Addition of term expected to make no difference
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Addition of term expected to make no difference
I have run the .as file embedded below
Graham Walton's canola data - oil content and yield
Location 5 !A
Soworder 4
Cultivar 9 !A
Rep 3
Yield
Oilcont
Daysflr
Flrtomat
Temp
Rainfall
C:\DOCS\Si_P\GW\GWtotal.dat !skip 1 !maxit 20 !spline 10
Oilcont ~ mu Rainfall lin(Soworder) !r dev(Soworder),
Location Location.Cultivar Location.Cultivar.Rep
(The corresponding .dat file is attached.)
When I add the term Cultivar to the linear model, before the
Location.Cultivar term, I get a substantial increase in the maximum
likelihood. But I would expect that the addition of Cultivar would make no
difference to the fitted values, but simply make the model more
overparametrized.
Can the addition of a marginal term (changing a nested model to a crossed
model) change the maximum likelihood?
Best wishes,
Nick
Location Sow'g order Cultivar Rep Seed Yld oil content Days to flow fl to mat temperature Rainfall
Mullewa 1 Monty 1 1875.0 48.12 80 78 13.6 93.6
Mullewa 1 Monty 2 2534.7 46.16 80 78 13.6 93.6
Mullewa 1 Monty 3 2350.7 46.69 80 78 13.6 93.6
Mullewa 1 Hyola_42 1 1444.4 43.06 83 75 13.6 93.6
Mullewa 1 Hyola_42 2 1423.6 44.48 83 75 13.6 93.6
Mullewa 1 Hyola_42 3 2309.0 44.2 83 75 13.6 93.6
Mullewa 1 Oscar 1 1135.4 45.13 97 68 14.1 62.4
Mullewa 1 Oscar 2 1402.8 42.47 97 68 14.1 62.4
Mullewa 1 Oscar 3 923.6 41.06 97 68 14.1 62.4
Mullewa 1 Drum 1 1100.7 41.87 98 60 13.7 51.6
Mullewa 1 Drum 2 1006.9 41.06 98 60 13.7 51.6
Mullewa 1 Drum 3 1413.2 40.44 98 60 13.7 51.6
Mullewa 1 Karoo 1 1409.7 42.69 85 73 13.6 79.6
Mullewa 1 Karoo 2 1513.9 43.81 85 73 13.6 79.6
Mullewa 1 Karoo 3 1691.0 44.96 85 73 13.6 79.6
Mullewa 1 Mustard 1 1104.2 * 75 90 13.8 103.6
Mullewa 1 Mustard 2 1281.2 * 75 90 13.8 103.6
Mullewa 1 Mustard 3 1263.9 * 75 90 13.8 103.6
Mullewa 2 Monty 1 1708.3 45.78 70 91 14.0 88.6
Mullewa 2 Monty 2 1888.9 45.07 70 91 14.0 88.6
Mullewa 2 Monty 3 1972.2 43.17 70 91 14.0 88.6
Mullewa 2 Hyola_42 1 1691.0 44.21 79 82 14.0 63.2
Mullewa 2 Hyola_42 2 1680.5 42.02 79 82 14.0 63.2
Mullewa 2 Hyola_42 3 1986.1 41.92 79 82 14.0 63.2
