geer: Fit GEE-MCD and WGEE-MCD models
In gee4: Generalised Estimating Equations (GEE/WGEE) using 'Armadillo' and S4
Description
Usage
Arguments
Examples
Description
Fit a modified Cholesky decomposition (MCD) based joint mean
covariance model to longitudinal data within the framework of (weighted)
generalised estimating equations (GEE/WGEE), via the Newton-Raphson method.
Usage
1
2
3
4
Arguments
formula
a two-sided linear formula object describing the covariates
for both the mean and covariance matrix part of the model, with the
response, the corresponding subject id and measurement time on the left of
a operator~, divided by vertical bars ("|").
data
a data frame containing the variables named in formula.
triple
an integer vector of length three containing the degrees of the
three polynomial functions for the mean structure, the log innovation
-variances and the autoregressive coefficients.
method
choose 'gee-mcd' (Ye and Pan, 2006) or 'wgee-mcd' (Pan et al.
2012).
corr.struct
choose 'id' (independent), 'cs' (compound symmetry) or
'ar1' (AR(1)).
rho
a parameter used in the 'working' covariance structure.
ipw.order
the order for MAR remaining model.
weights.vec
a user specified vector for the weights H in WGEE-MCD.
control
a list (of correct class, resulting from geerControl())
containing control parameters, see the *geerControl documentation for
details.
start
starting values for the parameters in the model.
Examples
1
2
3
Example output
0: 9.2618e+07: 8.7105e+02 -2.0785e+02 -1.4227e+01 3.3114e+01 -2.2338e+00 -1.9120e+00 2.7587e-01 1.6719e+01 -4.4776e-01 -3.7398e-02 2.5233e-02 1.2572e+00 -1.0534e+00 3.1336e-01 -3.0897e-02
1: 9.11879e+07: 8.9876e+02 -2.0280e+02 -2.8066e+01 3.5556e+01 -1.2650e+00 -2.3480e+00 3.0792e-01 1.5628e+01 -4.4542e-01 -3.7485e-02 2.5141e-02 5.6131e-01 -4.5963e-01 1.3435e-01 -1.3049e-02
2: 7.68352e+07: 8.4713e+02 -2.2479e+02 -1.2506e+01 3.4222e+01 -2.4180e+00 -1.9325e+00 2.8719e-01 1.3662e+01 -4.4225e-01 -3.7623e-02 2.4931e-02 6.8322e-01 -5.6762e-01 1.6781e-01 -1.6496e-02
3: 4.09642e+07: 8.8628e+02 -2.0952e+02 -2.5774e+01 3.5603e+01 -1.4750e+00 -2.2962e+00 3.0832e-01 1.2408e+01 -4.2655e-01 -3.9434e-02 2.4041e-02 5.9766e-01 -4.9112e-01 1.4393e-01 -1.4011e-02
4: 6.32532e+06: 8.7136e+02 -2.1345e+02 -2.0204e+01 3.4371e+01 -1.7759e+00 -2.0878e+00 2.8877e-01 1.1735e+01 -3.8889e-01 -4.1780e-02 2.1535e-02 6.2733e-01 -5.1723e-01 1.5191e-01 -1.4821e-02
5: 862289: 8.7590e+02 -2.0969e+02 -2.2704e+01 3.3446e+01 -1.4357e+00 -2.0376e+00 2.7273e-01 1.1481e+01 -3.3420e-01 -4.7608e-02 1.7931e-02 6.2132e-01 -5.0990e-01 1.4909e-01 -1.4473e-02
6: 752537: 8.7455e+02 -2.0474e+02 -2.2297e+01 3.0943e+01 -1.1640e+00 -1.8010e+00 2.3361e-01 1.1625e+01 -3.4382e-01 -4.6472e-02 1.8041e-02 6.2409e-01 -5.1180e-01 1.4949e-01 -1.4499e-02
7: 168715: 8.7552e+02 -2.0847e+02 -2.2543e+01 3.2810e+01 -1.3765e+00 -1.9767e+00 2.6291e-01 1.1520e+01 -3.3676e-01 -4.7270e-02 1.7944e-02 6.2205e-01 -5.1036e-01 1.4918e-01 -1.4478e-02
8: 158700: 8.7493e+02 -2.0599e+02 -2.2448e+01 3.1588e+01 -1.2268e+00 -1.8626e+00 2.4360e-01 1.1582e+01 -3.4068e-01 -4.6887e-02 1.8017e-02 6.2341e-01 -5.1139e-01 1.4942e-01 -1.4496e-02
9: 38115.3: 8.7536e+02 -2.0789e+02 -2.2492e+01 3.2515e+01 -1.3448e+00 -1.9487e+00 2.5830e-01 1.1536e+01 -3.3774e-01 -4.7171e-02 1.7960e-02 6.2240e-01 -5.1061e-01 1.4924e-01 -1.4483e-02
