Union_Muestreos
Juan Sebastian Herrera Reales
2023-06-05
#Analisis descriptivo Y ESTADISTICO
## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(TEMPERATURA~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## ConDHSi2 20.12 a
## SinDHSinSi 19.16 a
## ConDHSinSi 18.87 a
## ConDHSi1 18.45 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi2 SinDHSinSi ConDHSinSi ConDHSi1
## ConDHSi2 0.000 0.960 1.250 1.675
## SinDHSinSi 0.701 0.000 0.290 0.715
## ConDHSinSi 0.510 0.987 0.000 0.425
## ConDHSi1 0.276 0.847 0.961 0.000
##
## MSD
## ConDHSi2 SinDHSinSi ConDHSinSi ConDHSi1
## ConDHSi2 0.000 2.609 2.609 2.609
## SinDHSinSi 2.609 0.000 2.609 2.609
## ConDHSinSi 2.609 2.609 0.000 2.609
## ConDHSi1 2.609 2.609 2.609 0.000tukey2=TukeyC(aov(TEMPERATURA~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1
## ConDHSi1 21.04 a
## ConDHSinSi 21.03 a
## ConDHSi2 20.78 a
## SinDHSinSi 19.92 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi1 ConDHSinSi ConDHSi2 SinDHSinSi
## ConDHSi1 0.000 0.010 0.255 1.115
## ConDHSinSi 1.000 0.000 0.245 1.105
## ConDHSi2 0.973 0.976 0.000 0.860
## SinDHSinSi 0.292 0.298 0.500 0.000
##
## MSD
## ConDHSi1 ConDHSinSi ConDHSi2 SinDHSinSi
## ConDHSi1 0.000 1.773 1.773 1.773
## ConDHSinSi 1.773 0.000 1.773 1.773
## ConDHSi2 1.773 1.773 0.000 1.773
## SinDHSinSi 1.773 1.773 1.773 0.000tukey3=TukeyC(aov(TEMPERATURA~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2 G3
## ConDHSinSi 18.40 a
## ConDHSi1 18.01 a b
## ConDHSi2 17.52 b
## SinDHSinSi 16.52 c
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSinSi ConDHSi1 ConDHSi2 SinDHSinSi
## ConDHSinSi 0.000 0.392 0.885 1.885
## ConDHSi1 0.553 0.000 0.492 1.492
## ConDHSi2 0.044 0.370 0.000 1.000
## SinDHSinSi 0.000 0.001 0.022 0.000
##
## MSD
## ConDHSinSi ConDHSi1 ConDHSi2 SinDHSinSi
## ConDHSinSi 0.000 0.865 0.865 0.865
## ConDHSi1 0.865 0.000 0.865 0.865
## ConDHSi2 0.865 0.865 0.000 0.865
## SinDHSinSi 0.865 0.865 0.865 0.000## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(LONGITUD_P_AEREA~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1 G2
## SinDHSinSi 12.60 a
## ConDHSi2 10.93 a b
## ConDHSinSi 10.33 a b
## ConDHSi1 9.68 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 1.675 2.275 2.925
## ConDHSi2 0.238 0.000 0.600 1.250
## ConDHSinSi 0.076 0.888 0.000 0.650
## ConDHSi1 0.020 0.468 0.862 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 2.477 2.477 2.477
## ConDHSi2 2.477 0.000 2.477 2.477
## ConDHSinSi 2.477 2.477 0.000 2.477
## ConDHSi1 2.477 2.477 2.477 0.000tukey2=TukeyC(aov(LONGITUD_P_AEREA~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1
## SinDHSinSi 12.50 a
## ConDHSi1 12.33 a
## ConDHSi2 11.63 a
## ConDHSinSi 10.75 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 0.175 0.875 1.750
## ConDHSi1 0.997 0.000 0.700 1.575
## ConDHSi2 0.771 0.865 0.000 0.875
## ConDHSinSi 0.266 0.347 0.771 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.00 2.69 2.69 2.69
## ConDHSi1 2.69 0.00 2.69 2.69
## ConDHSi2 2.69 2.69 0.00 2.69
## ConDHSinSi 2.69 2.69 2.69 0.00tukey3=TukeyC(aov(LONGITUD_P_AEREA~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 15.65 a
## ConDHSi2 11.00 b
## ConDHSi1 10.78 b
## ConDHSinSi 10.48 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 4.650 4.875 5.175
## ConDHSi2 0.002 0.000 0.225 0.525
## ConDHSi1 0.001 0.995 0.000 0.300
## ConDHSinSi 0.001 0.944 0.988 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.00 2.81 2.81 2.81
## ConDHSi2 2.81 0.00 2.81 2.81
## ConDHSi1 2.81 2.81 0.00 2.81
## ConDHSinSi 2.81 2.81 2.81 0.00## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(AREA_FOLIAR~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## SinDHSinSi 113.78 a
## ConDHSi2 92.86 a
## ConDHSinSi 79.10 a
## ConDHSi1 78.30 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 