# day.wheat.uniformity.R
# These lines are cut-n-pasted from pdfs, then manually cleaned
d22=
"1 67.2 59.0 67.2 53.5 50.7 78.5 42.4 70.0
136.8 122.0 124.8 105.5 94.3 170.5 87.6 114.0
2 54.0 51.0 39.4 50.4 51.0 40.6 31.3 46.0
112.0 101.0 92.6 108.6 100.0 92.4 63.7 70.0
3 60.0 44.0 59.8 60.5 51.9 48.1 57.8 35.9
125.0 99.0 110.2 132.5 102.1 114.9 115.2 71.1
4 40.5 45.0 43.9 81.4 59.1 56.3 64.8 87.8
91.5 114.5 87.1 188.6 129.9 123.7 133.2 160.2
5 48.0 64.2 65.0 68.6 60.7 56.5 84.4 45.1
104.0 136.9 132.0 155.4 125.3 131.5 160.6 92.9
6 35.9 27.2 55.5 47.2 28.9 46.9 25.4 56.7
62.1 60.8 111.5 100.8 61.1 105.1 57.6 99.3
7 49.7 39.4 42.4 37.7 33.8 40.4 71.4 58.2
102.3 79.6 78.6 81.3 84.2 94.6 139.6 94.8
8 45.6 78.4 43.6 62.7 58.9 60.0 41.0 34.9
108.4 141.6 85.4 134.3 120.1 121.0 88.0 81.1
9 24.6 84.5 49.6 27.2 33.9 51.0 34.7 16.3
51.4 127.5 101.4 70.8 79.1 118.0 86.3 56.7
10 34.8 34.4 40.2 60.5 53.7 30.6 45.7 55.5
91.2 78.6 77.8 123.5 100.3 71.4 94.3 105.5
11 47.3 35.8 42.3 51.3 39.2 30.4 48.2 36.7
100.7 79.2 83.7 108.7 79.8 77.6 97.8 68.3
12 44.0 53.4 8.5 5.4 30.1 66.1 49.2 15.2
96.0 113.6 28.5 19.6 67.9 133.9 108.8 35.8
13 66.1 62.9 51.2 56.7 17.3 38.9 43.9 65.2
151.9 128.1 107.8 128.3 48.7 87.1 88.1 119.8
14 51.6 36.5 43.2 60.3 53.5 51.5 61.2 47.6
113.4 77.5 91.8 129.7 101.5 107.5 105.8 92.4
15 46.0 31.3 35.4 42.5 48.2 31.2 20.8 41.2
94.0 71.7 71.6 96.5 89.8 74.8 61.2 86.8
16 55.0 68.0 56.1 51.8 66.0 38.9 47.1 40.0
105.0 130.0 103.9 117.2 79.0 88.1 99.9 72.0"
d23=
"17 41.9 37.7 57.9 59.0 46.6 52.0 34.0 34.3
88.1 73.3 104.1 124.0 99.4 103.0 74.0 75.7
18 70.2 72.8 55.1 42.5 47.5 62.9 85.0 53.5
152.8 143.2 107.9 100.5 91.5 128.1 163.0 102.5
19 49.2 58.9 62.2 80.2 47.8 35.8 24.4 45.2
99.8 119.1 121.8 176.8 89.2 82.2 59.6 84.8
20 56.1 37.1 48.2 49.8 69.2 19.7 44.2 59.5
113.9 82.9 98.8 107.2 132.8 50.3 92.8 103.5
21 42.7 77.6 41.5 40.6 39.4 29.4 46.8 26.2
89.3 147.4 84.5 92.4 76.6 76.6 75.2 66.8
22 52.8 33.6 58.8 33.8 47.9 49.0 55.0 33.6
111.2 64.4 104.2 80.2 102.1 112.0 120.0 63.4
23 36.4 81.4 55.0 45.7 48.9 65.3 43.8 29.8
81.6 143.6 102.0 101.3 93.1 142.7 88.2 69.2
24 70.8 37.0 54.6 62.3 68.8 46.2 56.0 25.9
144.2 72.0 79.4 128.7 117.2 108.8 109.0 59.1
25 34.0 31.8 30.3 36.9 44.5 53.5 39.0 32.1
89.0 60.2 53.7 84.1 89.5 121.5 77.0 67.9
26 33.0 83.8 46.8 43.7 62.5 46.4 31.3 35.0
80.0 118.2 85.2 98.3 133.5 105.6 67.7 69.0
27 30.8 53.7 61.5 51.1 52.6 56.2 60.7 64.9
74.2 99.3 111.5 107.9 97.4 117.8 111.3 112.1
28 39.8 34.2 51.3 52.0 35.6 34.5 47.3 53.0
87.2 69.8 88.7 112.0 69.4 71.5 97.7 115.0
29 18.6 52.0 39.0 43.9 51.5 44.4 41.2 23.4
52.4 99.0 77.0 88.1 103.5 94.6 79.8 56.6
30 49.6 39.5 35.3 33.6 23.7 50.6 27.4 39.0
124.4 69.5 65.7 65.4 54.3 101.4 54.6 76.0
31 54.0 21.6 41.4 46.3 15.8 17.4 39.0 35.0
113.0 45.4 75.6 97.7 44.2 53.6 82.0 74.0
32 37.3 56.3 36.9 28.6 36.7 30.6 52.1 26.0
100.7 104.7 64.1 62.4 70.3 69.4 99.9 57.0
33 60.7 48.6 33.8 32.7 27.0 25.6 43.3 16.2
114.3 84.4 62.2 72.3 61.0 68.4 96.7 40.8
34 28.8 28.5 47.8 37.8 58.3 54.7 48.9 63.4
59.2 51.5 74.2 76.2 103.7 111.3 110.1 116.6"
d24=
"35 56.4 46.0 44.7 35.1 24.5 29.6 43.7 58.0
112.6 82.0 73.3 73.9 51.5 58.4 82.3 103.0
36 44.5 29.0 29.8 38.0 48.6 44.2 49.0 46.0
80.5 51.0 57.2 58.0 89.4 85.8 96.0 82.0
37 30.6 37.6 40.6 25.8 33.2 25.8 18.2 30.1
57.4 76.4 68.4 60.2 62.8 65.2 40.8 53.9
38 38.7 45.8 37.6 32.8 23.8 60.0 34.4 50.5
79.3 78.2 72.4 69.2 50.2 116.0 70.6 98.5
39 41.8 53.5 28.7 41.4 39.2 28.6 28.5 21.5
78.2 95.5 56.3 84.9 72.8 67.4 61.5 43.5
40 76.6 48.2 39.4 45.7 35.8 28.9 40.0 31.7
148.4 90.8 68.6 89.3 72.2 66.1 80.0 63.3
41 56.0 33.5 58.6 49.2 53.6 50.5 58.8 64.3
109.0 67.5 106.4 95.8 99.7 105.5 110.2 102.7
42 25.6 65.0 24.5 26.8 48.2 44.7 30.2 41.8
58.4 117.0 48.8 61.2 58.8 92.3 54.8 82.2
43 47.0 57.1 61.6 43.8 41.6 49.7 27.6 26.0
98.0 101.9 75.4 89.2 92.4 97.3 60.4 62.0
44 53.6 38.2 36.6 65.2 51.2 20.9 20.0 16.2
109.4 80.8 68.4 123.8 87.8 43.1 44.0 42.8
45 38.8 46.9 38.8 26.0 32.1 69.5 81.7 51.7
90.2 99.1 77.2 63.0 65.9 125.5 156.3 96.3
46 44.6 40.7 50.4 46.6 34.1 53.9 46.1 39.6
73.4 86.3 90.6 113.4 70.9 109.1 84.9 73.4
47 55.2 61.8 49.9 57.0 45.4 65.9 51.1 47.5
111.8 106.2 93.1 114.0 86.6 129.1 103.9 86.5
48 42.6 40.4 50.0 36.0 50.5 29.5 60.2 32.1
89.4 88.6 92.0 78.0 89.5 68.5 114.8 70.9
49 58.5 44.8 61.5 45.4 39.5 68.6 50.7 62.7
130.5 95.2 119.5 100.6 82.5 150.4 100.3 104.3
50 43.3 42.6 63.3 61.6 45.1 28.0 58.3 61.8
94.7 130.4 66.7 122.4 99.9 69.0 89.7 114.2
61 71.7 76.7 55.8 45.7 54.4 58.0 50.9 81.1
148.3 153.3 103.2 92.3 117.6 129.0 102.1 153.9
62 38.2 79.3 84.5 86.2 86.4 63.6 80.0 66.2
