-
Notifications
You must be signed in to change notification settings - Fork 35
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Aron Lindberg
committed
Apr 1, 2013
1 parent
6dfe826
commit 628afcd
Showing
13 changed files
with
334 additions
and
1 deletion.
There are no files selected for viewing
Empty file.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,232 @@ | ||
0 1 | ||
0 3 | ||
0 7 | ||
0 11 | ||
0 15 | ||
0 17 | ||
0 20 | ||
1 0 | ||
1 5 | ||
1 6 | ||
1 17 | ||
1 20 | ||
2 0 | ||
2 1 | ||
2 3 | ||
2 5 | ||
2 6 | ||
2 7 | ||
2 8 | ||
2 9 | ||
2 10 | ||
2 11 | ||
2 13 | ||
2 16 | ||
2 17 | ||
2 18 | ||
2 19 | ||
2 20 | ||
3 0 | ||
3 1 | ||
3 5 | ||
3 7 | ||
3 9 | ||
3 10 | ||
3 11 | ||
3 15 | ||
3 16 | ||
3 17 | ||
3 19 | ||
3 20 | ||
4 0 | ||
4 1 | ||
4 5 | ||
4 6 | ||
4 7 | ||
4 8 | ||
4 9 | ||
4 10 | ||
4 12 | ||
4 13 | ||
4 15 | ||
4 16 | ||
4 17 | ||
4 18 | ||
4 19 | ||
4 20 | ||
5 1 | ||
5 6 | ||
5 8 | ||
5 11 | ||
5 16 | ||
5 20 | ||
6 1 | ||
6 5 | ||
6 10 | ||
6 11 | ||
6 13 | ||
6 16 | ||
6 17 | ||
6 20 | ||
7 1 | ||
7 3 | ||
7 5 | ||
7 6 | ||
7 9 | ||
7 10 | ||
7 17 | ||
7 20 | ||
8 0 | ||
8 1 | ||
8 5 | ||
8 6 | ||
8 7 | ||
8 9 | ||
8 10 | ||
8 11 | ||
8 13 | ||
8 15 | ||
8 16 | ||
8 17 | ||
8 20 | ||
9 0 | ||
9 1 | ||
9 2 | ||
9 3 | ||
9 4 | ||
9 7 | ||
9 8 | ||
9 10 | ||
9 11 | ||
9 12 | ||
9 14 | ||
9 15 | ||
9 16 | ||
9 17 | ||
9 18 | ||
9 19 | ||
10 0 | ||
10 1 | ||
10 2 | ||
10 3 | ||
10 4 | ||
10 6 | ||
10 7 | ||
10 8 | ||
10 11 | ||
10 12 | ||
10 14 | ||
10 16 | ||
10 17 | ||
10 18 | ||
11 0 | ||
11 3 | ||
11 6 | ||
11 16 | ||
11 20 | ||
12 0 | ||
12 1 | ||
12 4 | ||
12 8 | ||
12 10 | ||
12 13 | ||
12 17 | ||
13 1 | ||
13 6 | ||
13 14 | ||
13 17 | ||
13 20 | ||
14 0 | ||
14 1 | ||
14 2 | ||
14 3 | ||
14 4 | ||
14 5 | ||
14 6 | ||
14 7 | ||
14 8 | ||
14 9 | ||
14 10 | ||
14 11 | ||
14 12 | ||
14 13 | ||
14 15 | ||
14 16 | ||
14 17 | ||
14 18 | ||
14 19 | ||
14 20 | ||
15 0 | ||
15 1 | ||
15 9 | ||
15 17 | ||
16 0 | ||
16 1 | ||
16 2 | ||
16 3 | ||
16 4 | ||
16 5 | ||
16 6 | ||
16 7 | ||
16 8 | ||
16 9 | ||
16 10 | ||
16 11 | ||
16 13 | ||
16 14 | ||
16 15 | ||
16 18 | ||
16 19 | ||
16 20 | ||
17 0 | ||
17 1 | ||
17 2 | ||
17 3 | ||
17 4 | ||
17 6 | ||
17 7 | ||
17 8 | ||
17 9 | ||
17 10 | ||
17 12 | ||
17 13 | ||
17 14 | ||
17 15 | ||
17 18 | ||
17 19 | ||
17 20 | ||
18 0 | ||
18 1 | ||
18 2 | ||
18 4 | ||
18 6 | ||
18 9 | ||
18 10 | ||
18 11 | ||
18 13 | ||
18 14 | ||
18 17 | ||
18 19 | ||
19 0 | ||
19 1 | ||
19 5 | ||
19 7 | ||
19 10 | ||
19 11 | ||
19 13 | ||
19 14 | ||
19 15 | ||
19 16 | ||
19 17 | ||
19 20 | ||
20 1 | ||
20 2 | ||
20 3 | ||
20 5 | ||
20 6 | ||
20 7 | ||
20 11 | ||
20 13 | ||
20 16 | ||
20 17 | ||
20 19 |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,84 @@ | ||
library(igraph) | ||
library(NetData) | ||
|
||
data(kracknets, package = "NetData") | ||
|
||
krack_full_nonzero_edges <- subset(krack_full_data_frame, (advice_tie > 0 | friendship_tie > 0 | reports_to_tie > 0)) | ||
head(krack_full_nonzero_edges) | ||
|
||
krack_full <- graph.data.frame(krack_full_nonzero_edges) | ||
summary(krack_full) | ||
|
||
# Set vertex attributes | ||
for (i in V(krack_full)) { | ||
for (j in names(attributes)) { | ||
krack_full <- set.vertex.attribute(krack_full, j, index=i, attributes[i+1,j]) | ||
} | ||
} | ||
summary(krack_full) | ||
|
||
# Create sub-graphs based on edge attributes | ||
krack_advice <- delete.edges(krack_full, | ||
E(krack_full)[get.edge.attribute(krack_full, name = "advice_tie")==0]) | ||
summary(krack_advice) | ||