Mullewa 2 Oscar 1 1156.2 43.36 88 73 14.5 44
Mullewa 2 Oscar 2 1319.4 41.03 88 73 14.5 44
Mullewa 2 Oscar 3 1586.8 39.71 88 73 14.5 44
Mullewa 2 Drum 1 1173.6 40.8 84 77 14.2 45.6
Mullewa 2 Drum 2 805.6 38.57 84 77 14.2 45.6
Mullewa 2 Drum 3 885.4 37.57 84 77 14.2 45.6
Mullewa 2 Karoo 1 1506.9 42.35 80 81 13.9 62.4
Mullewa 2 Karoo 2 1253.5 39.59 80 81 13.9 62.4
Mullewa 2 Karoo 3 1562.5 38.21 80 81 13.9 62.4
Mullewa 2 Mustard 1 1076.4 * 67 94 13.8 92
Mullewa 2 Mustard 2 927.1 * 67 94 13.8 92
Mullewa 2 Mustard 3 * * 67 94 13.8 92
Mullewa 3 Monty 1 1663.2 43.63 69 77 14.2 45.6
Mullewa 3 Monty 2 1437.5 44.14 69 77 14.2 45.6
Mullewa 3 Monty 3 1482.6 39.75 69 77 14.2 45.6
Mullewa 3 Hyola_42 1 1479.2 41.92 78 68 14.9 39.8
Mullewa 3 Hyola_42 2 1458.3 41.99 78 68 14.9 39.8
Mullewa 3 Hyola_42 3 1423.6 41.05 78 68 14.9 39.8
Mullewa 3 Oscar 1 1375.0 40.29 86 67 15.1 36
Mullewa 3 Oscar 2 1138.9 41.96 86 67 15.1 36
Mullewa 3 Oscar 3 1066.0 38.78 86 67 15.1 36
Mullewa 3 Drum 1 902.8 37.4 84 69 15.2 39.8
Mullewa 3 Drum 2 819.4 37.56 84 69 15.2 39.8
Mullewa 3 Drum 3 1006.9 35.34 84 69 15.2 39.8
Mullewa 3 Karoo 1 1180.5 38.15 81 65 14.9 39.8
Mullewa 3 Karoo 2 1298.6 37.75 81 65 14.9 39.8
Mullewa 3 Karoo 3 1357.6 41.36 81 65 14.9 39.8
Mullewa 3 Mustard 1 1031.2 * 69 77 14.2 45.6
Mullewa 3 Mustard 2 1048.6 * 69 77 14.2 45.6
Mullewa 3 Mustard 3 * * 69 77 14.2 45.6
Mullewa 4 Monty 1 892.4 42.37 71 69 14.9 39.8
Mullewa 4 Monty 2 833.3 39.8 71 69 14.9 39.8
Mullewa 4 Monty 3 802.1 36.82 71 69 14.9 39.8
Mullewa 4 Hyola_42 1 885.4 40.29 79 41 15.6 32.8
Mullewa 4 Hyola_42 2 951.4 39.17 79 41 15.6 32.8
Mullewa 4 Hyola_42 3 1281.2 38.81 79 41 15.6 32.8
Mullewa 4 Oscar 1 357.6 40.24 84 56 15.9 21.2
Mullewa 4 Oscar 2 375.0 38.52 84 56 15.9 21.2
Mullewa 4 Oscar 3 357.6 37.46 84 56 15.9 21.2
Mullewa 4 Drum 1 166.7 37.61 81 59 15.9 21.2
Mullewa 4 Drum 2 118.1 36.14 81 59 15.9 21.2
Mullewa 4 Drum 3 243.1 35.37 81 59 15.9 21.2
Mullewa 4 Karoo 1 673.6 36.39 79 61 15.6 32.8
Mullewa 4 Karoo 2 798.6 36.35 79 61 15.6 32.8
Mullewa 4 Karoo 3 392.4 35.76 79 61 15.6 32.8
Mullewa 4 Mustard 1 868.1 * 71 69 15.2 39.8
Mullewa 4 Mustard 2 836.8 * 71 69 15.2 39.8
Mullewa 4 Mustard 3 * * 71 69 15.2 39.8