83.8 166.7 172.5 174.8 168.6 137.4 143.0 129.8"
d25=
"63 73.2 62.2 72.0 63.4 56.8 51.9 82.8 68.2
155.8 120.8 140.0 137.6 130.2 137.9 152.2 134.8
54 92.3 35.7 65.1 51.4 64.2 75.1 67.9 94.6
202.7 73.3 124.9 103.6 121.8 159.9 130.1 187.4
55 32.7 70.3 44.3 55.9 61.1 42.1 55.2 48.5
65.3 152.7 90.7 110.1 128.9 99.9 110.8 103.5
56 83.9 54.4 40.3 62.8 55.9 56.2 51.6 37.3
166.1 115.6 100.7 127.2 117.1 121.8 104.4 85.7
57 65.8 24.6 48.7 29.6 36.5 46.7 38.5 49.5
144.2 57.4 98.3 58.4 80.5 92.3 79.5 108.5
58 44.6 40.6 52.8 46.5 34.7 43.3 36.6 35.0
90.4 84.5 104.2 95.5 74.3 91.7 79.4 90.0
59 36.0 39.2 42.6 47.6 31.4 41.2 44.5 27.9
74.0 88.8 93.4 84.4 61.2 83.8 81.5 57.1
60 68.6 29.5 95.3 43.0 36.5 32.0 29.8 35.1
141.4 64.5 180.7 85.0 81.5 66.0 67.2 89.9
61 40.9 49.7 21.2 35.8 40.4 63.8 52.8 36.1
90.1 101.3 50.8 83.2 90.6 133.2 106.2 80.9
62 54.1 63.8 34.6 40.9 36.7 45.2 34.4 45.9
112.9 121.2 76.4 78.1 83.3 97.8 87.6 98.1
63 57.2 44.7 32.2 19.6 37.1 63.4 44.3 14.2
114.8 99.3 80.8 51.4 80.9 135.6 80.7 38.8
64 50.7 19.8 41.2 26.1 20.9 39.7 39.6 28.5
102.3 39.2 82.8 56.9 49.1 80.3 79.5 58.5
65 67.8 39.7 42.9 35.1 34.6 44.9 20.0 23.2
131.2 81.3 88.1 69.9 87.4 97.1 55.0 60.8
66 40.5 57.5 48.7 58.6 60.9 47.4 42.6 67.8
116.5 125.5 100.3 105.5 95.1 99.6 89.4 119.2
67 47.3 54.2 42.6 45.1 34.8 36.9 43.8 44.1
87.7 114.8 94.4 91.9 88.2 91.1 96.2 92.9
68 51.5 62.1 37.9 30.6 32.2 31.1 50.0 42.6
98.5 120.9 79.1 92.4 80.8 76.9 98.0 87.4
69 44.3 34.2 38.7 26.3 37.6 39.4 37.3 56.6
97.7 70.8 85.3 60.7 81.4 95.6 85.7 105.4
70 54.2 23.8 62.8 39.2 35.6 10.6 21.1 31.1
111.8 54.2 123.6 91.8 69.8 28.4 57.9 70.9"
d26=
"71 62.5 32.0 25.4 45.7 67.4 30.6 51.2 32.5
133.5 73.0 58.6 79.3 133.6 71.4 99.8 74.5
72 78.1 43.6 46.7 60.0 43.4 32.8 49.4 40.8
157.9 86.4 91.3 113.0 88.7 71.2 93.6 86.2
73 40.0 47.0 21.8 35.1 47.6 61.3 44.9 20.6
85.0 103.0 46.2 69.9 99.4 105.7 88.1 50.4
74 30.0 37.5 52.9 44.7 32.4 23.3 37.6 39.6
73.0 75.5 101.1 95.3 71.6 48.7 69.4 85.4
75 55.4 51.3 30.5 23.0 31.4 24.0 40.9 57.4
118.6 97.7 68.5 48.0 70.6 59.0 77.1 121.6
76 38.8 49.0 28.8 20.0 23.0 73.1 53.1 41.8
82.2 90.0 68.2 54.0 54.0 133.9 101.9 83.2
77 38.9 62.6 46.6 66.8 17.6 45.7 78.3 62.2
76.1 125.4 97.4 132.2 44.4 94.3 154.7 131.8
78 31.0 43.0 67.4 45.7 46.7 56.6 48.7 43.0
72.0 93.0 136.6 92.3 106.3 113.4 107.3 90.0
79 55.7 17.0 36.1 35.1 42.7 42.2 40.0 37.1
109.3 38.0 83.9 83.9 91.3 92.8 83.0 100.9
80 30.8 43.7 40.2 44.7 44.0 31.5 35.2 28.0
75.2 102.3 82.8 91.3 90.0 71.5 89.8 62.0
81 40.0 76.7 57.4 37.5 62.4 53.2 42.6 42.8
74.0 148.3 122.6 89.5 115.6 114.8 84.4 106.2
82 44.5 27.1 24.7 38.2 20.0 82.5 59.8 36.4
96.5 54.9 60.3 82.8 48.0 166.5 114.2 73.6
83 40.1 23.3 64.6 52.2 41.3 48.8 68.9 51.1
91.9 45.7 134.4 117.8 92.7 107.2 129.1 107.9
84 33.2 17.4 35.8 35.6 41.5 47.7 32.9 34.2
81.8 46.6 88.2 76.4 101.5 107.3 73.1 69.8
85 31.2 31.3 20.0 47.0 56.0 61.4 55.1 50.4
76.8 78.7 50.0 90.0 106.0 122.6 101.9 102.6
86 32.1 42.0 47.5 21.2 41.4 42.5 29.7 21.9
66.9 80.0 114.5 42.8 90.6 89.5 59.3 49.1
87 41.2 42.6 43.1 68.8 53.5 73.2 67.3 43.4
90.8 90.4 95.9 123.2 101.5 146.8 128.8 82.6
88 56.5 71.6 67.4 32.8 65.4 50.8 45.1 26.0
113.5 137.4 124.6 67.2 140.6 99.2 89.9 62.0"
d27=
"89 45.7 62.9 30.2 32.7 49.1 36.7 33.9 39.2
94.3 114.1 73.8 70.3 103.9 78.3 71.1 77.8
90 19.4 28.7 39.2 38.0 25.3 45.1 40.0 42.3
55.6 61.3 92.8 90.0 57.7 93.9 79.0 84.7
91 58.2 34.9 41.8 44.8 36.3 45.1 41.9 42.1
117.8 79.1 82.2 90.2 76.7 89.9 83.1 75.9
92 55.1 75.7 40.7 43.2 62.2 68.3 95.8 61.1
105.9 139.3 98.3 88.8 126.8 139.7 151.2 107.9
93 61.4 26.6 49.9 48.0 45.4 45.0 37.0 39.0
116.6 57.4 102.1 91.0 102.6 97.0 76.0 80.0
94 49.0 56.2 37.8 64.6 48.0 60.7 57.1 55.4
105.0 108.8 90.2 120.4 94.0 110.3 111.9 106.6
95 35.7 34.4 47.1 58.0 46.6 49.0 29.7 34.1
90.3 85.6 98.9 113.0 103.4 98.0 68.3 73.9
96 37.8 20.5 35.7 39.2 16.6 24.1 29.6 30.5
76.2 45.5 76.3 70.8 72.4 58.9 58.4 59.5
97 30.8 33.3 32.1 40.0 91.8 60.0 64.8 63.7
74.2 75.7 68.9 81.0 180.2 123.0 124.2 125.3
98 NA 65.1 60.0 65.4 51.4 49.9 42.2 40.0
NA 131.9 90.0 114.6 106.6 68.1 81.8 88.0
99 32.2 51.7 41.2 58.7 57.3 54.1 46.7 77.4
67.8 108.3 83.8 111.3 110.7 111.9 83.3 148.6
100 43.0 29.8 33.8 20.7 37.5 56.7 40.2 21.1
82.0 69.2 76.2 46.3 85.5 102.3 80.8 58.9"
d28=
"1 NA 63.3 42.8 60.2 71.4 51.8 60.5 56.2
NA 111.7 83.2 101.8 134.6 85.2 113.5 115.8
2 21.3 38.7 51.9 55.8 70.9 53.3 42.3 37.7
51.7 71.3 99.1 89.2 124.1 99.7 71.7 78.3
3 61.5 41.4 38.9 30.7 39.5 41.2 34.7 62.9
125.5 97.6 68.1 40.3 78.5 77.8 67.3 134.0
4 48.7 77.1 83.1 69.8 45.7 53.8 78.4 59.7
103.3 151.9 156.7 126.2 99.3 99.2 153.6 145.3
