|
42 | 42 | |MR1 | 1.000 | -0.366 | |
43 | 43 | |MR2 | -0.366 | 1.000 | |
44 | 44 |
|
| 45 | +# omega |
| 46 | + |
| 47 | + Code |
| 48 | + print(out) |
| 49 | + Output |
| 50 | + # Rotated loadings from Omega (oblimin-rotation) |
| 51 | + |
| 52 | + Variable | g | F1* | F2* | F3* | h2 | u2 | p2 | Complexity |
| 53 | + ---------------------------------------------------------------------------------------- |
| 54 | + mpg- | 0.58 | -0.67 | 0.09 | 0.29 | 0.88 | 0.12 | 0.38 | 2.40 |
| 55 | + cyl | 0.70 | -0.61 | 0.28 | 0.07 | 0.96 | 0.04 | 0.52 | 2.33 |
| 56 | + disp | 0.59 | -0.71 | 0.18 | 0.11 | 0.89 | 0.11 | 0.39 | 2.13 |
| 57 | + hp | 0.77 | -0.31 | 0.23 | 0.36 | 0.87 | 0.13 | 0.68 | 2.00 |
| 58 | + drat- | 0.27 | -0.79 | 0.06 | -0.07 | 0.71 | 0.29 | 0.10 | 1.26 |
| 59 | + wt | 0.43 | -0.79 | -0.04 | 0.31 | 0.91 | 0.09 | 0.20 | 1.87 |
| 60 | + qsec- | 0.81 | 0.19 | 0.50 | 0.06 | 0.95 | 0.05 | 0.70 | 1.81 |
| 61 | + vs- | 0.74 | -0.27 | 0.38 | 0.05 | 0.77 | 0.23 | 0.71 | 1.81 |
| 62 | + am- | 8.38e-03 | -0.89 | -0.15 | -9.51e-03 | 0.81 | 0.19 | 8.63e-05 | 1.06 |
| 63 | + gear | 0.03 | 0.87 | 9.01e-03 | 0.32 | 0.87 | 0.13 | 9.03e-04 | 1.27 |
| 64 | + carb | 0.68 | 0.06 | 0.10 | 0.63 | 0.87 | 0.13 | 0.53 | 2.06 |
| 65 | + |
| 66 | +--- |
| 67 | + |
| 68 | + Code |
| 69 | + print_md(out) |
| 70 | + Output |
| 71 | + |
| 72 | + |
| 73 | + Table: Rotated loadings from Omega (oblimin-rotation) |
| 74 | + |
| 75 | + |Variable | g| F1* | F2*| F3*| h2 | u2 | p2| Complexity| |
| 76 | + |:--------|--------:|:-----|--------:|---------:|:----|:----|--------:|----------:| |
| 77 | + |mpg- | 0.58|-0.67 | 0.09| 0.29|0.88 |0.12 | 0.38| 2.40| |
| 78 | + |cyl | 0.70|-0.61 | 0.28| 0.07|0.96 |0.04 | 0.52| 2.33| |
| 79 | + |disp | 0.59|-0.71 | 0.18| 0.11|0.89 |0.11 | 0.39| 2.13| |
| 80 | + |hp | 0.77|-0.31 | 0.23| 0.36|0.87 |0.13 | 0.68| 2.00| |
| 81 | + |drat- | 0.27|-0.79 | 0.06| -0.07|0.71 |0.29 | 0.10| 1.26| |
| 82 | + |wt | 0.43|-0.79 | -0.04| 0.31|0.91 |0.09 | 0.20| 1.87| |
| 83 | + |qsec- | 0.81| 0.19 | 0.50| 0.06|0.95 |0.05 | 0.70| 1.81| |
| 84 | + |vs- | 0.74|-0.27 | 0.38| 0.05|0.77 |0.23 | 0.71| 1.81| |
| 85 | + |am- | 8.38e-03|-0.89 | -0.15| -9.51e-03|0.81 |0.19 | 8.63e-05| 1.06| |
| 86 | + |gear | 0.03| 0.87 | 9.01e-03| 0.32|0.87 |0.13 | 9.03e-04| 1.27| |
| 87 | + |carb | 0.68| 0.06 | 0.10| 0.63|0.87 |0.13 | 0.53| 2.06| |
| 88 | + |
| 89 | +--- |
| 90 | + |
| 91 | + Code |
| 92 | + print(summary(out)) |
| 93 | + Output |
| 94 | + # Omega Statistics |
| 95 | + |
| 96 | + Statistic | Coefficient |
| 97 | + ---------------------------------- |
| 98 | + Alpha | 0.88 |
| 99 | + G.6 | 0.97 |
| 100 | + Omega (hierachical) | 0.57 |
| 101 | + Omega (asymptotic H) | 0.58 |
| 102 | + Omega (total) | 0.97 |
| 103 | + |
| 104 | + # Omega Coefficients |
| 105 | + |
| 106 | + Composite | Omega (total) | Omega (hierarchical) | Omega (group) |
| 107 | + ---------------------------------------------------------------- |
| 108 | + g | 0.97 | 0.57 | 0.26 |
| 109 | + F1* | 0.90 | 0.31 | 0.59 |
| 110 | + F2* | 0.91 | 0.69 | 0.22 |
| 111 | + F3* | 0.87 | 0.60 | 0.28 |
| 112 | + |
| 113 | + # Variances |
| 114 | + |
| 115 | + Composite | Total (%) | General Factor (%) | Group Factor (%) |
| 116 | + ------------------------------------------------------------- |
| 117 | + g | 97.28 | 56.64 | 26.42 |
| 118 | + F1* | 90.12 | 31.07 | 59.05 |
| 119 | + F2* | 91.37 | 69.32 | 22.04 |
| 120 | + F3* | 87.36 | 59.65 | 27.71 |
| 121 | + |
| 122 | +--- |
| 123 | + |
| 124 | + Code |
| 125 | + print_md(summary(out)) |
| 126 | + Output |
| 127 | + Table: Omega Statistics |Statistic | Coefficient| |:--------------------|-----------:| |Alpha | 0.88| |G.6 | 0.97| |Omega (hierachical) | 0.57| |Omega (asymptotic H) | 0.58| |Omega (total) | 0.97| Table: Omega Coefficients |Composite | Omega (total)| Omega (hierarchical)| Omega (group)| |:---------|-------------:|--------------------:|-------------:| |g | 0.97| 0.57| 0.26| |F1* | 0.90| 0.31| 0.59| |F2* | 0.91| 0.69| 0.22| |F3* | 0.87| 0.60| 0.28| Table: Variances |Composite | Total (%)| General Factor (%)| Group Factor (%)| |:---------|---------:|------------------:|----------------:| |g | 97.28| 56.64| 26.42| |F1* | 90.12| 31.07| 59.05| |F2* | 91.37| 69.32| 22.04| |F3* | 87.36| 59.65| 27.71| |
| 128 | + |
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