Newdegate 1 Monty 1 1924.3 44.12 77 98 11.3 123.8
Newdegate 1 Monty 2 1885.1 44.69 77 98 11.3 123.8
Newdegate 1 Monty 3 1608.7 43.99 77 98 11.3 123.8
Newdegate 1 Hyola_42 1 2457.6 * 81 114 11.5 118
Newdegate 1 Hyola_42 2 2388.5 45.41 81 114 11.5 118
Newdegate 1 Hyola_42 3 2211.5 44.83 81 114 11.5 118
Newdegate 1 Oscar 1 1738.5 42.3 119 92 13.2 86.4
Newdegate 1 Oscar 2 1653.5 42.65 119 92 13.2 86.4
Newdegate 1 Oscar 3 1963.5 43.1 119 92 13.2 86.4
Newdegate 1 Drum 1 1006.9 38.49 118 93 13.1 86.4
Newdegate 1 Drum 2 1249.3 40.44 118 93 13.1 86.4
Newdegate 1 Drum 3 1380.9 39.87 118 93 13.1 86.4
Newdegate 1 Karoo 1 1513.9 40.81 124 71 13.0 85.8
Newdegate 1 Karoo 2 1719.4 42.9 124 71 13.0 85.8
Newdegate 1 Karoo 3 1970.1 41.33 124 71 13.0 85.8
Newdegate 1 Mustard 1 1347.6 40.25 88 107 11.9 106.2
Newdegate 1 Mustard 2 1369.4 41.41 88 107 11.9 106.2
Newdegate 1 Mustard 3 1327.1 40.45 88 107 11.9 106.2
Newdegate 2 Monty 1 1674.3 40.28 93 73 12.6 79.4
Newdegate 2 Monty 2 1822.2 42.43 93 73 12.6 79.4
Newdegate 2 Monty 3 1647.9 42.58 93 73 12.6 79.4
Newdegate 2 Hyola_42 1 1926.4 40.48 94 72 13.6 79
Newdegate 2 Hyola_42 2 1980.9 42.7 94 72 13.6 79
Newdegate 2 Hyola_42 3 1871.9 42.3 94 72 13.6 79
Newdegate 2 Oscar 1 1260.1 38.29 113 69 14.7 44
Newdegate 2 Oscar 2 1563.2 41.03 113 69 14.7 44
Newdegate 2 Oscar 3 1649.0 40.06 113 69 14.7 44
Newdegate 2 Drum 1 962.8 34.73 111 71 14.8 53.2
Newdegate 2 Drum 2 1422.9 37.8 111 71 14.8 53.2
Newdegate 2 Drum 3 1174.0 37.56 111 71 14.8 53.2
Newdegate 2 Karoo 1 1363.2 35.98 100 66 13.0 79.6
Newdegate 2 Karoo 2 1382.3 38.09 100 66 13.0 79.6
Newdegate 2 Karoo 3 1376.0 38.64 100 66 13.0 79.6
Newdegate 2 Mustard 1 1393.1 36.91 102 80 13.9 82
Newdegate 2 Mustard 2 1601.4 39.06 102 80 13.9 82
Newdegate 2 Mustard 3 1528.8 38.45 102 80 13.9 82
Newdegate 3 Monty 1 1245.8 38.17 105 65 14.6 36.8
Newdegate 3 Monty 2 1179.2 38.59 105 65 14.6 36.8
Newdegate 3 Monty 3 1527.1 39.39 105 65 14.6 36.8
Newdegate 3 Hyola_42 1 1094.8 38.72 103 67 14.8 37
Newdegate 3 Hyola_42 2 1350.7 39.02 103 67 14.8 37
Newdegate 3 Hyola_42 3 1742.0 * 103 67 14.8 37
Newdegate 3 Oscar 1 1457.6 36.3 109 68 15.4 38.8
Newdegate 3 Oscar 2 1671.2 37.4 109 68 15.4 38.8
Newdegate 3 Oscar 3 1939.6 38.56 109 68 15.4 38.8
