0 12.2567 29.4533 58.5167 194.343 7.3300
146525 1 2 7.4 1 12 131.5 201.5 55.0 59.0 12.6233 33.2133 54.8100 310.387 11.4900
146527 1 1 7.4 0 0 117.5 196.5 51.5 68.5 16.2433 36.0567 49.2433 406.923 19.3900
146527 1 1 7.4 0 3 128.0 196.0 38.5 60.5 . . . . .
146527 1 1 7.4 0 6 125.0 193.0 38.0 60.5 15.2533 34.6767 50.2967 255.920 18.5133
146527 1 1 7.4 0 12 133.5 206.5 46.5 63.5 11.5967 36.2400 53.7900 239.810 21.4567
146544 1 1 5.3 0 0 144.5 206.0 83.0 45.0 14.1267 30.1067 57.1200 334.870 13.3600
146544 1 1 5.3 0 3 152.0 206.0 75.0 39.0 15.0567 34.2567 51.8200 398.793 14.2933
146544 1 1 5.3 0 6 148.5 206.0 72.5 43.0 19.0133 28.6733 53.8667 283.850 15.6400
146544 1 1 5.3 0 12 149.5 206.5 86.0 40.0 22.0433 33.8233 43.9767 437.803 8.7800
146564 1 1 6.0 2 0 121.0 201.0 67.5 66.5 12.8267 32.3733 56.3300 154.460 11.5600
146564 1 1 6.0 2 3 78.5 143.5 52.0 54.5 14.0100 31.3267 56.4400 167.257 10.4367
146564 1 1 6.0 2 6 111.5 183.0 49.5 61.5 11.1967 28.6633 61.5667 115.200 9.7333
146564 1 1 6.0 2 12 90.5 158.0 96.5 48.5 10.0100 25.5467 68.0533 89.637 20.3167
146576 1 1 7.0 2 0 120.5 183.0 79.0 46.5 10.1967 28.8833 61.5933 155.707 11.9233
146576 1 1 7.0 2 3 107.0 171.0 109.0 42.5 8.6333 32.1567 60.1600 157.023 11.9133
146576 1 1 7.0 2 6 105.0 172.0 123.0 42.5 8.4200 29.7300 62.8967 95.203 5.7233
146576 1 1 7.0 2 12 133.0 191.0 73.0 43.5 12.7867 35.4567 52.3533 153.777 9.1333
146603 1 2 7.9 0 0 120.5 193.5 98.0 53.0 12.4967 29.7300 58.9033 101.693 10.3867
146603 1 2 7.9 0 3 139.0 216.5 80.0 63.0 14.8700 28.0900 57.6233 106.833 9.3567
146603 1 2 7.9 0 6 124.5 201.5 60.0 65.0 14.5000 25.7833 60.8733 81.380 14.1633
146603 1 2 7.9 0 12 116.0 192.5 91.0 58.0 17.0433 26.4300 57.1333 165.457 14.7600
146611 1 2 6.1 2 0 154.5 232.5 58.5 66.5 16.5400 34.3567 50.0367 225.683 7.5400
146611 1 2 6.1 2 3 124.0 191.0 88.0 49.5 15.7367 33.2200 50.8833 208.190 10.8467
146611 1 2 6.1 2 6 164.0 243.0 47.0 69.5 18.4100 33.9267 48.3933 158.477 7.6767
146611 1 2 6.1 2 12 168.5 244.0 49.5 66.0 13.7200 29.3133 58.3300 116.293 11.1867
146682 1 1 5.0 1 0 136.0 201.5 97.5 46.0 13.8033 27.4200 60.0533 98.563 6.9967
146682 1 1 5.0 1 6 . . . . 18.5800 18.9900 64.4300 64.200 7.0800
146703 1 1 8.1 1 0 124.5 195.5 68.5 57.5 13.3533 36.6467 50.5267 212.780 10.0533
146703 1 1 8.1 1 3 120.0 182.0 63.5 49.0 14.2567 35.3933 51.1467 149.363 9.5433
146703 1 1 8.1 1 6 127.5 190.5 65.0 50.0 13.1933 40.5400 46.6067 217.587 11.6600
146703 1 1 8.1 1 12 109.5 167.5 75.5 43.0 10.4800 31.8733 59.2500 106.370 9.8033
146720 1 2 5.1 2 0 114.5 176.0 143.0 33.0 15.7767 21.5500 63.5867 90.283 10.3667
146720 1 2 5.1 2 3 126.5 183.0 92.0 38.0 13.2600 18.6067 70.4433 81.093 12.0567
146720 1 2 5.1 2 6 106.0 160.0 87.0 37.0 12.4600 32.9700 57.0100 224.400 10.3500
146720 1 2 5.1 2 12 109.0 163.0 65.5 41.0 16.5667 22.5333 63.0467 235.353 12.7900
146736 1 1 5.5 2 0 111.5 183.0 168.5 38.0 10.7100 27.1167 64.4500 240.717 10.4933
146736 1 1 5.5 2 3 160.0 222.0 65.0 49.0 10.0700 35.1400 56.3900 150.993 14.3767
146773 1 1 5.0 0 0 109.5 167.5 56.0 47.0 16.0133 32.4000 52.4067 140.530 8.8000
146773 1 1 5.0 0 6 103.5 166.0 87.0 45.0 17.5667 27.0600 56.2233 157.263 13.3767
146773 1 1 5.0 0 12 101.0 166.0 86.5 47.5 13.5167 19.3633 68.8933 95.667 16.2600
146775 1 1 5.0 1 0 161.0 224.0 137.0 35.5 12.6400 28.3500 59.6167 114.200 13.2567
146775 1 1 5.0 1 3 155.0 216.5 91.5 43.0 12.2433 29.2200 59.7767 121.737 10.8633
146775 1 1 5.0 1 6 152.0 209.0 97.0 37.5 16.7100 33.3933 50.7667 193.507 14.6033
146775 1 1 5.0 1 12 135.0 189.5 96.0 35.5 12.0300 26.9967 61.8567 100.173 9.9533
146790 1 2 8.1 1 0 153.5 223.0 88.5 52.0 17.4100 33.5667 50.3267 223.403 17.5833
146790 1 2 8.1 1 3 147.5 213.0 115.5 42.5 14.5833 24.7800 62.4467 110.190 16.3733
146790 1 2 8.1 1 6 137.0 206.0 129.5 43.0 17.8633 24.0367 59.2767 236.857 13.5700
146790 1 2 8.1 1 12 145.0 220.5 112.0 53.0 13.3267 19.2867 69.1467 73.657 11.9033
146807 1 2 4.0 1 0 134.5 210.0 43.0 67.0 16.0267 25.5100 60.3800 110.703 12.8633
146807 1 2 4.0 1 3 118.0 201.0 52.5 72.5 16.1400 27.4800 58.5267 86.803 11.7800
146807 1 2 4.0 1 6 126.0 204.0 35.0 71.0 19.9233 21.3533 61.5667 87.077 15.1867
146807 1 2 4.0 1 12 105.0 174.0 60.0 57.0 16.1067 22.7267 61.8300 202.320 8.5933
146808 1 2 4.1 0 0 111.5 176.0 51.5 54.0 10.6567 33.7867 56.5967 141.813 5.6200
146808 1 2 4.1 0 3 81.5 144.5 81.5 46.5 13.1333 32.4233 55.6900 97.250 7.0767
146808 1 2 4.1 0 6 116.0 181.5 51.5 55.0 14.0900 29.5300 57.1533 88.047 5.3600
146808 1 2 4.1 0 12 88.5 155.5 60.5 55.0 9.2100 31.9233 61.4300 73.883 9.8967
146814 1 2 9.5 2 0 130.0 193.0 82.5 46.5 16.4833 29.2767 55.5800 110.447 12.4400
146814 1 2 9.5 2 3 110.5 178.5 104.5 47.5 16.9467 41.2933 41.9533 234.463 11.3267
146814 1 2 9.5 2 6 105.5 168.0 97.5 43.0 16.8967 29.9400 54.4400 166.680 10.2000
146814 1 2 9.5 2 12 103.5 170.5 106.5 45.5 13.6000 31.2200 56.1433 134.003 8.4867
146829 1 1 5.2 0 0 142.5 201.0 100.0 38.5 11.7133 23.8067 66.4700 153.547 8.9767
146829 1 1 5.2 0 3 147.0 207.5 111.5 38.5 17.0300 37.8600 46.4500 184.913 12.0933
146829 1 1 5.2 0 12 143.0 203.0 78.5 44.0 14.9233 28.2600 58.6767 183.590 14.1433
146841 1 2 9.0 0 0 115.5 184.5 89.5 51.0 11.2367 27.2933 63.0900 79.597 11.3933
146841 1 2 9.0 0 3 113.0 177.0 63.0 51.5 11.5633 34.0500 56.0333 100.937 11.4300
146841 1 2 9.0 0 6 119.5 186.0 85.5 49.5 13.7467 25.0900 63.3233 131.660 12.6200
146841 1 2 9.0 0 12 125.0 193.5 82.0 52.0 14.4600 32.6667 54.9133 124.017 9.7000
146909 1 1 6.8 1 0 110.0 178.0 82.0 51.5 17.0200 30.1267 54.7167 139.800 9.6467
146909 1 1 6.8 1 3 104.0 170.0 68.0 52.0 16.3567 27.8067 56.0833 105.310 9.2300
146922 1 1 8.9 0 0 115.0 183.5 104.5 47.5 12.7500 24.3433 63.5767 153.477 12.4733
146922 1 1 8.9 0 3 117.0 189.5 110.5 50.5 9.5467 26.6133 65.3733 118.647 15.3467
146922 1 1 8.9 0 6 117.0 184.5 102.0 47.0 14.5000 22.9833 63.7500 113.197 16.6767
146922 1 1 8.9 0 12 121.5 180.5 60.0 47.0 14.6900 32.2633 54.6333 118.850 17.3033
146932 1 2 5.5 1 0 133.5 208.0 99.5 54.5 16.1467 26.4333 58.8867 132.017 12.5100
146932 1 2 5.5 1 3 113.5 177.5 79.0 48.0 14.2333 30.8967 56.6200 163.810 16.2833
146932 1 2 5.5 1 6 121.5 188.5 104.5 46.0 14.8950 34.0650 51.9650 305.800 10.6150
146932 1 2 5.5 1 12 100.5 163.0 91.0 44.5 15.7333 27.8833 57.6967 396.407 16.8533
146947 1 2 7.0 1 0 127.5 193.0 59.0 54.0 9.4933 23.5000 69.7767 115.487 10.3400
146947 1 2 7.0 1 3 113.0 177.5 53.5 53.5 11.1233 26.9267 63.5500 100.043 6.4933
146947 1 2 7.0 1 6 120.5 178.5 58.0 46.5 12.0333 25.7067 63.8500 103.633 9.7067
146947 1 2 7.0 1 12 120.0 183.5 60.0 51.5 12.6800 26.3000 62.2567 131.203 9.8833
146968 1 1 8.0 2 0 130.0 206.5 93.5 58.0 17.7567 34.1833 48.3867 186.627 13.2033
146968 1 1 8.0 2 3 131.5 207.0 86.0 58.5 17.3067 29.5867 53.0933 171.763 10.4133
146968 1 1 8.0 2 6 123.5 195.5 80.0 56.0 19.8133 28.6067 51.2200 272.337 8.1867
146968 1 1 8.0 2 12 125.5 205.0 97.5 60.0 21.1800 35.1350 43.6350 237.725 10.2450
147261 1 2 7.0 2 0 112.0 177.0 45.5 55.5 14.1933 31.3767 55.6167 236.290 20.1933
147261 1 2 7.0 2 3 140.5 202.0 55.0 50.5 13.3367 32.1067 56.1167 259.590 16.3433
147261 1 2 7.0 2 6 128.0 199.5 80.0 55.5 14.1967 33.5200 53.2533 209.873 14.5500
147261 1 2 7.0 2 12 124.5 195.0 58.5 58.5 15.7400 26.3967 57.9100 291.517 11.3833
147264 1 2 6.1 2 0 145.0 207.5 70.0 48.5 10.4133 26.3767 66.0933 93.650 14.6233
147264 1 2 6.1 2 3 146.0 203.5 58.5 46.0 11.6400 24.7100 65.9133 133.237 10.2267
