The graph represents a network of 20,193 Twitter users whose recent tweets contained "Karl Marx", 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 Wednesday, 12 August 2020 at 18:49 UTC.
The tweets in the network were tweeted over the 2-day, 10-hour, 23-minute period from Monday, 10 August 2020 at 08:06 UTC to Wednesday, 12 August 2020 at 18:29 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 : 20193
Unique Edges : 20095
Edges With Duplicates : 1488
Total Edges : 21583
Number of Edge Types : 5
Retweet : 14922
Tweet : 1635
Replies to : 1827
MentionsInRetweet : 653
Mentions : 2546
Self-Loops : 1705
Reciprocated Vertex Pair Ratio : 0.00477439664218258
Reciprocated Edge Ratio : 0.00950342018693541
Connected Components : 2304
Single-Vertex Connected Components : 925
Maximum Vertices in a Connected Component : 8032
Maximum Edges in a Connected Component : 8079
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 2.240412
Graph Density : 4.69689956264363E-05
Modularity : 0.77041
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 20,193 Twitter users whose recent tweets contained "Karl Marx", 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 Wednesday, 12 August 2020 at 18:49 UTC.
The tweets in the network were tweeted over the 2-day, 10-hour, 23-minute period from Monday, 10 August 2020 at 08:06 UTC to Wednesday, 12 August 2020 at 18:29 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 : Karl Marx
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 Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[17668] karl,marx [7863] marx,andou [7863] pudesse,correr [7860] pabllo,pudesse [7851] andou,pabllo [1235] marx,bengali [1226] indian,karl [1224] ram,narth [1224] narth,indian [1109] hijos,karl Top Word Pairs in Tweet in G1:
[7829] karl,marx [7824] pudesse,correr [7823] marx,andou [7823] andou,pabllo [7823] pabllo,pudesse Top Word Pairs in Tweet in G2:
[1290] karl,marx [1230] marx,bengali [1220] ram,narth [1220] narth,indian [1220] indian,karl [38] mea_gulpa,nayanikaaa [28] isvelan,mea_gulpa [18] hsrains,isvelan [18] hence,proved [18] proved,karl Top Word Pairs in Tweet in G3:
[1259] karl,marx [1097] hijos,karl [1097] marx,murieron [1097] murieron,hambre [1097] hambre,suicidaron [1097] suicidaron,nunca [1097] nunca,trabajó [1097] trabajó,casó [1097] casó,aristócrata [1097] aristócrata,dinero Top Word Pairs in Tweet in G4:
[986] karl,marx [883] lives,matter [874] course,blm [874] blm,lives [874] matter,blm [874] blm,funded [874] funded,soros [874] soros,clinton [874] clinton,foundation [874] foundation,karl Top Word Pairs in Tweet in G5:
[969] karl,marx [26] datos,curiosos [26] curiosos,vida [19] useful,idiots [18] friedrich,engels [18] idiots,karl [18] marx,racist [17] predicciones,karl [17] marx,cumplieron [17] cumplieron,falló Top Word Pairs in Tweet in G6:
[728] karl,marx [652] oppressed,allowed [652] allowed,once [652] once,few [652] few,years [652] years,decide [652] decide,particular [652] particular,representatives [652] representatives,oppressing [652] oppressing,class Top Word Pairs in Tweet in G7:
[354] karl,marx [341] charli,xcx [340] xcx,pop [340] pop,music [340] marx,political [340] political,science [333] music,karl [11] marx,died [10] britney,spears [10] spears,karl Top Word Pairs in Tweet in G8:
[120] karl,marx [24] american,people [23] michaeljohns,mattknez1961 [23] mattknez1961,johnmstubbins [23] johnmstubbins,goal [23] goal,joebiden [23] joebiden,dnc [23] dnc,create [23] create,theory [23] theory,such Top Word Pairs in Tweet in G9:
[388] letter,marx [194] national,review's [194] review's,kevin [194] kevin,williamson [194] williamson,outright [194] outright,fabricated [194] fabricated,evidence [194] evidence,karl [194] karl,marx's [194] marx's,anti Top Word Pairs in Tweet in G10:
[153] karl,marx [139] sepa,quien [139] quien,realmente [139] realmente,karl [9] hijos,karl [9] marx,murieron [9] murieron,hambre [9] hambre,suicidaron [9] suicidaron,nunca [9] nunca,trabajó Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G8:
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: