# ramVF: Generate a vector field plot based on the bivariate lcsm In RAMpath: Structural Equation Modeling Using the Reticular Action Model (RAM) Notation

## Description

Generate a vector field plot based on the bivariate lcsm

## Usage

 1 2 ramVF(ramout, ylim, xlim, ninterval=10, scale=.1, length=.25, scatter=TRUE, n=20, alpha=.95, ...)

## Arguments

 ramout Output from the ramBLCS function ylim Range of y data, for example, c(0,80) from 0 to 80 xlim Range of x data, for example, c(0,80) from 0 to 80 ninterval Number of intervals for plotting. The default is 10. scale Time interval to calculate vector fields. length The length of arrows to plot scatter Whether to plot the data points n The number of data points to be plotted alpha The confidence level to calculate the ellipse ... Options for plot and arrows function.

## References

Zhang, Z., Hamagami, F., Grimm, K. J., & McArdle, J. J. (2013). Using R Package RAMpath for Tracing SEM Path Diagrams and Conducting Complex Longitudinal Data Analysis. Structural Equation Modeling.

## Examples

 1 2 3 data(ex3) test.blcs<-ramBLCS(ex3, 1:6, 7:12, ram.out=TRUE) ramVF(test.blcs, c(0,80),c(0,80), length=.05, xlab='X', ylab='Y',scale=.5, ninterval=9)

### Example output

This is lavaan 0.5-23.1097
lavaan is BETA software! Please report any bugs.
lavaan (0.5-23.1097) converged normally after 139 iterations

Number of observations                           500

Estimator                                         ML
Minimum Function Test Statistic               64.600
Degrees of freedom                                70
P-value (Chi-square)                           0.660

Model test baseline model:

Minimum Function Test Statistic             3441.089
Degrees of freedom                                66
P-value                                        0.000

User model versus baseline model:

Comparative Fit Index (CFI)                    1.000
Tucker-Lewis Index (TLI)                       1.002

Loglikelihood and Information Criteria:

Loglikelihood user model (H0)             -16562.752
Loglikelihood unrestricted model (H1)     -16530.452

Number of free parameters                         20
Akaike (AIC)                               33165.504
Bayesian (BIC)                             33249.796

Root Mean Square Error of Approximation:

RMSEA                                          0.000
90 Percent Confidence Interval          0.000  0.022
P-value RMSEA <= 0.05                          1.000

Standardized Root Mean Square Residual:

SRMR                                           0.027

Parameter Estimates:

Information                                 Expected
Standard Errors                             Standard

Latent Variables:
Estimate  Std.Err  z-value  P(>|z|)
y0 =~
y1                1.000
dy2 =~
y2                1.000
dy3 =~
y3                1.000
dy4 =~
y4                1.000
dy5 =~
y5                1.000
dy6 =~
y6                1.000
ys =~
dy2               1.000
dy3               1.000
dy4               1.000
dy5               1.000
dy6               1.000
y1 =~
X1                1.000
y2 =~
X2                1.000
y3 =~
X3                1.000
y4 =~
X4                1.000
y5 =~
X5                1.000
y6 =~
X6                1.000
x0 =~
x1                1.000
dx2 =~
x2                1.000
dx3 =~
x3                1.000
dx4 =~
x4                1.000
dx5 =~
x5                1.000
dx6 =~
x6                1.000
xs =~
dx2               1.000
dx3               1.000
dx4               1.000
dx5               1.000
dx6               1.000
x1 =~
Y7                1.000
x2 =~
Y8                1.000
x3 =~
Y9                1.000
x4 =~
Y10               1.000
x5 =~
Y11               1.000
x6 =~
Y12               1.000

Regressions:
Estimate  Std.Err  z-value  P(>|z|)
y2 ~
y1                1.000
y3 ~
y2                1.000
y4 ~
y3                1.000
y5 ~
y4                1.000
y6 ~
y5                1.000
dy2 ~
y1      (bety)    0.226    0.047    4.769    0.000
dy3 ~
y2      (bety)    0.226    0.047    4.769    0.000
dy4 ~
y3      (bety)    0.226    0.047    4.769    0.000
dy5 ~
y4      (bety)    0.226    0.047    4.769    0.000
dy6 ~
y5      (bety)    0.226    0.047    4.769    0.000
x2 ~
x1                1.000
x3 ~
x2                1.000
x4 ~
x3                1.000
x5 ~
x4                1.000
x6 ~
x5                1.000
dx2 ~
x1      (betx)   -0.194    0.106   -1.824    0.068
dx3 ~
x2      (betx)   -0.194    0.106   -1.824    0.068
dx4 ~
x3      (betx)   -0.194    0.106   -1.824    0.068
dx5 ~
x4      (betx)   -0.194    0.106   -1.824    0.068
dx6 ~
x5      (betx)   -0.194    0.106   -1.824    0.068
dy2 ~
x1      (gmmx)   -0.139    0.127   -1.090    0.276
dy3 ~
x2      (gmmx)   -0.139    0.127   -1.090    0.276
dy4 ~
x3      (gmmx)   -0.139    0.127   -1.090    0.276
dy5 ~
x4      (gmmx)   -0.139    0.127   -1.090    0.276
dy6 ~
x5      (gmmx)   -0.139    0.127   -1.090    0.276
dx2 ~
y1      (gmmy)    0.098    0.040    2.478    0.013
dx3 ~
y2      (gmmy)    0.098    0.040    2.478    0.013
dx4 ~
y3      (gmmy)    0.098    0.040    2.478    0.013
dx5 ~
y4      (gmmy)    0.098    0.040    2.478    0.013
dx6 ~
y5      (gmmy)    0.098    0.040    2.478    0.013

Covariances:
Estimate  Std.Err  z-value  P(>|z|)
y0 ~~
ys     (vry0y)    0.703    0.231    3.036    0.002
x0 ~~
xs     (vrx0x)    0.893    0.346    2.582    0.010
y0 ~~
x0      (vr00)    0.979    0.399    2.456    0.014
ys ~~
x0     (vrx0y)    0.475    0.489    0.972    0.331
y0 ~~
xs     (vry0x)    0.222    0.206    1.078    0.281
ys ~~
xs      (vrxs)    0.666    0.239    2.782    0.005

Intercepts:
Estimate  Std.Err  z-value  P(>|z|)
ys       (mys)    5.090    1.657    3.072    0.002
y0       (my0)   20.193    0.149  135.178    0.000
y1                0.000
.y2                0.000
.y3                0.000
.y4                0.000
.y5                0.000
.y6                0.000
.dy2               0.000
.dy3               0.000
.dy4               0.000
.dy5               0.000
.dy6               0.000
.X1                0.000
.X2                0.000
.X3                0.000
.X4                0.000
.X5                0.000
.X6                0.000
xs       (mxs)    4.939    1.384    3.568    0.000
x0       (mx0)   19.934    0.153  130.588    0.000
x1                0.000
.x2                0.000
.x3                0.000
.x4                0.000
.x5                0.000
.x6                0.000
.dx2               0.000
.dx3               0.000
.dx4               0.000
.dx5               0.000
.dx6               0.000
.Y7                0.000
.Y8                0.000
.Y9                0.000
.Y10               0.000
.Y11               0.000
.Y12               0.000

