Our goal is to produce estimated WG and WS raw scores for each ability level, so that we can produce norms tables for the CDI-CAT that are equivalent norms tables for the full WG and WS forms. For Spanish, we will produce simulated CDI-CAT scores for the new norms sample, and then create CAT ability norms using those scores.

Run simulated CAT

Ability Norms

WG: Both Sexes

## GAMLSS-RS iteration 1: Global Deviance = 733.7919 
## GAMLSS-RS iteration 2: Global Deviance = 733.783 
## GAMLSS-RS iteration 3: Global Deviance = 733.783

age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 N
12 -3.472578 -3.310104 -3.207019 -3.129473 -3.07 -3.01 -2.97 -2.92 -2.89 -2.85 -2.82 -2.79 -2.76 -2.73 -2.70 -2.68 -2.65 -2.63 -2.61 -2.59 -2.57 -2.55 -2.53 -2.51 -2.49 -2.47 -2.45 -2.43 -2.42 -2.40 -2.38 -2.36 -2.35 -2.33 -2.32 -2.30 -2.28 -2.27 -2.25 -2.24 -2.22 -2.21 -2.19 -2.18 -2.16 -2.15 -2.13 -2.12 -2.10 -2.09 -2.07 -2.06 -2.04 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.94 -1.92 -1.90 -1.89 -1.87 -1.86 -1.84 -1.82 -1.81 -1.79 -1.77 -1.76 -1.74 -1.72 -1.70 -1.68 -1.67 -1.65 -1.63 -1.61 -1.58 -1.56 -1.54 -1.52 -1.49 -1.47 -1.44 -1.41 -1.39 -1.36 -1.32 -1.29 -1.25 -1.21 -1.16 -1.11 -1.04 -0.97 -0.86 -0.70 89
13 -3.399237 -3.236763 -3.133678 -3.056132 -2.99 -2.94 -2.89 -2.85 -2.81 -2.78 -2.74 -2.71 -2.68 -2.66 -2.63 -2.61 -2.58 -2.56 -2.54 -2.51 -2.49 -2.47 -2.45 -2.43 -2.41 -2.40 -2.38 -2.36 -2.34 -2.33 -2.31 -2.29 -2.27 -2.26 -2.24 -2.23 -2.21 -2.19 -2.18 -2.16 -2.15 -2.13 -2.12 -2.10 -2.09 -2.07 -2.06 -2.04 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.85 -1.83 -1.81 -1.80 -1.78 -1.77 -1.75 -1.73 -1.72 -1.70 -1.68 -1.67 -1.65 -1.63 -1.61 -1.59 -1.57 -1.55 -1.53 -1.51 -1.49 -1.47 -1.44 -1.42 -1.39 -1.37 -1.34 -1.31 -1.28 -1.25 -1.21 -1.18 -1.13 -1.09 -1.03 -0.97 -0.89 -0.79 -0.63 83
14 -3.325201 -3.162727 -3.059643 -2.982096 -2.92 -2.87 -2.82 -2.78 -2.74 -2.70 -2.67 -2.64 -2.61 -2.58 -2.56 -2.53 -2.51 -2.48 -2.46 -2.44 -2.42 -2.40 -2.38 -2.36 -2.34 -2.32 -2.30 -2.29 -2.27 -2.25 -2.23 -2.22 -2.20 -2.18 -2.17 -2.15 -2.14 -2.12 -2.11 -2.09 -2.07 -2.06 -2.04 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.85 -1.83 -1.82 -1.80 -1.79 -1.77 -1.76 -1.74 -1.73 -1.71 -1.69 -1.68 -1.66 -1.64 -1.63 -1.61 -1.59 -1.57 -1.56 -1.54 -1.52 -1.50 -1.48 -1.46 -1.44 -1.42 -1.39 -1.37 -1.35 -1.32 -1.29 -1.27 -1.24 -1.21 -1.17 -1.14 -1.10 -1.06 -1.01 -0.96 -0.90 -0.82 -0.71 -0.55 76
15 -3.249465 -3.086991 -2.983907 -2.906361 -2.84 -2.79 -2.74 -2.70 -2.66 -2.63 -2.59 -2.56 -2.53 -2.51 -2.48 -2.46 -2.43 -2.41 -2.39 -2.36 -2.34 -2.32 -2.30 -2.28 -2.26 -2.25 -2.23 -2.21 -2.19 -2.18 -2.16 -2.14 -2.13 -2.11 -2.09 -2.08 -2.06 -2.04 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.85 -1.83 -1.82 -1.80 -1.79 -1.77 -1.76 -1.74 -1.73 -1.71 -1.70 -1.68 -1.67 -1.65 -1.63 -1.62 -1.60 -1.58 -1.57 -1.55 -1.53 -1.52 -1.50 -1.48 -1.46 -1.44 -1.42 -1.40 -1.38 -1.36 -1.34 -1.32 -1.29 -1.27 -1.25 -1.22 -1.19 -1.16 -1.13 -1.10 -1.06 -1.03 -0.98 -0.94 -0.88 -0.82 -0.74 -0.64 -0.48 61
16 -3.171871 -3.009398 -2.906313 -2.828767 -2.77 -2.71 -2.66 -2.62 -2.58 -2.55 -2.52 -2.49 -2.46 -2.43 -2.40 -2.38 -2.35 -2.33 -2.31 -2.29 -2.27 -2.25 -2.23 -2.21 -2.19 -2.17 -2.15 -2.13 -2.12 -2.10 -2.08 -2.06 -2.05 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.85 -1.83 -1.82 -1.80 -1.79 -1.77 -1.76 -1.74 -1.73 -1.71 -1.70 -1.68 -1.66 -1.65 -1.63 -1.62 -1.60 -1.59 -1.57 -1.56 -1.54 -1.52 -1.51 -1.49 -1.47 -1.46 -1.44 -1.42 -1.40 -1.38 -1.36 -1.34 -1.33 -1.30 -1.28 -1.26 -1.24 -1.22 -1.19 -1.17 -1.14 -1.11 -1.09 -1.05 -1.02 -0.99 -0.95 -0.91 -0.86 -0.80 -0.74 -0.66 -0.56 -0.40 143
17 -3.092760 -2.930287 -2.827202 -2.749656 -2.69 -2.63 -2.59 -2.54 -2.51 -2.47 -2.44 -2.41 -2.38 -2.35 -2.32 -2.30 -2.27 -2.25 -2.23 -2.21 -2.19 -2.17 -2.15 -2.13 -2.11 -2.09 -2.07 -2.05 -2.04 -2.02 -2.00 -1.98 -1.97 -1.95 -1.94 -1.92 -1.90 -1.89 -1.87 -1.86 -1.84 -1.83 -1.81 -1.80 -1.78 -1.77 -1.75 -1.74 -1.72 -1.71 -1.69 -1.68 -1.66 -1.65 -1.63 -1.62 -1.60 -1.59 -1.57 -1.56 -1.54 -1.52 -1.51 -1.49 -1.48 -1.46 -1.44 -1.43 -1.41 -1.39 -1.38 -1.36 -1.34 -1.32 -1.30 -1.29 -1.27 -1.25 -1.23 -1.20 -1.18 -1.16 -1.14 -1.11 -1.09 -1.06 -1.03 -1.01 -0.98 -0.94 -0.91 -0.87 -0.83 -0.78 -0.73 -0.66 -0.59 -0.48 -0.32 114
18 -3.012707 -2.850233 -2.747149 -2.669602 -2.61 -2.55 -2.51 -2.46 -2.43 -2.39 -2.36 -2.33 -2.30 -2.27 -2.24 -2.22 -2.19 -2.17 -2.15 -2.13 -2.11 -2.09 -2.07 -2.05 -2.03 -2.01 -1.99 -1.97 -1.96 -1.94 -1.92 -1.90 -1.89 -1.87 -1.86 -1.84 -1.82 -1.81 -1.79 -1.78 -1.76 -1.75 -1.73 -1.72 -1.70 -1.69 -1.67 -1.66 -1.64 -1.63 -1.61 -1.60 -1.58 -1.57 -1.55 -1.54 -1.52 -1.51 -1.49 -1.48 -1.46 -1.44 -1.43 -1.41 -1.40 -1.38 -1.36 -1.35 -1.33 -1.31 -1.30 -1.28 -1.26 -1.24 -1.22 -1.21 -1.19 -1.17 -1.15 -1.12 -1.10 -1.08 -1.06 -1.03 -1.01 -0.98 -0.95 -0.93 -0.90 -0.86 -0.83 -0.79 -0.75 -0.70 -0.65 -0.58 -0.51 -0.40 -0.24 139