5 49.0 38.6 55.5 34.6 36.8 47.7 49.0 50.0
96.0 89.4 99.5 64.4 80.2 96.3 105.0 111.0
6 55.4 56.0 33.1 48.8 61.9 41.5 18.6 60.2
109.6 100.0 72.9 88.2 104.1 68.5 42.4 133.8
7 51.8 31.6 47.1 43.2 47.2 51.5 43.2 30.2
101.2 80.4 95.9 72.8 86.8 88.5 76.8 67.8
8 19.0 56.9 14.0 45.7 58.3 31.4 32.6 29.5
54.0 110.1 39.0 93.3 115.7 63.3 71.4 75.5
9 35.9 70.8 56.6 28.0 37.0 41.7 32.7 48.6
83.1 139.2 127.4 57.0 86.0 84.3 73.5 117.4
10 49.5 23.0 45.7 28.4 56.3 35.1 28.3 34.3
103.5 57.0 92.3 63.6 113.7 68.9 35.7 85.7
11 34.6 43.5 15.5 33.7 37.8 28.4 23.5 32.9
75.4 88.5 41.5 60.3 79.2 61.6 49.5 85.1
12 71.5 NA 18.5 21.3 13.5 12.4 5.9 6.3
130.5 NA 44.5 42.7 33.5 34.6 27.1 15.7
13 57.7 52.9 27.0 54.0 72.3 29.5 35.2 66.6
123.3 105.1 60.0 91.0 129.7 60.5 78.8 145.4
14 52.7 64.9 70.5 48.9 64.6 75.6 39.0 43.4
111.3 115.1 139.5 102.1 127.4 138.4 88.0 96.6
15 47.2 34.0 40.0 39.7 39.5 22.2 19.5 28.1
93.8 70.0 78.0 71.3 82.5 46.8 40.5 69.9
16 51.6 46.9 34.7 34.5 39.5 30.5 26.1 71.2
98.4 93.1 129.3 66.5 79.5 64.5 53.9 157.8"
d29=
"17 38.4 28.4 32.2 24.8 56.4 50.3 22.7 32.5
79.6 67.6 55.8 53.2 127.6 101.7 49.3 77.5
18 63.5 59.7 52.4 68.7 54.7 36.7 48.7 44.0
118.5 113.3 100.6 122.3 120.3 72.3 85.3 93.0
19 46.8 68.8 47.4 78.5 100.0 54.8 55.6 49.7
89.2 115.2 94.6 140.5 238.0 98.2 101.4 131.3
20 67.8 35.0 26.7 37.7 25.8 66.2 32.6 41.4
129.2 73.0 74.3 64.3 62.2 114.8 69.4 111.6
21 27.0 45.4 58.7 44.0 41.4 32.8 58.4 27.5
62.0 80.6 108.3 79.0 91.6 60.2 96.6 67.5
22 39.1 38.5 31.7 49.5 53.9 91.0 38.2 37.5
76.9 82.5 54.3 95.5 104.1 150.0 65.8 75.5
23 44.7 42.4 28.7 40.5 45.2 24.4 68.7 28.1
89.3 85.6 64.3 68.5 83.8 50.6 122.3 64.9
24 45.2 47.3 67.6 87.8 48.8 57.2 24.8 53.4
101.8 95.7 125.4 148.2 91.4 113.8 54.2 97.6
25 25.7 37.3 26.6 31.9 27.2 31.8 34.5 33.4
63.3 75.7 58.4 61.1 58.8 61.2 70.5 70.6
26 46.0 29.0 49.9 46.2 44.3 24.5 24.9 26.7
73.0 56.0 93.1 75.8 72.7 53.5 45.1 65.3
27 64.2 46.0 22.0 55.1 57.7 59.8 77.2 21.1
110.8 88.0 44.0 96.9 106.3 112.2 127.8 46.9
28 56.0 43.0 55.0 40.7 35.4 32.8 29.5 71.2
103.0 79.0 102.0 79.3 76.6 66.2 66.6 148.8
29 56.7 53.9 34.6 47.2 41.5 41.9 27.6 27.4
101.3 96.1 70.4 90.8 85.5 80.1 64.4 67.6
30 17.9 16.2 44.6 30.0 57.6 20.3 57.4 27.7
43.1 36.8 80.4 66.0 114.4 48.7 101.6 64.3
31 47.9 57.0 NA 32.6 22.3 36.0 28.9 27.8
92.1 100.0 NA 62.5 51.7 66.0 66.1 68.2
32 21.8 37.8 16.1 18.8 44.3 28.0 32.6 17.6
48.2 56.2 38.9 39.2 83.7 58.0 63.4 48.4
33 41.7 28.6 20.0 43.0 38.2 45.9 34.7 52.7
84.3 50.4 44.0 77.0 74.8 80.1 57.3 123.3
34 45.4 55.0 33.5 37.4 53.1 23.3 45.2 12.8
90.6 103.0 64.5 70.6 98.9 51.7 80.8 29.2"
d30=
"35 42.2 47.1 45.6 25.5 26.6 48.7 8.2 53.5
79.8 88.9 99.4 40.5 67.4 92.3 30.8 113.6
36 43.5 39.7 27.4 33.1 22.9 36.6 15.0 33.6
78.5 72.3 64.6 64.9 52.1 73.4 36.0 72.4
37 57.6 20.2 38.8 39.8 34.9 25.4 41.6 12.2
105.4 46.8 78.2 65.2 70.1 55.6 72.4 29.8
38 25.9 22.4 22.3 37.4 27.1 30.9 19.2 21.0
57.1 48.6 56.7 65.6 61.9 57.1 32.8 52.0
39 54.2 31.1 38.1 34.0 21.4 17.3 36.8 26.4
78.8 58.9 69.9 66.0 45.6 41.7 66.2 55.6
40 23.5 27.3 21.5 61.1 45.4 57.7 64.0 15.8
58.5 57.8 38.5 108.9 90.6 95.3 116.0 48.2
41 34.5 39.6 41.0 31.7 65.7 41.8 23.7 62.7
83.5 86.4 74.0 53.3 127.3 76.2 49.3 94.3
42 27.5 28.5 53.5 33.5 38.6 45.8 43.3 27.0
66.5 60.5 106.6 64.5 74.4 79.2 83.7 64.0
43 70.3 38.6 37.6 51.2 31.6 27.3 45.8 36.6
134.7 71.4 86.4 92.8 55.4 52.7 81.2 75.4
44 40.8 72.5 48.6 41.6 22.7 21.1 56.4 23.2
80.2 125.5 103.4 71.4 48.3 46.9 96.6 53.8
45 20.2 55.8 45.4 41.0 33.8 65.0 42.5 22.5
49.8 114.2 92.6 74.0 73.2 118.0 80.5 56.5
46 56.7 40.6 53.6 59.2 24.5 40.7 26.7 47.8
108.3 76.4 93.9 104.8 50.5 69.3 51.3 116.8
47 40.2 34.3 61.4 43.6 46.2 39.8 55.5 29.4
86.8 63.7 95.6 76.4 86.8 70.2 95.5 76.6
48 47.1 37.0 40.0 58.9 53.1 45.1 56.8 26.1
86.9 78.0 80.0 113.1 104.9 83.9 107.2 74.9
49 49.6 51.5 50.0 29.9 40.7 45.2 38.0 51.7
93.4 96.9 101.0 61.1 95.3 86.8 78.0 110.3
50 60.3 77.9 23.5 64.8 40.8 41.9 54.1 30.6
108.7 159.1 47.5 129.2 87.2 88.1 108.9 67.4
51 86.1 73.3 51.2 66.1 67.7 50.5 38.8 45.7
174.9 139.7 90.8 120.9 144.3 98.5 80.2 104.3
52 57.8 77.2 87.3 74.2 78.7 69.4 52.3 26.4
105.2 148.8 158.7 152.8 148.3 151.6 112.7 67.6"
d31=
"53 72.1 65.2 72.7 81.1 61.2 74.7 41.7 74.1
141.9 136.8 136.3 147.9 140.8 169.3 87.3 181.9
54 64.2 61.7 83.3 45.8 71.7 66.4 34.1 72.7
129.8 97.3 161.7 91.2 145.9 131.6 72.9 156.3
55 53.1 61.7 33.7 51.2 44.3 47.2 76.9 63.0
103.9 129.3 74.3 101.8 91.7 91.8 159.1 166.0
56 54.3 58.7 60.7 33.6 53.3 47.0 57.8 42.3
104.7 117.3 127.3 74.4 102.7 101.0 117.2 103.7
57 50.3 33.4 29.2 19.7 34.0 35.2 42.3 18.9
98.7 80.6 71.8 38.3 75.0 72.8 90.7 63.1