10: 37042.8: 8.7510e+02 -2.0658e+02 -2.2491e+01 3.1889e+01 -1.2606e+00 -1.8909e+00 2.4832e-01 1.1565e+01 -3.3958e-01 -4.7000e-02 1.7998e-02 6.2306e-01 -5.1115e-01 1.4936e-01 -1.4492e-02
11: 9105.85: 8.7528e+02 -2.0759e+02 -2.2478e+01 3.2368e+01 -1.3270e+00 -1.9349e+00 2.5597e-01 1.1544e+01 -3.3820e-01 -4.7127e-02 1.7969e-02 6.2257e-01 -5.1074e-01 1.4927e-01 -1.4485e-02
12: 8987.77: 8.7517e+02 -2.0689e+02 -2.2500e+01 3.2040e+01 -1.2796e+00 -1.9050e+00 2.5071e-01 1.1558e+01 -3.3910e-01 -4.7048e-02 1.7989e-02 6.2290e-01 -5.1101e-01 1.4933e-01 -1.4490e-02
13: 2230.73: 8.7525e+02 -2.0743e+02 -2.2477e+01 3.2291e+01 -1.3169e+00 -1.9279e+00 2.5475e-01 1.1547e+01 -3.3842e-01 -4.7106e-02 1.7973e-02 6.2265e-01 -5.1081e-01 1.4928e-01 -1.4486e-02
14: 2218.46: 8.7520e+02 -2.0706e+02 -2.2499e+01 3.2119e+01 -1.2903e+00 -1.9123e+00 2.5197e-01 1.1554e+01 -3.3887e-01 -4.7070e-02 1.7984e-02 6.2281e-01 -5.1095e-01 1.4932e-01 -1.4488e-02
15: 552.989: 8.7523e+02 -2.0735e+02 -2.2479e+01 3.2251e+01 -1.3111e+00 -1.9242e+00 2.5411e-01 1.1549e+01 -3.3853e-01 -4.7096e-02 1.7976e-02 6.2269e-01 -5.1084e-01 1.4929e-01 -1.4487e-02
16: 551.938: 8.7522e+02 -2.0715e+02 -2.2497e+01 3.2160e+01 -1.2963e+00 -1.9161e+00 2.5264e-01 1.1552e+01 -3.3876e-01 -4.7080e-02 1.7982e-02 6.2277e-01 -5.1091e-01 1.4931e-01 -1.4488e-02
17: 137.848: 8.7523e+02 -2.0730e+02 -2.2481e+01 3.2229e+01 -1.3079e+00 -1.9222e+00 2.5376e-01 1.1550e+01 -3.3859e-01 -4.7091e-02 1.7977e-02 6.2271e-01 -5.1086e-01 1.4930e-01 -1.4487e-02
18: 137.81: 8.7522e+02 -2.0719e+02 -2.2494e+01 3.2182e+01 -1.2997e+00 -1.9181e+00 2.5299e-01 1.1551e+01 -3.3870e-01 -4.7085e-02 1.7980e-02 6.2275e-01 -5.1090e-01 1.4930e-01 -1.4488e-02
19: 34.4469: 8.7522e+02 -2.0728e+02 -2.2483e+01 3.2218e+01 -1.3061e+00 -1.9212e+00 2.5358e-01 1.1550e+01 -3.3861e-01 -4.7089e-02 1.7978e-02 6.2272e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
20: 8.62345: 8.7523e+02 -2.0723e+02 -2.2489e+01 3.2200e+01 -1.3027e+00 -1.9196e+00 2.5328e-01 1.1551e+01 -3.3866e-01 -4.7087e-02 1.7979e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
21: 2.15662: 8.7522e+02 -2.0726e+02 -2.2486e+01 3.2209e+01 -1.3045e+00 -1.9204e+00 2.5343e-01 1.1550e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
22: 0.539413: 8.7523e+02 -2.0724e+02 -2.2488e+01 3.2204e+01 -1.3036e+00 -1.9200e+00 2.5335e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
23: 0.134899: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2207e+01 -1.3041e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
24: 0.134764: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2205e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
25: 0.0336917: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
26: 0.0336134: 8.7523e+02 -2.0725e+02 -2.2487e+01 3.2205e+01 -1.3038e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
27: 0.0335765: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
28: 0.0334665: 8.7523e+02 -2.0725e+02 -2.2487e+01 3.2205e+01 -1.3038e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
29: 0.0334231: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
30: 0.0332761: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3038e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
31: 0.0331924: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
32: 0.0330376: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
