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Social network analysis of the casual community: identifying key players and network structure

  
17 mars 2025
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Figure 1.

Different types of networks
Different types of networks

Figure 2.

Social networks have a relationship diagram
Social networks have a relationship diagram

Figure 3.

The overall network structure diagram of the community members
The overall network structure diagram of the community members

Figure 4.

Community affective network map
Community affective network map

Figure 5.

Information network diagram for community members
Information network diagram for community members

Figure 6.

Community members technical consulting network
Community members technical consulting network

Figure 7.

Group tree diagram of the community
Group tree diagram of the community

The relative eigenvector center of the three dimensions

Affective communication Information transfer Technical consultation
Member Eigenvec nEigenvec Member Eigenvec nEigenvec Member Eigenvec nEigenvec
1 0.59 56.06 1 0.65 63.23 1 0.73 71.6
2 0.59 55.99 2 0.64 61.57 2 0.72 61.32
3 0.3 15.6 3 0.32 16.81 3 0.4 11.5
4 0.42 31.89 4 0.36 22.95 4 0.44 11.5
5 0.39 28.74 5 0.41 29.61 5 0.49 23.77
6 0.39 27.9 6 0.32 16.81 6 0.4 11.5
7 0.39 28.54 7 0.32 16.81 7 0.4 49.71
8 0.38 26.47 8 0.45 35.92 8 0.53 68.89
9 0.39 28.38 9 0.36 22.62 9 0.44 13.41
10 0.39 28.9 10 0.32 17.06 10 0.4 9.34
11 0.31 16.28 11 0.36 22.95 11 0.44 20.51
12 0.42 32.24 12 0.3 13.56 12 0.38 5.88
13 0.42 32.03 13 0.34 19.62 13 0.42 23.25
14 0.35 22.41 14 0.45 35.67 14 0.53 14.35
15 0.34 21.27 15 0.42 30.73 15 0.5 24.97
16 0.4 29.03 16 0.3 13.8 16 0.38 16.17
17 0.3 15.27 17 0.24 5.13 17 0.32 8.65
18 0.34 21.17 18 0.48 38.91 18 0.56 5.97
19 0.3 15.3 19 0.32 16.81 19 0.4 16.98
20 0.31 16.75 20 0.39 26.9 20 0.47 17.07
21 0.3 14.98 21 0.29 12.42 21 0.37 2.76
22 0.46 37.91 22 0.55 49.87 22 0.63 27.77
23 0.39 27.73 23 0.32 16.52 23 0.4 13.76

A list of points of point center for community participants

Affective communication Information transfer Technical consultation
Member OD ID NOD NID Member OD ID NOD NID Member OD ID NOD NID
1 17 22 50.73 61.6 10 12 22 31.72 64.95 13 26 6 12.33 1.42
12 13 25 36.93 71.95 7 11 6 28.27 9.78 5 13 6 6.73 1.42
2 10 10 26.59 20.22 18 9 5 21.37 6.33 1 12 29 6.3 11.34
16 10 8 26.59 13.33 11 8 8 17.92 16.67 15 11 5 5.87 0.99
8 10 8 26.59 13.33 8 8 4 17.92 2.88 10 9 6 5.01 1.42
5 9 9 23.14 16.77 19 7 7 14.48 13.23 18 8 6 4.57 1.42
17 9 12 23.14 27.12 2 7 5 14.48 6.33 21 7 4 4.14 0.56
6 9 9 23.14 16.77 16 7 8 14.48 16.67 14 7 6 4.14 1.42
10 9 10 23.14 20.22 15 7 5 14.48 6.33 6 7 4 4.14 0.56
14 9 11 23.14 23.67 5 7 7 14.48 13.23 16 7 8 4.14 2.28
20 8 9 19.69 16.77 1 7 5 14.48 6.33 19 7 4 4.14 0.56
11 8 14 19.69 34.01 4 7 4 14.48 2.88 2 7 12 4.14 4.01
18 8 6 19.69 6.43 6 6 5 11.03 6.33 3 6 5 3.71 0.99
4 8 8 19.69 13.33 13 6 15 11.03 40.81 9 6 5 3.71 0.99
15 8 8 19.69 13.33 3 6 23 11.03 68.4 22 6 4 3.71 0.56
7 8 16 19.69 40.91 8 6 7 11.03 13.23 11 6 5 3.71 0.99
21 7 5 16.24 2.98 9 6 5 11.03 6.33 12 6 4 3.71 0.56
3 7 6 16.24 6.43 12 6 5 11.03 6.33 17 6 5 3.71 0.99
22 7 6 16.24 6.43 15 6 4 11.03 2.88 20 6 14 3.71 4.87
9 7 10 16.24 20.22 17 6 5 11.03 6.33 8 6 4 3.71 0.56
13 7 5 16.24 2.98 22 6 4 11.03 2.88 7 6 5 3.71 0.96
23 7 12 16.24 27.12 23 6 4 11.03 2.88 4 6 4 3.71 0.56
4 6 9 12.8 16.77 21 6 4 11.03 2.88 23 5 4 3.28 0.56

