ancova: Analysis of Covariance
In variability: Genetic Variability Analysis for Plant Breeding Research
Description
Usage
Arguments
Value
Examples
Description
Analysis of Covariance
Usage
1
Arguments
data
traits to be analyzed
genotypes
vector containing genotypes
replication
vector containing replications
Value
ANCOVA, genotypic and phenotypic covariance
Examples
1
2
Example output
$`DFF PH`
DF SP MP F Cal p-value
Replication 2.0000 116.0300 58.0150 18.6579 0.0000
Genotypes 39.0000 6011.7940 154.1486 49.5750 0.0000
Error 78.0000 242.5300 3.1094
Environmental Covariance 3.1094
Genotypic Covariance 50.3464
Phenotypic Covariance 53.4558
$`DFF PL`
DF SP MP F Cal p-value
Replication 2.00000 17.64470 8.82240 196.05330 0.00000
Genotypes 39.00000 301.85630 7.73990 171.99780 0.00000
Error 78.00000 3.50867 0.04500
Environmental Covariance 0.04500
Genotypic Covariance 2.56500
Phenotypic Covariance 2.61000
$`DFF PW`
DF SP MP F Cal p-value
Replication 2.0000 157.7633 78.8816 -47.8825 1.0000
Genotypes 39.0000 2993.5667 76.7581 -46.5935 1.0000
Error 78.0000 -128.4967 -1.6474
Environmental Covariance -1.6474
Genotypic Covariance 26.1352
Phenotypic Covariance 24.4878
$`DFF HI`
DF SP MP F Cal
Replication 2.00000 174.80290 87.40140 68.22370
Genotypes 39.00000 -1853.97480 -47.53780 -37.10700
Error 78.00000 99.92707 1.28110
Environmental Covariance 1.28110
Genotypic Covariance -16.27300
Phenotypic Covariance -14.99190
p-value
Replication 0.00000
Genotypes 1.00000
Error
Environmental Covariance
Genotypic Covariance
Phenotypic Covariance
$`DFF TW`
DF SP MP F Cal p-value
Replication 2.0000 -17.4433 -8.7216 -4.4920 1.0000
Genotypes 39.0000 1508.9767 38.6917 19.9277 0.0000
Error 78.0000 151.4433 1.9416
Environmental Covariance 1.9416
Genotypic Covariance 12.2500
Phenotypic Covariance 14.1916
$`DFF MILL`
DF SP MP F Cal p-value
Replication 2.00000 -30.24400 -15.12200 -131.72470 1.00000
Genotypes 39.00000 -573.85790 -14.71430 -128.17330 1.00000
Error 78.00000 8.95663 0.11480
Environmental Covariance 0.11480
Genotypic Covariance -4.94300
Phenotypic Covariance -4.82820
$`DFF HRR`
DF SP MP F Cal p-value
Replication 2.0000 80.7574 40.3787 23.9594 0.0000
Genotypes 39.0000 1055.1188 27.0543 16.0531 0.0000
Error 78.0000 131.4526 1.6853
Environmental Covariance 1.6853
Genotypic Covariance 8.4563
Phenotypic Covariance 10.1416
$`DFF GY`
DF SP MP F Cal p-value
Replication 2.0000 246.9145 123.4572 99.4580 0.0000
Genotypes 39.0000 414.3032 10.6232 8.5581 0.0000
Error 78.0000 96.8188 1.2413
Environmental Covariance 1.2413
Genotypic Covariance 3.1273
Phenotypic Covariance 4.3686
$`PH PL`
DF SP MP F Cal p-value
Replication 2.0000 11.9705 5.9852 -43.9442 1.0000
Genotypes 39.0000 467.6598 11.9913 -88.0419 1.0000
Error 78.0000 -10.6238 -0.1362
Environmental Covariance -0.1362
Genotypic Covariance 4.0425
Phenotypic Covariance 3.9063
$`PH PW`
DF SP MP F Cal p-value
Replication 2.0000 61.0675 30.5338 -49.6162 1.0000
Genotypes 39.0000 1504.0833 38.5662 -62.6685 1.0000
Error 78.0000 -48.0008 -0.6154
Environmental Covariance -0.6154
Genotypic Covariance 13.0605
Phenotypic Covariance 12.4451
$`PH HI`
DF SP MP F Cal
Replication 2.00000 128.79430 64.39720 620.99520
Genotypes 39.00000 -2193.22190 -56.23650 -542.29990
Error 78.00000 8.08635 0.10370
Environmental Covariance 0.10370
Genotypic Covariance -18.78010
Phenotypic Covariance -18.67640
p-value
Replication 0.00000
Genotypes 1.00000
Error
Environmental Covariance
Genotypic Covariance
Phenotypic Covariance
$`PH TW`
DF SP MP F Cal p-value
Replication 2.0000 -22.0675 -11.0338 -25.5649 1.0000
Genotypes 39.0000 1505.2050 38.5950 89.4231 0.0000
Error 78.0000 33.6675 0.4316
Environmental Covariance 0.4316
Genotypic Covariance 12.7211
Phenotypic Covariance 13.1527
$`PH MILL`
DF SP MP F Cal p-value
Replication 2.0000 200.1065 100.0533 -51.6884 1.0000
Genotypes 39.0000 -598.6946 -15.3511 7.9305 0.0000
Error 78.0000 -150.9852 -1.9357
Environmental Covariance -1.9357
Genotypic Covariance -4.4718
Phenotypic Covariance -6.4075
$`PH HRR`
DF SP MP F Cal p-value
Replication 2.0000 99.4203 49.7102 -30.8089 1.0000
Genotypes 39.0000 535.6522 13.7347 -8.5124 1.0000
Error 78.0000 -125.8549 -1.6135
Environmental Covariance -1.6135
Genotypic Covariance 5.1161
Phenotypic Covariance 3.5026
$`PH GY`
DF SP MP F Cal p-value
Replication 2.00000 154.60160 77.30080 -102.76630 1.00000
Genotypes 39.00000 2616.31070 67.08490 -89.18490 1.00000
Error 78.00000 -58.67155 -0.75220
Environmental Covariance -0.75220
Genotypic Covariance 22.61240
Phenotypic Covariance 21.86020
$`PL PW`
DF SP MP F Cal p-value
Replication 2.00000 13.70080 6.85040 42.52270 0.00000
Genotypes 39.00000 365.34170 9.36770 58.14840 0.00000
Error 78.00000 12.56583 0.16110
Environmental Covariance 0.16110
Genotypic Covariance 3.06890
Phenotypic Covariance 3.23000
$`PL HI`
DF SP MP F Cal p-value
Replication 2.00000 17.20020 8.60010 -59.27020 1.00000
Genotypes 39.00000 -97.92880 -2.51100 17.30530 0.00000
Error 78.00000 -11.31486 -0.14510
Environmental Covariance -0.14510
Genotypic Covariance -0.78860
Phenotypic Covariance -0.93370
$`PL TW`
DF SP MP F Cal p-value
Replication 2.00000 -2.02080 -1.01040 3.73250 0.02830
Genotypes 39.00000 -95.77750 -2.45580 9.07200 0.00000
Error 78.00000 -21.11253 -0.27070
Environmental Covariance -0.27070
Genotypic Covariance -0.72840
Phenotypic Covariance -0.99910
$`PL MILL`
DF SP MP F Cal p-value
Replication 2.00000 4.37120 2.18560 -12.69960 1.00000
Genotypes 39.00000 -352.50120 -9.03850 52.51890 0.00000
Error 78.00000 -13.42652 -0.17210
Environmental Covariance -0.17210
Genotypic Covariance -2.95550
Phenotypic Covariance -3.12760
$`PL HRR`
DF SP MP F Cal p-value
Replication 2.00000 9.26510 4.63260 149.92230 0.00000
Genotypes 39.00000 -14.66190 -0.37590 -12.16500 1.00000
Error 78.00000 2.40894 0.03090
Environmental Covariance 0.03090
Genotypic Covariance -0.13560