33: 0.0329066: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3041e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
34: 0.0326292: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
35: 0.0324681: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3041e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
36: 0.0321632: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
37: 0.0319075: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3041e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
38: 0.0315299: 8.7523e+02 -2.0725e+02 -2.2489e+01 3.2206e+01 -1.3037e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
39: 0.0311954: 8.7522e+02 -2.0725e+02 -2.2485e+01 3.2206e+01 -1.3042e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
40: 0.0307335: 8.7523e+02 -2.0725e+02 -2.2489e+01 3.2206e+01 -1.3036e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
41: 0.0303081: 8.7522e+02 -2.0725e+02 -2.2485e+01 3.2206e+01 -1.3042e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
42: 0.0297503: 8.7523e+02 -2.0725e+02 -2.2490e+01 3.2206e+01 -1.3036e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
43: 0.0292246: 8.7522e+02 -2.0725e+02 -2.2484e+01 3.2205e+01 -1.3043e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
44: 0.0285607: 8.7523e+02 -2.0725e+02 -2.2490e+01 3.2206e+01 -1.3035e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
45: 0.0279256: 8.7522e+02 -2.0725e+02 -2.2483e+01 3.2205e+01 -1.3043e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
46: 0.0271496: 8.7523e+02 -2.0725e+02 -2.2491e+01 3.2207e+01 -1.3034e+00 -1.9203e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7090e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
47: 0.0264402: 8.7522e+02 -2.0725e+02 -2.2483e+01 3.2205e+01 -1.3044e+00 -1.9200e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7085e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
48: 0.025566: 8.7523e+02 -2.0725e+02 -2.2492e+01 3.2207e+01 -1.3033e+00 -1.9203e+00 2.5339e-01 1.1551e+01 -3.3865e-01 -4.7090e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
49: 0.0247101: 8.7522e+02 -2.0725e+02 -2.2481e+01 3.2205e+01 -1.3045e+00 -1.9200e+00 2.5337e-01 1.1551e+01 -3.3864e-01 -4.7084e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
50: 0.0237001: 8.7523e+02 -2.0725e+02 -2.2493e+01 3.2207e+01 -1.3032e+00 -1.9203e+00 2.5339e-01 1.1551e+01 -3.3865e-01 -4.7091e-02 1.7980e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
51: 0.022771: 8.7522e+02 -2.0725e+02 -2.2480e+01 3.2204e+01 -1.3047e+00 -1.9199e+00 2.5337e-01 1.1551e+01 -3.3863e-01 -4.7084e-02 1.7977e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
52: 0.0217439: 8.7523e+02 -2.0725e+02 -2.2495e+01 3.2208e+01 -1.3030e+00 -1.9204e+00 2.5339e-01 1.1551e+01 -3.3866e-01 -4.7092e-02 1.7980e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
53: 0.0208114: 8.7522e+02 -2.0725e+02 -2.2478e+01 3.2204e+01 -1.3049e+00 -1.9199e+00 2.5336e-01 1.1551e+01 -3.3863e-01 -4.7083e-02 1.7977e-02 6.2273e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
54: 0.0198579: 8.7523e+02 -2.0725e+02 -2.2497e+01 3.2208e+01 -1.3028e+00 -1.9205e+00 2.5340e-01 1.1551e+01 -3.3866e-01 -4.7093e-02 1.7980e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
55: 0.0190376: 8.7521e+02 -2.0725e+02 -2.2476e+01 3.2203e+01 -1.3051e+00 -1.9198e+00 2.5336e-01 1.1551e+01 -3.3863e-01 -4.7081e-02 1.7977e-02 6.2273e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
56: 0.018344: 8.7524e+02 -2.0725e+02 -2.2499e+01 3.2209e+01 -1.3026e+00 -1.9206e+00 2.5341e-01 1.1551e+01 -3.3866e-01 -4.7095e-02 1.7981e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
57: 0.0178777: 8.7521e+02 -2.0725e+02 -2.2474e+01 3.2202e+01 -1.3053e+00 -1.9197e+00 2.5335e-01 1.1551e+01 -3.3862e-01 -4.7080e-02 1.7976e-02 6.2273e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
58: 0.0177287: 8.7524e+02 -2.0725e+02 -2.2502e+01 3.2210e+01 -1.3023e+00 -1.9207e+00 2.5342e-01 1.1551e+01 -3.3867e-01 -4.7096e-02 1.7981e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
59: 0.00451944: 8.7522e+02 -2.0725e+02 -2.2478e+01 3.2203e+01 -1.3048e+00 -1.9198e+00 2.5336e-01 1.1551e+01 -3.3863e-01 -4.7083e-02 1.7977e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
60: 0.0011856: 8.7523e+02 -2.0725e+02 -2.2492e+01 3.2207e+01 -1.3034e+00 -1.9203e+00 2.5339e-01 1.1551e+01 -3.3865e-01 -4.7090e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
61: 0.000321657: 8.7522e+02 -2.0725e+02 -2.2484e+01 3.2205e+01 -1.3042e+00 -1.9200e+00 2.5337e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
62: 9.03711e-05: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
63: 2.57237e-05: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3040e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
64: 7.60206e-06: 8.7523e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
65: 2.14465e-06: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
66: 6.68726e-07: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
67: 1.753e-07: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
68: 7.4382e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
69: 4.22491e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
70: 2.68167e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
71: 9.0388e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
72: 2.23004e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
73: 2.15901e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
74: 1.29795e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
75: 1.11893e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
76: 1.0786e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
77: 1.12722e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
78: 1.30196e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
79: 1.0758e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
80: 9.75999e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
81: 9.92632e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
82: 9.37572e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
83: 9.33713e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
84: 9.34674e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
85: 9.309e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
86: 9.26665e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
87: 9.26484e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
gee4 documentation built on May 2, 2019, 10:14 a.m.
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Description Usage Arguments Examples
Description
Fit a modified Cholesky decomposition (MCD) based joint mean covariance model to longitudinal data within the framework of (weighted) generalised estimating equations (GEE/WGEE), via the Newton-Raphson method.