WG: Males

## GAMLSS-RS iteration 1: Global Deviance = 371.8446 
## GAMLSS-RS iteration 2: Global Deviance = 371.8431 
## GAMLSS-RS iteration 3: Global Deviance = 371.8431
age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 N
12 -3.393140 -3.239968 -3.142785 -3.069678 -3.01 -2.96 -2.92 -2.88 -2.84 -2.81 -2.78 -2.75 -2.72 -2.69 -2.67 -2.64 -2.62 -2.60 -2.58 -2.56 -2.54 -2.52 -2.50 -2.48 -2.46 -2.45 -2.43 -2.41 -2.40 -2.38 -2.36 -2.35 -2.33 -2.32 -2.30 -2.29 -2.27 -2.26 -2.24 -2.23 -2.21 -2.20 -2.19 -2.17 -2.16 -2.14 -2.13 -2.11 -2.10 -2.09 -2.07 -2.06 -2.04 -2.03 -2.02 -2.00 -1.99 -1.97 -1.96 -1.94 -1.93 -1.91 -1.90 -1.88 -1.87 -1.85 -1.84 -1.82 -1.81 -1.79 -1.78 -1.76 -1.74 -1.72 -1.71 -1.69 -1.67 -1.65 -1.63 -1.61 -1.59 -1.57 -1.55 -1.53 -1.50 -1.48 -1.45 -1.43 -1.40 -1.37 -1.33 -1.30 -1.26 -1.21 -1.16 -1.10 -1.03 -0.93 -0.78 48
13 -3.326921 -3.173507 -3.076171 -3.002949 -2.94 -2.89 -2.85 -2.81 -2.77 -2.74 -2.71 -2.68 -2.65 -2.63 -2.60 -2.58 -2.55 -2.53 -2.51 -2.49 -2.47 -2.45 -2.43 -2.42 -2.40 -2.38 -2.36 -2.35 -2.33 -2.31 -2.30 -2.28 -2.27 -2.25 -2.23 -2.22 -2.20 -2.19 -2.17 -2.16 -2.15 -2.13 -2.12 -2.10 -2.09 -2.07 -2.06 -2.05 -2.03 -2.02 -2.00 -1.99 -1.98 -1.96 -1.95 -1.93 -1.92 -1.90 -1.89 -1.88 -1.86 -1.85 -1.83 -1.82 -1.80 -1.79 -1.77 -1.75 -1.74 -1.72 -1.71 -1.69 -1.67 -1.66 -1.64 -1.62 -1.60 -1.58 -1.56 -1.54 -1.52 -1.50 -1.48 -1.46 -1.43 -1.41 -1.38 -1.36 -1.33 -1.30 -1.26 -1.23 -1.19 -1.14 -1.09 -1.03 -0.96 -0.86 -0.71 35
14 -3.260346 -3.106741 -3.009283 -2.935969 -2.88 -2.83 -2.78 -2.74 -2.70 -2.67 -2.64 -2.61 -2.58 -2.56 -2.53 -2.51 -2.49 -2.47 -2.44 -2.42 -2.40 -2.38 -2.37 -2.35 -2.33 -2.31 -2.29 -2.28 -2.26 -2.24 -2.23 -2.21 -2.20 -2.18 -2.17 -2.15 -2.14 -2.12 -2.11 -2.09 -2.08 -2.06 -2.05 -2.03 -2.02 -2.01 -1.99 -1.98 -1.96 -1.95 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.85 -1.84 -1.82 -1.81 -1.79 -1.78 -1.76 -1.75 -1.73 -1.72 -1.70 -1.69 -1.67 -1.65 -1.64 -1.62 -1.60 -1.59 -1.57 -1.55 -1.53 -1.51 -1.50 -1.48 -1.45 -1.43 -1.41 -1.39 -1.37 -1.34 -1.31 -1.29 -1.26 -1.23 -1.19 -1.16 -1.12 -1.07 -1.02 -0.96 -0.89 -0.79 -0.64 26
15 -3.192963 -3.039227 -2.941686 -2.868309 -2.81 -2.76 -2.71 -2.67 -2.64 -2.60 -2.57 -2.54 -2.52 -2.49 -2.47 -2.44 -2.42 -2.40 -2.38 -2.36 -2.34 -2.32 -2.30 -2.28 -2.26 -2.24 -2.23 -2.21 -2.19 -2.18 -2.16 -2.14 -2.13 -2.11 -2.10 -2.08 -2.07 -2.05 -2.04 -2.02 -2.01 -1.99 -1.98 -1.97 -1.95 -1.94 -1.92 -1.91 -1.90 -1.88 -1.87 -1.85 -1.84 -1.82 -1.81 -1.80 -1.78 -1.77 -1.75 -1.74 -1.72 -1.71 -1.69 -1.68 -1.66 -1.65 -1.63 -1.62 -1.60 -1.59 -1.57 -1.55 -1.54 -1.52 -1.50 -1.48 -1.46 -1.45 -1.43 -1.41 -1.39 -1.36 -1.34 -1.32 -1.30 -1.27 -1.25 -1.22 -1.19 -1.16 -1.12 -1.09 -1.05 -1.00 -0.95 -0.89 -0.82 -0.72 -0.57 28
16 -3.124245 -2.970450 -2.872872 -2.799468 -2.74 -2.69 -2.64 -2.60 -2.57 -2.53 -2.50 -2.47 -2.45 -2.42 -2.40 -2.37 -2.35 -2.33 -2.31 -2.29 -2.27 -2.25 -2.23 -2.21 -2.19 -2.17 -2.16 -2.14 -2.12 -2.11 -2.09 -2.08 -2.06 -2.04 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.94 -1.93 -1.91 -1.90 -1.88 -1.87 -1.85 -1.84 -1.83 -1.81 -1.80 -1.78 -1.77 -1.76 -1.74 -1.73 -1.71 -1.70 -1.68 -1.67 -1.65 -1.64 -1.62 -1.61 -1.59 -1.58 -1.56 -1.55 -1.53 -1.52 -1.50 -1.48 -1.47 -1.45 -1.43 -1.41 -1.39 -1.38 -1.36 -1.34 -1.32 -1.30 -1.27 -1.25 -1.23 -1.20 -1.18 -1.15 -1.12 -1.09 -1.06 -1.02 -0.98 -0.93 -0.88 -0.82 -0.75 -0.65 -0.50 34
17 -3.054234 -2.900429 -2.802845 -2.729436 -2.67 -2.62 -2.57 -2.53 -2.50 -2.46 -2.43 -2.40 -2.38 -2.35 -2.33 -2.30 -2.28 -2.26 -2.24 -2.22 -2.20 -2.18 -2.16 -2.14 -2.12 -2.10 -2.09 -2.07 -2.05 -2.04 -2.02 -2.01 -1.99 -1.97 -1.96 -1.94 -1.93 -1.91 -1.90 -1.88 -1.87 -1.86 -1.84 -1.83 -1.81 -1.80 -1.78 -1.77 -1.76 -1.74 -1.73 -1.71 -1.70 -1.69 -1.67 -1.66 -1.64 -1.63 -1.61 -1.60 -1.58 -1.57 -1.55 -1.54 -1.52 -1.51 -1.49 -1.48 -1.46 -1.45 -1.43 -1.41 -1.40 -1.38 -1.36 -1.34 -1.32 -1.31 -1.29 -1.27 -1.25 -1.23 -1.20 -1.18 -1.16 -1.13 -1.11 -1.08 -1.05 -1.02 -0.99 -0.95 -0.91 -0.86 -0.81 -0.75 -0.68 -0.58 -0.43 20
18 -2.983655 -2.829850 -2.732266 -2.658857 -2.60 -2.55 -2.50 -2.46 -2.43 -2.39 -2.36 -2.33 -2.31 -2.28 -2.26 -2.23 -2.21 -2.19 -2.17 -2.15 -2.13 -2.11 -2.09 -2.07 -2.05 -2.03 -2.02 -2.00 -1.98 -1.97 -1.95 -1.93 -1.92 -1.90 -1.89 -1.87 -1.86 -1.84 -1.83 -1.81 -1.80 -1.79 -1.77 -1.76 -1.74 -1.73 -1.71 -1.70 -1.69 -1.67 -1.66 -1.64 -1.63 -1.61 -1.60 -1.59 -1.57 -1.56 -1.54 -1.53 -1.51 -1.50 -1.48 -1.47 -1.45 -1.44 -1.42 -1.41 -1.39 -1.38 -1.36 -1.34 -1.33 -1.31 -1.29 -1.27 -1.25 -1.24 -1.22 -1.20 -1.18 -1.15 -1.13 -1.11 -1.09 -1.06 -1.04 -1.01 -0.98 -0.95 -0.91 -0.88 -0.84 -0.79 -0.74 -0.68 -0.61 -0.51 -0.36 29

WG: Females

## GAMLSS-RS iteration 1: Global Deviance = 358.5854 
## GAMLSS-RS iteration 2: Global Deviance = 358.5803 
## GAMLSS-RS iteration 3: Global Deviance = 358.5803
age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 N
12 -3.560824 -3.388766 -3.279601 -3.197480 -3.13 -3.07 -3.02 -2.98 -2.94 -2.90 -2.87 -2.83 -2.80 -2.77 -2.75 -2.72 -2.69 -2.67 -2.65 -2.62 -2.60 -2.58 -2.56 -2.54 -2.52 -2.50 -2.48 -2.46 -2.44 -2.42 -2.41 -2.39 -2.37 -2.35 -2.34 -2.32 -2.30 -2.29 -2.27 -2.25 -2.24 -2.22 -2.20 -2.19 -2.17 -2.16 -2.14 -2.12 -2.11 -2.09 -2.08 -2.06 -2.04 -2.03 -2.01 -2.00 -1.98 -1.97 -1.95 -1.93 -1.92 -1.90 -1.88 -1.87 -1.85 -1.83 -1.81 -1.80 -1.78 -1.76 -1.74 -1.72 -1.71 -1.69 -1.67 -1.65 -1.63 -1.61 -1.58 -1.56 -1.54 -1.51 -1.49 -1.46 -1.44 -1.41 -1.38 -1.35 -1.32 -1.28 -1.25 -1.21 -1.16 -1.11 -1.05 -0.99 -0.91 -0.80 -0.62 32
13 -3.476401 -3.304343 -3.195177 -3.113056 -3.05 -2.99 -2.94 -2.89 -2.85 -2.82 -2.78 -2.75 -2.72 -2.69 -2.66 -2.64 -2.61 -2.59 -2.56 -2.54 -2.52 -2.50 -2.47 -2.45 -2.43 -2.41 -2.39 -2.38 -2.36 -2.34 -2.32 -2.30 -2.29 -2.27 -2.25 -2.23 -2.22 -2.20 -2.18 -2.17 -2.15 -2.14 -2.12 -2.10 -2.09 -2.07 -2.06 -2.04 -2.02 -2.01 -1.99 -1.98 -1.96 -1.94 -1.93 -1.91 -1.90 -1.88 -1.86 -1.85 -1.83 -1.82 -1.80 -1.78 -1.76 -1.75 -1.73 -1.71 -1.70 -1.68 -1.66 -1.64 -1.62 -1.60 -1.58 -1.56 -1.54 -1.52 -1.50 -1.48 -1.45 -1.43 -1.41 -1.38 -1.35 -1.33 -1.30 -1.27 -1.23 -1.20 -1.16 -1.12 -1.08 -1.03 -0.97 -0.90 -0.82 -0.71 -0.54 38
14 -3.391226 -3.219168 -3.110002 -3.027881 -2.96 -2.90 -2.85 -2.81 -2.77 -2.73 -2.70 -2.66 -2.63 -2.60 -2.58 -2.55 -2.53 -2.50 -2.48 -2.45 -2.43 -2.41 -2.39 -2.37 -2.35 -2.33 -2.31 -2.29 -2.27 -2.25 -2.24 -2.22 -2.20 -2.18 -2.17 -2.15 -2.13 -2.12 -2.10 -2.08 -2.07 -2.05 -2.03 -2.02 -2.00 -1.99 -1.97 -1.95 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.84 -1.83 -1.81 -1.80 -1.78 -1.76 -1.75 -1.73 -1.71 -1.70 -1.68 -1.66 -1.65 -1.63 -1.61 -1.59 -1.57 -1.56 -1.54 -1.52 -1.50 -1.48 -1.46 -1.44 -1.41 -1.39 -1.37 -1.35 -1.32 -1.30 -1.27 -1.24 -1.21 -1.18 -1.15 -1.11 -1.08 -1.04 -0.99 -0.94 -0.88 -0.82 -0.74 -0.63 -0.45 36
15 -3.304645 -3.132587 -3.023421 -2.941301 -2.87 -2.82 -2.77 -2.72 -2.68 -2.65 -2.61 -2.58 -2.55 -2.52 -2.49 -2.46 -2.44 -2.41 -2.39 -2.37 -2.35 -2.32 -2.30 -2.28 -2.26 -2.24 -2.22 -2.20 -2.19 -2.17 -2.15 -2.13 -2.11 -2.10 -2.08 -2.06 -2.05 -2.03 -2.01 -2.00 -1.98 -1.96 -1.95 -1.93 -1.92 -1.90 -1.88 -1.87 -1.85 -1.84 -1.82 -1.80 -1.79 -1.77 -1.76 -1.74 -1.72 -1.71 -1.69 -1.68 -1.66 -1.64 -1.63 -1.61 -1.59 -1.58 -1.56 -1.54 -1.52 -1.51 -1.49 -1.47 -1.45 -1.43 -1.41 -1.39 -1.37 -1.35 -1.33 -1.31 -1.28 -1.26 -1.23 -1.21 -1.18 -1.15 -1.13 -1.09 -1.06 -1.03 -0.99 -0.95 -0.90 -0.85 -0.80 -0.73 -0.65 -0.54 -0.37 18
16 -3.216856 -3.044798 -2.935632 -2.853511 -2.79 -2.73 -2.68 -2.64 -2.59 -2.56 -2.52 -2.49 -2.46 -2.43 -2.40 -2.38 -2.35 -2.33 -2.30 -2.28 -2.26 -2.24 -2.21 -2.19 -2.17 -2.15 -2.14 -2.12 -2.10 -2.08 -2.06 -2.04 -2.03 -2.01 -1.99 -1.97 -1.96 -1.94 -1.92 -1.91 -1.89 -1.88 -1.86 -1.84 -1.83 -1.81 -1.80 -1.78 -1.76 -1.75 -1.73 -1.72 -1.70 -1.69 -1.67 -1.65 -1.64 -1.62 -1.60 -1.59 -1.57 -1.56 -1.54 -1.52 -1.51 -1.49 -1.47 -1.45 -1.44 -1.42 -1.40 -1.38 -1.36 -1.34 -1.32 -1.30 -1.28 -1.26 -1.24 -1.22 -1.19 -1.17 -1.15 -1.12 -1.09 -1.07 -1.04 -1.01 -0.97 -0.94 -0.90 -0.86 -0.82 -0.77 -0.71 -0.64 -0.56 -0.45 -0.28 25
17 -3.128322 -2.956262 -2.847097 -2.764975 -2.70 -2.64 -2.59 -2.55 -2.51 -2.47 -2.43 -2.40 -2.37 -2.34 -2.31 -2.29 -2.26 -2.24 -2.21 -2.19 -2.17 -2.15 -2.13 -2.11 -2.09 -2.07 -2.05 -2.03 -2.01 -1.99 -1.97 -1.96 -1.94 -1.92 -1.90 -1.89 -1.87 -1.85 -1.84 -1.82 -1.80 -1.79 -1.77 -1.76 -1.74 -1.72 -1.71 -1.69 -1.68 -1.66 -1.64 -1.63 -1.61 -1.60 -1.58 -1.56 -1.55 -1.53 -1.52 -1.50 -1.48 -1.47 -1.45 -1.43 -1.42 -1.40 -1.38 -1.36 -1.35 -1.33 -1.31 -1.29 -1.27 -1.25 -1.23 -1.21 -1.19 -1.17 -1.15 -1.13 -1.11 -1.08 -1.06 -1.03 -1.01 -0.98 -0.95 -0.92 -0.89 -0.85 -0.81 -0.77 -0.73 -0.68 -0.62 -0.55 -0.47 -0.36 -0.19 18
18 -3.039267 -2.867208 -2.758042 -2.675920 -2.61 -2.55 -2.50 -2.46 -2.42 -2.38 -2.35 -2.31 -2.28 -2.25 -2.23 -2.20 -2.17 -2.15 -2.13 -2.10 -2.08 -2.06 -2.04 -2.02 -2.00 -1.98 -1.96 -1.94 -1.92 -1.90 -1.88 -1.87 -1.85 -1.83 -1.81 -1.80 -1.78 -1.76 -1.75 -1.73 -1.71 -1.70 -1.68 -1.67 -1.65 -1.63 -1.62 -1.60 -1.59 -1.57 -1.56 -1.54 -1.52 -1.51 -1.49 -1.48 -1.46 -1.44 -1.43 -1.41 -1.39 -1.38 -1.36 -1.34 -1.33 -1.31 -1.29 -1.28 -1.26 -1.24 -1.22 -1.20 -1.18 -1.16 -1.15 -1.13 -1.10 -1.08 -1.06 -1.04 -1.02 -0.99 -0.97 -0.94 -0.92 -0.89 -0.86 -0.83 -0.80 -0.76 -0.72 -0.68 -0.64 -0.59 -0.53 -0.47 -0.38 -0.27 -0.10 20

WS: Both Sexes

## GAMLSS-RS iteration 1: Global Deviance = 2721.327 
## GAMLSS-RS iteration 2: Global Deviance = 2721.108 
## GAMLSS-RS iteration 3: Global Deviance = 2721.108

age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 N
16 -2.6406895 -2.4305375 -2.2972028 -2.1969002 -2.12 -2.05 -1.98 -1.93 -1.88 -1.84 -1.79 -1.75 -1.72 -1.68 -1.65 -1.61 -1.58 -1.55 -1.52 -1.50 -1.47 -1.44 -1.42 -1.39 -1.37 -1.34 -1.32 -1.30 -1.27 -1.25 -1.23 -1.21 -1.19 -1.17 -1.14 -1.12 -1.10 -1.08 -1.06 -1.04 -1.02 -1.00 -0.98 -0.96 -0.94 -0.92 -0.91 -0.89 -0.87 -0.85 -0.83 -0.81 -0.79 -0.77 -0.75 -0.73 -0.71 -0.69 -0.67 -0.65 -0.63 -0.61 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.46 -0.44 -0.42 -0.40 -0.37 -0.35 -0.33 -0.30 -0.28 -0.25 -0.23 -0.20 -0.17 -0.14 -0.11 -0.08 -0.05 -0.01 0.02 0.06 0.10 0.14 0.19 0.24 0.29 0.35 0.42 0.50 0.60 0.74 0.95 143
17 -2.5186324 -2.3054065 -2.1701216 -2.0683520 -1.99 -1.92 -1.85 -1.80 -1.75 -1.70 -1.66 -1.62 -1.58 -1.54 -1.51 -1.48 -1.45 -1.41 -1.39 -1.36 -1.33 -1.30 -1.28 -1.25 -1.23 -1.20 -1.18 -1.15 -1.13 -1.11 -1.09 -1.06 -1.04 -1.02 -1.00 -0.98 -0.96 -0.94 -0.92 -0.90 -0.88 -0.86 -0.84 -0.82 -0.80 -0.78 -0.76 -0.74 -0.72 -0.70 -0.68 -0.66 -0.64 -0.62 -0.60 -0.58 -0.56 -0.54 -0.52 -0.50 -0.48 -0.46 -0.44 -0.42 -0.40 -0.38 -0.35 -0.33 -0.31 -0.29 -0.27 -0.24 -0.22 -0.20 -0.17 -0.15 -0.12 -0.09 -0.07 -0.04 -0.01 0.02 0.05 0.08 0.11 0.15 0.18 0.22 0.26 0.30 0.35 0.40 0.46 0.52 0.59 0.67 0.77 0.91 1.12 114
18 -2.3997364 -2.1831592 -2.0457479 -1.9423787 -1.86 -1.79 -1.72 -1.67 -1.62 -1.57 -1.53 -1.48 -1.45 -1.41 -1.37 -1.34 -1.31 -1.28 -1.25 -1.22 -1.19 -1.16 -1.14 -1.11 -1.09 -1.06 -1.04 -1.01 -0.99 -0.97 -0.95 -0.92 -0.90 -0.88 -0.86 -0.84 -0.82 -0.79 -0.77 -0.75 -0.73 -0.71 -0.69 -0.67 -0.65 -0.63 -0.61 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.41 -0.39 -0.37 -0.35 -0.33 -0.31 -0.29 -0.27 -0.25 -0.22 -0.20 -0.18 -0.16 -0.13 -0.11 -0.09 -0.06 -0.04 -0.02 0.01 0.04 0.06 0.09 0.12 0.15 0.18 0.21 0.24 0.27 0.31 0.34 0.38 0.42 0.47 0.51 0.56 0.62 0.68 0.76 0.84 0.94 1.08 1.30 139
19 -2.2848721 -2.0646473 -1.9249218 -1.8198117 -1.73 -1.66 -1.60 -1.54 -1.49 -1.44 -1.40 -1.35 -1.32 -1.28 -1.24 -1.21 -1.18 -1.14 -1.11 -1.09 -1.06 -1.03 -1.00 -0.98 -0.95 -0.93 -0.90 -0.88 -0.85 -0.83 -0.81 -0.78 -0.76 -0.74 -0.72 -0.70 -0.67 -0.65 -0.63 -0.61 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.41 -0.39 -0.36 -0.34 -0.32 -0.30 -0.28 -0.26 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.12 -0.09 -0.07 -0.05 -0.03 0.00 0.02 0.04 0.07 0.09 0.11 0.14 0.17 0.19 0.22 0.25 0.27 0.30 0.33 0.37 0.40 0.43 0.47 0.50 0.54 0.59 0.63 0.68 0.73 0.79 0.85 0.92 1.01 1.11 1.25 1.47 71
20 -2.1731456 -1.9491721 -1.8070681 -1.7001689 -1.61 -1.54 -1.47 -1.42 -1.36 -1.31 -1.27 -1.23 -1.19 -1.15 -1.11 -1.08 -1.05 -1.01 -0.98 -0.95 -0.92 -0.90 -0.87 -0.84 -0.82 -0.79 -0.77 -0.74 -0.72 -0.69 -0.67 -0.65 -0.62 -0.60 -0.58 -0.56 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.41 -0.39 -0.37 -0.34 -0.32 -0.30 -0.28 -0.26 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.12 -0.10 -0.07 -0.05 -0.03 -0.01 0.01 0.03 0.05 0.08 0.10 0.12 0.15 0.17 0.19 0.22 0.24 0.27 0.29 0.32 0.35 0.37 0.40 0.43 0.46 0.49 0.52 0.56 0.59 0.63 0.66 0.70 0.75 0.79 0.84 0.89 0.95 1.02 1.09 1.18 1.28 1.43 1.65 97
21 -2.0622696 -1.8347560 -1.6904059 -1.5818169 -1.49 -1.42 -1.35 -1.29 -1.24 -1.19 -1.14 -1.10 -1.06 -1.02 -0.99 -0.95 -0.92 -0.88 -0.85 -0.82 -0.79 -0.77 -0.74 -0.71 -0.68 -0.66 -0.63 -0.61 -0.58 -0.56 -0.53 -0.51 -0.49 -0.46 -0.44 -0.42 -0.40 -0.38 -0.35 -0.33 -0.31 -0.29 -0.27 -0.25 -0.23 -0.20 -0.18 -0.16 -0.14 -0.12 -0.10 -0.08 -0.06 -0.04 -0.02 0.01 0.03 0.05 0.07 0.09 0.11 0.13 0.16 0.18 0.20 0.22 0.25 0.27 0.29 0.32 0.34 0.37 0.39 0.42 0.44 0.47 0.50 0.52 0.55 0.58 0.61 0.64 0.68 0.71 0.74 0.78 0.82 0.86 0.90 0.95 1.00 1.05 1.11 1.18 1.25 1.34 1.45 1.59 1.82 76
22 -1.9496387 -1.7190554 -1.5727577 -1.4627037 -1.37 -1.30 -1.23 -1.17 -1.12 -1.07 -1.02 -0.98 -0.93 -0.90 -0.86 -0.82 -0.79 -0.76 -0.72 -0.69 -0.66 -0.64 -0.61 -0.58 -0.55 -0.53 -0.50 -0.47 -0.45 -0.43 -0.40 -0.38 -0.35 -0.33 -0.31 -0.29 -0.26 -0.24 -0.22 -0.20 -0.17 -0.15 -0.13 -0.11 -0.09 -0.07 -0.05 -0.02 0.00 0.02 0.04 0.06 0.08 0.10 0.12 0.15 0.17 0.19 0.21 0.23 0.25 0.28 0.30 0.32 0.34 0.37 0.39 0.41 0.44 0.46 0.49 0.51 0.54 0.56 0.59 0.62 0.64 0.67 0.70 0.73 0.76 0.79 0.83 0.86 0.89 0.93 0.97 1.01 1.06 1.10 1.15 1.21 1.27 1.33 1.41 1.50 1.61 1.76 1.99 68
23 -1.8338905 -1.6007659 -1.4528557 -1.3415887 -1.25 -1.17 -1.11 -1.05 -0.99 -0.94 -0.89 -0.85 -0.81 -0.77 -0.73 -0.69 -0.66 -0.63 -0.60 -0.56 -0.53 -0.50 -0.48 -0.45 -0.42 -0.39 -0.37 -0.34 -0.32 -0.29 -0.27 -0.24 -0.22 -0.20 -0.17 -0.15 -0.13 -0.11 -0.08 -0.06 -0.04 -0.02 0.00 0.03 0.05 0.07 0.09 0.11 0.13 0.16 0.18 0.20 0.22 0.24 0.26 0.28 0.31 0.33 0.35 0.37 0.39 0.42 0.44 0.46 0.49 0.51 0.53 0.56 0.58 0.60 0.63 0.65 0.68 0.71 0.73 0.76 0.79 0.82 0.85 0.88 0.91 0.94 0.97 1.01 1.04 1.08 1.12 1.16 1.20 1.25 1.30 1.36 1.42 1.49 1.56 1.65 1.76 1.91 2.15 83
24 -1.7144815 -1.4793388 -1.3301483 -1.2179181 -1.13 -1.05 -0.98 -0.92 -0.86 -0.81 -0.77 -0.72 -0.68 -0.64 -0.60 -0.57 -0.53 -0.50 -0.47 -0.43 -0.40 -0.37 -0.35 -0.32 -0.29 -0.26 -0.24 -0.21 -0.19 -0.16 -0.14 -0.11 -0.09 -0.06 -0.04 -0.02 0.01 0.03 0.05 0.07 0.10 0.12 0.14 0.16 0.18 0.21 0.23 0.25 0.27 0.29 0.31 0.34 0.36 0.38 0.40 0.42 0.44 0.47 0.49 0.51 0.53 0.56 0.58 0.60 0.62 0.65 0.67 0.70 0.72 0.74 0.77 0.79 0.82 0.85 0.87 0.90 0.93 0.96 0.99 1.02 1.05 1.08 1.12 1.15 1.19 1.22 1.26 1.31 1.35 1.40 1.45 1.50 1.57 1.63 1.71 1.80 1.91 2.06 2.30 72
25 -1.5915457 -1.3549380 -1.2048180 -1.0918886 -1.00 -0.92 -0.85 -0.79 -0.74 -0.68 -0.64 -0.59 -0.55 -0.51 -0.47 -0.44 -0.40 -0.37 -0.33 -0.30 -0.27 -0.24 -0.21 -0.19 -0.16 -0.13 -0.10 -0.08 -0.05 -0.03 0.00 0.02 0.05 0.07 0.09 0.12 0.14 0.16 0.19 0.21 0.23 0.25 0.27 0.30 0.32 0.34 0.36 0.38 0.41 0.43 0.45 0.47 0.49 0.51 0.54 0.56 0.58 0.60 0.63 0.65 0.67 0.69 0.72 0.74 0.76 0.79 0.81 0.83 0.86 0.88 0.91 0.93 0.96 0.99 1.01 1.04 1.07 1.10 1.13 1.16 1.19 1.22 1.26 1.29 1.33 1.37 1.41 1.45 1.49 1.54 1.59 1.65 1.71 1.78 1.86 1.95 2.06 2.21 2.45 73
26 -1.4658954 -1.2283872 -1.0776959 -0.9643367 -0.87 -0.79 -0.72 -0.66 -0.61 -0.56 -0.51 -0.46 -0.42 -0.38 -0.34 -0.31 -0.27 -0.24 -0.20 -0.17 -0.14 -0.11 -0.08 -0.05 -0.03 0.00 0.03 0.05 0.08 0.10 0.13 0.15 0.18 0.20 0.23 0.25 0.27 0.29 0.32 0.34 0.36 0.39 0.41 0.43 0.45 0.47 0.50 0.52 0.54 0.56 0.58 0.60 0.63 0.65 0.67 0.69 0.71 0.74 0.76 0.78 0.80 0.83 0.85 0.87 0.90 0.92 0.94 0.97 0.99 1.02 1.04 1.07 1.09 1.12 1.15 1.18 1.20 1.23 1.26 1.29 1.33 1.36 1.39 1.43 1.46 1.50 1.54 1.58 1.63 1.68 1.73 1.79 1.85 1.92 1.99 2.09 2.20 2.35 2.59 74
27 -1.3387013 -1.1008001 -0.9498593 -0.8363125 -0.74 -0.67 -0.60 -0.53 -0.48 -0.43 -0.38 -0.33 -0.29 -0.25 -0.21 -0.18 -0.14 -0.11 -0.07 -0.04 -0.01 0.02 0.05 0.08 0.10 0.13 0.16 0.18 0.21 0.23 0.26 0.28 0.31 0.33 0.36 0.38 0.40 0.42 0.45 0.47 0.49 0.52 0.54 0.56 0.58 0.60 0.63 0.65 0.67 0.69 0.71 0.74 0.76 0.78 0.80 0.82 0.85 0.87 0.89 0.91 0.94 0.96 0.98 1.00 1.03 1.05 1.08 1.10 1.12 1.15 1.17 1.20 1.23 1.25 1.28 1.31 1.34 1.37 1.40 1.43 1.46 1.49 1.52 1.56 1.60 1.63 1.67 1.72 1.76 1.81 1.86 1.92 1.98 2.05 2.13 2.22 2.33 2.48 2.72 75
28 -1.2118684 -0.9738345 -0.8228096 -0.7091995 -0.62 -0.54 -0.47 -0.41 -0.35 -0.30 -0.25 -0.21 -0.16 -0.12 -0.09 -0.05 -0.01 0.02 0.05 0.08 0.12 0.15 0.17 0.20 0.23 0.26 0.28 0.31 0.34 0.36 0.39 0.41 0.44 0.46 0.48 0.51 0.53 0.55 0.58 0.60 0.62 0.64 0.67 0.69 0.71 0.73 0.75 0.78 0.80 0.82 0.84 0.86 0.89 0.91 0.93 0.95 0.97 1.00 1.02 1.04 1.06 1.09 1.11 1.13 1.16 1.18 1.20 1.23 1.25 1.28 1.30 1.33 1.35 1.38 1.41 1.44 1.46 1.49 1.52 1.55 1.59 1.62 1.65 1.69 1.72 1.76 1.80 1.85 1.89 1.94 1.99 2.05 2.11 2.18 2.26 2.35 2.46 2.61 2.85 79
29 -1.0857496 -0.8476868 -0.6966437 -0.5830198 -0.49 -0.41 -0.34 -0.28 -0.23 -0.17 -0.13 -0.08 -0.04 0.00 0.04 0.08 0.11 0.15 0.18 0.21 0.24 0.27 0.30 0.33 0.36 0.38 0.41 0.44 0.46 0.49 0.51 0.54 0.56 0.59 0.61 0.63 0.66 0.68 0.70 0.72 0.75 0.77 0.79 0.81 0.84 0.86 0.88 0.90 0.92 0.95 0.97 0.99 1.01 1.03 1.06 1.08 1.10 1.12 1.14 1.17 1.19 1.21 1.24 1.26 1.28 1.31 1.33 1.35 1.38 1.40 1.43 1.45 1.48 1.51 1.53 1.56 1.59 1.62 1.65 1.68 1.71 1.75 1.78 1.81 1.85 1.89 1.93 1.97 2.02 2.07 2.12 2.17 2.23 2.30 2.38 2.47 2.59 2.74 2.98 75
30 -0.9600588 -0.7219960 -0.5709527 -0.4573288 -0.36 -0.29 -0.22 -0.16 -0.10 -0.05 0.00 0.05 0.09 0.13 0.17 0.20 0.24 0.27 0.30 0.34 0.37 0.40 0.43 0.45 0.48 0.51 0.54 0.56 0.59 0.61 0.64 0.66 0.69 0.71 0.74 0.76 0.78 0.80 0.83 0.85 0.87 0.90 0.92 0.94 0.96 0.98 1.01 1.03 1.05 1.07 1.09 1.12 1.14 1.16 1.18 1.20 1.23 1.25 1.27 1.29 1.32 1.34 1.36 1.38 1.41 1.43 1.46 1.48 1.50 1.53 1.55 1.58 1.61 1.63 1.66 1.69 1.72 1.75 1.78 1.81 1.84 1.87 1.90 1.94 1.98 2.02 2.06 2.10 2.14 2.19 2.24 2.30 2.36 2.43 2.51 2.60 2.71 2.87 3.10 62