20.920 34.675 35.475
## ConDHSi2 0.519 0.000 13.755 14.555
## ConDHSinSi 0.145 0.792 0.000 0.800
## ConDHSi1 0.133 0.764 1.000 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 44.134 44.134 44.134
## ConDHSi2 44.134 0.000 44.134 44.134
## ConDHSinSi 44.134 44.134 0.000 44.134
## ConDHSi1 44.134 44.134 44.134 0.000tukey2=TukeyC(aov(AREA_FOLIAR~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1
## SinDHSinSi 129.48 a
## ConDHSi1 111.48 a
## ConDHSi2 106.08 a
## ConDHSinSi 104.30 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 18.000 23.400 25.175
## ConDHSi1 0.570 0.000 5.400 7.175
## ConDHSi2 0.359 0.978 0.000 1.775
## ConDHSinSi 0.301 0.951 0.999 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 40.551 40.551 40.551
## ConDHSi1 40.551 0.000 40.551 40.551
## ConDHSi2 40.551 40.551 0.000 40.551
## ConDHSinSi 40.551 40.551 40.551 0.000tukey3=TukeyC(aov(AREA_FOLIAR~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 233.14 a
## ConDHSi1 145.95 b
## ConDHSi2 141.73 b
## ConDHSinSi 122.37 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 87.191 91.418 110.775
## ConDHSi1 0.002 0.000 4.227 23.584
## ConDHSi2 0.001 0.995 0.000 19.357
## ConDHSinSi 0.000 0.567 0.705 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 52.962 52.962 52.962
## ConDHSi1 52.962 0.000 52.962 52.962
## ConDHSi2 52.962 52.962 0.000 52.962
## ConDHSinSi 52.962 52.962 52.962 0.000## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(DIAMETRO_RAIZ~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## ConDHSi2 21.32 a
## SinDHSinSi 20.61 a
## ConDHSi1 15.83 a
## ConDHSinSi 14.46 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi2 SinDHSinSi ConDHSi1 ConDHSinSi
## ConDHSi2 0.000 0.712 5.497 6.860
## SinDHSinSi 0.998 0.000 4.785 6.147
## ConDHSi1 0.526 0.631 0.000 1.362
## ConDHSinSi 0.347 0.436 0.985 0.000
##
## MSD
## ConDHSi2 SinDHSinSi ConDHSi1 ConDHSinSi
## ConDHSi2 0.000 11.711 11.711 11.711
## SinDHSinSi 11.711 0.000 11.711 11.711
## ConDHSi1 11.711 11.711 0.000 11.711
## ConDHSinSi 11.711 11.711 11.711 0.000tukey2=TukeyC(aov(DIAMETRO_RAIZ~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1 G2
## SinDHSinSi 31.63 a
## ConDHSinSi 26.09 a b
## ConDHSi2 24.93 b
## ConDHSi1 23.49 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSinSi ConDHSi2 ConDHSi1
## SinDHSinSi 0.000 5.537 6.697 8.135
## ConDHSinSi 0.067 0.000 1.160 2.598
## ConDHSi2 0.024 0.934 0.000 1.438
## ConDHSi1 0.007 0.572 0.884 0.000
##
## MSD
## SinDHSinSi ConDHSinSi ConDHSi2 ConDHSi1
## SinDHSinSi 0.000 5.869 5.869 5.869
## ConDHSinSi 5.869 0.000 5.869 5.869
## ConDHSi2 5.869 5.869 0.000 5.869
## ConDHSi1 5.869 5.869 5.869 0.000tukey3=TukeyC(aov(DIAMETRO_RAIZ~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2 G3
## SinDHSinSi 35.72 a
## ConDHSi1 28.95 b
## ConDHSi2 28.67 b
## ConDHSinSi 24.38 c
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0 6.775 7.055 11.345
## ConDHSi1 0 0.000 0.280 4.570
## ConDHSi2 0 0.976 0.000 4.290
## ConDHSinSi 0 0.000 0.000 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 2.023 2.023 2.023
## ConDHSi1 2.023 0.000 2.023 2.023
## ConDHSi2 2.023 2.023 0.000 2.023
## ConDHSinSi 2.023 2.023 2.023 0.000## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(PESO_F_RAIZ~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## ConDHSi2 8.54 a
## SinDHSinSi 7.49 a
## ConDHSi1 4.03 a
## ConDHSinSi 3.04 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi2 SinDHSinSi ConDHSi1 ConDHSinSi
## ConDHSi2 0.000 1.042 4.505 5.497
## SinDHSinSi 0.972 0.000 3.463 4.455
## ConDHSi1 0.293 0.504 0.000 0.992
## ConDHSinSi 0.159 0.301 0.976 0.000
##
## MSD
## ConDHSi2 SinDHSinSi ConDHSi1 ConDHSinSi
## ConDHSi2 0.000 7.175 7.175 7.175
## SinDHSinSi 7.175 0.000 7.175 7.175
## ConDHSi1 7.175 7.175 