Variances:
Estimate  Std.Err  z-value  P(>|z|)
.dy2               0.000
.dy3               0.000
.dy4               0.000
.dy5               0.000
.dy6               0.000
y1                0.000
.y2                0.000
.y3                0.000
.y4                0.000
.y5                0.000
.y6                0.000
y0      (vry0)    4.156    0.532    7.812    0.000
ys      (vrys)    1.012    0.185    5.460    0.000
.X1      (vary)    9.088    0.287   31.614    0.000
.X2      (vary)    9.088    0.287   31.614    0.000
.X3      (vary)    9.088    0.287   31.614    0.000
.X4      (vary)    9.088    0.287   31.614    0.000
.X5      (vary)    9.088    0.287   31.614    0.000
.X6      (vary)    9.088    0.287   31.614    0.000
.dx2               0.000
.dx3               0.000
.dx4               0.000
.dx5               0.000
.dx6               0.000
x1                0.000
.x2                0.000
.x3                0.000
.x4                0.000
.x5                0.000
.x6                0.000
x0      (vrx0)    3.459    0.630    5.493    0.000
xs      (vrxs)    0.899    0.374    2.403    0.016
.Y7      (varx)    9.674    0.306   31.658    0.000
.Y8      (varx)    9.674    0.306   31.658    0.000
.Y9      (varx)    9.674    0.306   31.658    0.000
.Y10     (varx)    9.674    0.306   31.658    0.000
.Y11     (varx)    9.674    0.306   31.658    0.000
.Y12     (varx)    9.674    0.306   31.658    0.000

--------------------
Parameter estimates:
--------------------

Matrix A

X1 X2 X3 X4 X5 X6 Y7 Y8 Y9 Y10 Y11 Y12 y0 dy2 dy3 dy4 dy5 dy6 ys    y1
X1   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0 1.000
X2   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X3   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X4   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X5   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X6   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y7   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y8   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y9   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y10  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y11  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y12  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y0   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dy2  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  1 0.226
dy3  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  1     0
dy4  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  1     0
dy5  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  1     0
dy6  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  1     0
ys   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y1   0  0  0  0  0  0  0  0  0   0   0   0  1   0   0   0   0   0  0     0
y2   0  0  0  0  0  0  0  0  0   0   0   0  0   1   0   0   0   0  0 1.000
y3   0  0  0  0  0  0  0  0  0   0   0   0  0   0   1   0   0   0  0     0
y4   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   1   0   0  0     0
y5   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   1   0  0     0
y6   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   1  0     0
x0   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx2  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0 0.098
dx3  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx4  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx5  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx6  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
xs   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x1   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x2   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x3   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x4   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x5   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x6   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y2    y3    y4    y5 y6 x0 dx2 dx3 dx4 dx5 dx6 xs    x1    x2    x3
X1      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
X2  1.000     0     0     0  0  0   0   0   0   0   0  0     0     0     0
X3      0 1.000     0     0  0  0   0   0   0   0   0  0     0     0     0
X4      0     0 1.000     0  0  0   0   0   0   0   0  0     0     0     0
X5      0     0     0 1.000  0  0   0   0   0   0   0  0     0     0     0
X6      0     0     0     0  1  0   0   0   0   0   0  0     0     0     0
Y7      0     0     0     0  0  0   0   0   0   0   0  0  1.00     0     0
Y8      0     0     0     0  0  0   0   0   0   0   0  0     0  1.00     0
Y9      0     0     0     0  0  0   0   0   0   0   0  0     0     0  1.00
Y10     0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
Y11     0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
Y12     0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
y0      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
dy2     0     0     0     0  0  0   0   0   0   0   0  0 -0.14     0     0
dy3 0.226     0     0     0  0  0   0   0   0   0   0  0     0 -0.14     0
dy4     0 0.226     0     0  0  0   0   0   0   0   0  0     0     0 -0.14
dy5     0     0 0.226     0  0  0   0   0   0   0   0  0     0     0     0
dy6     0     0     0 0.226  0  0   0   0   0   0   0  0     0     0     0
ys      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
y1      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
y2      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
y3  1.000     0     0     0  0  0   0   0   0   0   0  0     0     0     0
y4      0 1.000     0     0  0  0   0   0   0   0   0  0     0     0     0
y5      0     0 1.000     0  0  0   0   0   0   0   0  0     0     0     0
y6      0     0     0 1.000  0  0   0   0   0   0   0  0     0     0     0
x0      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
dx2     0     0     0     0  0  0   0   0   0   0   0  1 -0.19     0     0
dx3 0.098     0     0     0  0  0   0   0   0   0   0  1     0 -0.19     0
dx4     0 0.098     0     0  0  0   0   0   0   0   0  1     0     0 -0.19
dx5     0     0 0.098     0  0  0   0   0   0   0   0  1     0     0     0
dx6     0     0     0 0.098  0  0   0   0   0   0   0  1     0     0     0
xs      0     0     0     0  0  0   0   0   0   0   0  0     0     0     0
x1      0     0     0     0  0  1   0   0   0   0   0  0     0     0     0
x2      0     0     0     0  0  0   1   0   0   0   0  0  1.00     0     0
x3      0     0     0     0  0  0   0   1   0   0   0  0     0  1.00     0
x4      0     0     0     0  0  0   0   0   1   0   0  0     0     0  1.00
x5      0     0     0     0  0  0   0   0   0   1   0  0     0     0     0
x6      0     0     0     0  0  0   0   0   0   0   1  0     0     0     0
x4    x5 x6
X1      0     0  0
X2      0     0  0
X3      0     0  0
X4      0     0  0
X5      0     0  0
X6      0     0  0
Y7      0     0  0
Y8      0     0  0
Y9      0     0  0
Y10  1.00     0  0
Y11     0  1.00  0
Y12     0     0  1
y0      0     0  0
dy2     0     0  0
dy3     0     0  0
dy4     0     0  0
dy5 -0.14     0  0
dy6     0 -0.14  0
ys      0     0  0
y1      0     0  0
y2      0     0  0
y3      0     0  0
y4      0     0  0
y5      0     0  0
y6      0     0  0
x0      0     0  0
dx2     0     0  0
dx3     0     0  0
dx4     0     0  0
dx5 -0.19     0  0
dx6     0 -0.19  0
xs      0     0  0
x1      0     0  0
x2      0     0  0
x3      0     0  0
x4      0     0  0
x5   1.00     0  0
x6      0  1.00  0