WS: Males

## GAMLSS-RS iteration 1: Global Deviance = 1350.721 
## GAMLSS-RS iteration 2: Global Deviance = 1349.399 
## GAMLSS-RS iteration 3: Global Deviance = 1349.382 
## GAMLSS-RS iteration 4: Global Deviance = 1349.382
age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 N
16 -2.691439 -2.4914772 -2.3646080 -2.2691692 -2.19 -2.13 -2.07 -2.02 -1.97 -1.93 -1.88 -1.85 -1.81 -1.78 -1.75 -1.71 -1.68 -1.66 -1.63 -1.60 -1.58 -1.55 -1.53 -1.50 -1.48 -1.46 -1.43 -1.41 -1.39 -1.37 -1.35 -1.33 -1.31 -1.29 -1.27 -1.25 -1.23 -1.21 -1.19 -1.17 -1.15 -1.13 -1.11 -1.10 -1.08 -1.06 -1.04 -1.02 -1.00 -0.98 -0.97 -0.95 -0.93 -0.91 -0.89 -0.87 -0.86 -0.84 -0.82 -0.80 -0.78 -0.76 -0.74 -0.72 -0.70 -0.68 -0.66 -0.64 -0.62 -0.60 -0.58 -0.56 -0.54 -0.51 -0.49 -0.47 -0.44 -0.42 -0.39 -0.37 -0.34 -0.31 -0.29 -0.26 -0.22 -0.19 -0.16 -0.12 -0.09 -0.04 0.00 0.05 0.10 0.16 0.22 0.30 0.39 0.52 0.72 34
17 -2.575141 -2.3696411 -2.2392581 -2.1411760 -2.06 -1.99 -1.93 -1.88 -1.83 -1.79 -1.75 -1.71 -1.67 -1.64 -1.60 -1.57 -1.54 -1.51 -1.48 -1.46 -1.43 -1.40 -1.38 -1.35 -1.33 -1.31 -1.28 -1.26 -1.24 -1.22 -1.20 -1.17 -1.15 -1.13 -1.11 -1.09 -1.07 -1.05 -1.03 -1.01 -0.99 -0.97 -0.95 -0.94 -0.92 -0.90 -0.88 -0.86 -0.84 -0.82 -0.80 -0.78 -0.76 -0.75 -0.73 -0.71 -0.69 -0.67 -0.65 -0.63 -0.61 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.40 -0.38 -0.36 -0.34 -0.31 -0.29 -0.26 -0.24 -0.21 -0.19 -0.16 -0.13 -0.10 -0.07 -0.04 -0.01 0.03 0.06 0.10 0.14 0.19 0.24 0.29 0.35 0.42 0.50 0.60 0.73 0.93 24
18 -2.460893 -2.2498086 -2.1158823 -2.0151347 -1.93 -1.86 -1.80 -1.75 -1.70 -1.65 -1.61 -1.57 -1.53 -1.50 -1.46 -1.43 -1.40 -1.37 -1.34 -1.31 -1.28 -1.26 -1.23 -1.21 -1.18 -1.16 -1.13 -1.11 -1.09 -1.07 -1.04 -1.02 -1.00 -0.98 -0.96 -0.94 -0.92 -0.90 -0.88 -0.86 -0.84 -0.82 -0.80 -0.78 -0.76 -0.74 -0.72 -0.70 -0.68 -0.66 -0.64 -0.62 -0.60 -0.58 -0.56 -0.54 -0.52 -0.50 -0.48 -0.46 -0.44 -0.42 -0.40 -0.38 -0.36 -0.34 -0.32 -0.30 -0.28 -0.25 -0.23 -0.21 -0.18 -0.16 -0.14 -0.11 -0.09 -0.06 -0.04 -0.01 0.02 0.05 0.08 0.11 0.14 0.18 0.21 0.25 0.29 0.33 0.38 0.43 0.48 0.54 0.61 0.70 0.80 0.93 1.14 31
19 -2.347894 -2.1314585 -1.9941374 -1.8908362 -1.81 -1.74 -1.67 -1.62 -1.57 -1.52 -1.47 -1.43 -1.40 -1.36 -1.32 -1.29 -1.26 -1.23 -1.20 -1.17 -1.14 -1.11 -1.09 -1.06 -1.04 -1.01 -0.99 -0.96 -0.94 -0.92 -0.89 -0.87 -0.85 -0.83 -0.81 -0.79 -0.76 -0.74 -0.72 -0.70 -0.68 -0.66 -0.64 -0.62 -0.60 -0.58 -0.56 -0.54 -0.52 -0.50 -0.48 -0.46 -0.44 -0.42 -0.40 -0.38 -0.36 -0.34 -0.32 -0.30 -0.28 -0.26 -0.24 -0.22 -0.19 -0.17 -0.15 -0.13 -0.11 -0.08 -0.06 -0.04 -0.01 0.01 0.03 0.06 0.09 0.11 0.14 0.17 0.20 0.23 0.26 0.29 0.32 0.36 0.39 0.43 0.47 0.52 0.56 0.61 0.67 0.73 0.81 0.89 0.99 1.13 1.35 36
20 -2.234165 -2.0129860 -1.8726550 -1.7670894 -1.68 -1.61 -1.54 -1.49 -1.43 -1.39 -1.34 -1.30 -1.26 -1.22 -1.19 -1.15 -1.12 -1.09 -1.06 -1.03 -1.00 -0.97 -0.95 -0.92 -0.89 -0.87 -0.84 -0.82 -0.80 -0.77 -0.75 -0.73 -0.70 -0.68 -0.66 -0.64 -0.62 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.41 -0.39 -0.37 -0.35 -0.33 -0.31 -0.29 -0.27 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.12 -0.10 -0.08 -0.06 -0.03 -0.01 0.01 0.03 0.06 0.08 0.10 0.13 0.15 0.18 0.20 0.23 0.25 0.28 0.31 0.34 0.37 0.40 0.43 0.46 0.49 0.53 0.57 0.61 0.65 0.69 0.74 0.79 0.85 0.91 0.99 1.07 1.18 1.32 1.54 49
21 -2.118230 -1.8931793 -1.7503918 -1.6429783 -1.56 -1.48 -1.42 -1.36 -1.30 -1.26 -1.21 -1.17 -1.13 -1.09 -1.05 -1.02 -0.99 -0.95 -0.92 -0.89 -0.86 -0.84 -0.81 -0.78 -0.75 -0.73 -0.70 -0.68 -0.65 -0.63 -0.61 -0.58 -0.56 -0.54 -0.52 -0.49 -0.47 -0.45 -0.43 -0.41 -0.39 -0.36 -0.34 -0.32 -0.30 -0.28 -0.26 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.11 -0.09 -0.07 -0.05 -0.03 -0.01 0.01 0.03 0.05 0.08 0.10 0.12 0.14 0.17 0.19 0.21 0.24 0.26 0.28 0.31 0.33 0.36 0.39 0.41 0.44 0.47 0.50 0.53 0.56 0.59 0.62 0.66 0.69 0.73 0.77 0.81 0.86 0.91 0.96 1.02 1.09 1.16 1.25 1.36 1.50 1.72 42
22 -1.999743 -1.7717909 -1.6271625 -1.5183641 -1.43 -1.35 -1.29 -1.23 -1.18 -1.13 -1.08 -1.04 -1.00 -0.96 -0.92 -0.89 -0.85 -0.82 -0.79 -0.76 -0.73 -0.70 -0.67 -0.65 -0.62 -0.59 -0.57 -0.54 -0.52 -0.49 -0.47 -0.45 -0.42 -0.40 -0.38 -0.35 -0.33 -0.31 -0.29 -0.27 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.12 -0.10 -0.08 -0.05 -0.03 -0.01 0.01 0.03 0.05 0.07 0.09 0.11 0.14 0.16 0.18 0.20 0.22 0.25 0.27 0.29 0.31 0.34 0.36 0.38 0.41 0.43 0.46 0.48 0.51 0.54 0.56 0.59 0.62 0.65 0.68 0.71 0.74 0.78 0.81 0.85 0.89 0.93 0.97 1.02 1.07 1.12 1.18 1.25 1.32 1.41 1.52 1.66 1.89 37