0.000 7.175
## ConDHSinSi 7.175 7.175 7.175 0.000tukey2=TukeyC(aov(PESO_F_RAIZ~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1 G2
## SinDHSinSi 19.00 a
## ConDHSi2 9.93 b
## ConDHSinSi 9.91 b
## ConDHSi1 8.48 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 9.072 9.097 10.527
## ConDHSi2 0.025 0.000 0.025 1.455
## ConDHSinSi 0.024 1.000 0.000 1.430
## ConDHSi1 0.010 0.947 0.950 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 7.978 7.978 7.978
## ConDHSi2 7.978 0.000 7.978 7.978
## ConDHSinSi 7.978 7.978 0.000 7.978
## ConDHSi1 7.978 7.978 7.978 0.000tukey3=TukeyC(aov(PESO_F_RAIZ~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 30.40 a
## ConDHSi1 13.79 b
## ConDHSi2 11.86 b
## ConDHSinSi 9.29 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0 16.607 18.542 21.115
## ConDHSi1 0 0.000 1.935 4.508
## ConDHSi2 0 0.795 0.000 2.572
## ConDHSinSi 0 0.194 0.624 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.00 6.24 6.24 6.24
## ConDHSi1 6.24 0.00 6.24 6.24
## ConDHSi2 6.24 6.24 0.00 6.24
## ConDHSinSi 6.24 6.24 6.24 0.00## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(PESO_F_AEREA~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## SinDHSinSi 4.59 a
## ConDHSi2 3.35 a
## ConDHSi1 3.08 a
## ConDHSinSi 3.06 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 1.237 1.515 1.532
## ConDHSi2 0.339 0.000 0.277 0.295
## ConDHSi1 0.193 0.978 0.000 0.017
## ConDHSinSi 0.186 0.974 1.000 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 2.093 2.093 2.093
## ConDHSi2 2.093 0.000 2.093 2.093
## ConDHSi1 2.093 2.093 0.000 2.093
## ConDHSinSi 2.093 2.093 2.093 0.000tukey2=TukeyC(aov(PESO_F_AEREA~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1
## SinDHSinSi 4.81 a
## ConDHSi1 4.54 a
## ConDHSi2 3.91 a
## ConDHSinSi 3.89 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 0.272 0.902 0.925
## ConDHSi1 0.966 0.000 0.630 0.652
## ConDHSi2 0.452 0.715 0.000 0.022
## ConDHSinSi 0.432 0.693 1.000 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 1.753 1.753 1.753
## ConDHSi1 1.753 0.000 1.753 1.753
## ConDHSi2 1.753 1.753 0.000 1.753
## ConDHSinSi 1.753 1.753 1.753 0.000tukey3=TukeyC(aov(PESO_F_AEREA~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 9.10 a
## ConDHSi2 5.52 b
## ConDHSi1 5.43 b
## ConDHSinSi 4.43 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 3.577 3.675 4.675
## ConDHSi2 0.009 0.000 0.097 1.097
## ConDHSi1 0.008 1.000 0.000 1.000
## ConDHSinSi 0.001 0.636 0.698 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 2.705 2.705 2.705
## ConDHSi2 2.705 0.000 2.705 2.705
## ConDHSi1 2.705 2.705 0.000 2.705
## ConDHSinSi 2.705 2.705 2.705 0.000## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "class")= chr [1:2] "theme" "gg"
## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(PESO_S_RAIZ~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## ConDHSi2 0.48 a
## SinDHSinSi 0.41 a
## ConDHSi1 0.26 a
## ConDHSinSi 0.19 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi2 SinDHSinSi ConDHSi1 ConDHSinSi
## ConDHSi2 0.000 0.072 0.227 0.295
## SinDHSinSi 0.953 0.000 0.155 0.222
## ConDHSi1 0.400 0.691 0.000 0.067
## ConDHSinSi 0.204 0.418 0.961 0.000
##
## MSD
## ConDHSi2 SinDHSinSi ConDHSi1 ConDHSinSi
## ConDHSi2 0.000 0.415 0.415 0.415
## SinDHSinSi 0.415 0.000 0.415 0.415
## ConDHSi1 0.415 0.415 0.000 0.415
## ConDHSinSi 0.415 0.415 0.415 0.000tukey2=TukeyC(aov(PESO_S_RAIZ~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1
## ConDHSi1 0.60 a
## SinDHSinSi 0.60 a
## ConDHSi2 0.51 a
## ConDHSinSi 0.45 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi1 SinDHSinSi ConDHSi2 ConDHSinSi
## ConDHSi1 0.000 0.000 0.093 0.155
## SinDHSinSi 1.000 0.000 0.092 0.154
## ConDHSi2 0.889 0.891 0.000 0.062
## ConDHSinSi 0.642 0.644 0.962 0.000
##
## MSD