Usage
1 2 3 4 |
Arguments
formula |
a two-sided linear formula object describing the covariates for both the mean and covariance matrix part of the model, with the response, the corresponding subject id and measurement time on the left of a operator~, divided by vertical bars ("|"). |
data |
a data frame containing the variables named in formula. |
triple |
an integer vector of length three containing the degrees of the three polynomial functions for the mean structure, the log innovation -variances and the autoregressive coefficients. |
method |
choose 'gee-mcd' (Ye and Pan, 2006) or 'wgee-mcd' (Pan et al. 2012). |
corr.struct |
choose 'id' (independent), 'cs' (compound symmetry) or 'ar1' (AR(1)). |
rho |
a parameter used in the 'working' covariance structure. |
ipw.order |
the order for MAR remaining model. |
weights.vec |
a user specified vector for the weights H in WGEE-MCD. |
control |
a list (of correct class, resulting from geerControl()) containing control parameters, see the *geerControl documentation for details. |
start |
starting values for the parameters in the model. |
Examples
1 2 3 |
Example output
0: 9.2618e+07: 8.7105e+02 -2.0785e+02 -1.4227e+01 3.3114e+01 -2.2338e+00 -1.9120e+00 2.7587e-01 1.6719e+01 -4.4776e-01 -3.7398e-02 2.5233e-02 1.2572e+00 -1.0534e+00 3.1336e-01 -3.0897e-02
1: 9.11879e+07: 8.9876e+02 -2.0280e+02 -2.8066e+01 3.5556e+01 -1.2650e+00 -2.3480e+00 3.0792e-01 1.5628e+01 -4.4542e-01 -3.7485e-02 2.5141e-02 5.6131e-01 -4.5963e-01 1.3435e-01 -1.3049e-02
2: 7.68352e+07: 8.4713e+02 -2.2479e+02 -1.2506e+01 3.4222e+01 -2.4180e+00 -1.9325e+00 2.8719e-01 1.3662e+01 -4.4225e-01 -3.7623e-02 2.4931e-02 6.8322e-01 -5.6762e-01 1.6781e-01 -1.6496e-02
3: 4.09642e+07: 8.8628e+02 -2.0952e+02 -2.5774e+01 3.5603e+01 -1.4750e+00 -2.2962e+00 3.0832e-01 1.2408e+01 -4.2655e-01 -3.9434e-02 2.4041e-02 5.9766e-01 -4.9112e-01 1.4393e-01 -1.4011e-02
4: 6.32532e+06: 8.7136e+02 -2.1345e+02 -2.0204e+01 3.4371e+01 -1.7759e+00 -2.0878e+00 2.8877e-01 1.1735e+01 -3.8889e-01 -4.1780e-02 2.1535e-02 6.2733e-01 -5.1723e-01 1.5191e-01 -1.4821e-02
5: 862289: 8.7590e+02 -2.0969e+02 -2.2704e+01 3.3446e+01 -1.4357e+00 -2.0376e+00 2.7273e-01 1.1481e+01 -3.3420e-01 -4.7608e-02 1.7931e-02 6.2132e-01 -5.0990e-01 1.4909e-01 -1.4473e-02
6: 752537: 8.7455e+02 -2.0474e+02 -2.2297e+01 3.0943e+01 -1.1640e+00 -1.8010e+00 2.3361e-01 1.1625e+01 -3.4382e-01 -4.6472e-02 1.8041e-02 6.2409e-01 -5.1180e-01 1.4949e-01 -1.4499e-02
7: 168715: 8.7552e+02 -2.0847e+02 -2.2543e+01 3.2810e+01 -1.3765e+00 -1.9767e+00 2.6291e-01 1.1520e+01 -3.3676e-01 -4.7270e-02 1.7944e-02 6.2205e-01 -5.1036e-01 1.4918e-01 -1.4478e-02
8: 158700: 8.7493e+02 -2.0599e+02 -2.2448e+01 3.1588e+01 -1.2268e+00 -1.8626e+00 2.4360e-01 1.1582e+01 -3.4068e-01 -4.6887e-02 1.8017e-02 6.2341e-01 -5.1139e-01 1.4942e-01 -1.4496e-02
9: 38115.3: 8.7536e+02 -2.0789e+02 -2.2492e+01 3.2515e+01 -1.3448e+00 -1.9487e+00 2.5830e-01 1.1536e+01 -3.3774e-01 -4.7171e-02 1.7960e-02 6.2240e-01 -5.1061e-01 1.4924e-01 -1.4483e-02
10: 37042.8: 8.7510e+02 -2.0658e+02 -2.2491e+01 3.1889e+01 -1.2606e+00 -1.8909e+00 2.4832e-01 1.1565e+01 -3.3958e-01 -4.7000e-02 1.7998e-02 6.2306e-01 -5.1115e-01 1.4936e-01 -1.4492e-02
11: 9105.85: 8.7528e+02 -2.0759e+02 -2.2478e+01 3.2368e+01 -1.3270e+00 -1.9349e+00 2.5597e-01 1.1544e+01 -3.3820e-01 -4.7127e-02 1.7969e-02 6.2257e-01 -5.1074e-01 1.4927e-01 -1.4485e-02