Newdegate 3 Drum 1 1169.1 34.83 111 66 15.4 36.4
Newdegate 3 Drum 2 1238.2 34.94 111 66 15.4 36.4
Newdegate 3 Drum 3 1474.3 35.9 111 66 15.4 36.4
Newdegate 3 Karoo 1 857.6 34.5 107 63 14.9 36.2
Newdegate 3 Karoo 2 1182.3 35.57 107 63 14.9 36.2
Newdegate 3 Karoo 3 1327.1 36.69 107 63 14.9 36.2
Newdegate 3 Mustard 1 1381.3 37.48 107 70 15.3 38.8
Newdegate 3 Mustard 2 1195.8 37.94 107 70 15.3 38.8
Newdegate 3 Mustard 3 * 39.75 107 70 15.3 38.8
Newdegate 4 Monty 1 979.5 35.91 95 61 14.7 36.2
Newdegate 4 Monty 2 1253.8 38.02 95 61 14.7 36.2
Newdegate 4 Monty 3 870.5 39.92 95 61 14.7 36.2
Newdegate 4 Hyola_42 1 1093.4 36.56 95 61 15.4 36.2
Newdegate 4 Hyola_42 2 931.9 38.09 95 61 15.4 36.2
Newdegate 4 Hyola_42 3 1627.8 40.77 95 61 15.4 36.2
Newdegate 4 Oscar 1 1041.7 * 97 66 15.4 36.4
Newdegate 4 Oscar 2 1516.7 37.21 97 66 15.4 36.4
Newdegate 4 Oscar 3 1359.0 38.95 97 66 15.4 36.4
Newdegate 4 Drum 1 1121.5 35.39 102 61 15.4 35.4
Newdegate 4 Drum 2 1128.5 35.21 102 61 15.4 35.4
Newdegate 4 Drum 3 1072.6 40.04 102 61 15.4 35.4
Newdegate 4 Karoo 1 1049.7 33.3 99 64 15.2 36
Newdegate 4 Karoo 2 1188.2 35.03 99 64 15.2 36
Newdegate 4 Karoo 3 1318.1 36.51 99 64 15.2 36
Newdegate 4 Mustard 1 877.1 32.25 101 62 15.6 35.4
Newdegate 4 Mustard 2 969.1 37.55 101 62 15.6 35.4
Newdegate 4 Mustard 3 * * 101 62 15.6 35.4
Merredin 1 Monty 1 972.2 44.8 77 91 15.5 53.4
Merredin 1 Monty 2 993.1 42.87 77 91 15.5 53.4
Merredin 1 Monty 3 1076.4 43.41 77 91 15.5 53.4
Merredin 1 Hyola_42 1 861.1 42.65 85 83 16.0 48
Merredin 1 Hyola_42 2 1180.6 43.35 85 83 16.0 48
Merredin 1 Hyola_42 3 1003.5 42.93 85 83 16.0 48
Merredin 1 Oscar 1 788.2 41.54 94 74 16.6 46.4
Merredin 1 Oscar 2 788.2 39.21 94 74 16.6 46.4
Merredin 1 Oscar 3 895.8 41.41 94 74 16.6 46.4
Merredin 1 Drum 1 479.2 38.57 91 77 16.5 47.6
Merredin 1 Drum 2 586.8 37.68 91 77 16.5 47.6
Merredin 1 Drum 3 517.4 37.14 91 77 16.5 47.6
Merredin 1 Karoo 1 791.7 39.95 84 84 15.9 48
Merredin 1 Karoo 2 972.2 38.89 84 84 15.9 48
Merredin 1 Karoo 3 805.6 37.83 84 84 15.9 48
Merredin 1 Mustard 1 725.7 * 74 94 15.5 80
Merredin 1 Mustard 2 788.2 * 74 94 15.5 80
Merredin 1 Mustard 3 850.7 * 74 94 15.5 80
Merredin 2 Monty 1 833.3 39.99 81 73 16.7 46