58 50.2 54.8 37.0 27.2 28.3 46.1 41.7 28.5
101.8 93.2 80.0 58.8 66.7 89.9 91.3 97.5
59 40.4 56.2 37.6 33.4 37.4 29.0 34.1 34.0
82.6 102.8 77.4 65.6 78.6 58.0 69.9 84.0
60 79.5 25.3 54.4 36.6 54.7 28.8 32.6 36.8
148.5 57.7 105.6 73.4 108.3 63.2 64.4 94.2
61 27.8 33.3 19.3 53.2 26.2 38.7 52.5 41.7
62.2 66.7 49.7 95.8 58.8 79.3 103.5 92.3
62 57.2 45.9 62.2 65.3 48.0 49.8 21.2 60.5
107.8 97.1 117.8 119.7 95.0 93.2 59.8 113.5
63 39.7 16.5 58.6 70.4 47.3 67.5 70.3 47.3
71.3 38.5 115.5 134.6 98.7 121.5 141.7 106.7
64 4.0 52.9 37.7 35.9 34.3 36.2 66.4 24.2
14.0 100.1 72.3 66.1 71.7 62.8 129.6 52.8
65 54.0 24.2 57.9 34.0 59.1 33.1 33.0 44.2
96.0 54.8 112.1 68.0 104.9 70.9 67.0 69.8
66 42.4 53.4 22.5 39.7 35.9 35.4 36.0 68.0
84.6 96.6 53.5 70.3 73.1 67.6 84.0 151.0
67 39.0 3.8 63.3 95.0 68.2 91.0 31.0 57.8
70.0 20.2 116.7 163.0 118.8 162.0 70.0 112.2
68 27.7 64.2 15.9 38.3 57.5 76.9 71.4 58.5
54.3 118.8 35.1 72.7 114.5 135.1 140.6 141.5
69 62.1 41.4 40.4 19.4 25.4 42.4 37.4 49.6
103.9 75.6 76.6 49.6 55.6 89.6 74.6 113.5
70 32.5 29.8 30.0 26.3 57.6 47.6 39.6 60.2
79.5 64.2 63.0 58.7 104.4 85.4 92.4 150.8"
d32=
"71 30.6 49.8 37.2 23.6 40.9 56.3 50.4 61.8
63.4 96.2 65.8 42.4 89.1 99.7 99.6 119.2
72 56.2 34.6 42.8 48.6 36.4 39.6 59.2 56.0
107.8 67.5 75.2 77.5 64.6 80.4 103.8 128.0
73 35.8 39.1 62.7 31.5 54.3 63.5 49.1 36.5
77.2 81.9 112.3 61.5 105.7 115.5 92.9 76.5
74 40.9 58.5 60.3 28.9 15.9 22.5 35.1 54.7
77.1 111.5 111.7 50.1 44.1 51.5 83.9 126.3
75 43.8 46.5 55.5 60.3 78.9 66.5 24.3 41.9
93.2 82.5 110.5 95.7 152.1 127.5 73.9 96.1
76 65.5 65.2 48.3 39.6 47.6 42.3 51.8 43.5
113.5 132.8 84.7 72.4 113.4 86.7 105.2 99.5
77 61.0 55.2 43.6 72.1 36.6 60.0 84.5 40.6
110.0 105.8 78.5 126.9 72.4 133.0 174.5 83.5
78 72.8 62.2 74.9 64.5 66.0 68.0 49.2 84.7
137.2 123.8 123.1 111.5 124.0 143.0 102.8 173.3
79 31.6 40.5 57.6 61.6 41.4 49.2 68.0 46.9
63.4 92.5 103.5 112.9 83.6 114.8 142.0 110.1
80 56.0 48.5 43.1 37.5 51.3 87.1 36.7 51.6
84.0 105.6 79.9 71.5 101.7 181.9 80.3 103.4
81 40.8 26.3 46.2 34.2 49.4 45.6 64.2 59.5
81.2 65.7 95.8 66.8 103.6 109.4 124.8 145.5
82 35.5 37.5 28.1 39.6 31.3 53.1 40.0 43.6
74.5 102.5 59.5 81.4 79.7 174.9 92.4 57.2
83 57.2 59.5 73.1 44.2 61.4 60.1 42.3 53.6
101.8 125.2 123.9 82.8 125.6 143.9 79.7 126.4
84 29.4 34.3 48.1 28.7 54.1 67.9 51.3 48.0
65.6 81.7 85.9 57.3 85.9 148.1 95.7 112.0
85 59.6 19.6 38.0 81.1 18.2 40.0 49.5 59.8
85.4 41.4 79.0 120.9 41.8 84.0 89.5 130.2
86 31.7 22.4 49.2 21.6 65.7 67.0 24.1 56.8
69.3 58.6 82.8 38.9 121.3 130.0 57.9 151.2
87 60.1 41.6 34.9 37.0 20.3 32.1 84.0 38.1
115.1 81.5 64.1 57.0 46.7 69.9 164.0 86.9
88 46.5 50.0 28.1 38.6 37.5 35.6 53.9 32.9
86.5 106.0 59.8 68.4 73.5 72.4 74.1 84.1"
d33=
"89 50.7 48.8 48.6 37.1 32.7 48.5 72.1 40.7
93.3 99.2 83.4 70.9 68.3 96.5 140.9 103.3
90 39.5 41.5 52.2 32.8 38.7 32.2 49.2 34.1
90.5 94.5 91.8 57.2 74.3 66.8 107.8 74.9
91 63.5 63.2 34.8 45.0 36.1 36.9 33.5 34.8
120.5 118.8 76.2 90.0 82.9 96.1 72.5 69.2
92 59.2 58.5 49.2 52.0 17.0 14.4 33.4 62.0
105.8 122.5 85.8 88.0 42.0 41.6 60.6 145.0
93 71.1 42.8 40.0 43.1 45.8 47.2 60.5 35.5
116.9 94.2 79.0 83.9 92.2 86.8 104.5 77.5
94 58.8 41.7 52.2 58.8 49.6 50.1 53.1 47.4
104.2 85.3 96.8 99.2 100.4 101.9 103.9 117.6
96 27.5 41.6 55.0 46.3 37.7 32.6 49.0 35.2
55.5 100.4 113.0 93.7 75.3 70.4 90.0 77.8
96 51.6 13.3 68.1 38.6 41.0 31.5 36.1 13.3
91.4 41.7 132.9 75.4 88.0 66.4 74.9 36.7
97 43.0 44.3 36.4 25.5 25.6 50.1 64.8 51.3
85.0 103.7 72.6 48.5 48.4 101.9 146.2 122.7
98 51.8 71.6 68.8 73.1 67.6 43.4 28.5 25.2
93.2 148.4 118.2 123.9 129.4 84.6 68.5 65.8
99 59.8 62.5 41.8 39.2 37.0 34.6 51.8 71.5
106.2 127.5 73.2 74.8 72.0 89.4 101.2 153.5
100 32.8 30.9 46.0 32.8 57.6 40.5 27.8 52.5
72.2 72.1 86.0 58.2 107.4 84.5 79.2 105.5"
d34=
"1 75.4 59.6 58.5 64.7 64.1 59.0 45.7 36.2
142.6 110.4 105.5 123.3 106.9 112.0 88.3 72.8
2 49.4 40.7 25.3 37.1 61.5 46.7 48.6 38.6
89.6 81.3 45.7 73.9 108.5 87.6 97.4 66.4
3 37.6 45.9 36.1 27.8 34.9 32.8 31.9 42.9
79.4 88.1 58.9 69.2 71.1 69.2 65.1 90.1
4 52.2 84.4 90.0 98.7 66.2 55.2 79.8 54.0
101.8 190.6 171.0 169.3 117.8 105.8 147.2 98.0
5 59.3 37.7 45.9 68.3 32.3 32.3 34.9 48.5
124.7 77.3 103.1 141.7 64.7 67.7 75.1 96.5
6 21.0 46.9 53.0 43.1 44.7 30.9 34.6 77.4
42.0 93.1 94.0 86.9 89.3 68.1 74.4 151.6
7 31.1 21.4 24.5 48.4 35.6 50.8 39.0 27.0
78.9 46.6 56.6 95.6 60.4 121.2 76.0 58.0
8 54.4 45.6 38.1 35.6 52.5 27.8 66.1 38.3
121.6 92.4 82.9 71.4 86.5 67.2 120.9 84.7
9 39.1 39.1 35.8 48.8 37.5 38.9 21.3 23.5
88.9 84.9 77.7 93.2 76.5 84.1 53.7 61.5
10 27.0 42.0 11.6 15.5 26.2 22.1 34.6 48.6
64.0 91.0 33.4 40.5 63.8 56.9 74.4 99.4