12: 8987.77: 8.7517e+02 -2.0689e+02 -2.2500e+01 3.2040e+01 -1.2796e+00 -1.9050e+00 2.5071e-01 1.1558e+01 -3.3910e-01 -4.7048e-02 1.7989e-02 6.2290e-01 -5.1101e-01 1.4933e-01 -1.4490e-02
13: 2230.73: 8.7525e+02 -2.0743e+02 -2.2477e+01 3.2291e+01 -1.3169e+00 -1.9279e+00 2.5475e-01 1.1547e+01 -3.3842e-01 -4.7106e-02 1.7973e-02 6.2265e-01 -5.1081e-01 1.4928e-01 -1.4486e-02
14: 2218.46: 8.7520e+02 -2.0706e+02 -2.2499e+01 3.2119e+01 -1.2903e+00 -1.9123e+00 2.5197e-01 1.1554e+01 -3.3887e-01 -4.7070e-02 1.7984e-02 6.2281e-01 -5.1095e-01 1.4932e-01 -1.4488e-02
15: 552.989: 8.7523e+02 -2.0735e+02 -2.2479e+01 3.2251e+01 -1.3111e+00 -1.9242e+00 2.5411e-01 1.1549e+01 -3.3853e-01 -4.7096e-02 1.7976e-02 6.2269e-01 -5.1084e-01 1.4929e-01 -1.4487e-02
16: 551.938: 8.7522e+02 -2.0715e+02 -2.2497e+01 3.2160e+01 -1.2963e+00 -1.9161e+00 2.5264e-01 1.1552e+01 -3.3876e-01 -4.7080e-02 1.7982e-02 6.2277e-01 -5.1091e-01 1.4931e-01 -1.4488e-02
17: 137.848: 8.7523e+02 -2.0730e+02 -2.2481e+01 3.2229e+01 -1.3079e+00 -1.9222e+00 2.5376e-01 1.1550e+01 -3.3859e-01 -4.7091e-02 1.7977e-02 6.2271e-01 -5.1086e-01 1.4930e-01 -1.4487e-02
18: 137.81: 8.7522e+02 -2.0719e+02 -2.2494e+01 3.2182e+01 -1.2997e+00 -1.9181e+00 2.5299e-01 1.1551e+01 -3.3870e-01 -4.7085e-02 1.7980e-02 6.2275e-01 -5.1090e-01 1.4930e-01 -1.4488e-02
19: 34.4469: 8.7522e+02 -2.0728e+02 -2.2483e+01 3.2218e+01 -1.3061e+00 -1.9212e+00 2.5358e-01 1.1550e+01 -3.3861e-01 -4.7089e-02 1.7978e-02 6.2272e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
20: 8.62345: 8.7523e+02 -2.0723e+02 -2.2489e+01 3.2200e+01 -1.3027e+00 -1.9196e+00 2.5328e-01 1.1551e+01 -3.3866e-01 -4.7087e-02 1.7979e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
21: 2.15662: 8.7522e+02 -2.0726e+02 -2.2486e+01 3.2209e+01 -1.3045e+00 -1.9204e+00 2.5343e-01 1.1550e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
22: 0.539413: 8.7523e+02 -2.0724e+02 -2.2488e+01 3.2204e+01 -1.3036e+00 -1.9200e+00 2.5335e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
23: 0.134899: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2207e+01 -1.3041e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
24: 0.134764: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2205e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
25: 0.0336917: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
26: 0.0336134: 8.7523e+02 -2.0725e+02 -2.2487e+01 3.2205e+01 -1.3038e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
27: 0.0335765: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
28: 0.0334665: 8.7523e+02 -2.0725e+02 -2.2487e+01 3.2205e+01 -1.3038e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
29: 0.0334231: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
30: 0.0332761: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3038e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
31: 0.0331924: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3040e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
32: 0.0330376: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
33: 0.0329066: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3041e+00 -1.9202e+00 2.5339e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
34: 0.0326292: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
35: 0.0324681: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3041e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