Matrix S

X1  X2  X3  X4  X5  X6  Y7  Y8  Y9 Y10 Y11 Y12   y0 dy2 dy3 dy4 dy5 dy6
X1  9.1   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
X2    0 9.1   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
X3    0   0 9.1   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
X4    0   0   0 9.1   0   0   0   0   0   0   0   0    0   0   0   0   0   0
X5    0   0   0   0 9.1   0   0   0   0   0   0   0    0   0   0   0   0   0
X6    0   0   0   0   0 9.1   0   0   0   0   0   0    0   0   0   0   0   0
Y7    0   0   0   0   0   0 9.7   0   0   0   0   0    0   0   0   0   0   0
Y8    0   0   0   0   0   0   0 9.7   0   0   0   0    0   0   0   0   0   0
Y9    0   0   0   0   0   0   0   0 9.7   0   0   0    0   0   0   0   0   0
Y10   0   0   0   0   0   0   0   0   0 9.7   0   0    0   0   0   0   0   0
Y11   0   0   0   0   0   0   0   0   0   0 9.7   0    0   0   0   0   0   0
Y12   0   0   0   0   0   0   0   0   0   0   0 9.7    0   0   0   0   0   0
y0    0   0   0   0   0   0   0   0   0   0   0   0 4.16   0   0   0   0   0
dy2   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dy3   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dy4   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dy5   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dy6   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
ys    0   0   0   0   0   0   0   0   0   0   0   0 0.70   0   0   0   0   0
y1    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
y2    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
y3    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
y4    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
y5    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
y6    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
x0    0   0   0   0   0   0   0   0   0   0   0   0 0.98   0   0   0   0   0
dx2   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dx3   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dx4   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dx5   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
dx6   0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
xs    0   0   0   0   0   0   0   0   0   0   0   0 0.22   0   0   0   0   0
x1    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
x2    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
x3    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
x4    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
x5    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
x6    0   0   0   0   0   0   0   0   0   0   0   0    0   0   0   0   0   0
ys y1 y2 y3 y4 y5 y6   x0 dx2 dx3 dx4 dx5 dx6   xs x1 x2 x3 x4 x5 x6
X1     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
X2     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
X3     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
X4     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
X5     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
X6     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
Y7     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
Y8     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
Y9     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
Y10    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
Y11    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
Y12    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
y0  0.70  0  0  0  0  0  0 0.98   0   0   0   0   0 0.22  0  0  0  0  0  0
dy2    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dy3    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dy4    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dy5    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dy6    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
ys  1.01  0  0  0  0  0  0 0.48   0   0   0   0   0 0.67  0  0  0  0  0  0
y1     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
y2     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
y3     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
y4     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
y5     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
y6     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
x0  0.48  0  0  0  0  0  0 3.46   0   0   0   0   0 0.89  0  0  0  0  0  0
dx2    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dx3    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dx4    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dx5    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
dx6    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
xs  0.67  0  0  0  0  0  0 0.89   0   0   0   0   0 0.90  0  0  0  0  0  0
x1     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
x2     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
x3     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
x4     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
x5     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0
x6     0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0  0  0  0