11 28.3 56.7 47.7 45.8 54.4 34.8 48.5 46.0
67.7 123.3 92.3 97.2 88.6 73.2 90.5 78.0
12 46.5 56.3 49.5 62.1 40.6 55.4 39.6 43.6
103.5 114.7 90.5 107.9 76.4 101.6 79.4 87.4
13 66.9 54.5 47.5 38.9 56.2 39.4 25.5 41.9
126.1 48.5 84.5 75.1 108.8 77.6 58.5 80.1
14 39.2 71.9 64.0 56.2 73.1 47.0 49.8 32.8
92.8 148.1 111.0 121.8 128.9 86.0 98.2 65.2
15 51.7 47.9 18.5 27.8 36.1 50.6 60.1 58.9
100.3 97.1 34.5 52.2 76.9 92.4 103.9 114.1
16 47.1 45.3 30.9 55.6 53.6 20.8 35.1 26.3
99.9 80.7 61.1 106.4 99.4 55.2 63.9 58.7"
d35=
"17 48.7 47.3 55.1 34.3 53.6 69.8 46.1 28.0
103.3 98.7 94.9 61.7 105.4 126.2 82.9 59.0
18 63.7 79.5 46.5 59.5 42.1 43.9 54.7 44.9
128.3 158.5 80.5 123.5 78.9 89.1 101.6 84.1
19 22.9 52.0 50.8 89.2 54.7 47.5 84.4 46.0
55.1 102.0 94.2 168.8 114.3 90.5 150.6 78.0
20 49.6 4.9 10.0 26.0 30.3 16.5 11.6 35.2
97.4 22.1 29.0 61.0 66.7 43.5 29.4 69.8
21 27.5 57.1 50.4 41.8 34.2 65.7 30.0 49.7
60.5 99.9 94.6 86.2 78.8 125.3 67.0 100.3
22 20.5 59.2 32.8 18.5 74.0 44.2 37.3 53.4
53.5 99.8 58.2 43.5 142.0 90.8 94.7 105.6
23 57.1 34.0 42.9 54.0 19.0 38.4 29.6 26.0
108.9 67.0 82.1 105.0 38.0 77.6 60.4 54.0
24 28.8 50.6 46.4 32.4 54.2 33.1 57.7 51.5
66.2 89.4 88.6 71.6 98.8 70.9 110.3 105.5
25 47.0 45.1 30.4 31.3 49.2 52.8 36.5 48.3
87.9 79.9 60.6 63.7 93.8 95.2 74.5 96.7
26 20.8 39.5 32.5 50.6 44.5 25.8 32.0 33.4
53.2 75.5 68.5 100.4 82.5 50.2 71.0 73.6
27 60.4 36.3 25.5 33.3 56.0 51.2 44.8 64.2
107.6 68.7 53.5 70.7 93.0 99.8 89.2 123.8
28 53.6 66.7 72.9 35.6 27.8 40.9 43.4 56.6
93.4 130.3 137.1 77.4 51.2 83.1 75.6 109.4
29 43.5 29.7 20.3 29.7 50.2 28.7 35.7 41.9
93.5 59.3 40.7 59.3 94.8 62.3 68.3 83.1
30 52.9 57.3 28.7 25.0 36.2 46.3 42.8 81.6
95.1 115.7 58.3 60.0 68.8 88.7 85.2 145.4
31 42.7 12.8 31.6 40.0 36.6 31.4 20.6 22.2
74.3 31.2 69.4 84.0 67.6 66.6 49.4 46.8
32 51.4 17.6 32.0 29.0 50.7 49.0 42.4 31.5
92.6 49.4 58.0 63.0 84.3 82.0 79.6 67.5
33 27.3 40.0 24.0 28.7 24.9 17.2 32.4 27.3
49.7 89.0 52.0 59.3 46.1 35.8 56.6 63.7
34 44.2 65.8 51.8 54.1 28.1 43.0 44.2 35.2
91.8 120.2 96.2 97.9 54.9 82.0 79.8 66.8"
d36=
"35 31.2 27.2 36.5 27.2 41.4 28.6 23.6 55.5
63.8 46.8 66.5 56.8 73.6 63.4 43.4 104.5
36 38.9 28.1 24.9 48.4 17.9 33.6 39.3 24.0
70.1 57.9 57.1 90.6 39.1 60.4 77.7 54.0
37 21.9 43.7 30.0 34.8 27.0 28.9 56.6 29.8
51.1 90.3 61.0 74.2 55.0 57.1 111.4 65.2
38 32.9 30.0 23.8 45.8 23.0 32.0 23.5 40.4
64.1 66.0 47.2 103.2 49.0 64.0 52.2 76.6
39 30.7 15.3 28.4 63.0 31.2 38.6 54.9 23.5
75.3 36.7 63.6 117.0 57.8 77.4 98.1 50.5
40 42.6 30.8 32.2 34.9 50.1 39.9 22.5 60.1
88.7 64.2 70.8 72.1 92.9 76.1 48.5 127.9
41 21.5 58.3 37.2 45.3 19.7 33.5 53.0 39.1
44.5 118.7 80.8 109.7 40.3 64.5 100.0 83.9
42 36.9 26.0 50.0 38.6 38.2 32.8 50.9 54.2
63.1 55.0 98.0 78.4 73.8 75.2 92.1 104.8
43 36.5 17.5 39.4 44.6 22.9 31.6 28.7 69.2
64.5 110.5 82.6 86.4 44.1 66.4 66.3 130.8
45 28.0 43.3 48.3 31.1 53.8 12.9 42.0 11.3
70.0 88.7 87.7 74.9 88.2 28.1 82.0 27.7
45 50.0 51.6 66.8 40.6 39.4 56.1 42.8 59.1
95.0 107.5 120.2 80.4 74.6 110.9 71.2 119.9
46 38.0 40.3 49.3 37.8 54.1 40.7 31.9 51.6
75.0 91.7 87.7 83.2 93.9 82.3 66.1 96.4
47 44.8 28.0 37.7 26.8 26.6 38.8 36.5 45.3
80.2 60.0 76.3 52.2 54.4 80.2 66.5 92.7
48 46.1 40.5 29.6 45.5 41.1 26.5 49.1 36.1
88.1 81.5 71.4 96.5 80.9 65.5 104.9 73.9
49 39.0 64.9 44.9 66.3 38.7 43.9 35.4 49.4
82.0 138.6 95.1 124.7 79.3 97.1 70.6 104.6
50 50.6 42.0 45.7 35.0 56.8 50.4 48.9 59.7
114.5 88.0 87.3 80.0 112.2 100.6 99.1 122.3
51 35.0 39.1 35.8 68.1 37.5 58.0 73.6 53.1
82.0 78.9 73.2 175.9 80.5 118.0 140.4 109.9
62 89.8 72.1 83.3 70.6 73.8 96.0 68.9 78.7
184.2 157.9 164.7 154.4 166.2 184.1 148.1 161.3"
d37=
"53 41.0 67.8 76.7 65.0 74.9 79.4 82.4 65.8
96.0 162.2 157.3 159.0 156.1 172.6 161.6 137.2
54 37.7 80.7 66.7 51.9 67.5 79.9 23.0 85.3
70.3 180.3 162.3 102.1 146.6 161.1 50.0 185.7
65 52.7 62.4 50.0 55.2 61.2 34.6 66.9 41.0
103.3 128.6 109.0 111.8 128.8 75.4 123.1 89.0
56 32.4 52.4 51.8 26.2 35.8 54.8 34.8 53.2
60.6 116.6 99.2 58.8 83.2 114.2 78.2 100.8
57 72.2 46.7 43.2 53.3 59.6 46.6 37.0 53.8
130.8 106.3 86.8 98.7 123.4 93.4 85.0 115.2
58 20.8 31.1 42.5 39.2 37.0 29.6 31.6 31.7
51.2 74.9 76.5 78.8 77.0 61.4 73.4 60.3
59 39.0 53.7 45.0 57.6 42.3 34.7 33.8 10.3
73.0 131.3 90.0 105.4 86.7 74.3 70.2 31.7
60 41.8 30.0 56.5 51.3 34.7 26.1 60.0 64.1
79.2 79.0 102.5 93.7 84.3 62.9 113.0 114.9
61 22.4 68.5 49.6 35.6 61.7 47.9 35.1 55.7
45.6 136.5 93.4 73.4 123.3 104.1 79.9 105.3
62 39.1 33.9 21.7 35.8 48.1 49.2 27.0 24.5
66.9 67.1 57.3 80.2 92.9 94.8 55.0 52.5
63 29.5 30.7 40.0 33.9 46.2 36.9 25.6 34.2
60.5 77.3 80.0 75.1 92.8 83.1 62.4 80.8