Matrix form of figure 2

A1 A2 A3 A4 A5
A1 0 1 1 0 0
A2 0 0 0 1 1
A3 0 0 0 1 1
A4 0 0 0 0 1
A5 0 0 0 0 1

Social network correlation degree and hierarchy

Index Affective network Information network Consulting network
First set Connectedness 1 1 1
Hierarchy 0 0 0.37
LUB 1 1 0.92
Second group Connectedness 1 1 1
Hierarchy 0 0 0.28
LUB 1 1 0.94
Third group Connectedness 0.78 1 1
Hierarchy 0.08 0.27 0.61
LUB 1 0.97 0.71

The community condensed subgroup

Group Numbering Group Numbering
1 2 4 7 9 10 10 11 16 19
2 12 21 18 23 11 15 18 19 21
3 1 4 7 6 12 18 19 22 23
4 2 6 18 11 13 18 19 20 22
5 2 15 12 20 14 18 19 20 21
6 7 8 10 22 15 18 19 21 22
7 7 9 14 17 16 19 20 21 23
8 7 14 15 17 20 21 17 1 4 6 9
9 10 13 16 17 21 23 18 3 7 15 21

The center of the community is involved in the center of the community

The center of the emotional network The center of the emotional network The center of the technical network
Member Betweenness nBetweenness Member Betweenness nBetweenness Member Betweenness nBetweenness
2 240.14 32.85 1 260.32 36.28 5 278.1 28.64
1 148.54 21.57 3 160.32 21.14 9 231.48 23.83
23 68.09 11.66 5 121.06 16.8 2 127.5 11.97
8 67.13 11.54 12 46.28 6.44 16 58.21 5.79
10 29.82 6.95 19 36.34 6.11 11 41.65 3.59
11 28.39 6.77 15 30.44 4.55 20 35.44 3.05
21 25.5 6.41 21 20.78 1.78 19 27.11 1.9
6 25.36 6.4 9 18 1.55 21 20.21 1.3
22 24.3 6.27 11 18 1.11 15 11.55 1.12
19 20.21 5.76 20 9.45 1 14 3 0.19
14 19.95 5.73 4 9.21 0.98 17 2.1 0.18
16 19.67 5.69 6 2.51 0.16 4 0.5 0
5 19.61 5.69 17 1.12 0.09 22 0 0
4 18.25 5.52 16 0.23 0.04 1 0 0
13 16.9 5.35 2 0.23 0.04 7 0 0
20 16.53 5.31 7 0.23 0.04 8 0 0
15 14.88 5.11 13 0.23 0.04 18 0 0
18 14.63 5.07 8 0.23 0.04 3 0 0
12 13.86 4.98 23 0.18 0.03 13 0 0
17 12.55 4.82 9 0 0 6 0 0
3 8.61 4.33 10 0 0 23 0 0
7 8.54 4.32 14 0 0 10 0 0
9 6.21 4.04 13 0 0 12 0 0
average value 37.72 7.92 31.96 4.27 36.38 3.55
(statistics) standard deviation 51.25 6.88 65.21 9.51 72.51 10.81

The overall network interpersonal interaction distance analysis

Loose beat community Average interaction distance Community cohesion
First set 1.542 0.388
Second group 1.735 0.314
Third group 4.212 0.152