Phenotypic Covariance -0.10470
$`PL GY`
DF SP MP F Cal p-value
Replication 2.00000 23.39310 11.69660 -64.19650 1.00000
Genotypes 39.00000 516.12090 13.23390 -72.63390 1.00000
Error 78.00000 -14.21312 -0.18220
Environmental Covariance -0.18220
Genotypic Covariance 4.47200
Phenotypic Covariance 4.28980
$`PW HI`
DF SP MP F Cal p-value
Replication 2.00000 123.14010 61.57010 103.06340 0.00000
Genotypes 39.00000 2647.81580 67.89270 113.64700 0.00000
Error 78.00000 46.59993 0.59740
Environmental Covariance 0.59740
Genotypic Covariance 22.43180
Phenotypic Covariance 23.02920
$`PW TW`
DF SP MP F Cal p-value
Replication 2.00000 -0.91670 -0.45840 0.47410 0.62420
Genotypes 39.00000 -763.58330 -19.57910 20.24940 0.00000
Error 78.00000 -75.41667 -0.96690
Environmental Covariance -0.96690
Genotypic Covariance -6.20410
Phenotypic Covariance -7.17100
$`PW MILL`
DF SP MP F Cal p-value
Replication 2.00000 -295.72580 -147.86290 -354.67230 1.00000
Genotypes 39.00000 190.21830 4.87740 11.69920 0.00000
Error 78.00000 32.51917 0.41690
Environmental Covariance 0.41690
Genotypic Covariance 1.48680
Phenotypic Covariance 1.90370
$`PW HRR`
DF SP MP F Cal p-value
Replication 2.0000 7.6318 3.8159 -1.4310 1.0000
Genotypes 39.0000 262.6492 6.7346 -2.5255 1.0000
Error 78.0000 -207.9952 -2.6666
Environmental Covariance -2.6666
Genotypic Covariance 3.1337
Phenotypic Covariance 0.4671
$`PW GY`
DF SP MP F Cal p-value
Replication 2.0000 207.6562 103.8281 55.7976 0.0000
Genotypes 39.0000 7114.2625 182.4170 98.0315 0.0000
Error 78.0000 145.1438 1.8608
Environmental Covariance 1.8608
Genotypic Covariance 60.1854
Phenotypic Covariance 62.0462
$`HI TW`
DF SP MP F Cal p-value
Replication 2.00000 -23.82810 -11.91400 335.60560 0.00000
Genotypes 39.00000 -961.24960 -24.64740 694.29300 0.00000
Error 78.00000 -2.77188 -0.03550
Environmental Covariance -0.03550
Genotypic Covariance -8.20400
Phenotypic Covariance -8.23950
$`HI MILL`
DF SP MP F Cal p-value
Replication 2.0000 117.6383 58.8192 -11.9410 1.0000
Genotypes 39.0000 1276.4411 32.7293 -6.6445 1.0000
Error 78.0000 -384.2147 -4.9258
Environmental Covariance -4.9258
Genotypic Covariance 12.5517
Phenotypic Covariance 7.6259
$`HI HRR`
DF SP MP F Cal p-value
Replication 2.00000 108.48600 54.24300 262.55080 0.00000
Genotypes 39.00000 735.86350 18.86830 91.32770 0.00000
Error 78.00000 16.11278 0.20660
Environmental Covariance 0.20660
Genotypic Covariance 6.22060
Phenotypic Covariance 6.42720
$`HI GY`
DF SP MP F Cal p-value
Replication 2.0000 232.0860 116.0430 10.1182 0.0001
Genotypes 39.0000 5373.8886 137.7920 12.0146 0.0000
Error 78.0000 894.5582 11.4687
Environmental Covariance 11.4687
Genotypic Covariance 42.1078
Phenotypic Covariance 53.5765
$`TW MILL`
DF SP MP F Cal p-value
Replication 2.0000 -78.8672 -39.4336 -21.1101 1.0000
Genotypes 39.0000 96.7755 2.4814 1.3284 0.1435
Error 78.0000 145.7005 1.8680
Environmental Covariance 1.8680
Genotypic Covariance 0.2045