64 57.0 37.2 30.0 29.1 30.2 44.4 39.1 35.4
118.0 70.8 55.0 61.9 62.8 91.6 71.9 61.6
65 29.4 50.2 44.8 67.6 31.1 NA 42.9 58.8
65.6 111.8 93.2 123.4 60.9 NA 83.1 113.2
66 52.6 46.2 37.3 55.9 68.6 47.0 70.0 46.0
113.4 92.8 72.7 123.1 123.4 96.0 128.0 93.0
67 48.7 60.6 36.3 46.7 74.0 44.7 72.5 74.0
97.3 120.4 76.7 90.3 131.0 93.3 129.5 137.0
68 37.8 25.6 23.5 30.5 52.6 61.4 67.2 48.1
76.2 70.4 51.5 62.5 114.4 130.6 106.8 96.9
69 60.2 62.7 65.4 61.7 49.9 53.7 28.2 69.0
115.8 112.3 114.6 122.3 104.1 107.3 58.8 128.0
70 51.6 55.5 46.1 20.0 49.2 54.9 46.2 32.4
105.4 117.6 91.9 45.0 91.8 115.1 87.8 73.6"
d38=
"71 45.5 28.8 40.9 44.9 31.4 42.8 68.3 28.9
107.5 59.2 72.1 96.1 68.6 83.2 124.7 62.1
72 20.8 73.2 41.7 47.5 25.1 58.8 35.9 64.9
47.2 144.8 78.3 94.5 61.9 120.2 78.1 135.1
73 28.0 27.8 32.3 36.1 27.8 31.3 27.8 65.7
55.0 52.2 70.7 68.9 67.2 69.7 62.2 141.3
74 37.1 50.4 48.3 42.5 45.5 32.7 56.3 48.9
89.9 97.6 89.7 79.5 89.5 75.3 100.7 91.1
75 51.9 48.5 61.8 34.6 45.4 60.4 20.0 30.7
89.1 93.5 110.2 64.4 90.6 119.6 56.0 68.3
76 44.6 60.1 47.1 31.1 40.9 25.8 44.6 24.2
95.4 116.9 88.9 58.9 84.1 60.2 88.4 53.8
77 65.6 62.7 46.5 31.2 47.0 63.7 81.8 55.1
114.4 109.3 91.5 67.8 93.0 127.3 157.2 116.9
78 35.3 82.0 65.5 49.8 86.1 61.0 63.7 34.6
79.7 157.0 125.5 94.2 157.9 143.0 118.3 77.4
79 61.0 77.3 41.3 47.4 46.5 69.3 45.2 71.4
129.0 140.7 83.7 86.6 90.5 132.7 90.8 143.6
80 33.1 47.3 39.7 45.7 46.4 53.6 61.3 55.1
74.9 90.7 72.3 84.3 90.6 113.4 112.7 108.9
81 40.9 34.5 39.1 28.3 63.9 48.4 39.2 39.6
90.1 71.5 79.9 58.7 118.1 92.6 82.8 83.4
82 33.2 87.4 25.1 20.0 59.6 22.5 77.9 41.1
77.8 116.6 52.9 43.0 106.4 55.5 142.1 85.9
83 43.4 42.4 54.4 46.9 41.1 33.7 72.6 40.1
116.6 94.6 85.6 86.1 80.9 77.3 143.4 82.9
84 63.1 40.5 54.2 45.2 67.8 68.6 52.2 87.7
106.9 93.5 110.8 87.8 127.2 138.6 99.8 171.3
85 66.7 52.6 33.2 47.8 18.8 45.1 51.0 56.3
129.3 112.4 66.8 91.2 49.2 86.9 88.0 113.7
86 49.4 39.8 56.4 16.9 51.4 64.7 41.7 46.9
90.6 89.2 118.6 43.1 96.6 125.3 78.3 87.1
87 37.8 37.1 30.6 26.7 31.0 47.1 64.1 35.7
73.2 77.9 72.4 64.3 64.0 90.1 122.9 67.3
88 45.1 82.6 30.0 32.9 26.3 35.1 30.4 57.9
82.9 160.4 63.0 70.1 60.7 81.9 67.6 111.1"
d39=
"89 51.7 26.5 28.0 36.0 28.1 58.8 38.4 26.8
92.3 63.5 60.0 73.0 79.9 88.2 75.6 59.2
90 54.1 32.2 39.2 18.1 30.0 32.5 42.5 47.7
94.9 69.8 82.7 40.9 65.0 67.5 81.5 92.3
91 48.4 53.2 49.7 41.8 52.7 50.6 55.0 60.2
91.6 110.8 101.3 83.2 111.3 102.4 102.0 116.8
92 47.3 39.3 70.8 41.0 55.8 40.7 25.6 56.7
91.7 79.7 127.2 83.0 111.2 78.3 53.4 119.1
93 26.1 57.1 37.3 30.3 28.2 56.6 40.5 50.4
60.9 117.9 70.7 64.0 60.8 109.4 71.5 98.6
94 27.5 38.4 52.8 61.1 43.9 34.8 20.2 52.5
73.5 87.6 129.2 113.9 91.9 68.2 49.8 108.5
95 47.7 30.8 40.7 33.9 29.5 18.7 26.8 19.5
97.3 69.2 76.3 62.1 58.5 47.3 69.2 42.5
96 50.6 46.4 35.3 31.4 45.2 35.0 28.1 47.7
104.5 80.6 65.7 65.6 84.8 72.0 67.9 93.3
97 58.7 17.1 42.8 17.1 43.3 34.1 48.3 45.6
112.5 47.9 89.2 29.9 81.7 70.9 94.7 90.4
98 86.1 73.9 43.4 79.0 58.6 54.7 72.7 43.0
165.9 153.1 82.6 148.0 104.4 113.3 123.3 93.0
99 53.1 94.3 49.5 50.4 39.6 69.1 50.4 54.2
103.9 199.7 93.5 94.6 68.5 118.9 92.6 71.8
100 49.7 25.4 19.1 43.6 NA NA NA NA
98.3 64.6 41.9 78.4 NA NA NA NA"
d40=
"1 27.5 25.8 29.4 40.5 47.7 37.6 35.6
54.5 54.2 67.6 82.5 90.3 69.4 69.4
2 43.6 44.8 34.4 35.5 20.5 51.5 44.2
80.4 80.2 70.6 70.5 54.5 85.4 79.8
3 43.5 62.6 35.2 26.6 20.6 27.0 27.6
83.5 96.4 71.8 58.4 87.4 56.0 57.4
4 38.7 29.3 31.8 44.7 73.6 82.0 68.1
76.4 54.7 82.2 92.3 151.4 149.0 139.9
5 47.5 50.0 73.0 67.1 34.0 51.1 12.5
99.5 113.0 158.0 143.9 86.0 97.9 25.5
6 51.6 51.1 40.0 27.9 39.6 45.8 31.6
95.4 108.9 103.0 64.1 89.5 77.0 64.0
7 20.8 15.1 21.3 38.4 42.0 24.6 55.4
50.2 33.9 52.7 84.6 89.0 44.4 114.6
8 57.8 62.6 55.4 39.8 45.8 48.8 22.2
127.2 125.4 121.6 88.2 101.2 90.2 47.8
9 41.8 42.7 16.7 42.7 29.5 33.0 53.3
86.2 98.3 51.3 93.3 78.5 67.0 103.7
10 34.0 56.0 35.5 32.9 35.2 81.1 47.3
75.0 121.0 87.5 84.1 85.8 160.9 97.7
11 34.7 22.9 52.8 22.2 34.2 17.5 99.1
68.3 61.1 113.2 66.8 73.8 40.5 180.9
12 25.1 17.7 14.5 80.6 7.5 58.5 32.7
51.9 48.3 42.5 158.4 35.5 127.5 70.3
13 42.7 66.6 10.6 31.3 52.2 31.2 31.1
79.3 134.4 33.4 63.7 97.8 72.8 91.9
14 50.0 27.6 21.2 34.7 23.0 33.8 15.3
90.0 62.4 51.8 85.3 55.0 65.2 47.7
15 42.5 25.7 41.2 23.3 67.2 77.4 80.9
85.5 55.3 83.8 55.7 148.8 147.6 167.1
16 17.6 48.7 40.2 24.2 44.5 9.3 29.1
37.4 92.3 86.8 53.8 83.5 26.7 68.9"
d41=
"17 36.7 40.4 36.7 37.9 35.0 41.0 75.6
69.3 77.6 69.3 77.1 73.0 84.0 142.4
18 78.5 49.5 26.6 88.6 49.3 67.2 14.4
139.5 95.3 68.4 171.4 69.7 120.8 37.6