## ConDHSi1 SinDHSinSi ConDHSi2 ConDHSinSi
## ConDHSi1 0.000 0.385 0.385 0.385
## SinDHSinSi 0.385 0.000 0.385 0.385
## ConDHSi2 0.385 0.385 0.000 0.385
## ConDHSinSi 0.385 0.385 0.385 0.000tukey3=TukeyC(aov(PESO_S_RAIZ~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 1.00 a
## ConDHSi2 0.88 a b
## ConDHSi1 0.83 a b
## ConDHSinSi 0.62 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 0.115 0.169 0.382
## ConDHSi2 0.744 0.000 0.054 0.267
## ConDHSi1 0.468 0.961 0.000 0.213
## ConDHSinSi 0.024 0.136 0.283 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 0.335 0.335 0.335
## ConDHSi2 0.335 0.000 0.335 0.335
## ConDHSi1 0.335 0.335 0.000 0.335
## ConDHSinSi 0.335 0.335 0.335 0.000## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(N_ESTOMAS_ABIERTOS~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## SinDHSinSi 14.25 a
## ConDHSinSi 10.25 a
## ConDHSi2 9.50 a
## ConDHSi1 7.50 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSinSi ConDHSi2 ConDHSi1
## SinDHSinSi 0.000 4.000 4.750 6.75
## ConDHSinSi 0.745 0.000 0.750 2.75
## ConDHSi2 0.636 0.997 0.000 2.00
## ConDHSi1 0.360 0.896 0.956 0.00
##
## MSD
## SinDHSinSi ConDHSinSi ConDHSi2 ConDHSi1
## SinDHSinSi 0.000 11.712 11.712 11.712
## ConDHSinSi 11.712 0.000 11.712 11.712
## ConDHSi2 11.712 11.712 0.000 11.712
## ConDHSi1 11.712 11.712 11.712 0.000tukey2=TukeyC(aov(N_ESTOMAS_ABIERTOS~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1 G2
## ConDHSi1 23.00 a
## SinDHSinSi 9.75 b
## ConDHSi2 9.00 b
## ConDHSinSi 4.75 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## ConDHSi1 SinDHSinSi ConDHSi2 ConDHSinSi
## ConDHSi1 0.000 13.250 14.00 18.25
## SinDHSinSi 0.014 0.000 0.75 5.00
## ConDHSi2 0.010 0.997 0.00 4.25
## ConDHSinSi 0.001 0.530 0.65 0.00
##
## MSD
## ConDHSi1 SinDHSinSi ConDHSi2 ConDHSinSi
## ConDHSi1 0.000 10.696 10.696 10.696
## SinDHSinSi 10.696 0.000 10.696 10.696
## ConDHSi2 10.696 10.696 0.000 10.696
## ConDHSinSi 10.696 10.696 10.696 0.000tukey3=TukeyC(aov(N_ESTOMAS_ABIERTOS~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 18.25 a
## ConDHSi2 14.25 a b
## ConDHSi1 11.00 a b
## ConDHSinSi 7.75 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 4.000 7.250 10.50
## ConDHSi2 0.531 0.000 3.250 6.50
## ConDHSi1 0.109 0.682 0.000 3.25
## ConDHSinSi 0.016 0.165 0.682 0.00
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 8.576 8.576 8.576
## ConDHSi2 8.576 0.000 8.576 8.576
## ConDHSi1 8.576 8.576 0.000 8.576
## ConDHSinSi 8.576 8.576 8.576 0.000## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(AREA_DOSEL~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## SinDHSinSi 122.81 a
## ConDHSi2 96.01 a
## ConDHSinSi 87.28 a
## ConDHSi1 81.54 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 26.795 35.532 41.265
## ConDHSi2 0.535 0.000 8.737 14.470
## ConDHSinSi 0.308 0.968 0.000 5.733
## ConDHSi1 0.201 0.877 0.991 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSinSi ConDHSi1
## SinDHSinSi 0.000 57.713 57.713 57.713
## ConDHSi2 57.713 0.000 57.713 57.713
## ConDHSinSi 57.713 57.713 0.000 57.713
## ConDHSi1 57.713 57.713 57.713 0.000tukey2=TukeyC(aov(AREA_DOSEL~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1 G2
## SinDHSinSi 165.29 a
## ConDHSi1 120.86 a b
## ConDHSi2 116.59 a b
## ConDHSinSi 99.09 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 44.430 48.698 66.193
## ConDHSi1 0.201 0.000 4.268 21.763
## ConDHSi2 0.147 0.997 0.000 17.495
## ConDHSinSi 0.036 0.731 0.837 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSi2 ConDHSinSi
## SinDHSinSi 0.000 62.191 62.191 62.191
## ConDHSi1 62.191 0.000 62.191 62.191
## ConDHSi2 62.191 62.191 0.000 62.191
## ConDHSinSi 62.191 62.191 62.191 0.000tukey3=TukeyC(aov(AREA_DOSEL~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 242.67 a