Phenotypic Covariance 2.0725
$`TW HRR`
DF SP MP F Cal p-value
Replication 2.0000 -25.9048 -12.9524 -6.4137 1.0000
Genotypes 39.0000 236.7491 6.0705 3.0059 0.0000
Error 78.0000 157.5181 2.0195
Environmental Covariance 2.0195
Genotypic Covariance 1.3503
Phenotypic Covariance 3.3698
$`TW GY`
DF SP MP F Cal
Replication 2.00000 -23.46120 -11.73060 -11.94560
Genotypes 39.00000 -1920.45960 -49.24260 -50.14520
Error 78.00000 76.59455 0.98200
Environmental Covariance 0.98200
Genotypic Covariance -16.74150
Phenotypic Covariance -15.75950
p-value
Replication 1.00000
Genotypes 1.00000
Error
Environmental Covariance
Genotypic Covariance
Phenotypic Covariance
$`MILL HRR`
DF SP MP F Cal p-value
Replication 2.0000 345.1311 172.5656 14.5555 0.0000
Genotypes 39.0000 2021.6738 51.8378 4.3724 0.0000
Error 78.0000 924.7415 11.8557
Environmental Covariance 11.8557
Genotypic Covariance 13.3274
Phenotypic Covariance 25.1831
$`MILL GY`
DF SP MP F Cal p-value
Replication 2.0000 -32.8738 -16.4369 -4.6062 1.0000
Genotypes 39.0000 2318.2632 59.4426 16.6581 0.0000
Error 78.0000 278.3354 3.5684
Environmental Covariance 3.5684
Genotypic Covariance 18.6247
Phenotypic Covariance 22.1931
$`HRR GY`
DF SP MP F Cal p-value
Replication 2.0000 108.5286 54.2643 37.1266 0.0000
Genotypes 39.0000 -1482.5492 -38.0141 -26.0086 1.0000
Error 78.0000 114.0047 1.4616
Environmental Covariance 1.4616
Genotypic Covariance -13.1586
Phenotypic Covariance -11.6970
variability documentation built on Oct. 24, 2020, 9:10 a.m.
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Description Usage Arguments Value Examples
Description
Analysis of Covariance
Usage
1 |
Arguments
data |
traits to be analyzed |
genotypes |
vector containing genotypes |
replication |
vector containing replications |
Value
ANCOVA, genotypic and phenotypic covariance
Examples
1 2 |
Example output
$`DFF PH`
DF SP MP F Cal p-value
Replication 2.0000 116.0300 58.0150 18.6579 0.0000
Genotypes 39.0000 6011.7940 154.1486 49.5750 0.0000
Error 78.0000 242.5300 3.1094
Environmental Covariance 3.1094
Genotypic Covariance 50.3464
Phenotypic Covariance 53.4558
$`DFF PL`
DF SP MP F Cal p-value
Replication 2.00000 17.64470 8.82240 196.05330 0.00000
Genotypes 39.00000 301.85630 7.73990 171.99780 0.00000
Error 78.00000 3.50867 0.04500
Environmental Covariance 0.04500
Genotypic Covariance 2.56500
Phenotypic Covariance 2.61000
$`DFF PW`
DF SP MP F Cal p-value
Replication 2.0000 157.7633 78.8816 -47.8825 1.0000
Genotypes 39.0000 2993.5667 76.7581 -46.5935 1.0000
Error 78.0000 -128.4967 -1.6474
Environmental Covariance -1.6474
Genotypic Covariance 26.1352
Phenotypic Covariance 24.4878
$`DFF HI`
DF SP MP F Cal
Replication 2.00000 174.80290 87.40140 68.22370
Genotypes 39.00000 -1853.97480 -47.53780 -37.10700
Error 78.00000 99.92707 1.28110
Environmental Covariance 1.28110
Genotypic Covariance -16.27300
Phenotypic Covariance -14.99190
p-value
Replication 0.00000
Genotypes 1.00000
Error