147264 1 2 6.1 2 6 133.5 193.5 61.5 47.5 14.2533 31.5600 55.9467 99.967 6.9733
147264 1 2 6.1 2 12 136.0 200.0 74.5 49.0 13.7500 34.0400 52.6933 250.953 10.1767
147270 1 2 4.0 0 0 119.5 174.5 91.5 36.5 13.7967 31.9200 56.1733 114.260 10.9833
147270 1 2 4.0 0 3 120.0 172.5 88.0 35.0 14.6267 20.4633 68.2167 87.703 14.0267
147270 1 2 4.0 0 6 . . . . 15.9000 19.1700 68.7100 43.950 8.8000
147293 1 2 7.1 0 0 148.0 218.0 105.5 49.0 17.8533 27.3033 56.7600 185.657 20.6300
147293 1 2 7.1 0 3 133.5 207.5 155.0 43.0 18.3150 30.4100 53.5200 181.745 17.9650
147293 1 2 7.1 0 6 171.5 235.0 73.5 48.5 12.7133 31.8833 57.4500 132.100 18.5800
147293 1 2 7.1 0 12 172.0 244.5 150.0 42.5 12.7133 30.7533 58.1567 204.583 18.5100
147322 1 2 6.0 2 0 155.0 223.5 120.0 44.5 11.6400 32.3167 57.2900 163.487 14.0600
147322 1 2 6.0 2 3 130.0 204.5 183.5 38.0 11.4433 29.3600 60.7167 89.720 11.9567
147322 1 2 6.0 2 6 145.5 213.0 114.0 45.0 11.7533 25.7533 62.6967 112.227 8.1933
147322 1 2 6.0 2 12 130.0 199.0 151.5 38.5 14.3700 28.9267 58.3100 235.967 9.9033
147348 1 1 6.6 0 0 113.5 182.5 70.5 55.0 13.6433 34.1800 53.2567 161.283 13.2700
147348 1 1 6.6 0 3 110.0 179.5 72.5 55.0 16.0933 34.0133 49.8767 83.280 8.0767
147348 1 1 6.6 0 6 113.0 184.0 75.5 55.5 13.5100 23.1633 65.9600 97.117 25.1167
147348 1 1 6.6 0 12 132.5 200.5 75.0 53.0 14.6500 31.2167 55.7567 103.223 16.6800
147386 1 2 7.0 1 0 115.0 185.0 117.0 46.5 15.8600 30.8033 55.2433 280.850 9.2967
147386 1 2 7.0 1 3 110.0 177.5 68.5 54.0 14.3133 27.4267 59.5833 171.733 7.9500
147386 1 2 7.0 1 6 117.5 190.0 119.0 49.0 15.1833 26.8167 60.1033 116.180 16.7933
147386 1 2 7.0 1 12 115.0 182.5 94.0 49.0 15.8167 32.5167 52.9833 383.333 12.5300
147387 1 2 5.0 0 0 113.0 188.0 127.5 49.5 12.6567 40.1233 47.7033 159.207 7.6233
147387 1 2 5.0 0 3 97.0 171.5 102.5 54.0 13.1167 38.3533 49.5767 112.207 9.5567
147387 1 2 5.0 0 6 109.0 182.5 81.0 57.0 10.8367 32.7267 56.8067 80.630 9.8967
147387 1 2 5.0 0 12 102.0 178.5 126.0 51.0 17.1900 35.2433 47.7967 434.467 5.6700
147390 1 2 6.0 1 0 136.0 203.5 54.5 57.0 15.8300 26.1533 59.9200 153.637 12.6933
147390 1 2 6.0 1 3 121.5 187.5 61.5 54.0 15.7500 33.4267 52.4733 181.033 9.3567
147390 1 2 6.0 1 6 90.0 147.0 59.0 45.5 13.7700 28.9133 58.2367 153.863 10.4267
147390 1 2 6.0 1 12 114.0 177.5 75.0 48.5 17.0300 26.0733 58.5767 142.633 15.4267
147401 1 2 6.1 2 0 121.5 182.5 68.0 47.5 14.2467 25.4533 62.9467 268.997 9.3433
147401 1 2 6.1 2 3 . . . . 13.5000 23.2967 65.2300 110.180 7.1467
147401 1 2 6.1 2 6 145.0 228.0 92.0 64.5 13.2767 33.1533 55.3400 105.223 8.4933
147401 1 2 6.1 2 12 154.0 228.0 101.5 53.5 12.7633 28.2733 60.7733 178.850 11.7533
147430 1 1 8.2 2 0 110.5 177.5 95.0 48.0 12.4800 33.6550 55.4450 181.780 19.6750
147430 1 1 8.2 2 3 . . . . 14.3400 32.1600 54.8600 204.510 18.6900
147445 1 2 5.6 1 0 129.5 188.5 114.0 36.5 11.1400 28.7067 62.1600 127.003 7.8300
147445 1 2 5.6 1 3 133.0 194.5 120.5 37.5 8.8850 20.0250 73.5300 133.085 6.1950
147445 1 2 5.6 1 6 100.0 162.0 130.0 36.0 13.5533 30.8300 57.5167 169.603 5.7500
147445 1 2 5.6 1 12 112.0 182.5 158.0 39.0 11.0267 30.4233 60.5367 69.340 10.2167
147463 1 1 4.9 0 0 107.5 167.5 130.5 34.0 11.9700 30.9500 58.0100 142.740 11.2167
147463 1 1 4.9 0 3 72.0 135.0 141.0 35.0 . . . . .
147464 1 2 9.0 2 0 163.0 231.5 85.5 51.0 13.7300 39.1633 47.7533 228.987 6.9933
147464 1 2 9.0 2 3 164.5 235.0 100.5 50.0 14.4900 30.3100 55.9267 228.927 8.0900
147464 1 2 9.0 2 6 161.5 237.0 100.0 55.5 14.7400 25.1967 60.4967 136.453 8.7367
147464 1 2 9.0 2 12 162.5 234.5 83.5 55.5 15.0200 38.3200 47.2467 336.163 8.2233
147468 1 2 6.2 1 0 125.0 205.5 66.0 67.0 12.1300 31.4700 58.0567 107.843 6.0900
147468 1 2 6.2 1 3 123.5 202.5 68.5 65.5 16.3500 38.2233 46.5400 250.530 7.1533
147468 1 2 6.2 1 6 132.5 218.5 68.5 72.0 14.2267 40.4300 46.8067 164.813 8.8900
147468 1 2 6.2 1 12 117.0 194.0 64.0 64.0 11.7667 26.2433 63.5633 115.047 9.7700
147488 1 2 5.1 0 0 117.0 184.0 95.5 48.0 13.1767 29.8267 57.5733 89.500 8.5033
147488 1 2 5.1 0 3 91.0 156.5 110.0 43.5 12.2267 30.8067 59.4833 83.690 9.0333
147488 1 2 5.1 0 6 89.0 179.5 270.0 36.5 14.1500 27.1767 58.8600 205.050 11.7800
147488 1 2 5.1 0 12 110.0 170.5 106.0 39.5 16.7767 28.2233 56.3667 162.833 9.4900
147494 1 1 7.1 2 0 132.0 195.0 84.0 46.0 11.4733 21.7267 68.3767 160.177 9.8300
147494 1 1 7.1 2 3 119.5 186.0 83.5 50.0 10.8733 25.7400 66.0800 309.190 15.5500
147494 1 1 7.1 2 6 119.0 184.0 62.5 52.5 11.5233 21.0967 68.3800 130.887 9.1933
147494 1 1 7.1 2 12 134.0 194.0 74.0 45.0 11.6800 19.1600 70.3467 140.387 4.5333
147495 1 2 7.9 1 0 111.5 176.5 68.5 51.5 12.9600 25.0150 65.2700 126.540 16.7200
147498 1 1 4.0 2 0 118.5 178.5 49.5 50.0 9.8533 20.1567 70.4433 70.503 9.4133
147498 1 1 4.0 2 3 121.0 182.0 62.5 48.0 12.1833 28.5933 61.1867 132.347 14.0567
147498 1 1 4.0 2 6 132.0 192.5 48.0 50.5 9.2700 24.3633 68.9133 157.300 12.2367
147498 1 1 4.0 2 12 119.5 180.0 54.5 49.5 10.8767 17.9233 72.9033 123.443 16.1433
147516 1 1 8.0 1 0 108.5 183.0 127.5 49.0 13.3667 27.0467 60.5233 228.720 10.0033
147516 1 1 8.0 1 3 94.5 161.5 69.5 53.5 13.1233 29.9933 57.9600 232.033 13.4500
147516 1 1 8.0 1 6 87.5 156.5 91.5 51.0 13.9700 27.1367 59.4167 276.343 13.6667
147516 1 1 8.0 1 12 111.5 182.0 78.0 54.5 13.8333 30.3633 56.9267 292.510 15.3533
147523 1 1 7.0 0 0 151.0 203.5 101.5 32.0 13.3733 27.6933 60.9033 120.560 18.6400
147523 1 1 7.0 0 3 123.5 180.5 103.0 36.5 13.2700 18.6100 70.6733 83.183 12.7633
147523 1 1 7.0 0 6 125.0 174.5 66.0 36.5 9.8433 19.5333 71.9167 101.080 9.5267
147523 1 1 7.0 0 12 115.5 172.0 135.0 29.5 11.2867 21.9833 68.9633 110.843 17.7467
147532 1 1 6.9 0 0 125.5 191.0 85.5 48.0 20.1167 32.8400 47.6233 212.860 9.7100
147532 1 1 6.9 0 3 100.5 166.0 93.5 46.5 14.6400 32.6233 52.4667 156.900 9.5733
147532 1 1 6.9 0 6 88.0 157.5 110.5 47.5 18.1933 22.6867 59.0233 123.683 7.3767
147532 1 1 6.9 0 12 110.0 178.5 101.0 48.0 20.8600 15.4533 63.9933 130.657 9.3500
147538 1 2 9.6 0 0 121.0 193.5 133.0 46.0 16.3467 36.2267 48.9600 285.877 16.0733
147538 1 2 9.6 0 3 128.5 198.5 112.0 47.5 19.0833 27.8600 53.0933 196.633 17.4033
147538 1 2 9.6 0 6 113.5 185.0 137.5 44.0 18.0333 38.0733 45.0900 432.013 12.5067
147538 1 2 9.6 0 12 108.0 183.5 165.5 42.0 17.3033 30.6933 52.4233 532.497 18.2967
147540 1 2 8.0 1 0 135.0 197.5 80.0 46.5 14.7733 36.7900 49.1333 270.400 9.4367
147540 1 2 8.0 1 3 119.5 180.5 81.0 45.0 15.0850 30.9700 54.9750 111.330 10.7600
147540 1 2 8.0 1 6 111.0 168.0 84.5 40.0 15.7333 32.4933 51.8667 176.243 11.3333
147540 1 2 8.0 1 12 126.0 185.5 88.5 41.5 17.5033 23.5300 59.4033 142.263 11.5267
147704 1 2 4.0 1 0 126.0 208.5 97.5 63.0 14.2400 28.5333 58.4667 110.017 13.0067
147704 1 2 4.0 1 3 99.5 183.5 135.5 57.0 15.3400 30.6167 55.6833 66.743 7.3500
147704 1 2 4.0 1 6 97.0 182.0 139.0 57.0 14.9433 25.9267 60.8833 88.280 8.5067
147704 1 2 4.0 1 12 102.5 193.0 129.5 64.5 16.9100 25.3867 60.0967 74.450 11.7833
147706 1 1 5.8 2 0 111.0 181.0 67.5 56.5 14.1733 35.1767 51.5433 100.253 6.8267
147706 1 1 5.8 2 3 85.0 149.0 55.0 53.0 14.8300 37.4267 48.6267 217.797 12.1700
147706 1 1 5.8 2 6 97.5 159.5 55.5 51.0 17.6167 35.6667 47.4833 470.663 13.6933
147706 1 1 5.8 2 12 95.0 166.5 84.0 55.0 13.3150 33.2800 56.0200 109.010 10.4100
147709 1 1 6.0 2 0 151.5 223.0 62.5 59.0 16.9300 32.5300 51.6567 278.950 11.1100