36: 0.0321632: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9201e+00 2.5337e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
37: 0.0319075: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3041e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
38: 0.0315299: 8.7523e+02 -2.0725e+02 -2.2489e+01 3.2206e+01 -1.3037e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
39: 0.0311954: 8.7522e+02 -2.0725e+02 -2.2485e+01 3.2206e+01 -1.3042e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
40: 0.0307335: 8.7523e+02 -2.0725e+02 -2.2489e+01 3.2206e+01 -1.3036e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
41: 0.0303081: 8.7522e+02 -2.0725e+02 -2.2485e+01 3.2206e+01 -1.3042e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
42: 0.0297503: 8.7523e+02 -2.0725e+02 -2.2490e+01 3.2206e+01 -1.3036e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
43: 0.0292246: 8.7522e+02 -2.0725e+02 -2.2484e+01 3.2205e+01 -1.3043e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
44: 0.0285607: 8.7523e+02 -2.0725e+02 -2.2490e+01 3.2206e+01 -1.3035e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7089e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
45: 0.0279256: 8.7522e+02 -2.0725e+02 -2.2483e+01 3.2205e+01 -1.3043e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
46: 0.0271496: 8.7523e+02 -2.0725e+02 -2.2491e+01 3.2207e+01 -1.3034e+00 -1.9203e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7090e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
47: 0.0264402: 8.7522e+02 -2.0725e+02 -2.2483e+01 3.2205e+01 -1.3044e+00 -1.9200e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7085e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
48: 0.025566: 8.7523e+02 -2.0725e+02 -2.2492e+01 3.2207e+01 -1.3033e+00 -1.9203e+00 2.5339e-01 1.1551e+01 -3.3865e-01 -4.7090e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
49: 0.0247101: 8.7522e+02 -2.0725e+02 -2.2481e+01 3.2205e+01 -1.3045e+00 -1.9200e+00 2.5337e-01 1.1551e+01 -3.3864e-01 -4.7084e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
50: 0.0237001: 8.7523e+02 -2.0725e+02 -2.2493e+01 3.2207e+01 -1.3032e+00 -1.9203e+00 2.5339e-01 1.1551e+01 -3.3865e-01 -4.7091e-02 1.7980e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
51: 0.022771: 8.7522e+02 -2.0725e+02 -2.2480e+01 3.2204e+01 -1.3047e+00 -1.9199e+00 2.5337e-01 1.1551e+01 -3.3863e-01 -4.7084e-02 1.7977e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
52: 0.0217439: 8.7523e+02 -2.0725e+02 -2.2495e+01 3.2208e+01 -1.3030e+00 -1.9204e+00 2.5339e-01 1.1551e+01 -3.3866e-01 -4.7092e-02 1.7980e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
53: 0.0208114: 8.7522e+02 -2.0725e+02 -2.2478e+01 3.2204e+01 -1.3049e+00 -1.9199e+00 2.5336e-01 1.1551e+01 -3.3863e-01 -4.7083e-02 1.7977e-02 6.2273e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
54: 0.0198579: 8.7523e+02 -2.0725e+02 -2.2497e+01 3.2208e+01 -1.3028e+00 -1.9205e+00 2.5340e-01 1.1551e+01 -3.3866e-01 -4.7093e-02 1.7980e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
55: 0.0190376: 8.7521e+02 -2.0725e+02 -2.2476e+01 3.2203e+01 -1.3051e+00 -1.9198e+00 2.5336e-01 1.1551e+01 -3.3863e-01 -4.7081e-02 1.7977e-02 6.2273e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