23 -1.879177 -1.6492377 -1.5033483 -1.3936014 -1.30 -1.23 -1.16 -1.10 -1.05 -1.00 -0.95 -0.91 -0.87 -0.83 -0.79 -0.76 -0.72 -0.69 -0.66 -0.63 -0.60 -0.57 -0.54 -0.51 -0.49 -0.46 -0.43 -0.41 -0.38 -0.36 -0.34 -0.31 -0.29 -0.26 -0.24 -0.22 -0.20 -0.17 -0.15 -0.13 -0.11 -0.09 -0.07 -0.04 -0.02 0.00 0.02 0.04 0.06 0.08 0.10 0.13 0.15 0.17 0.19 0.21 0.23 0.25 0.28 0.30 0.32 0.34 0.36 0.39 0.41 0.43 0.45 0.48 0.50 0.53 0.55 0.57 0.60 0.63 0.65 0.68 0.71 0.73 0.76 0.79 0.82 0.86 0.89 0.92 0.96 0.99 1.03 1.07 1.12 1.16 1.21 1.27 1.33 1.39 1.47 1.56 1.67 1.82 2.05 37
24 -1.757247 -1.5261193 -1.3794764 -1.2691627 -1.18 -1.10 -1.04 -0.98 -0.92 -0.87 -0.82 -0.78 -0.74 -0.70 -0.66 -0.63 -0.59 -0.56 -0.53 -0.50 -0.47 -0.44 -0.41 -0.38 -0.36 -0.33 -0.30 -0.28 -0.25 -0.23 -0.21 -0.18 -0.16 -0.13 -0.11 -0.09 -0.07 -0.04 -0.02 0.00 0.02 0.04 0.07 0.09 0.11 0.13 0.15 0.17 0.19 0.22 0.24 0.26 0.28 0.30 0.32 0.34 0.36 0.39 0.41 0.43 0.45 0.47 0.50 0.52 0.54 0.56 0.59 0.61 0.64 0.66 0.68 0.71 0.73 0.76 0.79 0.81 0.84 0.87 0.90 0.93 0.96 0.99 1.02 1.06 1.09 1.13 1.17 1.21 1.26 1.30 1.35 1.41 1.47 1.53 1.61 1.70 1.81 1.96 2.19 35
25 -1.635196 -1.4035115 -1.2565151 -1.1459353 -1.06 -0.98 -0.91 -0.85 -0.80 -0.75 -0.70 -0.66 -0.62 -0.58 -0.54 -0.50 -0.47 -0.44 -0.40 -0.37 -0.34 -0.31 -0.29 -0.26 -0.23 -0.20 -0.18 -0.15 -0.13 -0.10 -0.08 -0.06 -0.03 -0.01 0.01 0.04 0.06 0.08 0.10 0.13 0.15 0.17 0.19 0.21 0.24 0.26 0.28 0.30 0.32 0.34 0.36 0.38 0.41 0.43 0.45 0.47 0.49 0.51 0.54 0.56 0.58 0.60 0.62 0.65 0.67 0.69 0.72 0.74 0.76 0.79 0.81 0.84 0.86 0.89 0.92 0.94 0.97 1.00 1.03 1.06 1.09 1.12 1.15 1.19 1.22 1.26 1.30 1.34 1.38 1.43 1.48 1.54 1.60 1.66 1.74 1.83 1.94 2.09 2.32 42
26 -1.514746 -1.2828961 -1.1357945 -1.0251358 -0.94 -0.86 -0.79 -0.73 -0.68 -0.63 -0.58 -0.54 -0.49 -0.45 -0.42 -0.38 -0.35 -0.31 -0.28 -0.25 -0.22 -0.19 -0.16 -0.14 -0.11 -0.08 -0.06 -0.03 -0.01 0.02 0.04 0.07 0.09 0.11 0.14 0.16 0.18 0.20 0.23 0.25 0.27 0.29 0.31 0.34 0.36 0.38 0.40 0.42 0.44 0.46 0.49 0.51 0.53 0.55 0.57 0.59 0.61 0.64 0.66 0.68 0.70 0.72 0.75 0.77 0.79 0.81 0.84 0.86 0.89 0.91 0.93 0.96 0.99 1.01 1.04 1.06 1.09 1.12 1.15 1.18 1.21 1.24 1.28 1.31 1.35 1.38 1.42 1.46 1.51 1.55 1.60 1.66 1.72 1.79 1.86 1.95 2.06 2.21 2.44 40
27 -1.397281 -1.1654110 -1.0182971 -0.9076291 -0.82 -0.74 -0.67 -0.61 -0.56 -0.51 -0.46 -0.42 -0.38 -0.34 -0.30 -0.26 -0.23 -0.20 -0.17 -0.13 -0.10 -0.08 -0.05 -0.02 0.01 0.03 0.06 0.09 0.11 0.14 0.16 0.18 0.21 0.23 0.25 0.28 0.30 0.32 0.34 0.37 0.39 0.41 0.43 0.45 0.47 0.50 0.52 0.54 0.56 0.58 0.60 0.62 0.65 0.67 0.69 0.71 0.73 0.75 0.78 0.80 0.82 0.84 0.86 0.89 0.91 0.93 0.96 0.98 1.00 1.03 1.05 1.08 1.10 1.13 1.16 1.18 1.21 1.24 1.27 1.30 1.33 1.36 1.39 1.43 1.46 1.50 1.54 1.58 1.62 1.67 1.72 1.78 1.84 1.90 1.98 2.07 2.18 2.33 2.56 37
28 -1.282595 -1.0507252 -0.9036112 -0.7929430 -0.70 -0.63 -0.56 -0.50 -0.44 -0.39 -0.35 -0.30 -0.26 -0.22 -0.19 -0.15 -0.12 -0.08 -0.05 -0.02 0.01 0.04 0.07 0.10 0.12 0.15 0.17 0.20 0.23 0.25 0.27 0.30 0.32 0.35 0.37 0.39 0.41 0.44 0.46 0.48 0.50 0.52 0.55 0.57 0.59 0.61 0.63 0.65 0.67 0.70 0.72 0.74 0.76 0.78 0.80 0.82 0.85 0.87 0.89 0.91 0.93 0.96 0.98 1.00 1.02 1.05 1.07 1.09 1.12 1.14 1.17 1.19 1.22 1.24 1.27 1.30 1.32 1.35 1.38 1.41 1.44 1.47 1.51 1.54 1.58 1.62 1.65 1.70 1.74 1.79 1.84 1.89 1.95 2.02 2.10 2.19 2.30 2.44 2.67 41
29 -1.169379 -0.9375089 -0.7903949 -0.6797267 -0.59 -0.51 -0.45 -0.39 -0.33 -0.28 -0.23 -0.19 -0.15 -0.11 -0.07 -0.04 0.00 0.03 0.06 0.09 0.12 0.15 0.18 0.21 0.24 0.26 0.29 0.31 0.34 0.36 0.39 0.41 0.44 0.46 0.48 0.50 0.53 0.55 0.57 0.59 0.62 0.64 0.66 0.68 0.70 0.72 0.75 0.77 0.79 0.81 0.83 0.85 0.87 0.89 0.92 0.94 0.96 0.98 1.00 1.02 1.05 1.07 1.09 1.11 1.14 1.16 1.18 1.21 1.23 1.26 1.28 1.31 1.33 1.36 1.38 1.41 1.44 1.47 1.50 1.53 1.56 1.59 1.62 1.66 1.69 1.73 1.77 1.81 1.85 1.90 1.95 2.00 2.06 2.13 2.21 2.30 2.41 2.56 2.79 32
30 -1.056723 -0.8248526 -0.6777386 -0.5670704 -0.48 -0.40 -0.33 -0.27 -0.22 -0.17 -0.12 -0.08 -0.04 0.00 0.04 0.08 0.11 0.14 0.18 0.21 0.24 0.27 0.29 0.32 0.35 0.37 0.40 0.43 0.45 0.48 0.50 0.52 0.55 0.57 0.59 0.62 0.64 0.66 0.68 0.71 0.73 0.75 0.77 0.79 0.82 0.84 0.86 0.88 0.90 0.92 0.94 0.96 0.99 1.01 1.03 1.05 1.07 1.09 1.12 1.14 1.16 1.18 1.20 1.23 1.25 1.27 1.30 1.32 1.34 1.37 1.39 1.42 1.44 1.47 1.50 1.52 1.55 1.58 1.61 1.64 1.67 1.70 1.73 1.77 1.80 1.84 1.88 1.92 1.97 2.01 2.06 2.12 2.18 2.24 2.32 2.41 2.52 2.67 2.90 34

WS: Females

## GAMLSS-RS iteration 1: Global Deviance = 1349.553 
## GAMLSS-RS iteration 2: Global Deviance = 1349.324 
## GAMLSS-RS iteration 3: Global Deviance = 1349.323
age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 N
16 -2.5241172 -2.3111569 -2.1760404 -2.0743976 -1.99 -1.92 -1.86 -1.80 -1.75 -1.71 -1.66 -1.62 -1.59 -1.55 -1.52 -1.48 -1.45 -1.42 -1.39 -1.36 -1.34 -1.31 -1.28 -1.26 -1.23 -1.21 -1.19 -1.16 -1.14 -1.12 -1.09 -1.07 -1.05 -1.03 -1.01 -0.99 -0.97 -0.95 -0.92 -0.90 -0.88 -0.86 -0.84 -0.82 -0.80 -0.79 -0.77 -0.75 -0.73 -0.71 -0.69 -0.67 -0.65 -0.63 -0.61 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.41 -0.38 -0.36 -0.34 -0.32 -0.30 -0.27 -0.25 -0.23 -0.20 -0.18 -0.15 -0.13 -0.10 -0.08 -0.05 -0.02 0.01 0.04 0.07 0.10 0.14 0.17 0.21 0.25 0.29 0.34 0.39 0.45 0.51 0.58 0.66 0.76 0.90 1.11 34
17 -2.4097501 -2.1950903 -2.0588956 -1.9564416 -1.87 -1.80 -1.74 -1.68 -1.63 -1.59 -1.54 -1.50 -1.46 -1.43 -1.39 -1.36 -1.33 -1.30 -1.27 -1.24 -1.21 -1.19 -1.16 -1.13 -1.11 -1.08 -1.06 -1.04 -1.01 -0.99 -0.97 -0.95 -0.92 -0.90 -0.88 -0.86 -0.84 -0.82 -0.80 -0.78 -0.76 -0.74 -0.72 -0.70 -0.68 -0.66 -0.64 -0.62 -0.60 -0.58 -0.56 -0.54 -0.52 -0.50 -0.48 -0.46 -0.44 -0.42 -0.40 -0.38 -0.36 -0.34 -0.32 -0.30 -0.27 -0.25 -0.23 -0.21 -0.19 -0.16 -0.14 -0.12 -0.10 -0.07 -0.05 -0.02 0.00 0.03 0.06 0.08 0.11 0.14 0.17 0.21 0.24 0.27 0.31 0.35 0.39 0.43 0.48 0.53 0.58 0.65 0.72 0.80 0.90 1.04 1.25 33
18 -2.2966163 -2.0800402 -1.9426296 -1.8392609 -1.76 -1.68 -1.62 -1.56 -1.51 -1.47 -1.42 -1.38 -1.34 -1.31 -1.27 -1.24 -1.21 -1.18 -1.15 -1.12 -1.09 -1.06 -1.04 -1.01 -0.98 -0.96 -0.94 -0.91 -0.89 -0.86 -0.84 -0.82 -0.80 -0.78 -0.75 -0.73 -0.71 -0.69 -0.67 -0.65 -0.63 -0.61 -0.59 -0.57 -0.55 -0.53 -0.51 -0.49 -0.47 -0.45 -0.43 -0.41 -0.39 -0.37 -0.35 -0.33 -0.31 -0.29 -0.27 -0.25 -0.23 -0.21 -0.18 -0.16 -0.14 -0.12 -0.10 -0.08 -0.05 -0.03 -0.01 0.01 0.04 0.06 0.09 0.11 0.14 0.17 0.19 0.22 0.25 0.28 0.31 0.34 0.38 0.41 0.45 0.49 0.53 0.57 0.62 0.67 0.72 0.79 0.86 0.94 1.05 1.18 1.40 31
19 -2.1854047 -1.9665500 -1.8276938 -1.7232376 -1.64 -1.57 -1.50 -1.45 -1.39 -1.35 -1.30 -1.26 -1.22 -1.19 -1.15 -1.12 -1.08 -1.05 -1.02 -0.99 -0.97 -0.94 -0.91 -0.88 -0.86 -0.83 -0.81 -0.79 -0.76 -0.74 -0.72 -0.69 -0.67 -0.65 -0.63 -0.61 -0.58 -0.56 -0.54 -0.52 -0.50 -0.48 -0.46 -0.44 -0.42 -0.40 -0.38 -0.36 -0.34 -0.32 -0.30 -0.28 -0.26 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.11 -0.09 -0.07 -0.05 -0.03 -0.01 0.01 0.04 0.06 0.08 0.10 0.13 0.15 0.17 0.20 0.22 0.25 0.28 0.30 0.33 0.36 0.39 0.42 0.45 0.48 0.51 0.55 0.59 0.63 0.67 0.71 0.76 0.81 0.87 0.93 1.00 1.09 1.19 1.33 1.55 35
20 -2.0764023 -1.8548621 -1.7143019 -1.6085639 -1.52 -1.45 -1.39 -1.33 -1.28 -1.23 -1.18 -1.14 -1.10 -1.06 -1.03 -0.99 -0.96 -0.93 -0.90 -0.87 -0.84 -0.81 -0.79 -0.76 -0.73 -0.71 -0.68 -0.66 -0.64 -0.61 -0.59 -0.57 -0.54 -0.52 -0.50 -0.48 -0.46 -0.43 -0.41 -0.39 -0.37 -0.35 -0.33 -0.31 -0.29 -0.27 -0.25 -0.23 -0.21 -0.19 -0.17 -0.15 -0.12 -0.10 -0.08 -0.06 -0.04 -0.02 0.00 0.02 0.04 0.06 0.08 0.11 0.13 0.15 0.17 0.19 0.22 0.24 0.26 0.29 0.31 0.34 0.36 0.39 0.41 0.44 0.47 0.50 0.53 0.56 0.59 0.62 0.66 0.69 0.73 0.77 0.81 0.86 0.90 0.96 1.01 1.08 1.15 1.24 1.34 1.48 1.70 48
21 -1.9682025 -1.7437132 -1.6012819 -1.4941363 -1.41 -1.33 -1.27 -1.21 -1.16 -1.11 -1.06 -1.02 -0.98 -0.94 -0.91 -0.87 -0.84 -0.81 -0.78 -0.75 -0.72 -0.69 -0.66 -0.63 -0.61 -0.58 -0.56 -0.53 -0.51 -0.48 -0.46 -0.44 -0.41 -0.39 -0.37 -0.35 -0.33 -0.30 -0.28 -0.26 -0.24 -0.22 -0.20 -0.18 -0.16 -0.14 -0.11 -0.09 -0.07 -0.05 -0.03 -0.01 0.01 0.03 0.05 0.07 0.09 0.11 0.13 0.16 0.18 0.20 0.22 0.24 0.26 0.29 0.31 0.33 0.36 0.38 0.40 0.43 0.45 0.48 0.50 0.53 0.56 0.58 0.61 0.64 0.67 0.70 0.73 0.77 0.80 0.84 0.88 0.92 0.96 1.00 1.05 1.10 1.16 1.23 1.30 1.39 1.50 1.64 1.86 34
22 -1.8581034 -1.6306329 -1.4863102 -1.3777419 -1.29 -1.21 -1.15 -1.09 -1.04 -0.99 -0.94 -0.90 -0.86 -0.82 -0.78 -0.75 -0.71 -0.68 -0.65 -0.62 -0.59 -0.56 -0.53 -0.51 -0.48 -0.45 -0.43 -0.40 -0.38 -0.35 -0.33 -0.31 -0.28 -0.26 -0.24 -0.22 -0.19 -0.17 -0.15 -0.13 -0.11 -0.09 -0.06 -0.04 -0.02 0.00 0.02 0.04 0.06 0.08 0.10 0.12 0.15 0.17 0.19 0.21 0.23 0.25 0.27 0.29 0.32 0.34 0.36 0.38 0.40 0.43 0.45 0.47 0.50 0.52 0.54 0.57 0.59 0.62 0.65 0.67 0.70 0.73 0.76 0.79 0.82 0.85 0.88 0.91 0.95 0.98 1.02 1.06 1.11 1.15 1.20 1.26 1.31 1.38 1.46 1.54 1.65 1.80 2.02 31
23 -1.7441828 -1.5138238 -1.3676684 -1.2577214 -1.17 -1.09 -1.03 -0.97 -0.91 -0.86 -0.81 -0.77 -0.73 -0.69 -0.65 -0.62 -0.58 -0.55 -0.52 -0.49 -0.46 -0.43 -0.40 -0.38 -0.35 -0.32 -0.30 -0.27 -0.25 -0.22 -0.20 -0.17 -0.15 -0.13 -0.10 -0.08 -0.06 -0.04 -0.01 0.01 0.03 0.05 0.07 0.09 0.12 0.14 0.16 0.18 0.20 0.22 0.24 0.26 0.29 0.31 0.33 0.35 0.37 0.39 0.41 0.44 0.46 0.48 0.50 0.52 0.55 0.57 0.59 0.62 0.64 0.66 0.69 0.71 0.74 0.77 0.79 0.82 0.85 0.87 0.90 0.93 0.96 1.00 1.03 1.06 1.10 1.13 1.17 1.21 1.26 1.30 1.35 1.41 1.47 1.54 1.61 1.70 1.81 1.96 2.19 46
24 -1.6256015 -1.3924988 -1.2446026 -1.1333460 -1.04 -0.97 -0.90 -0.84 -0.78 -0.73 -0.69 -0.64 -0.60 -0.56 -0.52 -0.49 -0.45 -0.42 -0.39 -0.36 -0.33 -0.30 -0.27 -0.24 -0.21 -0.19 -0.16 -0.13 -0.11 -0.08 -0.06 -0.04 -0.01 0.01 0.03 0.06 0.08 0.10 0.12 0.15 0.17 0.19 0.21 0.23 0.26 0.28 0.30 0.32 0.34 0.36 0.39 0.41 0.43 0.45 0.47 0.49 0.51 0.54 0.56 0.58 0.60 0.62 0.65 0.67 0.69 0.72 0.74 0.76 0.79 0.81 0.84 0.86 0.89 0.91 0.94 0.97 1.00 1.02 1.05 1.08 1.11 1.15 1.18 1.21 1.25 1.29 1.33 1.37 1.41 1.46 1.51 1.57 1.63 1.69 1.77 1.86 1.97 2.12 2.35 37
25 -1.5022880 -1.2666577 -1.1171579 -1.0046951 -0.91 -0.84 -0.77 -0.71 -0.65 -0.60 -0.55 -0.51 -0.47 -0.43 -0.39 -0.35 -0.32 -0.28 -0.25 -0.22 -0.19 -0.16 -0.13 -0.10 -0.07 -0.05 -0.02 0.00 0.03 0.06 0.08 0.10 0.13 0.15 0.18 0.20 0.22 0.24 0.27 0.29 0.31 0.33 0.36 0.38 0.40 0.42 0.44 0.47 0.49 0.51 0.53 0.55 0.57 0.60 0.62 0.64 0.66 0.68 0.71 0.73 0.75 0.77 0.80 0.82 0.84 0.87 0.89 0.91 0.94 0.96 0.99 1.01 1.04 1.06 1.09 1.12 1.15 1.18 1.21 1.24 1.27 1.30 1.33 1.37 1.40 1.44 1.48 1.52 1.57 1.62 1.67 1.72 1.78 1.85 1.93 2.02 2.13 2.28 2.52 31
26 -1.3748906 -1.1370074 -0.9860782 -0.8725400 -0.78 -0.70 -0.63 -0.57 -0.51 -0.46 -0.42 -0.37 -0.33 -0.29 -0.25 -0.21 -0.18 -0.14 -0.11 -0.08 -0.05 -0.02 0.01 0.04 0.07 0.09 0.12 0.15 0.17 0.20 0.22 0.25 0.27 0.30 0.32 0.34 0.37 0.39 0.41 0.43 0.46 0.48 0.50 0.52 0.55 0.57 0.59 0.61 0.63 0.66 0.68 0.70 0.72 0.74 0.76 0.79 0.81 0.83 0.85 0.88 0.90 0.92 0.94 0.97 0.99 1.02 1.04 1.06 1.09 1.11 1.14 1.16 1.19 1.22 1.24 1.27 1.30 1.33 1.36 1.39 1.42 1.45 1.49 1.52 1.56 1.60 1.64 1.68 1.73 1.77 1.83 1.88 1.94 2.01 2.09 2.18 2.30 2.45 2.69 34
27 -1.2449196 -1.0050214 -0.8528136 -0.7383137 -0.65 -0.57 -0.50 -0.43 -0.38 -0.33 -0.28 -0.23 -0.19 -0.15 -0.11 -0.07 -0.04 0.00 0.03 0.06 0.09 0.12 0.15 0.18 0.21 0.24 0.26 0.29 0.32 0.34 0.37 0.39 0.42 0.44 0.46 0.49 0.51 0.53 0.56 0.58 0.60 0.62 0.65 0.67 0.69 0.71 0.74 0.76 0.78 0.80 0.82 0.85 0.87 0.89 0.91 0.94 0.96 0.98 1.00 1.03 1.05 1.07 1.09 1.12 1.14 1.17 1.19 1.21 1.24 1.26 1.29 1.32 1.34 1.37 1.40 1.42 1.45 1.48 1.51 1.54 1.57 1.61 1.64 1.68 1.71 1.75 1.79 1.84 1.88 1.93 1.98 2.04 2.10 2.17 2.25 2.34 2.46 2.61 2.85 38
28 -1.1149045 -0.8730239 -0.7195583 -0.6041122 -0.51 -0.43 -0.36 -0.30 -0.24 -0.19 -0.14 -0.09 -0.05 -0.01 0.03 0.07 0.10 0.14 0.17 0.20 0.23 0.26 0.29 0.32 0.35 0.38 0.41 0.43 0.46 0.48 0.51 0.53 0.56 0.58 0.61 0.63 0.65 0.68 0.70 0.72 0.75 0.77 0.79 0.82 0.84 0.86 0.88 0.90 0.93 0.95 0.97 0.99 1.02 1.04 1.06 1.08 1.11 1.13 1.15 1.17 1.20 1.22 1.24 1.27 1.29 1.32 1.34 1.36 1.39 1.41 1.44 1.47 1.49 1.52 1.55 1.58 1.60 1.63 1.66 1.70 1.73 1.76 1.80 1.83 1.87 1.91 1.95 1.99 2.04 2.09 2.14 2.20 2.26 2.33 2.41 2.50 2.62 2.77 3.01 38
29 -0.9861312 -0.7421699 -0.5873843 -0.4709451 -0.38 -0.30 -0.22 -0.16 -0.10 -0.05 0.00 0.04 0.09 0.13 0.17 0.21 0.24 0.28 0.31 0.34 0.37 0.40 0.43 0.46 0.49 0.52 0.55 0.57 0.60 0.63 0.65 0.68 0.70 0.73 0.75 0.78 0.80 0.82 0.85 0.87 0.89 0.92 0.94 0.96 0.98 1.01 1.03 1.05 1.07 1.10 1.12 1.14 1.16 1.19 1.21 1.23 1.25 1.28 1.30 1.32 1.35 1.37 1.39 1.42 1.44 1.46 1.49 1.51 1.54 1.57 1.59 1.62 1.64 1.67 1.70 1.73 1.76 1.79 1.82 1.85 1.88 1.92 1.95 1.99 2.02 2.06 2.10 2.15 2.19 2.24 2.30 2.35 2.42 2.49 2.57 2.66 2.78 2.93 3.18 43
30 -0.8581137 -0.6120033 -0.4558541 -0.3383892 -0.24 -0.16 -0.09 -0.03 0.03 0.09 0.13 0.18 0.23 0.27 0.31 0.34 0.38 0.42 0.45 0.48 0.51 0.55 0.58 0.60 0.63 0.66 0.69 0.72 0.74 0.77 0.79 0.82 0.85 0.87 0.89 0.92 0.94 0.97 0.99 1.01 1.04 1.06 1.08 1.11 1.13 1.15 1.17 1.20 1.22 1.24 1.26 1.29 1.31 1.33 1.36 1.38 1.40 1.42 1.45 1.47 1.49 1.52 1.54 1.57 1.59 1.61 1.64 1.66 1.69 1.72 1.74 1.77 1.80 1.82 1.85 1.88 1.91 1.94 1.97 2.00 2.03 2.07 2.10 2.14 2.18 2.22 2.26 2.30 2.35 2.40 2.45 2.51 2.57 2.65 2.73 2.82 2.94 3.10 3.34 28