## ConDHSi2 161.10 b
## ConDHSi1 128.77 b
## ConDHSinSi 92.87 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 81.575 113.900 149.800
## ConDHSi2 0.040 0.000 32.325 68.225
## ConDHSi1 0.005 0.621 0.000 35.900
## ConDHSinSi 0.000 0.094 0.542 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 78.064 78.064 78.064
## ConDHSi2 78.064 0.000 78.064 78.064
## ConDHSi1 78.064 78.064 0.000 78.064
## ConDHSinSi 78.064 78.064 78.064 0.000#Agua
## `summarise()` has grouped output by 'MUESTREO'. You can override using the
## `.groups` argument.
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## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUEtukey1=TukeyC(aov(AGUA_P_AEREA~TRATAMIENTO, data = datos_m1));tukey1## Results
## Means G1
## SinDHSinSi 4.20 a
## ConDHSi2 3.07 a
## ConDHSi1 2.80 a
## ConDHSinSi 2.79 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 1.127 1.405 1.410
## ConDHSi2 0.334 0.000 0.277 0.282
## ConDHSi1 0.178 0.971 0.000 0.005
## ConDHSinSi 0.175 0.970 1.000 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 1.893 1.893 1.893
## ConDHSi2 1.893 0.000 1.893 1.893
## ConDHSi1 1.893 1.893 0.000 1.893
## ConDHSinSi 1.893 1.893 1.893 0.000tukey2=TukeyC(aov(AGUA_P_AEREA~TRATAMIENTO, data = datos_m2));tukey2## Results
## Means G1
## SinDHSinSi 4.39 a
## ConDHSi1 4.02 a
## ConDHSinSi 3.49 a
## ConDHSi2 3.47 a
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi1 ConDHSinSi ConDHSi2
## SinDHSinSi 0.000 0.368 0.893 0.920
## ConDHSi1 0.900 0.000 0.525 0.553
## ConDHSinSi 0.379 0.762 0.000 0.028
## ConDHSi2 0.355 0.733 1.000 0.000
##
## MSD
## SinDHSinSi ConDHSi1 ConDHSinSi ConDHSi2
## SinDHSinSi 0.000 1.586 1.586 1.586
## ConDHSi1 1.586 0.000 1.586 1.586
## ConDHSinSi 1.586 1.586 0.000 1.586
## ConDHSi2 1.586 1.586 1.586 0.000tukey3=TukeyC(aov(AGUA_P_AEREA~TRATAMIENTO, data = datos_m3));tukey3## Results
## Means G1 G2
## SinDHSinSi 8.29 a
## ConDHSi2 4.94 b
## ConDHSi1 4.88 b
## ConDHSinSi 3.97 b
##
## Sig.level
## 0.05
##
## Diff_Prob
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.000 3.357 3.415 4.327
## ConDHSi2 0.009 0.000 0.058 0.970
## ConDHSi1 0.008 1.000 0.000 0.912
## ConDHSinSi 0.001 0.672 0.710 0.000
##
## MSD
## SinDHSinSi ConDHSi2 ConDHSi1 ConDHSinSi
## SinDHSinSi 0.00 2.52 2.52 2.52
## ConDHSi2 2.52 0.00 2.52 2.52
## ConDHSi1 2.52 2.52 0.00 2.52
## ConDHSinSi 2.52 2.52 2.52 0.00ggplot(datos_m1)+
aes(TRATAMIENTO,AGUA_P_AEREA, fill=TRATAMIENTO)+
geom_boxplot()+
facet_wrap(~BLOQUES)
ggplot(datos_m1)+
aes(x=TRATAMIENTO, y=AGUA_P_AEREA, fill=TRATAMIENTO)+
geom_bar(stat = "identity")+
facet_wrap(~BLOQUES)
mod2_APA=aov(AGUA_P_AEREA~BLOQUES*TRATAMIENTO, data=datos_m1)