Environmental Covariance
Genotypic Covariance
Phenotypic Covariance
$`DFF TW`
DF SP MP F Cal p-value
Replication 2.0000 -17.4433 -8.7216 -4.4920 1.0000
Genotypes 39.0000 1508.9767 38.6917 19.9277 0.0000
Error 78.0000 151.4433 1.9416
Environmental Covariance 1.9416
Genotypic Covariance 12.2500
Phenotypic Covariance 14.1916
$`DFF MILL`
DF SP MP F Cal p-value
Replication 2.00000 -30.24400 -15.12200 -131.72470 1.00000
Genotypes 39.00000 -573.85790 -14.71430 -128.17330 1.00000
Error 78.00000 8.95663 0.11480
Environmental Covariance 0.11480
Genotypic Covariance -4.94300
Phenotypic Covariance -4.82820
$`DFF HRR`
DF SP MP F Cal p-value
Replication 2.0000 80.7574 40.3787 23.9594 0.0000
Genotypes 39.0000 1055.1188 27.0543 16.0531 0.0000
Error 78.0000 131.4526 1.6853
Environmental Covariance 1.6853
Genotypic Covariance 8.4563
Phenotypic Covariance 10.1416
$`DFF GY`
DF SP MP F Cal p-value
Replication 2.0000 246.9145 123.4572 99.4580 0.0000
Genotypes 39.0000 414.3032 10.6232 8.5581 0.0000
Error 78.0000 96.8188 1.2413
Environmental Covariance 1.2413
Genotypic Covariance 3.1273
Phenotypic Covariance 4.3686
$`PH PL`
DF SP MP F Cal p-value
Replication 2.0000 11.9705 5.9852 -43.9442 1.0000
Genotypes 39.0000 467.6598 11.9913 -88.0419 1.0000
Error 78.0000 -10.6238 -0.1362
Environmental Covariance -0.1362
Genotypic Covariance 4.0425
Phenotypic Covariance 3.9063
$`PH PW`
DF SP MP F Cal p-value
Replication 2.0000 61.0675 30.5338 -49.6162 1.0000
Genotypes 39.0000 1504.0833 38.5662 -62.6685 1.0000
Error 78.0000 -48.0008 -0.6154
Environmental Covariance -0.6154
Genotypic Covariance 13.0605
Phenotypic Covariance 12.4451
$`PH HI`
DF SP MP F Cal
Replication 2.00000 128.79430 64.39720 620.99520
Genotypes 39.00000 -2193.22190 -56.23650 -542.29990
Error 78.00000 8.08635 0.10370
Environmental Covariance 0.10370
Genotypic Covariance -18.78010
Phenotypic Covariance -18.67640
p-value
Replication 0.00000
Genotypes 1.00000
Error
Environmental Covariance
Genotypic Covariance
Phenotypic Covariance
$`PH TW`
DF SP MP F Cal p-value
Replication 2.0000 -22.0675 -11.0338 -25.5649 1.0000
Genotypes 39.0000 1505.2050 38.5950 89.4231 0.0000
Error 78.0000 33.6675 0.4316
Environmental Covariance 0.4316
Genotypic Covariance 12.7211
Phenotypic Covariance 13.1527
$`PH MILL`
DF SP MP F Cal p-value
Replication 2.0000 200.1065 100.0533 -51.6884 1.0000
Genotypes 39.0000 -598.6946 -15.3511 7.9305 0.0000
Error 78.0000 -150.9852 -1.9357
Environmental Covariance -1.9357
Genotypic Covariance -4.4718
Phenotypic Covariance -6.4075
$`PH HRR`
DF SP MP F Cal p-value
Replication 2.0000 99.4203 49.7102 -30.8089 1.0000
Genotypes 39.0000 535.6522 13.7347 -8.5124 1.0000
Error 78.0000 -125.8549 -1.6135
Environmental Covariance -1.6135
Genotypic Covariance 5.1161
Phenotypic Covariance 3.5026
$`PH GY`
DF SP MP F Cal p-value
Replication 2.00000 154.60160 77.30080 -102.76630 1.00000
Genotypes 39.00000 2616.31070 67.08490 -89.18490 1.00000