Merredin 2 Monty 2 875.0 41.73 81 73 16.7 46
Merredin 2 Monty 3 736.1 41.55 81 73 16.7 46
Merredin 2 Hyola_42 1 861.1 38.45 88 66 17.5 30.2
Merredin 2 Hyola_42 2 1006.9 40.03 88 66 17.5 30.2
Merredin 2 Hyola_42 3 795.1 40.63 88 66 17.5 30.2
Merredin 2 Oscar 1 534.7 37.09 94 60 17.9 14.2
Merredin 2 Oscar 2 645.8 39.63 94 60 17.9 14.2
Merredin 2 Oscar 3 472.2 39.38 94 60 17.9 14.2
Merredin 2 Drum 1 434.0 36.1 95 59 18.0 11
Merredin 2 Drum 2 399.3 37.22 95 59 18.0 11
Merredin 2 Drum 3 340.3 37.42 95 59 18.0 11
Merredin 2 Karoo 1 583.3 35.96 91 63 17.6 20.8
Merredin 2 Karoo 2 614.6 37.19 91 63 17.6 20.8
Merredin 2 Karoo 3 621.5 37.39 91 63 17.6 20.8
Merredin 2 Mustard 1 739.6 * 79 75 16.8 47.6
Merredin 2 Mustard 2 638.9 * 79 75 16.8 47.6
Merredin 2 Mustard 3 625.0 * 79 75 16.8 47.6
Merredin 3 Monty 1 496.5 40.63 83 68 18.2 18.8
Merredin 3 Monty 2 368.1 40.66 83 68 18.2 18.8
Merredin 3 Monty 3 479.2 40.75 83 68 18.2 18.8
Merredin 3 Hyola_42 1 413.2 38.84 84 67 18.3 18.6
Merredin 3 Hyola_42 2 395.8 39.34 84 67 18.3 18.6
Merredin 3 Hyola_42 3 503.5 38.75 84 67 18.3 18.6
Merredin 3 Oscar 1 211.8 37.96 91 60 18.6 18.4
Merredin 3 Oscar 2 152.8 38.18 91 60 18.6 18.4
Merredin 3 Oscar 3 256.9 38.27 91 60 18.6 18.4
Merredin 3 Drum 1 156.3 35.6 91 60 18.6 18.4
Merredin 3 Drum 2 118.1 37.41 91 60 18.6 18.4
Merredin 3 Drum 3 218.8 35.96 91 60 18.6 18.4
Merredin 3 Karoo 1 274.3 36.47 89 62 18.5 18.4
Merredin 3 Karoo 2 177.1 36.35 89 62 18.5 18.4
Merredin 3 Karoo 3 326.4 36.42 89 62 18.5 18.4
Merredin 3 Mustard 1 513.9 * 84 67 18.6 18.6
Merredin 3 Mustard 2 281.3 * 84 67 18.6 18.6
Merredin 3 Mustard 3 388.9 * 84 67 18.6 18.6
Wongan 1 Monty 1 2066.0 42.3 72 72 13.2 72.4
Wongan 1 Monty 2 1979.2 40.7 72 72 13.2 72.4
Wongan 1 Monty 3 1510.4 41.7 72 72 13.2 72.4
Wongan 1 Hyola_42 1 2100.7 41.2 84 58 14.5 67.6
Wongan 1 Hyola_42 2 1840.3 40.2 84 58 14.5 67.6
Wongan 1 Hyola_42 3 1579.9 39.7 84 58 14.5 67.6
Wongan 1 Oscar 1 1614.6 42.1 88 60 14.5 68.6
Wongan 1 Oscar 2 1319.4 38.5 88 60 14.5 68.6
Wongan 1 Oscar 3 1336.8 37.8 88 60 14.5 68.6
Wongan 1 Drum 1 954.9 37.2 85 65 14.4 68.6
Wongan 1 Drum 2 1284.7 35.7 85 65 14.4 68.6
Wongan 1 Drum 3 1197.9 36.2 85 65 14.4 68.6