anova(mod2_APA)## Analysis of Variance Table
##
## Response: AGUA_P_AEREA
## Df Sum Sq Mean Sq F value Pr(>F)
## BLOQUES 1 0.5588 0.55876 1.0199 0.34210
## TRATAMIENTO 3 5.3902 1.79674 3.2797 0.07958 .
## BLOQUES:TRATAMIENTO 3 4.8183 1.60611 2.9318 0.09948 .
## Residuals 8 4.3826 0.54783
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(mod2_APA)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = AGUA_P_AEREA ~ BLOQUES * TRATAMIENTO, data = datos_m1)
##
## $BLOQUES
## diff lwr upr p adj
## 2-1 0.37375 -0.4796517 1.227152 0.3420993
##
## $TRATAMIENTO
## diff lwr upr p adj
## ConDHSi2-ConDHSi1 0.2775 -1.3985133 1.953513 0.9492722
## ConDHSinSi-ConDHSi1 -0.0050 -1.6810133 1.671013 0.9999997
## SinDHSinSi-ConDHSi1 1.4050 -0.2710133 3.081013 0.1038182
## ConDHSinSi-ConDHSi2 -0.2825 -1.9585133 1.393513 0.9467447
## SinDHSinSi-ConDHSi2 1.1275 -0.5485133 2.803513 0.2155770
## SinDHSinSi-ConDHSinSi 1.4100 -0.2660133 3.086013 0.1024324
##
## $`BLOQUES:TRATAMIENTO`
## diff lwr upr p adj
## 2:ConDHSi1-1:ConDHSi1 -0.405 -3.33387 2.52387 0.9987542
## 1:ConDHSi2-1:ConDHSi1 -0.585 -3.51387 2.34387 0.9889102
## 2:ConDHSi2-1:ConDHSi1 0.735 -2.19387 3.66387 0.9630325
## 1:ConDHSinSi-1:ConDHSi1 0.290 -2.63887 3.21887 0.9998552
## 2:ConDHSinSi-1:ConDHSi1 -0.705 -3.63387 2.22387 0.9699981
## 1:SinDHSinSi-1:ConDHSi1 0.415 -2.51387 3.34387 0.9985495
## 2:SinDHSinSi-1:ConDHSi1 1.990 -0.93887 4.91887 0.2490857
## 1:ConDHSi2-2:ConDHSi1 -0.180 -3.10887 2.74887 0.9999942
## 2:ConDHSi2-2:ConDHSi1 1.140 -1.78887 4.06887 0.7706880
## 1:ConDHSinSi-2:ConDHSi1 0.695 -2.23387 3.62387 0.9721042
## 2:ConDHSinSi-2:ConDHSi1 -0.300 -3.22887 2.62887 0.9998189
## 1:SinDHSinSi-2:ConDHSi1 0.820 -2.10887 3.74887 0.9377151
## 2:SinDHSinSi-2:ConDHSi1 2.395 -0.53387 5.32387 0.1256615
## 2:ConDHSi2-1:ConDHSi2 1.320 -1.60887 4.24887 0.6453854
## 1:ConDHSinSi-1:ConDHSi2 0.875 -2.05387 3.80387 0.9167638
## 2:ConDHSinSi-1:ConDHSi2 -0.120 -3.04887 2.80887 0.9999996
## 1:SinDHSinSi-1:ConDHSi2 1.000 -1.92887 3.92887 0.8562084
## 2:SinDHSinSi-1:ConDHSi2 2.575 -0.35387 5.50387 0.0920540
## 1:ConDHSinSi-2:ConDHSi2 -0.445 -3.37387 2.48387 0.9977692
## 2:ConDHSinSi-2:ConDHSi2 -1.440 -4.36887 1.48887 0.5602448
## 1:SinDHSinSi-2:ConDHSi2 -0.320 -3.24887 2.60887 0.9997238
## 2:SinDHSinSi-2:ConDHSi2 1.255 -1.67387 4.18387 0.6916311
## 2:ConDHSinSi-1:ConDHSinSi -0.995 -3.92387 1.93387 0.8589510
## 1:SinDHSinSi-1:ConDHSinSi 0.125 -2.80387 3.05387 0.9999995
## 2:SinDHSinSi-1:ConDHSinSi 1.700 -1.22887 4.62887 0.3921829
## 1:SinDHSinSi-2:ConDHSinSi 1.120 -1.80887 4.04887 0.7837940
## 2:SinDHSinSi-2:ConDHSinSi 2.695 -0.23387 5.62387 0.0747896
## 2:SinDHSinSi-1:SinDHSinSi 1.575 -1.35387 4.50387 0.4690415
## Analysis of Variance Table
##
## Response: AGUA_P_AEREA
## Df Sum Sq Mean Sq F value Pr(>F)
## BLOQUES 1 0.0441 0.04410 0.0688 0.7997
## TRATAMIENTO 3 2.3597 0.78655 1.2279 0.3612
## BLOQUES:TRATAMIENTO 3 1.6789 0.55965 0.8737 0.4939
## Residuals 8 5.1245 