147709 1 1 6.0 2 3 149.0 214.5 65.0 52.5 17.2700 33.0900 51.0050 125.680 10.3550
147709 1 1 6.0 2 6 119.0 186.5 52.5 57.0 13.2633 37.2867 50.3300 173.510 13.8500
147709 1 1 6.0 2 12 141.5 212.0 57.5 59.0 17.4900 26.0467 57.5167 187.617 16.4967
147714 1 1 8.5 2 0 138.0 211.5 99.5 53.5 12.6900 27.1367 60.7067 299.837 17.8700
147714 1 1 8.5 2 3 127.5 189.5 81.0 46.0 18.1867 28.0000 53.4400 324.733 13.4400
147714 1 1 8.5 2 6 136.5 210.5 92.0 55.5 17.2433 26.9733 56.3033 169.397 16.9900
147714 1 1 8.5 2 12 130.5 199.0 74.0 53.5 17.8800 22.9933 59.1267 135.280 12.7967
147715 1 1 4.0 0 0 123.5 192.5 76.0 54.0 13.0933 27.5133 61.7067 100.207 9.8300
147715 1 1 4.0 0 3 134.0 207.0 88.0 55.5 16.2633 23.5400 60.8433 114.723 12.7800
147715 1 1 4.0 0 6 134.5 207.0 86.0 55.0 17.3533 27.9733 55.8900 157.660 10.6867
147715 1 1 4.0 0 12 127.0 197.5 102.0 50.0 18.8700 20.0667 63.2500 123.820 13.5433
147726 1 1 6.3 2 0 109.5 169.5 58.5 48.5 11.1433 30.4333 60.6667 148.213 17.2500
147726 1 1 6.3 2 3 88.0 142.5 53.5 44.0 13.6267 29.0767 60.2333 278.437 17.0967
147726 1 1 6.3 2 6 113.5 176.5 55.0 52.0 19.3233 25.7067 56.5933 199.483 19.5533
147726 1 1 6.3 2 12 114.0 175.0 54.0 50.5 13.6367 26.8467 62.0100 152.597 24.9533
147730 1 2 6.0 2 0 113.0 187.5 83.0 58.0 13.4200 30.9567 57.2767 361.353 15.8867
147730 1 2 6.0 2 3 120.0 192.0 101.0 52.0 17.9633 34.6967 48.2033 307.150 13.5167
147730 1 2 6.0 2 12 . . . . 15.8733 35.0333 51.9867 378.220 18.7033
147742 1 2 8.4 2 0 135.5 210.0 101.5 54.0 17.1000 20.9300 63.2000 277.660 15.9833
147742 1 2 8.4 2 3 134.5 205.0 82.5 54.0 12.3600 26.8700 62.3367 114.967 10.2833
147742 1 2 8.4 2 6 138.0 213.5 88.0 58.0 9.0700 23.7600 68.9467 86.830 14.2767
147742 1 2 8.4 2 12 143.0 219.0 102.5 55.5 12.7033 26.3367 61.8933 120.780 12.4067
147748 1 1 4.9 0 0 118.5 192.0 162.5 41.0 9.7667 18.2600 74.0967 220.280 8.0167
147748 1 1 4.9 0 6 134.0 196.5 108.0 41.0 9.3567 25.9933 67.0200 67.817 9.5233
147748 1 1 4.9 0 12 126.0 178.0 43.0 43.0 11.9667 23.4467 66.7400 98.760 14.0800
147769 1 1 7.1 1 0 112.5 176.0 82.5 47.0 16.7900 21.5200 63.1100 316.433 9.4000
147769 1 1 7.1 1 3 95.5 156.5 82.5 44.5 18.5900 28.1767 53.9667 148.443 15.1200
147769 1 1 7.1 1 6 123.5 188.0 94.5 45.5 16.7300 24.1733 59.6367 234.780 8.0167
147769 1 1 7.1 1 12 120.5 186.5 102.0 45.5 16.6567 20.5033 64.3367 109.243 8.7700
147779 6 2 4.0 2 0 135.0 205.5 79.0 55.0 15.1367 30.7200 56.1033 204.763 15.4433
147779 6 2 4.0 2 3 122.5 193.5 94.0 52.0 11.0633 33.5567 57.2433 109.077 10.4533
147779 6 2 4.0 2 6 141.0 209.0 64.0 55.5 12.7633 31.1933 57.7567 105.947 8.6967
147779 6 2 4.0 2 12 140.0 211.5 64.5 58.5 10.7233 34.6500 56.3433 243.603 13.0533
147791 1 2 4.1 0 0 113.5 180.0 99.0 46.5 15.2767 25.4267 62.3833 44.953 10.9833
147791 1 2 4.1 0 6 132.0 196.5 69.5 51.0 14.2100 28.8300 58.5933 106.713 8.6100
147791 1 2 4.1 0 12 141.0 201.0 74.0 45.0 13.2600 34.7967 52.9133 81.913 8.5400
147794 3 1 6.7 1 0 123.5 205.0 55.5 70.5 15.9200 35.8733 48.9933 233.580 6.1567
147794 3 1 6.7 1 3 125.5 199.0 70.0 59.5 20.3467 28.6133 50.8700 338.643 11.4300
147794 3 1 6.7 1 6 111.5 187.0 49.0 66.0 15.5033 29.0333 56.5500 225.207 15.1267
147794 3 1 6.7 1 12 107.5 190.0 133.0 56.0 13.6333 34.5767 52.6633 229.747 12.9567
147808 1 2 5.0 0 0 124.0 182.0 91.5 38.5 19.8500 22.1533 59.2933 144.080 15.2500
147808 1 2 5.0 0 3 126.0 179.5 54.5 42.5 12.3950 28.8600 60.6750 71.065 6.7100
147825 1 1 4.7 0 0 118.5 197.0 155.5 47.5 8.4733 26.9033 66.0367 41.137 9.5567
147825 1 1 4.7 0 3 115.5 196.5 167.5 47.5 13.2000 25.8233 62.1533 87.530 7.2100
147825 1 1 4.7 0 6 90.0 164.5 107.5 53.0 9.9333 31.2367 60.6667 87.580 6.2400
147825 1 1 4.7 0 12 99.0 178.5 153.5 48.5 7.3533 22.0967 73.0067 83.010 9.4033
147829 1 1 6.2 1 0 130.5 198.5 49.5 58.0 16.6367 26.4700 58.7433 125.427 12.0067
147829 1 1 6.2 1 3 117.5 189.5 48.5 62.5 17.3467 26.7300 55.8600 87.140 9.0700
147829 1 1 6.2 1 6 108.5 184.0 36.0 68.5 18.2267 17.2633 65.9733 73.213 8.1500
147829 1 1 6.2 1 12 121.0 196.5 63.0 63.0 15.2967 25.8400 59.8900 215.173 8.8800
147833 1 1 9.8 2 0 136.0 198.5 106.0 41.5 14.6700 28.3700 58.0100 137.983 14.3700
147839 1 2 5.0 1 0 156.5 228.5 164.0 39.5 17.6200 24.4567 58.6967 98.307 9.6733
147839 1 2 5.0 1 3 101.5 177.5 159.5 44.0 13.1333 19.9500 69.0600 65.183 12.7700
147839 1 2 5.0 1 6 149.0 222.0 153.5 42.0 12.7867 23.6400 65.6000 57.683 10.5933
147839 1 2 5.0 1 12 129.0 200.5 156.0 40.5 9.4167 23.7900 67.8933 98.990 10.8900
147848 2 1 4.0 1 0 139.5 205.0 63.5 52.5 14.0600 22.1800 64.3200 60.757 4.7067
147848 2 1 4.0 1 3 128.0 189.0 60.0 49.0 13.8550 28.5850 57.4450 48.315 6.5850
147848 2 1 4.0 1 6 117.0 178.5 55.5 50.0 11.4667 29.6867 60.3633 55.640 4.8067
147848 2 1 4.0 1 12 127.0 193.5 65.5 53.5 13.9667 27.2167 59.5733 61.737 5.4333
147852 1 1 8.1 1 0 116.0 183.0 54.0 56.0 16.3433 35.2300 49.1100 166.930 6.2467
147852 1 1 8.1 1 6 90.0 154.5 76.0 49.0 15.7533 22.3600 62.6800 164.893 7.3433
147852 1 1 8.1 1 12 103.5 171.0 73.0 53.0 17.4167 29.4833 54.6000 137.573 6.8833
147857 1 2 8.7 2 0 148.0 205.5 86.0 40.5 15.0033 20.2300 65.8667 146.170 13.8667
147857 1 2 8.7 2 3 135.0 199.5 124.0 40.0 10.8633 20.3667 69.5833 140.507 8.5467
147857 1 2 8.7 2 6 103.0 169.5 149.0 37.0 15.6433 24.6433 61.5300 190.740 12.2100
147857 1 2 8.7 2 12 130.0 192.5 83.0 45.5 16.8867 16.2700 68.0800 100.050 24.9433
147859 1 2 6.1 1 0 127.5 201.5 73.5 59.5 13.9700 23.0633 64.3633 201.783 14.5800
147859 1 2 6.1 1 3 125.0 198.0 72.5 58.5 16.4533 28.4967 56.7333 125.290 17.1533
147859 1 2 6.1 1 6 111.0 186.0 62.0 63.0 16.5300 19.8333 64.9600 102.347 16.6467
147859 1 2 6.1 1 12 108.0 196.0 71.5 74.0 12.6667 23.3367 66.3967 110.057 19.0433
158001 1 1 5.0 1 0 109.5 182.5 86.5 56.0 14.4100 24.4133 62.4967 65.567 12.8200
158001 1 1 5.0 1 3 115.5 193.5 102.0 57.5 17.9700 21.0033 63.1600 149.930 16.9167
158001 1 1 5.0 1 6 114.5 190.0 93.0 56.5 16.5833 22.8700 60.9667 108.140 9.1067
158001 1 1 5.0 1 12 120.0 191.0 54.0 60.5 14.7000 28.5233 56.7033 73.967 8.0600
158026 1 2 6.0 0 0 114.0 176.0 58.0 50.0 10.2433 30.6800 59.6867 118.620 5.7167
158026 1 2 6.0 0 3 108.0 167.5 72.5 44.5 12.6200 30.2433 57.6967 74.537 4.9100
158026 1 2 6.0 0 6 119.5 182.0 70.0 48.5 10.1767 25.4067 65.4267 81.547 7.4033
158026 1 2 6.0 0 12 113.5 173.0 75.0 44.5 14.3100 24.3133 61.5033 142.800 9.7500
158030 2 1 6.4 0 0 148.0 230.5 69.0 68.5 10.1000 32.3800 58.5867 121.773 8.4133
158030 2 1 6.4 0 3 168.0 244.5 67.0 63.5 16.9467 35.0100 49.7700 172.743 9.5333
158030 2 1 6.4 0 6 117.0 190.0 111.0 51.0 14.8267 25.5067 60.3600 156.680 9.6600
158030 2 1 6.4 0 12 106.0 165.0 56.0 48.0 16.8400 35.4500 48.0967 357.880 12.1967
158040 2 1 5.9 2 0 113.0 180.0 38.0 59.0 14.8067 36.3733 49.9767 232.000 10.1567
158040 2 1 5.9 2 3 110.5 175.0 36.5 57.5 14.4667 29.7600 56.5400 213.253 10.9200
158040 2 1 5.9 2 6 136.0 209.0 41.0 65.0 13.1667 36.6100 51.8533 148.623 11.6400
158040 2 1 5.9 2 12 136.0 202.0 30.0 60.0 13.5100 31.3633 55.8733 252.727 8.3067
158051 2 1 4.6 0 0 116.5 198.5 65.0 69.0 16.2700 25.6533 58.7600 195.330 11.2033
158051 2 1 4.6 0 3 . . . . 15.3667 29.0867 56.8933 223.737 9.1433
158132 2 2 4.4 2 0 126.5 205.0 77.0 63.0 15.0300 41.0300 45.6367 289.657 11.9433
158132 2 2 4.4 2 3 134.5 201.0 56.0 55.5 13.5400 31.3500 57.4867 146.070 13.3700
158132 2 2 4.4 2 6 111.5 175.5 56.5 52.5 13.7167 33.7400 54.0367 182.600 14.8567
158132 2 2 4.4 2 12 138.0 205.0 58.5 55.5 . . . . .