19 42.7 45.1 64.3 46.3 87.9 60.2 47.7
72.3 90.9 125.7 92.7 157.1 113.8 88.3
20 28.1 14.8 25.7 28.0 43.9 57.9 54.1
55.9 33.2 64.3 64.0 91.1 108.1 94.9
21 50.6 43.5 25.0 24.8 59.5 40.4 47.9
85.4 84.5 54.0 47.2 114.5 76.6 100.1
22 58.6 26.4 26.2 38.9 62.6 42.5 37.8
101.4 72.6 62.8 82.1 114.4 78.8 78.2
23 38.7 29.0 32.8 19.7 33.7 28.1 52.1
71.3 66.0 81.2 46.3 69.3 54.9 98.9
24 53.1 48.6 54.2 59.7 65.2 66.7 6.8
101.9 94.4 116.8 115.3 132.8 128.3 30.2
25 51.0 45.1 23.0 21.2 23.8 35.3 63.4
96.0 91.9 61.0 42.8 59.2 72.7 128.6
26 51.1 32.0 50.7 13.4 39.3 50.8 28.5
91.9 70.0 104.3 41.6 87.7 86.2 62.5
27 47.5 39.2 27.9 39.7 39.1 61.2 54.3
90.5 85.8 47.1 87.3 80.9 104.8 105.7
28 78.8 58.6 20.0 24.3 31.6 26.6 29.0
145.2 102.4 43.0 55.7 83.4 56.4 62.0
29 19.3 42.1 35.0 25.7 18.3 29.7 32.3
38.7 81.9 73.0 60.3 43.7 68.3 67.7
30 39.1 41.9 28.1 51.7 31.4 50.2 18.1
82.9 79.1 61.9 107.3 72.6 99.8 37.9
31 48.1 28.4 18.0 15.6 58.6 31.2 41.7
86.9 63.4 47.0 41.4 112.4 62.8 84.3
32 32.7 43.6 33.2 25.4 17.5 31.6 29.8
58.3 81.4 67.8 63.6 46.5 66.4 63.2
33 36.9 21.8 32.1 33.9 35.7 19.5 39.6
69.1 54.2 67.9 68.1 76.3 57.5 76.4
34 25.6 42.0 13.9 24.5 33.4 24.1 16.3
52.4 75.0 29.1 57.5 72.6 51.9 38.7"
d42=
"35 83.9 46.2 69.6 38.7 33.9 27.5 36.3
144.1 89.8 134.4 75.3 65.1 57.5 78.7
36 17.6 20.6 29.7 35.6 31.8 30.5 33.1
33.4 45.4 56.3 71.4 55.2 64.5 61.9
37 29.5 18.9 29.4 29.2 32.6 19.4 59.7
56.5 44.1 45.6 60.8 72.4 32.6 112.3
38 40.3 40.2 18.7 22.9 27.2 34.7 28.0
76.7 76.8 48.3 54.1 65.8 66.3 54.0
39 11.6 14.7 16.1 16.0 14.7 17.7 34.0
30.4 36.3 39.9 43.0 35.3 47.3 71.0
40 38.5 40.5 41.4 33.8 38.1 50.3 25.9
85.5 83.5 66.6 70.2 73.9 91.7 56.1
41 66.9 46.5 21.5 18.8 38.5 27.8 43.6
128.1 95.5 41.5 41.2 82.5 58.2 94.4
42 23.0 31.9 46.0 67.4 53.0 30.7 33.6
51.0 59.1 91.0 114.6 113.0 66.3 77.4
43 59.4 46.7 24.5 9.1 27.9 46.8 42.5
106.6 86.3 44.5 25.9 69.1 84.2 88.5
44 22.8 33.2 21.5 13.2 38.1 35.0 46.8
29.2 63.8 48.5 37.8 76.9 67.0 94.2
45 54.1 55.8 40.2 45.5 49.6 47.7 27.6
95.9 105.2 76.8 85.5 98.4 87.3 57.4
46 19.0 18.5 41.5 50.0 29.6 37.5 31.1
41.0 45.5 79.5 94.0 64.4 78.5 60.9
47 51.3 58.9 68.8 36.9 59.2 61.4 59.8
98.7 115.1 137.2 73.1 110.8 113.6 114.2
48 49.7 13.6 36.9 41.9 52.3 39.5 36.4
94.3 32.4 85.1 94.1 103.7 77.5 77.6
49 24.0 54.8 69.5 50.5 45.8 62.6 38.0
52.0 113.2 140.5 97.5 96.2 117.4 79.0
50 45.2 24.4 31.9 33.7 20.4 27.8 40.5
85.8 61.6 66.1 70.3 45.6 60.2 84.5
51 56.2 53.4 58.6 82.2 33.5 32.1 37.0
96.8 114.6 120.4 153.8 75.5 67.9 79.0
52 102.3 76.4 79.8 57.1 65.8 51.4 23.0
192.7 145.6 150.2 110.9 135.2 107.6 48.0"
d43=
"53 71.4 55.5 44.1 77.1 72.2 82.1 29.8
139.6 110.5 94.9 154.9 151.8 172.9 69.2
54 85.3 97.1 75.2 78.7 92.3 94.6 63.4
176.7 191.9 161.8 156.3 190.7 187.4 137.6
55 22.6 20.8 27.5 74.3 40.7 75.5 71.7
46.4 44.2 62.5 146.7 83.3 144.5 148.3
56 52.5 24.1 47.2 33.4 35.3 27.8 82.2
108.6 63.9 93.8 71.6 77.7 62.2 165.8
57 34.3 79.1 56.7 59.2 47.2 43.1 53.6
70.7 146.9 113.3 118.8 92.8 91.9 103.4
58 64.6 51.1 40.3 51.4 48.6 46.8 23.8
115.4 93.9 75.7 117.6 104.4 83.2 54.2
59 32.7 29.5 33.3 19.8 34.4 35.6 74.5
69.3 63.5 66.7 35.2 75.6 75.4 145.5
60 50.6 41.0 9.0 4.7 13.1 35.3 29.4
99.4 79.0 27.0 20.3 33.9 71.7 69.6
61 64.5 65.5 60.1 37.9 52.8 32.9 10.0
122.5 129.5 121.9 70.1 121.2 72.1 35.0
62 41.0 40.8 30.0 24.5 27.3 37.2 48.5
73.0 80.2 60.0 48.5 66.7 64.8 103.5
63 50.8 57.6 47.0 53.4 43.3 59.4 46.3
87.2 112.4 95.0 107.6 84.7 105.6 85.7
64 28.1 48.9 40.0 59.1 31.4 9.0 62.1
61.9 93.1 77.0 118.9 65.6 23.0 133.9
65 61.3 52.8 63.4 43.6 28.5 34.0 33.6
110.7 110.2 110.6 86.4 67.5 65.0 71.4
66 25.1 35.5 44.0 50.6 22.3 47.2 33.3
47.9 75.5 87.0 111.4 65.7 92.8 59.7
67 50.9 87.1 40.0 69.0 56.0 63.1 24.7
101.1 162.9 83.0 134.0 113.0 118.9 53.3
68 54.0 57.0 22.7 77.9 65.9 117.5 51.7
103.0 113.0 55.3 152.1 124.1 228.5 103.3
69 63.1 43.8 42.8 62.9 45.6 58.7 48.7
107.9 90.2 84.2 118.1 79.4 109.3 98.3
70 53.9 49.3 49.7 31.5 36.3 38.0 36.4
99.1 90.7 89.3 69.5 73.7 70.0 77.6"
d44=
"71 25.4 30.4 30.5 49.1 35.7 36.3 51.3
50.6 58.6 58.5 91.1 71.3 73.7 101.7
72 73.6 71.0 19.8 78.7 60.9 100.4 32.1
136.4 142.0 39.2 163.3 113.1 179.6 74.9
73 31.2 24.8 57.4 30.5 24.4 38.4 24.8
60.8 55.2 108.6 74.5 58.6 73.6 58.6
74 65.2 50.8 25.8 42.5 38.9 57.7 43.0
131.8 96.2 49.2 89.5 78.1 104.3 90.0
75 20.0 58.0 37.0 45.5 61.7 70.7 78.6
42.0 104.0 77.0 104.6 108.3 120.3 157.4
76 33.2 35.6 35.0 20.5 38.9 69.3 53.4
75.8 72.4 83.0 52.5 83.1 123.7 118.6
77 37.4 43.5 15.8 41.7 25.8 79.8 81.0
71.6 83.5 42.2 86.3 55.2 147.2 176.0
78 70.5 64.4 40.1 63.3 63.4 70.5 55.9
135.5 135.6 79.9 123.7 123.6 138.5 119.1