0.64056## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = AGUA_P_AEREA ~ BLOQUES * TRATAMIENTO, data = datos_m2)
##
## $BLOQUES
## diff lwr upr p adj
## 2-1 -0.105 -1.027807 0.8178069 0.799655
##
## $TRATAMIENTO
## diff lwr upr p adj
## ConDHSi2-ConDHSi1 -0.5525 -2.3648198 1.25982 0.7663893
## ConDHSinSi-ConDHSi1 -0.5250 -2.3373198 1.28732 0.7914933
## SinDHSinSi-ConDHSi1 0.3675 -1.4448198 2.17982 0.9128630
## ConDHSinSi-ConDHSi2 0.0275 -1.7848198 1.83982 0.9999551
## SinDHSinSi-ConDHSi2 0.9200 -0.8923198 2.73232 0.4175908
## SinDHSinSi-ConDHSinSi 0.8925 -0.9198198 2.70482 0.4411706
##
## $`BLOQUES:TRATAMIENTO`
## diff lwr upr p adj
## 2:ConDHSi1-1:ConDHSi1 -1.205 -4.372068 1.962068 0.7874378
## 1:ConDHSi2-1:ConDHSi1 -1.385 -4.552068 1.782068 0.6733143
## 2:ConDHSi2-1:ConDHSi1 -0.925 -4.092068 2.242068 0.9246326
## 1:ConDHSinSi-1:ConDHSi1 -1.180 -4.347068 1.987068 0.8021782
## 2:ConDHSinSi-1:ConDHSi1 -1.075 -4.242068 2.092068 0.8594158
## 1:SinDHSinSi-1:ConDHSi1 -0.345 -3.512068 2.822068 0.9997290
## 2:SinDHSinSi-1:ConDHSi1 -0.125 -3.292068 3.042068 0.9999997
## 1:ConDHSi2-2:ConDHSi1 -0.180 -3.347068 2.987068 0.9999966
## 2:ConDHSi2-2:ConDHSi1 0.280 -2.887068 3.447068 0.9999317
## 1:ConDHSinSi-2:ConDHSi1 0.025 -3.142068 3.192068 1.0000000
## 2:ConDHSinSi-2:ConDHSi1 0.130 -3.037068 3.297068 0.9999996
## 1:SinDHSinSi-2:ConDHSi1 0.860 -2.307068 4.027068 0.9459417
## 2:SinDHSinSi-2:ConDHSi1 1.080 -2.087068 4.247068 0.8568842
## 2:ConDHSi2-1:ConDHSi2 0.460 -2.707068 3.627068 0.9983088
## 1:ConDHSinSi-1:ConDHSi2 0.205 -2.962068 3.372068 0.9999917
## 2:ConDHSinSi-1:ConDHSi2 0.310 -2.857068 3.477068 0.9998658
## 1:SinDHSinSi-1:ConDHSi2 1.040 -2.127068 4.207068 0.8765292
## 2:SinDHSinSi-1:ConDHSi2 1.260 -1.907068 4.427068 0.7538257
## 1:ConDHSinSi-2:ConDHSi2 -0.255 -3.422068 2.912068 0.9999635
## 2:ConDHSinSi-2:ConDHSi2 -0.150 -3.317068 3.017068 0.9999990
## 1:SinDHSinSi-2:ConDHSi2 0.580 -2.587068 3.747068 0.9932224
## 2:SinDHSinSi-2:ConDHSi2 0.800 -2.367068 3.967068 0.9618177
## 2:ConDHSinSi-1:ConDHSinSi 0.105 -3.062068 3.272068 0.9999999
## 1:SinDHSinSi-1:ConDHSinSi 0.835 -2.332068 4.002068 0.9529923
## 2:SinDHSinSi-1:ConDHSinSi 1.055 -2.112068 4.222068 0.8693272
## 1:SinDHSinSi-2:ConDHSinSi 0.730 -2.437068 3.897068 0.9759872
## 2:SinDHSinSi-2:ConDHSinSi 0.950 -2.217068 4.117068 0.9152880
## 2:SinDHSinSi-1:SinDHSinSi 0.220 -2.947068 3.387068 0.9999866
## Analysis of Variance Table
##
## Response: AGUA_P_AEREA
## Df Sum Sq Mean Sq F value Pr(>F)
## BLOQUES 1 1.311 1.3110 0.8229 0.390849
## TRATAMIENTO 3 43.439 14.4797 9.0882 0.005895 **
## BLOQUES:TRATAMIENTO 3 3.233 1.0776 0.6764 0.590499
## Residuals 8 12.746 1.5932
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = AGUA_P_AEREA ~ BLOQUES * TRATAMIENTO, data = datos_m3)