158134 2 2 6.6 2 0 160.5 228.0 65.5 54.5 14.0633 30.0567 56.6700 149.050 7.4800
158134 2 2 6.6 2 3 144.0 215.0 57.0 59.5 9.4633 35.2100 57.2533 77.873 14.2633
158134 2 2 6.6 2 6 140.5 213.5 54.0 62.0 12.2867 36.2133 52.8467 272.437 8.0500
158134 2 2 6.6 2 12 156.0 218.0 59.5 50.0 11.9433 26.9133 61.3733 139.447 10.0767
158141 2 2 9.4 0 0 145.0 214.0 59.0 57.0 21.1800 26.1400 51.8900 244.415 6.3100
158141 2 2 9.4 0 3 148.0 223.5 79.5 59.5 14.0767 32.6867 52.6967 130.073 5.2133
158141 2 2 9.4 0 6 150.0 221.5 57.5 60.0 19.0900 27.5600 53.3867 592.620 15.9733
158141 2 2 9.4 0 12 115.5 179.0 86.0 46.5 13.5300 30.1000 56.3800 87.317 7.6600
158151 1 1 4.0 0 0 111.0 177.0 50.5 56.0 17.7500 34.8067 50.0733 174.000 15.3800
158179 2 1 9.0 2 0 116.0 183.0 73.0 52.5 15.3500 24.8000 61.4133 100.017 11.2333
158179 2 1 9.0 2 3 116.0 183.5 61.5 55.0 13.2733 26.9033 61.2267 71.083 15.4433
158179 2 1 9.0 2 6 110.0 175.0 38.5 57.5 13.1467 40.8700 46.9033 225.743 21.3167
158179 2 1 9.0 2 12 115.5 184.5 76.0 54.5 14.3067 25.2600 61.2300 125.923 9.2467
158199 1 1 7.4 1 0 132.5 193.5 94.0 42.0 17.6433 33.8400 48.2033 257.467 11.0100
158199 1 1 7.4 1 3 147.5 208.5 57.5 49.5 13.0467 32.6500 54.4633 167.490 8.3133
158199 1 1 7.4 1 6 143.5 209.0 70.0 51.5 14.4867 29.4300 56.6033 202.927 10.5033
158199 1 1 7.4 1 12 141.5 215.5 140.5 45.5 12.2467 28.6133 60.7267 120.273 11.6667
158202 1 1 4.5 1 0 121.0 174.5 66.5 40.0 15.2100 30.8667 57.1000 122.903 17.6000
158202 1 1 4.5 1 3 112.0 172.5 81.5 44.5 13.4867 25.6800 61.8000 195.793 14.9500
158202 1 1 4.5 1 6 120.5 175.0 61.0 42.5 12.5900 29.7833 60.0000 137.887 15.7167
158202 1 1 4.5 1 12 107.5 162.5 53.5 44.5 14.2333 33.4867 54.4933 90.393 16.3500
158211 1 2 5.9 0 0 121.5 205.0 47.0 74.0 12.2033 28.8167 59.8467 92.450 10.2133
158211 1 2 5.9 0 3 97.5 167.0 73.0 55.0 11.1867 25.5800 65.7833 100.283 12.9567
158211 1 2 5.9 0 6 123.5 203.0 45.0 70.5 14.2000 35.4233 51.2200 105.717 7.5700
158211 1 2 5.9 0 12 105.5 180.5 44.0 66.0 13.0267 30.5300 56.8400 156.320 9.5767
158216 1 1 6.1 1 0 124.5 209.0 78.5 69.0 11.7900 29.8100 59.5467 90.340 7.8800
158216 1 1 6.1 1 3 145.0 227.5 108.0 61.0 12.5367 32.8367 54.9433 260.580 6.0300
158216 1 1 6.1 1 6 129.5 195.5 72.5 51.5 14.0533 29.4633 57.1967 85.883 4.9167
158216 1 1 6.1 1 12 116.0 194.5 69.5 64.5 11.4900 32.1700 56.8767 55.040 3.9800
158221 1 1 6.0 2 0 107.0 183.5 55.5 65.5 18.2333 30.7900 51.3600 271.777 12.1433
158221 1 1 6.0 2 3 94.0 157.5 47.0 54.0 14.6133 25.5967 61.7133 100.253 10.2267
158221 1 1 6.0 2 6 103.5 174.0 51.5 60.5 17.1367 39.1567 45.1133 323.767 14.0833
158221 1 1 6.0 2 12 101.0 170.0 66.5 55.5 14.0833 31.9667 55.4400 288.883 10.0667
158229 1 2 5.0 0 0 126.0 189.5 80.0 47.5 12.0567 29.9033 59.1633 157.117 11.8367
158233 2 1 6.1 0 0 140.0 212.0 91.0 53.5 17.8167 32.3267 50.0100 125.867 9.6567
158233 2 1 6.1 0 3 112.0 198.0 82.5 37.0 11.8833 32.8000 55.5067 108.187 4.0300
158233 2 1 6.1 0 6 139.0 205.5 71.5 52.0 12.9600 35.2733 51.7033 115.273 8.3833
158233 2 1 6.1 0 12 135.5 204.5 73.0 54.5 10.8233 28.2400 60.9700 81.850 6.6833
158254 1 1 6.9 2 0 150.0 210.5 43.0 51.5 14.3500 26.1200 60.2867 171.663 14.1233
158254 1 1 6.9 2 3 146.0 193.0 52.5 36.5 14.3333 32.5600 53.1667 160.900 8.7700
158254 1 1 6.9 2 6 169.5 218.5 47.5 39.5 13.2000 38.9700 48.0967 324.307 10.3400
158254 1 1 6.9 2 12 169.5 221.5 58.5 40.5 14.5567 28.7533 57.5867 117.403 9.3733
158257 2 1 9.5 1 0 118.5 189.5 75.5 56.0 13.8867 31.9567 54.4767 210.037 11.4300
158257 2 1 9.5 1 3 100.0 174.0 86.5 57.0 16.7400 25.7500 57.5000 153.833 9.9100
158257 2 1 9.5 1 6 110.5 176.5 91.0 48.0 17.5633 31.1800 50.9567 193.990 7.8800
158257 2 1 9.5 1 12 129.0 200.5 92.5 53.0 17.4867 36.2400 46.1233 470.967 6.8300
158259 1 1 5.7 0 0 107.0 177.5 56.5 59.0 11.0033 21.4967 68.8800 47.533 7.9467
158259 1 1 5.7 0 3 94.5 167.0 112.0 50.0 13.3867 27.1333 61.0467 107.453 9.5700
158259 1 1 5.7 0 6 97.5 165.5 70.0 54.0 11.4700 23.1400 67.2567 59.510 9.6633
158259 1 1 5.7 0 12 111.0 184.0 77.0 58.0 16.4933 23.5767 59.7700 144.883 8.5500
158289 2 1 9.8 0 0 126.0 210.5 61.5 72.0 9.9533 22.8367 68.4767 79.287 6.7900
158289 2 1 9.8 0 3 118.0 206.0 74.5 73.0 12.5400 25.9767 62.2567 103.117 4.6733
158289 2 1 9.8 0 6 115.5 193.0 42.0 69.5 14.3833 31.5067 55.0600 110.657 5.2133
158289 2 1 9.8 0 12 119.5 198.5 70.5 65.0 19.0867 41.0300 40.2767 191.467 6.4833
158293 1 1 6.0 0 0 107.0 184.5 105.5 56.0 13.5900 30.1933 56.9367 102.063 10.4900
158293 1 1 6.0 0 3 102.0 182.5 135.0 53.5 16.1433 25.0600 59.7733 157.690 14.0400
158293 1 1 6.0 0 6 115.5 188.0 81.5 56.0 13.1500 26.2867 61.6433 124.107 11.5000
158293 1 1 6.0 0 12 127.0 209.0 115.5 59.0 13.5600 20.1233 67.4000 163.123 11.3500
158294 1 2 8.6 1 0 115.0 181.0 65.5 53.0 13.3000 31.1600 56.7467 199.313 11.7300
158294 1 2 8.6 1 3 124.5 193.0 59.0 56.5 15.8333 34.6467 50.3333 210.530 13.0500
158294 1 2 8.6 1 6 153.0 222.0 115.0 46.0 14.3600 39.8533 46.6333 116.923 9.4100
158294 1 2 8.6 1 12 115.5 178.5 75.0 48.0 17.2500 32.8433 50.4900 262.823 9.3667
158300 2 2 7.6 2 0 113.5 186.5 67.5 59.5 16.2967 36.8333 48.0267 260.893 9.8733
158300 2 2 7.6 2 3 109.0 188.0 84.0 62.0 15.8800 30.0533 55.1067 168.783 8.6467
158300 2 2 7.6 2 6 114.0 182.5 50.5 58.5 17.8067 29.9633 52.2833 235.690 7.7200
158300 2 2 7.6 2 12 100.0 172.0 66.0 59.0 13.8100 32.2150 54.9200 118.505 6.4250
158302 1 2 5.7 1 0 118.0 188.5 119.0 46.5 17.6567 38.9833 43.2933 234.227 6.2500
158302 1 2 5.7 1 3 131.5 192.0 74.5 46.0 18.0600 24.0533 58.6933 137.847 7.9800
158302 1 2 5.7 1 6 129.0 188.0 64.5 46.0 15.4400 34.5750 50.1800 171.540 6.6200
158302 1 2 5.7 1 12 124.0 190.5 106.0 45.5 18.6900 28.8933 53.5333 151.643 7.9433
158307 1 2 4.0 0 0 123.0 188.5 115.0 42.5 13.9933 34.4333 53.1800 70.757 6.9767
158307 1 2 4.0 0 3 130.5 204.0 68.5 60.0 19.6933 27.4667 53.9067 168.223 9.6600
158307 1 2 4.0 0 12 . . . . 17.7633 27.8600 56.7867 62.697 9.2200
158317 1 1 5.0 2 0 118.0 169.5 69.5 37.5 12.4533 25.0067 65.4133 177.910 14.8667
158317 1 1 5.0 2 3 128.5 182.5 79.0 38.5 12.5967 20.3233 68.9433 130.423 15.7767
158317 1 1 5.0 2 6 112.0 171.5 140.5 31.5 13.0567 27.7967 60.3567 131.547 13.7567
158317 1 1 5.0 2 12 88.0 137.5 63.5 37.0 12.6433 28.0900 62.4867 138.243 15.3800
158338 1 2 6.1 1 0 123.5 179.0 60.0 43.5 16.1667 27.2500 57.1900 81.023 9.2833
158338 1 2 6.1 1 3 124.5 175.5 91.5 33.0 17.5267 23.7533 59.8467 83.203 9.2600
158338 1 2 6.1 1 6 119.5 177.5 85.0 41.0 18.5767 29.3933 53.2367 106.507 8.6467
158338 1 2 6.1 1 12 136.0 197.0 119.5 37.0 17.3300 24.2933 59.4800 65.167 7.9933
158349 1 2 8.1 0 0 136.0 209.0 48.0 63.5 14.3600 24.8500 62.1200 103.150 11.8967
158349 1 2 8.1 0 3 83.0 145.0 44.5 53.5 11.1133 21.2467 69.2867 77.077 11.4533
158349 1 2 8.1 0 6 105.0 186.0 93.0 62.0 14.5267 23.1667 63.4767 112.770 8.5300
158349 1 2 8.1 0 12 100.0 165.0 40.0 57.0 12.0100 29.2033 60.2067 96.177 7.0567
158361 2 2 8.0 1 0 158.0 217.5 101.0 39.5 15.5967 24.4300 60.3433 217.003 13.5567
158361 2 2 8.0 1 3 119.0 178.0 106.0 38.0 13.1600 31.3600 57.0600 119.235 17.4600
158361 2 2 8.0 1 6 140.0 195.5 90.5 37.5 14.2233 29.1167 58.0267 137.747 13.1400