|
||
krack_friendship <- delete.edges(krack_full, | ||
E(krack_full)[get.edge.attribute(krack_full, name = "friendship_tie")==0]) | ||
summary(krack_friendship) | ||
|
||
krack_reports_to <- delete.edges(krack_full, | ||
E(krack_full)[get.edge.attribute(krack_full, name = "reports_to_tie")==0]) | ||
summary(krack_reports_to) | ||
|
||
### | ||
# 3. NODE-LEVEL STATISTICS | ||
### | ||
|
||
# Compute the indegree and outdegree for each node, first in the | ||
# full graph (accounting for all tie types) and then in each | ||
# tie-specific sub-graph. | ||
|
||
deg_full_in <- degree(krack_full, mode="in") | ||
deg_full_out <- degree(krack_full, mode="out") | ||
deg_full_in | ||
deg_full_out | ||
|
||
deg_advice_in <- degree(krack_advice, mode="in") | ||
deg_advice_out <- degree(krack_advice, mode="out") | ||
deg_advice_in | ||
deg_advice_out | ||
|
||
deg_friendship_in <- degree(krack_friendship, mode="in") | ||
deg_friendship_out <- degree(krack_friendship, mode="out") | ||
deg_friendship_in | ||
deg_friendship_out | ||
|
||
deg_reports_to_in <- degree(krack_reports_to, mode="in") | ||
deg_reports_to_out <- degree(krack_reports_to, mode="out") | ||
deg_reports_to_in | ||
deg_reports_to_out | ||
|
||
# Reachability can only be computed on one vertex at a time. To | ||
# get graph-wide statistics, change the value of "vertex" | ||
# manually or write a for loop. (Remember that, unlike R objects, | ||
# igraph objects are numbered from 0.) | ||
|
||
reachability <- function(g, m) { | ||
reach_mat = matrix(nrow = vcount(g), | ||
ncol = vcount(g)) | ||
for (i in 1:vcount(g)) { | ||
reach_mat[i,] = 0 | ||
this_node_reach <- subcomponent(g, (i - 1), mode = m) | ||
|
||
for (j in 1:(length(this_node_reach))) { | ||
alter = this_node_reach[j] + 1 | ||
reach_mat[i, alter] = 1 | ||
} | ||
} | ||
return(reach_mat) | ||
} | ||
|
||
reach_full_in <- reachability(krack_full, 'in') | ||
reach_full_out <- reachability(krack_full, 'out') | ||
reach_full_in | ||
reach_full_out |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,17 @@ | ||
[1] "install.packages(\"ergm\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[2] "install.packages(\"reshape\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[3] "install.packages(\"igraph\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[4] "install.packages(\"sna\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[5] "install.packages(\"numDeriv\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[6] "install.packages(\"MatchIt\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[7] "install.packages(\"coin\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[8] "install.packages(\"boot\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[9] "install.packages(\"Hmisc\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[10] "install.packages(\"lattice\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[11] "install.packages(\"triads\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[12] "install.packages(\"psych\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[13] "install.packages(\"nFactors\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[14] "install.packages(\"animation\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[15] "install.packages(\"NetData\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[16] "install.packages(\"NetCluster\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" | ||
[17] "install.packages(\"igraphtosonia\", repos = \"http://cran.cnr.berkeley.edu/\", dependencies = TRUE)" |