##
## $BLOQUES
## diff lwr upr p adj
## 2-1 -0.5725 -2.027865 0.8828654 0.3908494
##
## $TRATAMIENTO
## diff lwr upr p adj
## ConDHSi2-ConDHSi1 0.0575 -2.8007225 2.915723 0.9998955
## ConDHSinSi-ConDHSi1 -0.9125 -3.7707225 1.945723 0.7418715
## SinDHSinSi-ConDHSi1 3.4150 0.5567775 6.273223 0.0210592
## ConDHSinSi-ConDHSi2 -0.9700 -3.8282225 1.888223 0.7067447
## SinDHSinSi-ConDHSi2 3.3575 0.4992775 6.215723 0.0229912
## SinDHSinSi-ConDHSinSi 4.3275 1.4692775 7.185723 0.0055704
##
## $`BLOQUES:TRATAMIENTO`
## diff lwr upr p adj
## 2:ConDHSi1-1:ConDHSi1 -0.020 -5.0148064 4.974806 1.0000000
## 1:ConDHSi2-1:ConDHSi1 0.895 -4.0998064 5.889806 0.9940263
## 2:ConDHSi2-1:ConDHSi1 -0.800 -5.7948064 4.194806 0.9969270
## 1:ConDHSinSi-1:ConDHSi1 -0.345 -5.3398064 4.649806 0.9999871
## 2:ConDHSinSi-1:ConDHSi1 -1.500 -6.4948064 3.494806 0.9148590
## 1:SinDHSinSi-1:ConDHSi1 3.115 -1.8798064 8.109806 0.3234956
## 2:SinDHSinSi-1:ConDHSi1 3.695 -1.2998064 8.689806 0.1856352
## 1:ConDHSi2-2:ConDHSi1 0.915 -4.0798064 5.909806 0.9932105
## 2:ConDHSi2-2:ConDHSi1 -0.780 -5.7748064 4.214806 0.9973633
## 1:ConDHSinSi-2:ConDHSi1 -0.325 -5.3198064 4.669806 0.9999914
## 2:ConDHSinSi-2:ConDHSi1 -1.480 -6.4748064 3.514806 0.9196926
## 1:SinDHSinSi-2:ConDHSi1 3.135 -1.8598064 8.129806 0.3176217
## 2:SinDHSinSi-2:ConDHSi1 3.715 -1.2798064 8.709806 0.1819923
## 2:ConDHSi2-1:ConDHSi2 -1.695 -6.6898064 3.299806 0.8595405
## 1:ConDHSinSi-1:ConDHSi2 -1.240 -6.2348064 3.754806 0.9649591
## 2:ConDHSinSi-1:ConDHSi2 -2.395 -7.3898064 2.599806 0.5852885
## 1:SinDHSinSi-1:ConDHSi2 2.220 -2.7748064 7.214806 0.6583992
## 2:SinDHSinSi-1:ConDHSi2 2.800 -2.1948064 7.794806 0.4268743
## 1:ConDHSinSi-2:ConDHSi2 0.455 -4.5398064 5.449806 0.9999167
## 2:ConDHSinSi-2:ConDHSi2 -0.700 -5.6948064 4.294806 0.9986453
## 1:SinDHSinSi-2:ConDHSi2 3.915 -1.0798064 8.909806 0.1490493
## 2:SinDHSinSi-2:ConDHSi2 4.495 -0.4998064 9.489806 0.0828574
## 2:ConDHSinSi-1:ConDHSinSi -1.155 -6.1498064 3.839806 0.9755822
## 1:SinDHSinSi-1:ConDHSinSi 3.460 -1.5348064 8.454806 0.2336764
## 2:SinDHSinSi-1:ConDHSinSi 4.040 -0.9548064 9.034806 0.1314207
## 1:SinDHSinSi-2:ConDHSinSi 4.615 -0.3798064 9.609806 0.0733607
## 2:SinDHSinSi-2:ConDHSinSi 5.195 0.2001936 10.189806 0.0409294
## 2:SinDHSinSi-1:SinDHSinSi 0.580 -4.4148064 5.574806 0.9995898## Warning: Use of `PE$TRATAMIENTO` is discouraged.
## ℹ Use `TRATAMIENTO` instead.## Warning: Use of `PE$PE...` is discouraged.
## ℹ Use `PE...` instead.## Warning: Use of `PE$TRATAMIENTO` is discouraged.
## ℹ Use `TRATAMIENTO` instead.## Warning: Use of `PE$PE...` is discouraged.
## ℹ Use `PE...` instead.
## Df Sum Sq Mean Sq F value Pr(>F)
## TRATAMIENTO 3 46.2 15.4 1.378e+30 <2e-16 ***
## Residuals 13 0.0 0.0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Results
## Means G1 G2 G3 G4
## (+DH-Si ) 17.90 a
## (+DH+Si2) 16.30 b
## (-DH-Si ) 14.10 c
## (+DH+Si1) 13.90 d
##
## Sig.level
## 0.05
##
## Diff_Prob
## (+DH-Si ) (+DH+Si2) (-DH-Si ) (+DH+Si1)
## (+DH-Si ) 0 1.6 3.8 4.0
## (+DH+Si2) 0 0.0 2.2 2.4
## (-DH-Si ) 0 0.0 0.0 0.2
## (+DH+Si1) 0 0.0 0.0 0.0
##
## MSD
## (+DH-Si ) (+DH+Si2) (-DH-Si ) (+DH+Si1)
## (+DH-Si ) 0 0 0 0
## (+DH+Si2) 0 0 0 0
## (-DH-Si ) 0 0 0 0
## (+DH+Si1) 0 0 0 0