158361 2 2 8.0 1 12 120.5 180.0 115.5 36.5 14.2800 24.6033 62.8933 121.187 12.0133
158363 6 1 8.1 2 0 147.5 222.0 70.0 60.5 15.4550 22.8750 63.1950 47.690 13.0800
158363 6 1 8.1 2 3 133.5 214.5 48.0 71.5 14.3167 29.7067 56.7900 137.673 12.2367
158363 6 1 8.1 2 6 128.5 195.0 45.5 66.5 14.3333 22.6833 63.4300 109.493 7.7567
158363 6 1 8.1 2 12 112.0 186.5 75.5 59.5 16.3333 27.9600 57.1767 172.300 21.9200
158372 1 2 7.2 0 0 162.0 230.0 67.0 54.5 15.5667 24.7067 60.6967 256.757 14.5733
158372 1 2 7.2 0 3 152.0 224.0 84.0 55.0 17.5433 23.0400 60.7833 75.277 18.8367
158372 1 2 7.2 0 6 132.0 197.5 68.0 52.0 16.3433 22.6300 62.4400 92.543 12.7000
158372 1 2 7.2 0 12 138.0 212.0 94.5 55.0 15.0533 17.6300 68.7333 82.607 12.3900
158375 1 2 7.0 2 0 132.0 195.5 120.5 39.5 12.3167 28.8900 59.2333 248.460 12.1633
158386 2 2 8.3 1 0 113.5 171.5 41.5 49.5 17.7150 36.5300 45.2550 229.785 6.0100
158386 2 2 8.3 1 3 106.5 154.0 45.5 38.5 20.1450 29.7750 49.5050 115.680 4.2550
158386 2 2 8.3 1 6 91.0 149.0 41.0 49.5 14.3067 33.5600 52.1100 193.090 6.8700
158386 2 2 8.3 1 12 112.5 172.5 45.0 51.0 15.7400 30.2400 54.0400 202.900 7.4700
158406 1 1 4.1 1 0 160.0 240.0 93.0 61.5 16.8533 19.5633 65.0933 116.480 11.5367
158406 1 1 4.1 1 3 141.5 211.0 113.5 47.0 14.6500 17.0667 70.4967 135.887 19.3267
158406 1 1 4.1 1 6 141.5 216.5 84.5 58.0 13.5667 17.2333 70.8933 87.357 12.4433
158406 1 1 4.1 1 12 129.0 205.0 98.5 56.0 12.6600 19.4600 70.5500 173.167 22.6967
158411 1 1 6.1 0 0 114.5 170.0 74.5 40.5 12.4500 27.9133 62.6367 95.523 16.3567
158411 1 1 6.1 0 3 117.5 175.0 77.0 42.0 12.3300 21.3733 68.1533 126.883 13.3533
158411 1 1 6.1 0 6 112.0 176.5 89.0 46.5 11.2200 27.3633 63.4967 110.063 19.8433
158411 1 1 6.1 0 12 97.0 148.0 107.5 29.5 13.4433 25.1367 60.6467 203.477 8.6900
158415 2 2 9.2 1 0 132.5 194.0 57.5 50.0 20.0167 28.4333 51.7700 155.563 14.3933
158416 1 2 4.0 0 0 162.0 225.5 89.5 45.5 11.5900 24.4333 65.1433 38.570 4.6000
158416 1 2 4.0 0 3 155.0 216.0 110.5 39.0 14.5000 27.9333 58.3400 94.110 6.4900
158416 1 2 4.0 0 6 148.0 203.5 105.5 34.0 12.4233 22.5800 68.0867 63.247 12.7033
158416 1 2 4.0 0 12 160.5 216.5 83.5 39.5 12.6000 30.5000 60.1200 56.490 10.8400
158420 1 1 9.3 1 0 137.5 223.5 83.0 69.0 14.3733 38.4100 47.7567 352.300 14.6233
158420 1 1 9.3 1 3 101.0 172.5 68.5 58.0 16.8433 29.7400 54.5067 140.217 12.6633
158420 1 1 9.3 1 6 118.0 194.5 90.0 58.5 18.9333 27.3033 53.9700 332.657 10.0333
158420 1 1 9.3 1 12 120.5 198.0 55.0 66.5 15.0033 29.7533 55.6867 297.777 9.2433
158429 1 1 6.0 2 0 111.0 175.5 56.0 53.5 14.1600 24.3167 63.5333 175.600 26.5833
158429 1 1 6.0 2 3 126.5 190.0 51.0 53.5 13.1700 39.8900 49.0567 473.880 26.4667
158429 1 1 6.0 2 6 125.0 191.5 67.5 53.0 12.8500 34.2367 54.8000 299.143 17.2967
158429 1 1 6.0 2 12 130.5 194.5 48.5 54.5 13.8100 34.6333 54.1667 135.663 18.9867
158436 2 1 4.0 1 0 120.5 187.0 68.0 53.0 11.6900 25.5733 63.6233 179.733 6.4767
158436 2 1 4.0 1 3 147.0 208.5 68.0 48.0 14.6433 26.8733 58.8167 90.537 5.0067
158436 2 1 4.0 1 6 119.0 185.5 63.0 54.0 9.5467 20.6200 70.8600 122.577 7.1967
158436 2 1 4.0 1 12 121.5 189.5 56.5 58.0 11.4433 29.0333 61.1533 93.760 5.1067
158439 2 2 8.1 2 0 161.0 249.5 61.5 76.0 13.4067 30.7167 56.7133 266.143 10.7333
158439 2 2 8.1 2 6 145.0 231.5 67.5 73.0 13.5667 30.2500 56.6500 242.050 10.4767
158439 2 2 8.1 2 12 149.0 241.0 77.0 76.5 14.0033 35.0500 51.2933 296.623 10.2067
158447 2 1 8.5 2 0 118.5 203.5 86.0 67.5 15.2300 32.5200 54.1700 298.900 9.5700
158447 2 1 8.5 2 3 149.5 219.5 49.5 60.0 13.0667 40.9600 46.2000 188.237 8.5333
158447 2 1 8.5 2 6 139.5 209.0 71.0 55.5 11.0700 25.8700 68.7700 31.450 19.3900
158447 2 1 8.5 2 12 132.0 206.5 80.0 58.5 14.3300 35.0700 52.1633 160.733 11.6233
158454 4 2 6.7 0 0 111.5 207.5 208.5 54.5 17.0200 18.9467 65.0067 84.103 6.0100
158468 1 2 5.0 0 0 122.5 191.5 94.5 50.0 15.0600 28.7500 57.2067 65.943 5.6300
158468 1 2 5.0 0 3 136.5 220.0 148.0 54.0 16.3900 22.5400 61.5533 115.597 8.7567
158468 1 2 5.0 0 6 126.5 202.5 128.0 50.5 12.5667 24.0200 64.6867 152.187 13.6033
158468 1 2 5.0 0 12 116.0 192.5 149.0 46.5 13.7767 21.7933 65.2467 93.563 9.8933
158470 1 1 8.0 0 0 134.0 202.5 114.0 46.0 13.1133 27.0933 61.3867 167.103 8.6900
158470 1 1 8.0 0 3 130.0 191.0 83.0 44.5 12.6267 27.0833 62.1767 200.123 11.1767
158470 1 1 8.0 0 6 169.0 231.5 81.5 46.5 13.6433 33.0433 54.0700 117.687 7.4500
158470 1 1 8.0 0 12 150.0 210.5 58.0 49.0 12.3900 30.5233 58.1033 224.557 12.6900
158488 1 2 6.7 0 0 146.5 209.5 50.0 53.0 14.7867 27.7300 59.3100 141.137 10.3133
158488 1 2 6.7 0 3 129.0 195.0 75.5 50.5 19.1733 20.1633 61.9233 96.893 10.9167
158488 1 2 6.7 0 6 118.0 177.0 58.5 47.5 19.5267 15.9267 65.5367 113.520 8.0867
158488 1 2 6.7 0 12 102.5 167.0 77.0 49.0 17.8100 25.2800 57.0850 124.975 14.0600
169014 1 2 8.3 0 0 161.0 224.5 125.5 38.0 11.1933 21.2400 69.2267 75.353 10.1833
169014 1 2 8.3 0 3 176.0 242.5 152.0 36.5 11.1967 27.0033 63.3633 116.780 10.7867
169014 1 2 8.3 0 6 164.0 231.0 134.0 40.0 15.8267 29.0333 55.2467 163.533 10.6433
169014 1 2 8.3 0 12 163.0 234.0 182.5 34.5 14.1633 26.6933 60.1233 140.833 10.3100
169023 1 2 9.6 1 0 130.0 195.5 111.0 43.0 17.1167 29.1933 54.1367 274.567 14.4267
169023 1 2 9.6 1 3 129.5 211.0 166.5 48.5 15.7600 32.5800 52.2800 388.647 16.9100
169023 1 2 9.6 1 6 109.5 182.5 165.5 39.5 18.7533 33.1100 49.3567 181.763 12.4600
169023 1 2 9.6 1 12 129.5 195.5 142.5 37.5 15.7367 34.7967 50.1733 168.313 10.1600
169027 1 2 6.6 1 0 154.5 219.5 99.5 45.0 10.6100 32.6500 58.1033 154.310 10.8533
169027 1 2 6.6 1 3 171.5 235.0 91.0 45.5 11.2300 33.9533 56.5767 106.537 5.2133
169027 1 2 6.6 1 6 127.0 183.0 131.0 30.0 12.9467 25.6100 63.1067 134.347 7.1633
169027 1 2 6.6 1 12 154.5 217.5 112.5 40.5 13.2933 32.4700 54.7967 118.070 11.7700
169036 1 1 6.0 1 0 124.5 186.5 79.5 46.0 14.8700 32.6867 54.6433 319.247 16.2233
169036 1 1 6.0 1 3 120.0 200.5 179.0 45.0 17.9800 18.8467 64.6033 117.500 16.2600
169036 1 1 6.0 1 6 127.5 188.5 78.0 45.5 16.3233 15.4033 69.4567 74.843 11.0567
169036 1 1 6.0 1 12 132.0 191.5 70.5 45.5 17.7267 16.6700 67.2800 114.137 15.1500
169045 1 2 5.7 0 0 143.0 213.0 49.5 60.0 12.9900 27.8900 61.0733 166.807 8.9533
169045 1 2 5.7 0 3 . . . . 10.0300 23.3067 68.9767 57.243 7.2367
169062 1 1 9.4 1 0 140.0 205.5 56.0 54.0 10.8767 29.2400 60.5700 129.523 14.0400
169062 1 1 9.4 1 3 149.0 217.0 84.5 51.5 13.5167 37.2033 52.0333 165.443 24.3233
169062 1 1 9.4 1 6 143.5 214.0 97.5 51.0 11.2300 30.3600 59.6300 83.570 11.6733
169062 1 1 9.4 1 12 161.5 230.0 92.0 50.0 9.1933 34.4167 57.4667 214.473 15.8167
169109 1 2 9.7 2 0 137.5 212.5 64.5 62.0 12.1867 33.9700 56.3200 241.337 18.2767
169109 1 2 9.7 2 3 120.0 193.0 74.5 58.0 17.6233 38.1900 46.0533 512.140 20.7267
169109 1 2 9.7 2 6 133.5 206.0 62.5 60.0 16.4933 33.5633 52.5467 497.267 27.3533
169109 1 2 9.7 2 12 132.5 202.0 48.5 60.0 13.4467 38.6967 51.5600 395.203 27.8233
169112 1 2 6.0 0 0 121.0 202.5 54.5 70.5 14.4733 37.5000 48.8400 287.623 10.2600
169112 1 2 6.0 0 3 115.0 192.0 49.5 67.0 . . . . .