----------------------------------------
Standard errors for parameter estimates:
----------------------------------------

Matrix A

X1 X2 X3 X4 X5 X6 Y7 Y8 Y9 Y10 Y11 Y12 y0 dy2 dy3 dy4 dy5 dy6 ys    y1
X1   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X2   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X3   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X4   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X5   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
X6   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y7   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y8   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y9   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y10  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y11  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
Y12  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y0   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dy2  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0 0.047
dy3  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dy4  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dy5  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dy6  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
ys   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y1   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y2   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y3   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y4   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y5   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y6   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x0   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx2  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0 0.040
dx3  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx4  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx5  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
dx6  0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
xs   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x1   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x2   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x3   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x4   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x5   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
x6   0  0  0  0  0  0  0  0  0   0   0   0  0   0   0   0   0   0  0     0
y2    y3    y4    y5 y6 x0 dx2 dx3 dx4 dx5 dx6 xs   x1   x2   x3   x4
X1      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
X2      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
X3      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
X4      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
X5      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
X6      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
Y7      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
Y8      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
Y9      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
Y10     0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
Y11     0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
Y12     0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y0      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
dy2     0     0     0     0  0  0   0   0   0   0   0  0 0.13    0    0    0
dy3 0.047     0     0     0  0  0   0   0   0   0   0  0    0 0.13    0    0
dy4     0 0.047     0     0  0  0   0   0   0   0   0  0    0    0 0.13    0
dy5     0     0 0.047     0  0  0   0   0   0   0   0  0    0    0    0 0.13
dy6     0     0     0 0.047  0  0   0   0   0   0   0  0    0    0    0    0
ys      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y1      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y2      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y3      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y4      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y5      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
y6      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x0      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
dx2     0     0     0     0  0  0   0   0   0   0   0  0 0.11    0    0    0
dx3 0.040     0     0     0  0  0   0   0   0   0   0  0    0 0.11    0    0
dx4     0 0.040     0     0  0  0   0   0   0   0   0  0    0    0 0.11    0
dx5     0     0 0.040     0  0  0   0   0   0   0   0  0    0    0    0 0.11
dx6     0     0     0 0.040  0  0   0   0   0   0   0  0    0    0    0    0
xs      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x1      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x2      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x3      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x4      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x5      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x6      0     0     0     0  0  0   0   0   0   0   0  0    0    0    0    0
x5 x6
X1     0  0
X2     0  0
X3     0  0
X4     0  0
X5     0  0
X6     0  0
Y7     0  0
Y8     0  0
Y9     0  0
Y10    0  0
Y11    0  0
Y12    0  0
y0     0  0
dy2    0  0
dy3    0  0
dy4    0  0
dy5    0  0
dy6 0.13  0
ys     0  0
y1     0  0
y2     0  0
y3     0  0
y4     0  0
y5     0  0
y6     0  0
x0     0  0
dx2    0  0
dx3    0  0
dx4    0  0
dx5    0  0
dx6 0.11  0
xs     0  0
x1     0  0
x2     0  0
x3     0  0
x4     0  0
x5     0  0
x6     0  0