79 73.2 72.0 52.2 58.8 43.7 66.6 56.1
157.8 147.0 114.8 117.2 80.3 133.4 111.9
80 60.3 44.3 69.3 49.3 63.8 48.7 70.0
87.7 94.7 129.7 112.7 122.2 92.3 129.0
81 33.8 38.0 41.0 66.6 74.0 75.2 36.6
57.2 77.0 85.0 128.4 136.0 140.8 76.4
82 41.1 23.6 30.3 36.6 22.3 65.5 58.1
80.9 47.4 58.7 72.4 53.7 132.5 115.9
83 31.9 73.6 29.0 63.1 64.7 59.8 50.0
67.1 116.4 53.0 130.9 122.3 119.2 108.0
84 77.1 40.8 68.7 60.9 59.0 49.6 56.7
147.9 87.2 121.3 122.1 102.0 93.4 112.3
85 84.8 59.5 39.0 50.6 53.1 27.8 82.6
156.2 115.5 81.0 99.4 98.9 60.2 166.4
86 28.8 59.6 57.0 63.7 56.8 50.0 56.1
63.2 118.4 112.0 125.3 109.2 87.0 113.9
87 35.2 26.5 59.1 20.4 42.4 21.0 34.0
69.8 65.5 120.9 45.6 79.6 122.0 70.0
88 63.5 33.5 33.6 93.5 90.9 62.5 26.1
115.5 75.5 67.4 183.5 166.1 118.5 55.9"
d45=
"89 35.3 23.8 54.1 38.3 32.5 68.1 49.2
73.7 61.5 114.9 80.7 65.5 126.9 109.8
90 46.0 45.4 49.7 13.8 27.5 66.0 43.8
93.0 93.6 100.3 35.2 56.5 125.0 100.2
91 31.2 45.2 27.8 58.7 60.8 55.3 58.4
70.8 88.8 49.2 115.3 123.2 97.7 130.6
92 39.5 38.2 56.9 26.7 31.2 45.6 48.1
79.5 79.8 112.1 67.3 62.8 92.4 95.9
93 39.1 14.7 39.6 9.2 16.3 18.8 41.2
88.9 37.3 78.4 35.8 77.7 51.2 96.8
94 69.0 77.9 57.1 42.2 41.6 22.1 25.2
129.0 144.1 116.9 88.6 92.4 48.9 56.8
95 33.1 43.2 41.4 82.5 59.7 54.9 66.9
65.9 98.8 83.6 157.5 118.3 139.1 133.1
96 21.2 18.6 51.6 46.4 43.5 55.0 57.8
51.8 55.4 102.6 90.6 81.5 105.0 111.2
97 32.3 33.2 41.3 33.5 56.4 51.8 50.9
63.7 67.9 78.7 81.5 108.6 95.2 98.1
98 29.3 56.2 35.9 49.8 56.2 32.4 36.0
67.7 99.8 78.1 102.2 108.8 71.6 76.6
99 42.2 46.0 39.3 61.9 38.2 45.1 32.7
88.8 102.0 79.7 118.1 72.8 97.9 72.3
100 NA 52.3 48.4 30.6 37.7 49.6 49.7
NA 102.7 98.6 60.8 71.3 88.4 97.3"
d22 <- matrix(scan(text=d22)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d23 <- matrix(scan(text=d23)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d24 <- matrix(scan(text=d24)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d25 <- matrix(scan(text=d25)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d26 <- matrix(scan(text=d26)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d27 <- matrix(scan(text=d27)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d28 <- matrix(scan(text=d28)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d29 <- matrix(scan(text=d29)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d30 <- matrix(scan(text=d30)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d31 <- matrix(scan(text=d31)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d32 <- matrix(scan(text=d32)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d33 <- matrix(scan(text=d33)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d34 <- matrix(scan(text=d34)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d35 <- matrix(scan(text=d35)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d36 <- matrix(scan(text=d36)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d37 <- matrix(scan(text=d37)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d38 <- matrix(scan(text=d38)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d39 <- matrix(scan(text=d39)[-seq(from=1, by=17, length=40)], ncol=8, byrow=TRUE)
d40 <- matrix(scan(text=d40)[-seq(from=1, by=15, length=40)], ncol=7, byrow=TRUE)
d41 <- matrix(scan(text=d41)[-seq(from=1, by=15, length=40)], ncol=7, byrow=TRUE)
d42 <- matrix(scan(text=d42)[-seq(from=1, by=15, length=40)], ncol=7, byrow=TRUE)
d43 <- matrix(scan(text=d43)[-seq(from=1, by=15, length=40)], ncol=7, byrow=TRUE)
d44 <- matrix(scan(text=d44)[-seq(from=1, by=15, length=40)], ncol=7, byrow=TRUE)
d45 <- matrix(scan(text=d45)[-seq(from=1, by=15, length=40)], ncol=7, byrow=TRUE)
dat <- cbind(rbind(d22,d23,d24,d25,d26,d27),
rbind(d28,d29,d30,d31,d32,d33),
rbind(d34,d35,d36,d37,d38,d39),
rbind(d40,d41,d42,d43,d44,d45))
dat1 <- dat[seq(from=1,by=2,length=100),]
dat2 <- dat[seq(from=2,by=2,length=100),]
levelplot(t(dat1))
levelplot(t(dat2))
plot(as.vector(dat1) ~ as.vector(dat2))
identify()
xx <- as.vector(t(dat1))
yy <- as.vector(t(dat2))
plot(yy~xx)
dat12 <- data.frame(xx,yy)
dat12$dist <- sqrt(dat12$xx^2 + dat12$yy^2)
# manually checked the 20 largest outliers, found no problems
subset(dat12, dist > 200)
dat12[identify(xx,yy),]
dat1 <- melt(dat1)
dat2 <- melt(dat2)
colnames(dat1) <- c('row','col','grain')
colnames(dat2) <- c('row','col','straw')
day.wheat.uniformity <- merge(dat1,dat2)
day.wheat.uniformity <- subset(day.wheat.uniformity, !is.na(grain))
# ----------------------------------------------------------------------------
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