Wongan 1 Karoo 1 1684.0 38.7 78 66 13.5 68
Wongan 1 Karoo 2 1770.8 38.3 78 66 13.5 68
Wongan 1 Karoo 3 1458.3 37.6 78 66 13.5 68
Wongan 1 Mustard 1 1197.9 * 69 87 13.7 111.2
Wongan 1 Mustard 2 1024.3 * 69 87 13.7 111.2
Wongan 1 Mustard 3 1579.9 * 69 87 13.7 111.2
Wongan 2 Monty 1 1597.2 43.5 73 60 14.7 66.2
Wongan 2 Monty 2 1197.9 38.6 73 60 14.7 66.2
Wongan 2 Monty 3 1545.1 39.3 73 60 14.7 66.2
Wongan 2 Hyola_42 1 1718.8 42.9 81 51 15.4 60.2
Wongan 2 Hyola_42 2 1250.0 39.1 81 51 15.4 60.2
Wongan 2 Hyola_42 3 1545.1 39.1 81 51 15.4 60.2
Wongan 2 Oscar 1 1267.4 * 85 55 16.1 42.6
Wongan 2 Oscar 2 989.6 37.8 85 55 16.1 42.6
Wongan 2 Oscar 3 1197.9 38.9 85 55 16.1 42.6
Wongan 2 Drum 1 937.5 38.5 84 57 16.1 45
Wongan 2 Drum 2 746.5 35.5 84 57 16.1 45
Wongan 2 Drum 3 746.5 36.9 84 57 16.1 45
Wongan 2 Karoo 1 1197.9 41.5 85 51 15.7 42.6
Wongan 2 Karoo 2 1006.9 37.6 85 51 15.7 42.6
Wongan 2 Karoo 3 1024.3 37.4 85 51 15.7 42.6
Wongan 2 Mustard 1 1163.2 * 73 70 15.1 66.2
Wongan 2 Mustard 2 763.9 * 73 70 15.1 66.2
Wongan 2 Mustard 3 972.2 * 73 70 15.1 66.2
Wongan 3 Monty 1 1354.2 42.6 71 56 16.0 45
Wongan 3 Monty 2 1597.2 43.5 71 56 16.0 45
Wongan 3 Monty 3 1180.6 42.2 71 56 16.0 45
Wongan 3 Hyola_42 1 1163.2 41.8 77 46 16.2 19.4
Wongan 3 Hyola_42 2 1493.1 41.4 77 46 16.2 19.4
Wongan 3 Hyola_42 3 1006.9 39.1 77 46 16.2 19.4
Wongan 3 Oscar 1 451.4 39.7 79 53 16.9 19.2
Wongan 3 Oscar 2 1128.5 39.4 79 53 16.9 19.2
Wongan 3 Oscar 3 520.8 40.0 79 53 16.9 19.2
Wongan 3 Drum 1 138.9 39.1 79 54 17.0 19.2
Wongan 3 Drum 2 694.4 37.7 79 54 17.0 19.2
Wongan 3 Drum 3 86.8 40.0 79 54 17.0 19.2
Wongan 3 Karoo 1 659.7 40.2 74 54 16.4 19.6
Wongan 3 Karoo 2 920.1 39.3 74 54 16.4 19.6
Wongan 3 Karoo 3 920.1 38.1 74 54 16.4 19.6
Wongan 3 Mustard 1 625.0 * 70 63 16.2 47
Wongan 3 Mustard 2 972.2 * 70 63 16.2 47
Wongan 3 Mustard 3 572.9 * 70 63 16.2 47
Wongan 4 Monty 1 989.6 41.6 66 54 16.7 19.4
Wongan 4 Monty 2 1006.9 39.3 66 54 16.7 19.4
Wongan 4 Monty 3 868.1 41.0 66 54 16.7 19.4
Wongan 4 Hyola_42 1 711.8 41.2 69 48 16.9 19
Wongan 4 Hyola_42 2 538.2 38.4 69 48 16.9 19
Wongan 4 Hyola_42 3 798.6 39.7 69 48 16.9 19
Wongan 4 Oscar 1 225.7 39.3 73 50 17.3 18.8
Wongan 4 Oscar 2 277.8 37.9 73 50 17.3 18.8
