Data Analytics and Computational Social Science: Assignment_4

Walid Medani

Network Graph

Description

There are 156 nodes within the militarized interstate dispute dataset. Edges are undirected and are defined as instances of when one state threatened, displayed, or used force directed towards the government, official representatives, official forces, property, or territory of another state.

Network Density & Degree Centralization

[1] 0.1136476

$res
  [1] 74 56 64 60 47 63 53 51 58 55 43 59 46 62 17 22 20 63 23 36  2
 [22] 37  4 39 15  5  2  3  5  8  2 17  4  4  3  1  3  3  2  1  1  7
 [43] 41  7 13  8  5  8  8 33  5 12  3 36 23 39  2 19  6 18  6 18  7
 [64]  8  5  1  2 12  8  2  8 21  2  1  8 10  4  4  1  3  5 45 45 34
 [85] 47 54  2  7  1  1  3  2  7 45 46 45 45  1  1  1  2  1  1  1 36
[106]  1  1  2 26  9  1  1  1  1  4  5  5 19 19 53 53 42  2  2  3  1
[127]  7 37 37 44 38 37 44 44 37 44  3  1  3  1  1  1  1  1  3  1  1
[148]  1  1  2  1  2  2 33 33  1

$centralization
[1] 0.3637717

$theoretical_max
[1] 24180

    name degree
USA  USA     74
UKG  UKG     64
FRN  FRN     63
RUS  RUS     63
TUR  TUR     62
NTH  NTH     60

     name               degree     
 Length:156         Min.   : 1.00  
 Class :character   1st Qu.: 2.00  
 Mode  :character   Median : 7.00  
                    Mean   :17.62  
                    3rd Qu.:36.25  
                    Max.   :74.00

Centrality Measures

Closeness Centraility

         USA          CAN          UKG          NTH          BEL 
6.082355e-05 6.068329e-05 5.990894e-05 6.071645e-05 5.998081e-05 
         FRN 
6.110975e-05

Betweenness Centrality

      USA       CAN       UKG       NTH       BEL       FRN 
1543.1492  199.5687  295.0000  124.3906  345.1667 3030.5423

Eigen Centrality

[1] 1.0000000 0.9302363 0.9867230 0.9781763 0.8832846 0.9820892

[1] 0.7215986

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Citation

For attribution, please cite this work as

Medani (2022, Feb. 17). Data Analytics and Computational Social Science: Assignment_4. Retrieved from https://github.com/DACSS/dacss_course_website/posts/httpswalidmedanigithubionetworks-blogposts2022-02-16-assignment4/

BibTeX citation

@misc{medani2022assignment_4,
  author = {Medani, Walid},
  title = {Data Analytics and Computational Social Science: Assignment_4},
  url = {https://github.com/DACSS/dacss_course_website/posts/httpswalidmedanigithubionetworks-blogposts2022-02-16-assignment4/},
  year = {2022}
}