devtools::load_all(".")
## ℹ Loading cSEM
library(cSEM)
model_Bergami="
# Measurement models
OrgPres <~ cei1 + cei2 + cei3 + cei4 + cei5 + cei6 + cei7 + cei8
OrgIden =~ ma1 + ma2 + ma3 + ma4 + ma5 + ma6
AffJoy =~ orgcmt1 + orgcmt2 + orgcmt3 + orgcmt7
AffLove =~ orgcmt5 + orgcmt6 + orgcmt8
Gender<~ gender
Aff<~AffJoy+AffLove
# Structural model
OrgIden ~ OrgPres
Aff ~ OrgPres+OrgIden+Gender
"
out <- csem(.data = BergamiBagozzi2000,.model = model_Bergami,
.disattenuate = T,
.PLS_weight_scheme_inner = 'factorial',
.tolerance = 1e-5,
.resample_method = 'bootstrap',.R = 499)
# Using "rank=same"
graph_attrs1 = c(
# Coloring specific nodes
"OrgPres [style=filled, fillcolor=orange]",
"Gender [style=filled, fillcolor=orange]",
"OrgIden [style=filled, fillcolor=lightblue]",
"AffLove [style=filled, fillcolor=lightblue]",
"AffJoy [style=filled, fillcolor=lightblue]",
# Adjusting global graph attributes, e.g., rank separation
"rankdir=LR",
"ranksep=1.5",
# Vertically aligning certain nodes (If rankdir=TB, aligning horizontally)
"{rank=same; OrgPres; Gender}",
"{rank=same; OrgIden}",
"{rank=same; AffJoy; AffLove}"
)
# Using "rank=same" and "subgraph" for indicators (All Items in One Rank)
graph_attrs2 = c(
"rankdir=LR",
"ranksep=1",
"splines=polyline",
"{rank=same; OrgPres; Gender}",
"{rank=same; OrgIden}",
"{rank=same; AffJoy; AffLove}",
"subgraph cluster_1 {
graph [style=invis];
{rank=same; cei1 ; cei2 ; cei3 ; cei4; cei5 ; cei6 ; cei7 ; cei8}
}",
"subgraph cluster_2 {
graph [style=invis];
{rank=same; ma1; ma2; ma3; ma4; ma5; ma6}
}",
"subgraph cluster_3 {
graph [style=invis];
{rank=same; orgcmt1; orgcmt2; orgcmt3; orgcmt7}
}",
"subgraph cluster_4 {
graph [style=invis];
{rank=same; orgcmt5; orgcmt6; orgcmt8}
}"
)
# Using "rank=same" and "subgraph" for indicators (Items in Two Ranks)
graph_attrs3 = c(
"rankdir=LR",
"ranksep=1",
"splines=polyline",
"{rank=same; OrgPres; Gender}",
"{rank=same; OrgIden}",
"{rank=same; AffJoy; AffLove}",
"subgraph cluster_1 {
graph [style=invis];
{rank=same; cei1 ; cei2 ; cei3 ; cei4};
{rank=same; cei5 ; cei6 ; cei7 ; cei8}
}",
"subgraph cluster_2 {
graph [style=invis];
{rank=same; ma1; ma2; ma3};
{rank=same; ma4; ma5; ma6}
}",
"subgraph cluster_3 {
graph [style=invis];
{rank=same; orgcmt1; orgcmt2};
{rank=same; orgcmt3; orgcmt7}
}",
"subgraph cluster_4 {
graph [style=invis];
{rank=same; orgcmt5; orgcmt6; orgcmt8}
}"
)
plot(out)
plot(out,
.graph_attrs = graph_attrs1)
plot(out,
.plot_correlations = "exo")
plot(out,
.plot_correlations = "exo",
.graph_attrs = graph_attrs2)
plot(out,
.plot_correlations = "exo",
.plot_labels = FALSE,
.graph_attrs = graph_attrs2)
plot(out,
.plot_correlations = "convcv")
plot(out,
.plot_correlations = "convcv",
.graph_attrs = graph_attrs2)
plot(out,
.plot_correlations = "exoind")
plot(out,
.plot_correlations = "exoind",
.graph_attrs = graph_attrs3)
plot(out,
.plot_correlations = "exoind",
.graph_attrs = graph_attrs2,
.plot_labels = FALSE)
plot(out,
.plot_correlations = "indvcv")
plot(out,
.plot_correlations = "indvcv",
.graph_attrs = graph_attrs3)
plot(out,
.plot_correlations = "indvcv",
.plot_labels = FALSE,
.graph_attrs = graph_attrs2)