Wongan 4 Oscar 3 520.8 39.6 73 50 17.3 18.8
Wongan 4 Drum 1 104.2 38.5 72 51 17.3 18.8
Wongan 4 Drum 2 173.6 36.3 72 51 17.3 18.8
Wongan 4 Drum 3 173.6 39.2 72 51 17.3 18.8
Wongan 4 Karoo 1 260.4 39.1 68 54 17.0 19.2
Wongan 4 Karoo 2 434.0 37.5 68 54 17.0 19.2
Wongan 4 Karoo 3 486.1 40.1 68 54 17.0 19.2
Wongan 4 Mustard 1 538.2 * 64 59 16.8 19.6
Wongan 4 Mustard 2 642.4 * 64 59 16.8 19.6
Wongan 4 Mustard 3 486.1 * 64 59 16.8 19.6
Mt_Barker 1 Grouse 1 2386.5 47.93 109.5 104.5 13.2 131.4
Mt_Barker 1 Grouse 2 2112.7 47.49 109.5 104.5 13.2 131.4
Mt_Barker 1 Grouse 3 1173.7 48.44 109.5 104.5 13.2 131.4
Mt_Barker 1 Hyola_42 1 1760.6 46.51 105 109 12.8 135.8
Mt_Barker 1 Hyola_42 2 1799.7 46.27 105 109 12.8 135.8
Mt_Barker 1 Hyola_42 3 1525.8 46.05 105 109 12.8 135.8
Mt_Barker 1 Oscar 1 1995.3 45.94 109 105 13.0 131.4
Mt_Barker 1 Oscar 2 2073.6 45.22 109 105 13.0 131.4
Mt_Barker 1 Oscar 3 1486.7 45.15 109 105 13.0 131.4
Mt_Barker 1 Pinnacle 1 899.8 46.02 119 95 13.5 88
Mt_Barker 1 Pinnacle 2 1330.2 44.66 119 95 13.5 88
Mt_Barker 1 Pinnacle 3 899.8 45.9 119 95 13.5 88
Mt_Barker 1 Karoo 1 1017.2 45.86 105 109 12.8 135.8
Mt_Barker 1 Karoo 2 1330.2 44.17 105 109 12.8 135.8
Mt_Barker 1 Karoo 3 899.8 45.03 105 109 12.8 135.8
Mt_Barker 1 Dunkeld 1 1408.4 48.85 110.5 103.5 13.3 131.4
Mt_Barker 1 Dunkeld 2 2269.2 47.26 110.5 103.5 13.3 131.4
Mt_Barker 1 Dunkeld 3 1838.8 46.85 110.5 103.5 13.3 131.4
Mt_Barker 2 Grouse 1 3286.4 44.77 99.5 92.5 13.9 87.8
Mt_Barker 2 Grouse 2 3051.6 44.93 99.5 92.5 13.9 87.8
Mt_Barker 2 Grouse 3 2699.5 47.31 99.5 92.5 13.9 87.8
Mt_Barker 2 Hyola_42 1 2738.7 45.08 89.5 102.5 13.2 131.2
Mt_Barker 2 Hyola_42 2 2934.3 44.83 89.5 102.5 13.2 131.2
Mt_Barker 2 Hyola_42 3 2308.3 46.24 89.5 102.5 13.2 131.2
Mt_Barker 2 Oscar 1 3129.9 42.91 98 94 13.6 87.8
Mt_Barker 2 Oscar 2 2934.3 44.19 98 94 13.6 87.8
Mt_Barker 2 Oscar 3 2543.0 44.84 98 94 13.6 87.8
Mt_Barker 2 Pinnacle 1 2699.5 43.02 103 89 13.8 67
Mt_Barker 2 Pinnacle 2 2856.0 43.79 103 89 13.8 67
Mt_Barker 2 Pinnacle 3 2269.2 44.95 103 89 13.8 67
Mt_Barker 2 Karoo 1 2347.4 43.54 91 101 13.1 117.4
Mt_Barker 2 Karoo 2 2386.5 42.9 91 101 13.1 117.4
Mt_Barker 2 Karoo 3 1917.1 41.7 91 101 13.1 117.4