CAT-equivalent scores on the Full CDI

Many CDI users are only familiar with using full CDI scores, and will be unfamiliar with how to interpret the CAT’s standardized ability scores. Aside from providing a lookup table for CAT percentiles that can be linked to full scores (but only based on the 2023 American English norms), it seems like a good idea to generate many possible response patterns for a given ability score, and then report the mean full CDI score (and SD?).

what we want to try: CAT theta -> generate full CDI response patterns -> sumscore percentile

what we currently do: simulated CAT theta (from American norms) -> theta percentile (from American norms) -> lookup sumscore percentile (from American norms)

##  [1]   1   1   0   1   2   0   1   3   3   1   0   2   4   6   3   7   4   5   9
## [20]  10   6   9   9  12  16  18  14  14  18  28  28  38  29  39  44  54  66  85
## [39]  88 110 115 163 173 184 229 262 284 334 337 368 412 420 472 498 518 532 574
## [58] 592 590 617 639 630 631 652 652 665 659 671 662 668 667 667 676 675 674 677
## [77] 676 674 677 677 676
##  [1]   1   2   1   2   1   1   2   1   1   2   5   3   3   1   1   5   8   4   6
## [20]  10   5   6  10   8  13  14  15  16  18  24  29  34  28  47  44  52  72  83
## [39] 108 104 127 153 178 189 231 249 253 316 356 383 414 443 458 505 531 545 571
## [58] 576 604 607 625 629 636 650 654 649 661 661 655 666 664 671 677 674 675 676
## [77] 678 675 677 679 677