169112 1 2 6.0 0 6 . . . . 12.8167 31.1667 58.1500 106.860 10.9300
169112 1 2 6.0 0 12 129.0 205.0 61.0 64.0 13.6600 33.1833 53.6767 152.117 8.3833
169122 1 2 8.4 2 0 131.5 197.5 78.5 50.0 11.0900 22.9600 67.4233 87.560 10.4300
169162 1 1 8.1 0 0 129.5 195.5 57.0 55.0 13.3500 27.3867 59.4733 196.397 16.2133
169162 1 1 8.1 0 3 129.5 197.0 78.5 51.5 15.4967 22.8667 63.2067 181.570 21.5800
169162 1 1 8.1 0 6 127.0 195.5 49.5 58.5 17.9567 26.9567 55.5133 154.800 11.1733
169162 1 1 8.1 0 12 143.0 215.5 57.5 61.0 10.9633 27.2733 61.6467 182.313 11.4567
169178 1 2 6.2 2 0 160.0 217.5 70.5 43.5 13.9867 25.3567 63.3567 177.493 26.0800
169178 1 2 6.2 2 3 155.0 219.0 83.0 47.5 14.5000 25.4333 62.1733 164.303 18.6033
169178 1 2 6.2 2 6 156.0 215.5 83.5 43.0 15.3367 24.5200 60.8200 208.740 18.3233
169178 1 2 6.2 2 12 165.0 229.0 76.5 49.0 15.6367 20.3233 65.5700 136.380 24.7467
169241 1 1 5.4 0 0 144.5 222.0 66.5 64.5 15.3533 33.4367 53.5800 144.993 8.7867
169241 1 1 5.4 0 3 140.0 213.0 64.5 60.0 13.6333 27.1533 61.0367 68.710 8.0500
169241 1 1 5.4 0 6 142.0 210.5 52.5 58.0 19.0367 24.8467 58.9967 74.503 14.8333
169241 1 1 5.4 0 12 141.5 224.5 47.0 73.5 14.7867 31.8733 55.8233 114.397 10.2533
169253 1 2 9.0 0 0 117.5 178.5 135.5 34.0 14.3833 33.4500 53.1200 188.000 13.0300
169253 1 2 9.0 0 3 93.0 139.5 82.0 30.5 14.9533 33.2733 52.4667 186.120 8.9533
169253 1 2 9.0 0 6 117.5 168.0 77.5 35.0 15.3200 26.8100 58.5600 154.010 10.6033
169253 1 2 9.0 0 12 127.0 182.0 83.0 38.5 16.3633 31.7567 52.6067 324.710 10.3567
169261 1 2 5.7 2 0 163.5 226.0 67.0 49.0 14.2433 36.7900 49.1967 282.193 6.4800
169261 1 2 5.7 2 3 139.5 199.5 43.0 51.5 18.2900 40.4933 41.5567 591.397 7.3533
169261 1 2 5.7 2 6 143.0 196.5 48.5 43.5 16.2200 47.5500 36.4100 600.130 5.6567
169261 1 2 5.7 2 12 122.0 175.5 55.5 42.0 16.2967 30.5267 53.6233 310.313 10.5567
169291 1 1 8.9 2 0 123.0 198.5 79.5 59.5 13.2733 28.6900 59.3033 125.257 8.3600
169291 1 1 8.9 2 3 137.0 214.5 99.0 58.0 14.4467 28.2767 59.0933 131.807 16.0933
169292 1 2 6.0 2 0 138.0 199.5 130.0 35.5 8.5100 23.5733 71.2233 89.087 13.9800
169292 1 2 6.0 2 3 144.0 210.0 112.0 43.5 11.6200 24.8667 65.1467 149.213 15.4900
169292 1 2 6.0 2 6 152.0 210.0 83.0 41.5 9.0667 25.7467 67.2033 113.423 13.2933
169292 1 2 6.0 2 12 159.5 222.5 82.5 46.5 12.6500 28.0700 60.3333 197.690 10.7000
169299 1 2 5.6 0 0 137.0 195.0 51.0 47.5 12.1133 35.9067 52.6700 180.097 17.0433
169360 1 1 5.2 2 0 111.0 188.0 170.0 43.0 14.1500 25.0400 61.9433 77.520 10.8533
169360 1 1 5.2 2 3 106.0 180.0 152.0 43.5 12.7700 26.5200 61.9933 230.237 10.6367
169360 1 1 5.2 2 6 113.0 186.5 146.0 44.5 12.2567 28.6600 60.5333 121.353 10.1633
169360 1 1 5.2 2 12 137.0 216.5 150.5 49.5 14.3433 29.6033 57.6867 187.913 14.3700
169432 1 2 4.9 0 0 127.0 194.5 91.5 49.0 11.4867 26.1333 64.5700 93.493 12.9600
169432 1 2 4.9 0 3 103.5 174.5 120.0 47.0 14.0100 25.0800 62.8067 81.040 12.5067
179503 1 2 7.3 1 0 124.0 193.5 94.0 50.5 13.8467 24.2800 63.7800 102.267 15.7000
179503 1 2 7.3 1 3 132.5 203.0 84.5 53.5 13.3600 32.6267 55.5533 110.830 13.1367
179503 1 2 7.3 1 6 116.0 192.5 106.5 55.5 19.6800 23.8600 57.3150 117.000 13.6550
179503 1 2 7.3 1 12 126.5 197.0 121.5 46.0 14.4667 21.4833 65.8100 85.867 15.9100
179513 1 1 7.1 0 0 111.5 178.0 59.5 54.5 11.8533 25.0633 64.5000 92.967 9.5467
179513 1 1 7.1 0 3 105.5 171.5 90.0 48.0 10.3900 25.0167 66.8700 132.017 14.1167
179513 1 1 7.1 0 6 99.5 166.0 75.5 51.5 14.4100 29.4533 58.3467 151.853 14.6367
179513 1 1 7.1 0 12 104.0 167.0 83.5 46.5 14.6133 18.6800 69.0100 113.803 17.6333
179554 1 1 5.4 1 0 120.0 184.0 81.5 48.0 14.7133 36.0633 50.0167 339.467 8.0567
179554 1 1 5.4 1 3 116.5 180.0 139.5 35.5 17.3433 25.9367 58.4067 140.020 8.5833
179554 1 1 5.4 1 6 136.0 203.0 88.5 49.5 10.5400 27.7333 63.2833 183.653 9.3467
179554 1 1 5.4 1 12 116.5 181.5 86.5 48.0 14.8600 30.4833 54.8967 158.720 7.9933
179619 1 2 6.6 1 0 163.5 229.5 91.5 48.0 18.2467 34.6600 47.1900 254.600 12.0533
179619 1 2 6.6 1 3 162.0 230.5 103.0 48.0 15.3900 30.8800 53.5000 106.227 11.4633
179619 1 2 6.6 1 6 121.5 174.0 85.5 35.5 12.3300 28.4167 60.5600 73.633 9.6133
179619 1 2 6.6 1 12 156.5 223.5 113.5 44.5 16.8867 22.4433 61.2300 104.497 16.4067
179653 1 2 5.1 1 0 119.0 190.0 157.5 39.5 10.2767 18.4667 73.5200 60.800 5.1167
179653 1 2 5.1 1 3 119.0 182.0 141.0 35.0 9.6533 20.0833 72.0100 50.697 4.2100
179653 1 2 5.1 1 6 148.0 207.0 103.5 38.5 12.9767 32.2133 55.6833 65.027 5.6300
179653 1 2 5.1 1 12 150.5 215.5 128.5 39.5 10.4767 15.8967 75.8700 50.817 7.3600
179656 1 1 4.0 2 0 130.5 192.5 151.5 31.5 11.8367 28.2200 61.2667 98.917 7.2133
179656 1 1 4.0 2 3 120.5 183.0 100.5 42.0 12.1133 31.6867 57.2300 239.460 5.9900
179656 1 1 4.0 2 6 133.0 193.0 117.0 36.5 15.7100 32.5900 52.8500 157.747 7.3900
179656 1 1 4.0 2 12 146.0 210.5 145.0 38.0 14.8300 27.5167 58.8167 140.767 8.6000
179666 1 1 7.6 1 0 124.0 194.5 72.0 56.0 13.4200 35.0467 52.2700 373.007 9.0800
179666 1 1 7.6 1 3 107.5 173.5 65.5 53.0 12.5500 34.8633 53.3000 139.347 8.5900
179666 1 1 7.6 1 6 114.0 192.0 65.0 65.0 12.6800 30.1933 57.6700 160.160 11.0200
179666 1 1 7.6 1 12 104.0 169.5 60.5 53.5 15.6233 26.4967 58.2800 109.647 11.7033
179671 1 1 5.1 1 0 123.0 192.0 84.0 52.5 15.2933 28.0967 58.8733 123.907 12.2600
179671 1 1 5.1 1 12 . . . . 13.9667 23.2000 67.2867 101.803 18.2633
179680 1 2 5.0 2 0 145.5 214.0 102.5 48.0 13.5333 31.4467 55.8367 139.403 5.8167
179680 1 2 5.0 2 3 135.5 210.5 108.0 53.5 13.9267 34.3400 54.0667 132.490 12.8733
179680 1 2 5.0 2 6 124.0 208.0 97.5 47.0 12.0600 32.9033 57.9800 137.983 13.8100
179680 1 2 5.0 2 12 127.5 196.0 105.5 47.5 14.7167 34.7633 51.8333 150.237 7.3700
179693 1 1 4.0 0 0 150.0 221.0 57.0 59.5 23.7967 22.2100 55.1533 223.090 11.5300
179693 1 1 4.0 0 3 133.0 196.0 102.5 42.5 15.9067 27.5267 60.2500 89.890 16.1767
179693 1 1 4.0 0 6 124.5 194.0 76.0 54.0 15.9300 23.3467 63.1367 74.833 10.0933
179693 1 1 4.0 0 12 117.0 175.0 102.5 37.5 15.9900 21.4100 64.3600 71.800 18.1933
179704 1 2 7.1 0 0 114.5 180.0 59.0 53.5 7.7067 37.8367 56.8467 169.773 10.7133
179704 1 2 7.1 0 3 . . . . 13.5000 33.8800 53.7833 104.073 8.2233
179704 1 2 7.1 0 6 113.0 173.0 43.0 51.5 . . . . .
179704 1 2 7.1 0 12 106.0 162.0 44.0 47.0 16.9600 34.9500 47.9300 62.590 4.7600
179716 1 1 7.1 0 0 121.0 178.0 82.0 40.5 15.3367 29.2567 56.2833 247.540 12.0700
179727 1 2 4.0 1 0 120.0 196.5 111.5 54.0 19.3000 18.9100 63.2667 85.827 8.8733
179727 1 2 4.0 1 3 115.5 186.0 71.0 56.5 18.2267 19.1400 64.8900 79.757 10.5000
179727 1 2 4.0 1 6 114.5 195.5 106.0 60.0 17.4533 22.6433 62.1767 81.480 10.6067
179727 1 2 4.0 1 12 110.5 185.0 119.0 50.5 11.6800 22.6400 67.5300 142.935 15.2100
179732 1 2 4.0 1 0 112.0 173.5 86.5 44.0 13.1933 26.0800 61.8300 196.727 8.6800
179732 1 2 4.0 1 3 123.5 186.0 87.0 45.0 14.5233 24.2100 62.4433 137.383 7.9900
179732 1 2 4.0 1 6 132.0 190.0 71.5 43.5 11.0400 20.0767 70.0467 96.580 5.9600
179732 1 2 4.0 1 12 109.5 175.5 77.5 50.5 11.4500 21.7400 67.5200 98.957 9.1267
179742 1 2 4.0 2 0 121.5 182.0 54.5 49.5 14.5800 32.7800 54.5867 153.673 9.4567
179812 1 1 8.0 1 0 107.0 160.0 68.0 39.5 14.0233 29.5467 57.7067 178.110 21.5233
179812 1 1 8.0 1 3 105.5 164.0 90.5 40.5 14.4367 28.5200 58.2100 131.667 15.8800
179812 1 1 8.0 1 6 91.5 152.5 68.5 47.0 11.9300 27.0167 62.4467 194.600 11.0333
179812 1 1 8.0 1 12 88.0 142.5 65.0 41.5 11.5033 28.9967 62.5100 153.370 17.1667
179822 1 1 4.1 1 0 149.0 208.0 51.5 49.0 15.3000 29.8100 56.9733 151.337 11.0400
179822 1 1 4.1 1 3 133.5 200.5 48.5 57.5 13.9733 34.8033 51.8700 187.460 9.1167
179822 1 1 4.1 1 6 113.5 174.0 56.5 49.0 19.0700 33.8767 47.6633 339.183 7.8467
179822 1 1 4.1 1 12 118.5 180.0 52.5 51.0 15.7800 31.6767 53.8500 139.360 12.3267
179838 1 1 8.1 0 0 120.0 183.0 62.0 50.5 18.8233 28.8033 53.4467 200.130 15.2700
179838 1 1 8.1 0 3 103.0 168.5 63.5 53.0 15.9033 21.3900 64.3167 163.983 11.4533
179838 1 1 8.1 0 6 109.0 172.5 89.5 46.0 13.5400 21.0600 67.1000 56.747 18.7300
179838 1 1 8.1 0 12 99.0 167.0 86.0 51.0 13.3367 20.9200 67.6800 154.067 16.7933
179845 1 2 4.1 2 0 127.5 183.5 109.0 34.5 13.1100 28.5667 59.6467 108.360 8.6533
179845 1 2 4.1 2 3 78.0 120.0 99.0 22.0 12.0233 30.0267 59.1667 203.967 9.1400
179845 1 2 4.1 2 6 135.0 194.5 107.5 38.0 11.3400 35.7500 54.0567 155.293 9.6167
179845 1 2 4.1 2 12 133.5 198.0 103.0 43.5 14.9200 30.6367 54.9767 157.433 7.4800
179847 1 2 4.0 1 0 115.0 170.0 64.5 42.0 12.1400 26.5667 63.2400 77.397 14.5533
179847 1 2 4.0 1 3 118.5 171.5 62.0 40.5 12.0967 19.6133 71.4300 60.133 12.3133
179847 1 2 4.0 1 6 94.0 152.0 120.0 34.0 10.0633 12.0667 80.6167 21.270 14.8667
179847 1 2 4.0 1 12 95.5 154.5 102.0 38.5 13.0800 16.9133 72.1467 96.477 11.3600
179872 1 1 4.6 2 0 120.5 232.5 61.0 99.5 10.0700 32.4200 58.0167 178.917 7.2533
179872 1 1 4.6 2 3 115.5 214.5 55.0 88.0 15.1500 33.4800 53.0767 219.690 17.1333
179872 1 1 4.6 2 6 121.5 226.5 51.5 94.5 11.5767 27.3100 63.0667 66.840 10.8533
179872 1 1 4.6 2 12 103.0 196.5 69.5 80.0 14.0200 32.7767 56.0233 370.463 15.3433
179907 1 1 6.7 1 0 147.5 226.0 162.5 46.0 12.4933 34.0667 54.2667 72.527 7.5567
179907 1 1 6.7 1 3 160.5 231.5 89.0 53.0 18.8967 31.1067 51.0933 126.347 9.2633
179907 1 1 6.7 1 6 114.0 199.0 229.0 39.5 25.2233 34.1733 39.4567 148.200 5.3100
179907 1 1 6.7 1 12 137.5 221.0 168.5 49.5 19.6600 27.1900 53.7367 153.800 6.9533
179920 1 1 4.0 0 0 116.0 174.5 79.5 43.0 13.1633 29.5800 60.7000 135.993 18.8267
179920 1 1 4.0 0 3 105.0 160.0 83.5 38.5 13.2733 23.7467 66.7033 40.393 12.4700
179920 1 1 4.0 0 6 116.0 169.5 93.0 35.0 14.5367 22.5333 65.7600 123.700 12.8800
179920 1 1 4.0 0 12 101.0 163.5 122.0 38.0 11.3033 28.4400 61.8100 116.530 15.2600
179938 1 1 4.2 1 0 118.0 174.5 78.0 41.0 12.6033 26.1433 62.6100 107.927 9.0200
179938 1 1 4.2 1 3 115.0 188.5 89.5 55.5 13.4600 24.1700 63.8033 110.670 10.2100
179938 1 1 4.2 1 6 131.0 194.5 77.5 48.0 14.0533 26.4367 59.6200 60.070 8.0867
179938 1 1 4.2 1 12 124.0 186.0 68.5 48.0 13.7400 16.5133 71.7167 109.257 12.8033
179977 1 2 4.2 0 0 126.5 191.0 75.0 49.5 15.7050 33.6900 53.0750 127.345 10.6550
179977 1 2 4.2 0 3 124.5 192.5 68.0 54.5 14.0267 32.1300 54.4433 58.473 7.1767
179977 1 2 4.2 0 6 115.0 175.5 78.0 45.0 18.1900 29.1350 53.7500 145.525 9.2700
179977 1 2 4.2 0 12 136.5 205.5 69.5 55.0 16.7367 28.1800 55.6800 114.860 14.1267
179980 1 1 4.0 1 0 113.5 179.5 147.0 37.0 14.7733 24.6400 62.7233 90.723 8.9133
179980 1 1 4.0 1 3 158.0 236.5 189.0 40.5 15.0733 27.4433 59.0467 141.633 8.6033
179980 1 1 4.0 1 6 113.5 182.5 154.0 38.0 11.2300 25.7800 65.3033 84.760 9.5833
179980 1 1 4.0 1 12 104.5 177.0 178.5 36.5 12.6400 25.8567 65.1067 140.353 14.7800
;
run;
Example
Repeated Measurements Section
(13.3_repeated measurements.sas)
Carithers et al (Methylprednisolone therapy in patients with severe alcoholic hepatitis. Annals of Internal Medicine 1989; 110: 685-690) conducted a multi-center, double-blinded, randomized trial in which they compared methylprednisolone to placebo in patients with severe alcoholic hepatitis. Treatment was administered over four weeks. The primary outcome was time to death, and the Kaplan-Meier survival curves and the logrank test indicated that methylprednisolone was superior to placebo.
Secondary outcomes included liver enzymes such as albumin, prothrombin time, bilirubin, and hematocrit. An ANCOVA model was invoked to compare the treatments with respect to bilirubin at week #4 with baseline bilirubin and clinical center as covariates.
Here are a couple of places at the end of the program that you will want to make note of:
*************************************************************************
* This is a program that illustrates the use of PROC GLM in SAS to *
* perform ANCOVA. *
* *
* The data set is taken from the following article: *
* Carithers RL, et al (1989). Methylprednisolone therapy in *
* with severe alcoholic hepatitis. Annals of Internal Medicine 110, *
* 685-690. *
*************************************************************************;
proc format;
value trtfmt 0='Placebo' 1='Methylprednisolone';
run;
data alc_hep;
input subject center treatment albumin0-albumin4 prothrombin0-prothrombin4
bilirubin0-bilirubin4 hematocrit0-hematocrit4 sgot0-sgot4;
format treatment trtfmt.;
cards;
1 1 0 2.4 2.4 1.7 . . 20 18 23 . . 14.3 17.4 17.9 . . 24 23 20 . . 74 99 75 . .
2 1 0 3.8 3.4 3.2 3.1 3.0 16 16 19 19 18 16.1 11.9 12.6 10.4 9.8 34 32 32 31 34 95 68 58 55 65
3 1 0 2.9 2.6 3.3 3.5 3.4 15 13 14 14 14 19.2 11.6 7.5 5.0 3.2 34 30 34 33 33 94 87 142 82 54
4 1 0 2.0 2.1 2.2 2.4 . 22 20 23 17 18 19.4 13.7 8.1 6.1 4.9 30 33 34 36 30 131 115 76 60 59
5 1 0 2.6 2.8 2.7 2.6 2.6 20 20 19 18 18 8.5 8.3 4.9 4.0 4.0 35 30 28 33 35 52 . 49 40 33
6 1 0 1.9 1.9 2.6 2.3 2.4 19 19 17 17 15 9.3 6.4 6.9 6.8 3.0 27 26 33 30 29 49 69 88 101 86
7 1 0 1.9 1.9 2.0 2.1 . 23 22 23 18 . 4.4 3.3 3.7 3.0 . 29 31 31 31 . 39 43 48 45 .
8 1 0 2.4 2.1 . . . 16 16 . . . 24.0 19.1 . . . 24 23 . . . 159 400 . . .
9 1 0 2.2 2.1 2.0 1.9 1.9 18 19 20 22 21 12.3 11.7 10.8 9.8 6.4 27 26 27 27 26 179 156 130 111 94
10 1 0 2.1 . . . . 18 . . . . 28.3 . . . . 30 . . . . 89 . . . .