Mt_Barker 2 Dunkeld 1 3208.1 46.05 102 90 13.8 69.4
Mt_Barker 2 Dunkeld 2 2895.1 46.12 102 90 13.8 69.4
Mt_Barker 2 Dunkeld 3 2464.8 47.57 102 90 13.8 69.4
Mt_Barker 3 Grouse 1 3442.9 44.08 93.5 87.5 15.4 52
Mt_Barker 3 Grouse 2 2151.8 46 93.5 87.5 15.4 52
Mt_Barker 3 Grouse 3 1408.4 47.86 93.5 87.5 15.4 52
Mt_Barker 3 Hyola_42 1 3325.5 43.43 86 95 14.8 56.8
Mt_Barker 3 Hyola_42 2 1956.2 45.2 86 95 14.8 56.8
Mt_Barker 3 Hyola_42 3 1252.0 45.42 86 95 14.8 56.8
Mt_Barker 3 Oscar 1 3090.8 42 93.5 87.5 15.3 52
Mt_Barker 3 Oscar 2 1917.1 43.52 93.5 87.5 15.3 52
Mt_Barker 3 Oscar 3 1330.2 44.79 93.5 87.5 15.3 52
Mt_Barker 3 Pinnacle 1 2464.8 42.64 95.5 85.5 15.5 51
Mt_Barker 3 Pinnacle 2 1447.6 43.11 95.5 85.5 15.5 51
Mt_Barker 3 Pinnacle 3 821.6 44.46 95.5 85.5 15.5 51
Mt_Barker 3 Karoo 1 2503.9 41.02 87 94 14.9 56
Mt_Barker 3 Karoo 2 1525.8 41.16 87 94 14.9 56
Mt_Barker 3 Karoo 3 1173.7 42.91 87 94 14.9 56
Mt_Barker 3 Dunkeld 1 3208.1 45.84 93.5 87.5 15.3 52
Mt_Barker 3 Dunkeld 2 1525.8 46.81 93.5 87.5 15.3 52
Mt_Barker 3 Dunkeld 3 1134.6 47.91 93.5 87.5 15.3 52
Mt_Barker 4 Grouse 1 1525.8 43.42 86 75 15.7 45
Mt_Barker 4 Grouse 2 586.9 45.79 86 75 15.7 45
Mt_Barker 4 Grouse 3 626.0 45.87 86 75 15.7 45
Mt_Barker 4 Hyola_42 1 1564.9 43.12 78 83 15.4 51
Mt_Barker 4 Hyola_42 2 665.1 43.15 78 83 15.4 51
Mt_Barker 4 Hyola_42 3 743.3 44.43 78 83 15.4 51
Mt_Barker 4 Oscar 1 899.8 42.34 87 74 15.8 45
Mt_Barker 4 Oscar 2 * 43.04 87 74 15.8 45
Mt_Barker 4 Oscar 3 626.0 42.84 87 74 15.8 45
Mt_Barker 4 Pinnacle 1 626.0 42.19 92.5 68.5 16.3 26.8
Mt_Barker 4 Pinnacle 2 * 42.66 92.5 68.5 16.3 26.8
Mt_Barker 4 Pinnacle 3 352.1 42.13 92.5 68.5 16.3 26.8
Mt_Barker 4 Karoo 1 860.7 41.08 84 77 15.7 45
Mt_Barker 4 Karoo 2 * 42.65 84 77 15.7 45
Mt_Barker 4 Karoo 3 430.4 42.4 84 77 15.7 45
Mt_Barker 4 Dunkeld 1 1017.2 43.66 88.5 72.5 16.0 38.6
Mt_Barker 4 Dunkeld 2 469.5 45.34 88.5 72.5 16.0 38.6
Mt_Barker 4 Dunkeld 3 743.3 45.11 88.5 72.5 16.0 38.6
_____________________________________________________________________
N.W. Galwey,
Faculty of Agriculture,
University of Western Australia,
Nedlands, WA 6709, Australia.
Tel.: +61 9 380 1959 (direct line)
+61 9 380 2554 (switchboard)
Fax: +61 9 380 1108