Error 78.00000 -58.67155 -0.75220
Environmental Covariance -0.75220
Genotypic Covariance 22.61240
Phenotypic Covariance 21.86020
$`PL PW`
DF SP MP F Cal p-value
Replication 2.00000 13.70080 6.85040 42.52270 0.00000
Genotypes 39.00000 365.34170 9.36770 58.14840 0.00000
Error 78.00000 12.56583 0.16110
Environmental Covariance 0.16110
Genotypic Covariance 3.06890
Phenotypic Covariance 3.23000
$`PL HI`
DF SP MP F Cal p-value
Replication 2.00000 17.20020 8.60010 -59.27020 1.00000
Genotypes 39.00000 -97.92880 -2.51100 17.30530 0.00000
Error 78.00000 -11.31486 -0.14510
Environmental Covariance -0.14510
Genotypic Covariance -0.78860
Phenotypic Covariance -0.93370
$`PL TW`
DF SP MP F Cal p-value
Replication 2.00000 -2.02080 -1.01040 3.73250 0.02830
Genotypes 39.00000 -95.77750 -2.45580 9.07200 0.00000
Error 78.00000 -21.11253 -0.27070
Environmental Covariance -0.27070
Genotypic Covariance -0.72840
Phenotypic Covariance -0.99910
$`PL MILL`
DF SP MP F Cal p-value
Replication 2.00000 4.37120 2.18560 -12.69960 1.00000
Genotypes 39.00000 -352.50120 -9.03850 52.51890 0.00000
Error 78.00000 -13.42652 -0.17210
Environmental Covariance -0.17210
Genotypic Covariance -2.95550
Phenotypic Covariance -3.12760
$`PL HRR`
DF SP MP F Cal p-value
Replication 2.00000 9.26510 4.63260 149.92230 0.00000
Genotypes 39.00000 -14.66190 -0.37590 -12.16500 1.00000
Error 78.00000 2.40894 0.03090
Environmental Covariance 0.03090
Genotypic Covariance -0.13560
Phenotypic Covariance -0.10470
$`PL GY`
DF SP MP F Cal p-value
Replication 2.00000 23.39310 11.69660 -64.19650 1.00000
Genotypes 39.00000 516.12090 13.23390 -72.63390 1.00000
Error 78.00000 -14.21312 -0.18220
Environmental Covariance -0.18220
Genotypic Covariance 4.47200
Phenotypic Covariance 4.28980
$`PW HI`
DF SP MP F Cal p-value
Replication 2.00000 123.14010 61.57010 103.06340 0.00000
Genotypes 39.00000 2647.81580 67.89270 113.64700 0.00000
Error 78.00000 46.59993 0.59740
Environmental Covariance 0.59740
Genotypic Covariance 22.43180
Phenotypic Covariance 23.02920
$`PW TW`
DF SP MP F Cal p-value
Replication 2.00000 -0.91670 -0.45840 0.47410 0.62420
Genotypes 39.00000 -763.58330 -19.57910 20.24940 0.00000
Error 78.00000 -75.41667 -0.96690
Environmental Covariance -0.96690
Genotypic Covariance -6.20410
Phenotypic Covariance -7.17100
$`PW MILL`
DF SP MP F Cal p-value
Replication 2.00000 -295.72580 -147.86290 -354.67230 1.00000
Genotypes 39.00000 190.21830 4.87740 11.69920 0.00000
Error 78.00000 32.51917 0.41690
Environmental Covariance 0.41690
Genotypic Covariance 1.48680
Phenotypic Covariance 1.90370
$`PW HRR`
DF SP MP F Cal p-value
Replication 2.0000 7.6318 3.8159 -1.4310 1.0000
Genotypes 39.0000 262.6492 6.7346 -2.5255 1.0000
Error 78.0000 -207.9952 -2.6666
Environmental Covariance -2.6666
Genotypic Covariance 3.1337
Phenotypic Covariance 0.4671
$`PW GY`
DF SP MP F Cal p-value
Replication 2.0000 207.6562 103.8281 55.7976 0.0000
Genotypes 39.0000 7114.2625 182.4170 98.0315 0.0000