11 1 0 2.6 2.1 2.4 2.5 2.2 18 16 15 15 15 16.0 10.1 7.8 6.9 5.6 30 24 34 31 28 67 47 . 67 58
12 1 0 2.2 1.9 2.1 2.1 2.4 16 16 16 15 15 25.4 16.9 9.3 5.6 4.2 21 28 32 26 29 55 75 73 59 43
13 1 0 2.6 2.5 1.3 1.8 2.3 18 17 16 16 18 20.2 19.3 14.4 14.3 10.5 22 28 29 26 24 43 53 50 46 34
14 1 0 1.8 3.0 . . . 25 24 31 . . 14.0 15.1 11.4 . . 22 29 15 . . 88 47 . . .
15 1 1 1.9 2.4 2.9 3.0 . 19 15 14 14 . 8.7 2.6 2.3 1.9 . 33 36 41 42 . 135 74 66 48 .
16 1 1 2.0 2.6 3.0 3.6 3.1 18 15 15 15 11 15.6 9.0 5.1 4.4 2.9 30 28 29 33 30 115 68 59 70 63
17 1 1 2.1 2.3 2.8 2.8 2.9 17 16 15 16 16 11.0 8.2 8.4 9.4 8.1 27 21 22 21 25 31 62 56 57 45
18 1 1 2.2 2.0 1.7 1.5 1.4 21 36 34 24 24 16.0 17.8 13.4 10.4 14.2 30 31 29 26 23 170 206 108 76 47
19 1 1 2.1 2.4 2.8 2.6 2.9 16 14 14 14 12 21.7 12.9 7.0 4.1 2.8 23 27 30 34 35 346 414 345 144 104
20 1 1 3.3 . 3.4 3.2 3.0 18 16 15 13 14 35.0 25.6 16.7 10.2 5.4 35 28 27 32 27 48 73 66 45 49
21 1 1 2.5 2.6 2.8 2.8 . 17 14 14 13 . 12.1 6.4 6.0 5.0 . 31 31 34 35 . 399 192 176 219 .
22 1 1 2.6 2.3 2.9 2.8 3.1 17 16 14 14 14 7.9 3.3 3.1 3.3 3.2 33 30 40 39 43 240 74 79 103 89
23 1 1 3.2 2.4 2.1 1.8 1.9 19 19 18 19 24 6.3 10.0 13.4 11.4 17.1 26 20 22 21 34 125 95 288 198 178
24 1 1 3.0 3.5 3.3 3.5 3.9 20 19 17 17 18 4.1 26.6 12.1 10.7 8.4 14 29 30 36 37 47 54 33 44 34
25 1 1 1.7 . . . . 15 . . . . 7.4 . . . . 27 . . . . 144 . . . .
26 1 1 2.7 2.6 . . . 17 21 20 . . 24.3 31.4 20.9 . . 25 28 24 . . 145 285 . . .
27 1 1 2.1 2.3 2.4 2.4 2.6 20 16 14 14 13 13.0 10.5 6.9 5.9 5.8 31 24 27 25 22 224 95 71 65 53
28 1 1 2.1 . 2.6 3.4 3.8 15 13 13 12 12 15.7 4.7 3.1 2.8 2.4 31 28 31 39 . 67 78 . 52 39
29 1 1 1.8 1.7 2.3 1.9 1.7 24 22 21 20 21 14.6 11.7 17.1 14.9 10.9 39 34 29 30 24 28 29 34 20 43
30 2 0 2.5 2.3 2.3 2.2 2.1 18 20 22 23 17 11.7 12.7 16.0 16.1 15.1 26 29 27 26 25 157 104 132 115 90
31 2 0 1.8 1.9 1.6 2.6 2.8 24 26 28 23 19 12.6 9.4 8.2 9.9 11.3 28 28 24 30 27 462 500 430 291 140
32 2 0 2.3 2.0 . . . 19 22 . . . 14.7 13.0 . . . 23 26 . . . 136 183 . . .
33 2 0 2.2 2.6 2.5 2.3 2.4 16 16 16 15 15 21.6 15.4 11.7 4.3 3.7 23 27 29 27 28 120 140 162 123 95
34 2 0 2.5 2.4 2.2 . . 17 18 17 . . 13.8 10.2 9.3 . . 30 29 27 . . 87 102 69 . .
35 2 0 2.9 2.6 2.8 3.0 3.7 17 15 14 15 14 22.1 8.7 8.3 6.6 5.5 38 37 39 40 41 131 134 114 117 103
36 2 0 2.0 1.7 . . . 13 13 . . . 9.1 9.9 . . . 25 24 . . . 95 47 . . .
37 2 0 2.7 2.2 3.2 2.9 3.5 15 16 16 15 17 28.2 25.2 35.4 40.8 60.5 38 35 28 25 24 153 117 107 129 87
38 2 0 2.1 1.8 1.6 1.7 . 21 25 25 23 . 12.2 15.9 13.6 19.9 . 23 21 22 24 . 98 127 27 139 .
39 2 1 1.6 1.8 2.2 2.5 2.6 24 20 17 17 16 12.3 7.5 6.6 5.7 4.4 27 27 31 32 27 55 79 107 91 73
40 2 1 2.8 3.2 3.4 3.7 . 19 16 . 16 . 14.5 8.5 4.7 3.8 3.6 30 38 32 36 . 74 137 121 131 149
41 2 1 1.8 2.5 3.3 3.5 3.5 20 16 13 14 14 9.2 5.7 2.8 2.5 1.8 27 29 31 32 32 55 54 37 35 28
42 2 1 2.2 2.6 2.6 2.5 2.6 19 17 16 17 17 13.0 7.0 4.6 4.3 3.6 35 39 37 37 37 100 101 58 105 45
43 2 1 2.7 3.1 3.3 3.1 3.2 17 11 12 12 . 13.4 9.3 4.9 3.7 2.0 30 33 33 33 34 480 167 212 162 69
44 2 1 2.8 2.1 2.3 2.8 2.9 20 15 15 14 14 17.8 24.2 16.8 16.6 10.0 30 24 29 28 26 242 131 89 198 130
45 2 1 2.8 2.3 2.3 2.7 2.3 18 15 15 15 16 17.4 20.0 18.1 16.4 11.7 27 30 28 29 26 181 107 82 87 54
46 3 0 3.2 . . 2.9 2.7 18 17 19 18 16 17.8 17.6 8.5 7.9 6.7 20 26 23 30 30 140 104 122 268 190
47 3 0 2.3 2.6 . . . 20 19 21 . . 15.5 17.3 13.9 . . 25 31 29 . . 29 30 40 . .
48 3 0 2.4 . 2.8 2.4 2.7 14 15 14 14 14 20.0 15.5 18.3 14.1 17.5 41 28 25 27 30 133 159 78 66 80
49 3 1 2.8 2.8 7.9 3.0 3.5 15 15 13 12 12 11.1 10.6 6.7 3.9 2.6 33 33 37 39 39 58 45 47 35 30
50 3 1 2.3 2.6 2.2 2.6 2.6 17 16 18 17 18 44.1 42.6 38.0 36.6 33.0 28 30 27 27 29 77 78 72 61 57
51 3 1 3.3 2.8 2.5 3.3 2.6 19 12 12 11 12 5.4 1.8 1.2 1.2 1.0 33 39 45 49 48 415 46 72 43 34
52 3 1 2.2 2.2 . . . 17 20 . . . 30.3 26.4 . . . 30 29 . . . 100 85 . . .
53 4 0 3.1 . . . . 15 14 14 14 13 23.1 15.0 6.9 4.9 3.6 38 33 33 36 42 115 180 170 136 .
54 4 0 3.0 2.7 2.8 . . 17 15 15 16 . 38.7 40.0 32.2 35.5 29.5 31 28 24 34 29 385 175 163 305 460
55 4 0 2.2 2.5 2.9 2.5 2.5 18 18 18 17 . 9.4 6.8 6.0 4.6 4.1 21 24 26 27 . 162 135 56 51 68
56 4 0 2.8 2.4 2.6 2.5 . 14 15 15 14 . 29.2 29.1 33.5 30.2 . 28 28 30 31 . 86 95 122 128 .
57 4 0 2.5 2.7 3.2 3.8 3.1 20 16 17 . . 24.0 22.0 25.0 22.5 13.0 36 37 42 42 35 163 310 575 850 465
58 4 1 2.2 . 3.3 3.6 3.6 20 16 14 14 14 7.2 3.5 2.5 2.3 2.5 40 41 45 47 47 141 72 77 66 66
59 4 1 2.1 . 3.2 2.4 2.8 20 18 16 15 16 28.1 16.5 15.6 7.9 6.9 27 35 25 24 33 232 150 85 121 325
60 4 1 2.4 2.1 2.4 2.6 . 16 17 17 15 13 13.2 6.7 7.3 5.0 4.5 35 35 34 35 . 145 67 44 87 72
61 4 1 3.0 2.6 2.6 3.2 3.3 17 14 14 14 13 33.5 34.0 9.9 6.6 4.4 21 29 26 24 25 213 113 188 127 112
62 4 1 2.4 2.8 3.0 . . 17 16 16 . . 17.8 10.7 7.7 . . 24 27 29 . . 73 66 169 . .
63 4 1 2.2 2.6 . . . 16 13 . . . 22.5 13.5 . . . 26 27 . . . 120 192 . . .
64 4 1 2.1 2.3 2.2 3.1 3.4 22 20 18 18 18 19.0 12.9 8.7 11.5 11.0 25 27 27 28 30 89 70 47 38 48
65 4 1 2.2 2.2 2.4 . . 17 16 15 . . 18.0 12.3 11.1 . . 33 34 33 . . 188 101 102 . .
66 4 1 2.7 2.5 3.4 3.0 3.1 18 16 14 15 . 27.0 12.3 9.2 5.2 3.7 36 35 37 34 . 166 128 107 25 16
;
run;
proc print data=alc_hep;
id subject center treatment;
var bilirubin0-bilirubin4;
title 'Alcoholic Hepatitis Data Set';
run;
proc gplot data=alc_hep;
plot bilirubin4*bilirubin0=treatment/vaxis=axis1 haxis=axis2 nolegend frame;
axis1 label=(a=90 'Visit 4 Bilirubin');
axis2 label=('Visit 0 Bilirubin');
symbol1 value=x color=black;
symbol2 value=o color=black;
title2 'Scatterplot of Visit 4 vs. Visit 0 Measurements';
run;
proc gplot data=alc_hep;
plot bilirubin4*center=treatment/vaxis=axis1 haxis=axis2 nolegend frame;
axis1 label=(a=90 'Visit 4 Bilirubin');
axis2 offset=(20) label=('Clinical Center') minor=none major=(number=4);
symbol1 value=x color=black;
symbol2 value=o color=black;
title2 'Scatterplot of Visit 4 Measurements vs. Clinical Center';
run;
proc glm data=alc_hep;
class center treatment;
model bilirubin4=center treatment bilirubin0 treatment*center treatment*bilirubin0;
title2 'ANCOVA for determining interactions';
run;
proc glm data=alc_hep;
class center treatment;
model bilirubin4=center treatment bilirubin0;
means treatment;
lsmeans treatment/stderr pdiff;
title2 'ANCOVA';
run;
Now, run the program and look at the output. Notice “66 observations read, 47 used.’ This means 19 patients are missing data for a term in the model so SAS cannot use their data. In this case, 19 are missing bilirubin4 measurements.
Considering the Type III SS in the output, do you see that baseline bilirubin (bilirubin0) was an important covariate? The treatment groups do not differ significantly. Nor was significant interaction observed between center and treatment or baseline bilirubin and treatment.
A more parsimonious model is run; again only baseline bilirubin has a significant effect. The difference in the raw means at Week 4 is about 4 units, but is reduced after adjusting for the covariates (see the adjusted means.) .The difference between treatments was not statistically significant ( p = 0.2782), although methylprednisolone showed a numerical advantage over placebo with adjusted means of 7.84 and 10.84, respectively for the two treatments.