Matrix S

X1   X2   X3   X4   X5   X6   Y7   Y8   Y9  Y10  Y11  Y12   y0 dy2 dy3
X1  0.29    0    0    0    0    0    0    0    0    0    0    0    0   0   0
X2     0 0.29    0    0    0    0    0    0    0    0    0    0    0   0   0
X3     0    0 0.29    0    0    0    0    0    0    0    0    0    0   0   0
X4     0    0    0 0.29    0    0    0    0    0    0    0    0    0   0   0
X5     0    0    0    0 0.29    0    0    0    0    0    0    0    0   0   0
X6     0    0    0    0    0 0.29    0    0    0    0    0    0    0   0   0
Y7     0    0    0    0    0    0 0.31    0    0    0    0    0    0   0   0
Y8     0    0    0    0    0    0    0 0.31    0    0    0    0    0   0   0
Y9     0    0    0    0    0    0    0    0 0.31    0    0    0    0   0   0
Y10    0    0    0    0    0    0    0    0    0 0.31    0    0    0   0   0
Y11    0    0    0    0    0    0    0    0    0    0 0.31    0    0   0   0
Y12    0    0    0    0    0    0    0    0    0    0    0 0.31    0   0   0
y0     0    0    0    0    0    0    0    0    0    0    0    0 0.53   0   0
dy2    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dy3    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dy4    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dy5    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dy6    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
ys     0    0    0    0    0    0    0    0    0    0    0    0 0.23   0   0
y1     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
y2     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
y3     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
y4     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
y5     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
y6     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
x0     0    0    0    0    0    0    0    0    0    0    0    0 0.40   0   0
dx2    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dx3    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dx4    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dx5    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dx6    0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
xs     0    0    0    0    0    0    0    0    0    0    0    0 0.21   0   0
x1     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
x2     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
x3     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
x4     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
x5     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
x6     0    0    0    0    0    0    0    0    0    0    0    0    0   0   0
dy4 dy5 dy6   ys y1 y2 y3 y4 y5 y6   x0 dx2 dx3 dx4 dx5 dx6   xs x1 x2 x3
X1    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
X2    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
X3    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
X4    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
X5    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
X6    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
Y7    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
Y8    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
Y9    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
Y10   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
Y11   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
Y12   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
y0    0   0   0 0.23  0  0  0  0  0  0 0.40   0   0   0   0   0 0.21  0  0  0
dy2   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dy3   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dy4   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dy5   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dy6   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
ys    0   0   0 0.19  0  0  0  0  0  0 0.49   0   0   0   0   0 0.24  0  0  0
y1    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
y2    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
y3    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
y4    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
y5    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
y6    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x0    0   0   0 0.49  0  0  0  0  0  0 0.63   0   0   0   0   0 0.35  0  0  0
dx2   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dx3   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dx4   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dx5   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
dx6   0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
xs    0   0   0 0.24  0  0  0  0  0  0 0.35   0   0   0   0   0 0.37  0  0  0
x1    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x2    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x3    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x4    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x5    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x6    0   0   0    0  0  0  0  0  0  0    0   0   0   0   0   0    0  0  0  0
x4 x5 x6
X1   0  0  0
X2   0  0  0
X3   0  0  0
X4   0  0  0
X5   0  0  0
X6   0  0  0
Y7   0  0  0
Y8   0  0  0
Y9   0  0  0
Y10  0  0  0
Y11  0  0  0
Y12  0  0  0
y0   0  0  0
dy2  0  0  0
dy3  0  0  0
dy4  0  0  0
dy5  0  0  0
dy6  0  0  0
ys   0  0  0
y1   0  0  0
y2   0  0  0
y3   0  0  0
y4   0  0  0
y5   0  0  0
y6   0  0  0
x0   0  0  0
dx2  0  0  0
dx3  0  0  0
dx4  0  0  0
dx5  0  0  0
dx6  0  0  0
xs   0  0  0
x1   0  0  0
x2   0  0  0
x3   0  0  0
x4   0  0  0
x5   0  0  0
x6   0  0  0

RAMpath documentation built on May 2, 2019, 9:12 a.m.