Error 78.0000 145.1438 1.8608
Environmental Covariance 1.8608
Genotypic Covariance 60.1854
Phenotypic Covariance 62.0462
$`HI TW`
DF SP MP F Cal p-value
Replication 2.00000 -23.82810 -11.91400 335.60560 0.00000
Genotypes 39.00000 -961.24960 -24.64740 694.29300 0.00000
Error 78.00000 -2.77188 -0.03550
Environmental Covariance -0.03550
Genotypic Covariance -8.20400
Phenotypic Covariance -8.23950
$`HI MILL`
DF SP MP F Cal p-value
Replication 2.0000 117.6383 58.8192 -11.9410 1.0000
Genotypes 39.0000 1276.4411 32.7293 -6.6445 1.0000
Error 78.0000 -384.2147 -4.9258
Environmental Covariance -4.9258
Genotypic Covariance 12.5517
Phenotypic Covariance 7.6259
$`HI HRR`
DF SP MP F Cal p-value
Replication 2.00000 108.48600 54.24300 262.55080 0.00000
Genotypes 39.00000 735.86350 18.86830 91.32770 0.00000
Error 78.00000 16.11278 0.20660
Environmental Covariance 0.20660
Genotypic Covariance 6.22060
Phenotypic Covariance 6.42720
$`HI GY`
DF SP MP F Cal p-value
Replication 2.0000 232.0860 116.0430 10.1182 0.0001
Genotypes 39.0000 5373.8886 137.7920 12.0146 0.0000
Error 78.0000 894.5582 11.4687
Environmental Covariance 11.4687
Genotypic Covariance 42.1078
Phenotypic Covariance 53.5765
$`TW MILL`
DF SP MP F Cal p-value
Replication 2.0000 -78.8672 -39.4336 -21.1101 1.0000
Genotypes 39.0000 96.7755 2.4814 1.3284 0.1435
Error 78.0000 145.7005 1.8680
Environmental Covariance 1.8680
Genotypic Covariance 0.2045
Phenotypic Covariance 2.0725
$`TW HRR`
DF SP MP F Cal p-value
Replication 2.0000 -25.9048 -12.9524 -6.4137 1.0000
Genotypes 39.0000 236.7491 6.0705 3.0059 0.0000
Error 78.0000 157.5181 2.0195
Environmental Covariance 2.0195
Genotypic Covariance 1.3503
Phenotypic Covariance 3.3698
$`TW GY`
DF SP MP F Cal
Replication 2.00000 -23.46120 -11.73060 -11.94560
Genotypes 39.00000 -1920.45960 -49.24260 -50.14520
Error 78.00000 76.59455 0.98200
Environmental Covariance 0.98200
Genotypic Covariance -16.74150
Phenotypic Covariance -15.75950
p-value
Replication 1.00000
Genotypes 1.00000
Error
Environmental Covariance
Genotypic Covariance
Phenotypic Covariance
$`MILL HRR`
DF SP MP F Cal p-value
Replication 2.0000 345.1311 172.5656 14.5555 0.0000
Genotypes 39.0000 2021.6738 51.8378 4.3724 0.0000
Error 78.0000 924.7415 11.8557
Environmental Covariance 11.8557
Genotypic Covariance 13.3274
Phenotypic Covariance 25.1831
$`MILL GY`
DF SP MP F Cal p-value
Replication 2.0000 -32.8738 -16.4369 -4.6062 1.0000
Genotypes 39.0000 2318.2632 59.4426 16.6581 0.0000
Error 78.0000 278.3354 3.5684
Environmental Covariance 3.5684
Genotypic Covariance 18.6247
Phenotypic Covariance 22.1931
$`HRR GY`
DF SP MP F Cal p-value
Replication 2.0000 108.5286 54.2643 37.1266 0.0000
Genotypes 39.0000 -1482.5492 -38.0141 -26.0086 1.0000
Error 78.0000 114.0047 1.4616
Environmental Covariance 1.4616
Genotypic Covariance -13.1586
Phenotypic Covariance -11.6970
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