56: 0.018344: 8.7524e+02 -2.0725e+02 -2.2499e+01 3.2209e+01 -1.3026e+00 -1.9206e+00 2.5341e-01 1.1551e+01 -3.3866e-01 -4.7095e-02 1.7981e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
57: 0.0178777: 8.7521e+02 -2.0725e+02 -2.2474e+01 3.2202e+01 -1.3053e+00 -1.9197e+00 2.5335e-01 1.1551e+01 -3.3862e-01 -4.7080e-02 1.7976e-02 6.2273e-01 -5.1087e-01 1.4930e-01 -1.4487e-02
58: 0.0177287: 8.7524e+02 -2.0725e+02 -2.2502e+01 3.2210e+01 -1.3023e+00 -1.9207e+00 2.5342e-01 1.1551e+01 -3.3867e-01 -4.7096e-02 1.7981e-02 6.2274e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
59: 0.00451944: 8.7522e+02 -2.0725e+02 -2.2478e+01 3.2203e+01 -1.3048e+00 -1.9198e+00 2.5336e-01 1.1551e+01 -3.3863e-01 -4.7083e-02 1.7977e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
60: 0.0011856: 8.7523e+02 -2.0725e+02 -2.2492e+01 3.2207e+01 -1.3034e+00 -1.9203e+00 2.5339e-01 1.1551e+01 -3.3865e-01 -4.7090e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
61: 0.000321657: 8.7522e+02 -2.0725e+02 -2.2484e+01 3.2205e+01 -1.3042e+00 -1.9200e+00 2.5337e-01 1.1551e+01 -3.3864e-01 -4.7086e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
62: 9.03711e-05: 8.7523e+02 -2.0725e+02 -2.2488e+01 3.2206e+01 -1.3037e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3865e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
63: 2.57237e-05: 8.7522e+02 -2.0725e+02 -2.2486e+01 3.2206e+01 -1.3040e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7087e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
64: 7.60206e-06: 8.7523e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
65: 2.14465e-06: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
66: 6.68726e-07: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9202e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
67: 1.753e-07: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
68: 7.4382e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
69: 4.22491e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7978e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
70: 2.68167e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
71: 9.0388e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
72: 2.23004e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
73: 2.15901e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
74: 1.29795e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
75: 1.11893e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
76: 1.0786e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
77: 1.12722e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
78: 1.30196e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
79: 1.0758e-08: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
80: 9.75999e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
81: 9.92632e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
82: 9.37572e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
83: 9.33713e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
84: 9.34674e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
85: 9.309e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
86: 9.26665e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
87: 9.26484e-09: 8.7522e+02 -2.0725e+02 -2.2487e+01 3.2206e+01 -1.3039e+00 -1.9201e+00 2.5338e-01 1.1551e+01 -3.3864e-01 -4.7088e-02 1.7979e-02 6.2273e-01 -5.1088e-01 1.4930e-01 -1.4487e-02
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