The graph represents a network of 7,277 Twitter users whose recent tweets contained "network (theory OR science OR graph OR map)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 20 June 2022 at 17:24 UTC.
The tweets in the network were tweeted over the 9-day, 6-hour, 14-minute period from Saturday, 11 June 2022 at 10:28 UTC to Monday, 20 June 2022 at 16:43 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 7277
Unique Edges : 9269
Edges With Duplicates : 1763
Total Edges : 11032
Number of Edge Types : 5
Replies to : 936
Mentions : 2070
Retweet : 3689
Tweet : 1330
MentionsInRetweet : 3007
Self-Loops : 1395
Reciprocated Vertex Pair Ratio : 0.0236762304641941
Reciprocated Edge Ratio : 0.0462572633018116
Connected Components : 1685
Single-Vertex Connected Components : 620
Maximum Vertices in a Connected Component : 265
Maximum Edges in a Connected Component : 551
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.915999
Graph Density : 0.000165768127992259
Modularity : 0.819039
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,277 Twitter users whose recent tweets contained "network (theory OR science OR graph OR map)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 20 June 2022 at 17:24 UTC.
The tweets in the network were tweeted over the 9-day, 6-hour, 14-minute period from Saturday, 11 June 2022 at 10:28 UTC to Monday, 20 June 2022 at 16:43 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : network (theory OR science OR graph OR map)
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[396] ghana,education [247] network,rail [243] neural,network [228] network,science [224] network,map [213] education,network [198] education,service [198] service,partnership [198] partnership,practical [198] practical,education Top Word Pairs in Tweet in G1:
[52] neural,network [46] network,rail [35] data,science [29] computer,science [29] graph,neural [27] network,map [26] june,21 [25] strike,chaos [25] 21,23 [25] 23,25 Top Word Pairs in Tweet in G2:
[129] science,deniers [129] climate,science [122] sky,news [116] analysis,global [114] institute,strategic [114] strategic,dialogue [105] global,science [105] deniers,conducted [105] conducted,institute [105] dialogue,reported Top Word Pairs in Tweet in G3:
[128] pi,ecological [128] ecological,chain [128] chain,malls [128] malls,started [128] started,clean [128] clean,test [128] test,data [128] data,participate [128] participate,barter [128] barter,kyc Top Word Pairs in Tweet in G4:
[89] network,science [25] traditional,networks [25] networks,graph [25] graph,theory [25] theory,map [25] map,vast [25] vast,pools [25] pools,data [25] data,researchers [25] researchers,pushing Top Word Pairs in Tweet in G5:
[114] theskindoctor13,long [114] long,term [114] term,black [114] black,list [114] list,associated [114] associated,political [114] political,orgs [114] orgs,ngo [114] ngo,block [114] block,level Top Word Pairs in Tweet in G6:
[82] network,rail [79] rail,released [79] released,map [79] map,routes [79] routes,plans [79] plans,running [79] running,week [79] week,strikes [79] strikes,warns [79] warns,passengers Top Word Pairs in Tweet in G7:
[394] ghana,education [197] education,service [197] service,partnership [197] partnership,practical [197] practical,education [197] education,network [197] network,pen [197] pen,train [197] train,teachers [197] teachers,hands Top Word Pairs in Tweet in G8:
[90] network,map [90] map,15 [90] 15,000 [90] 000,reachable [90] reachable,nodes [90] nodes,securing [90] securing,#bitcoin [90] #bitcoin,world [90] world,computer [90] computer,keeps Top Word Pairs in Tweet in G9:
[29] data,science [27] corinnacoupette,drjilles [27] drjilles,pseudomanifold [27] pseudomanifold,typical [27] typical,network [27] network,science [27] science,paper [27] paper,mikha_ehl [20] et,al [18] spatial,data Top Word Pairs in Tweet in G10:
[74] map,#infosec [74] #infosec,#cybersecurity [74] #cybersecurity,#pentesting [74] #pentesting,#oscp [74] #oscp,#informationsecurity [74] #informationsecurity,#hacking [74] #hacking,#cissp [74] #cissp,#redteam [74] #redteam,#technology [74] #technology,#datasecurity Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G4:
Top Mentioned in G6:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: