The graph represents a network of 15,807 Twitter users whose recent tweets contained "#voterfraud", 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 Thursday, 06 August 2020 at 00:37 UTC.
The tweets in the network were tweeted over the 5-day, 12-hour, 2-minute period from Friday, 31 July 2020 at 11:53 UTC to Wednesday, 05 August 2020 at 23:56 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 : 15807
Unique Edges : 32258
Edges With Duplicates : 5574
Total Edges : 37832
Number of Edge Types : 5
Mentions : 2583
Tweet : 1250
Retweet : 15309
MentionsInRetweet : 16555
Replies to : 2135
Self-Loops : 1388
Reciprocated Vertex Pair Ratio : 0.00263409961685824
Reciprocated Edge Ratio : 0.00525435872940053
Connected Components : 827
Single-Vertex Connected Components : 587
Maximum Vertices in a Connected Component : 14447
Maximum Edges in a Connected Component : 36241
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.747608
Graph Density : 0.0001340668844381
Modularity : 0.618027
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 15,807 Twitter users whose recent tweets contained "#voterfraud", 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 Thursday, 06 August 2020 at 00:37 UTC.
The tweets in the network were tweeted over the 5-day, 12-hour, 2-minute period from Friday, 31 July 2020 at 11:53 UTC to Wednesday, 05 August 2020 at 23:56 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 : #voterfraud
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:
[6321] mail,voting [4916] know,#voterfraud [4900] hvonspakovsky,joined [4900] joined,liz_wheeler [4899] those,speak [4899] need,know [4898] voting,hvonspakovsky [4897] twitter,censoring [4897] censoring,those [4897] speak,risks Top Word Pairs in Tweet in G1:
[4473] mail,voting [4450] hvonspakovsky,joined [4450] joined,liz_wheeler [4449] know,#voterfraud [4448] those,speak [4448] voting,hvonspakovsky [4448] need,know [4447] twitter,censoring [4447] censoring,those [4447] speak,risks Top Word Pairs in Tweet in G2:
[507] tens,thousands [379] voter,fraud [375] #voterfraud,#voterfraudisreal [352] photo,id [350] id,required [350] required,vote [349] please,think [349] think,proof [349] proof,citizenship [349] citizenship,photo Top Word Pairs in Tweet in G3:
[1056] mail,ballots [737] vote,mail [556] steal,2020 [556] 2020,beyond [537] judicialwatch,president [537] president,tomfitton [537] watch,more [536] vote,person [535] #voterfraud,more [535] more,occur Top Word Pairs in Tweet in G4:
[101] mail,voting [74] mail,ballots [51] voter,fraud [47] vote,mail [45] good,idea [42] wow,went [42] went,put [42] put,street [42] street,name [42] name,city Top Word Pairs in Tweet in G5:
[47] voter,fraud [34] mail,voting [30] mail,ballots [22] #voterfraud,#voterid [21] #voterfraud,#voterfraudisreal [17] #voterfraud,#mailinballots [15] vote,mail [13] #votebymail,#voterfraud [13] #voterfraud,#votebymail [12] #voteredtosaveamerica,#voterfraud Top Word Pairs in Tweet in G6:
[360] #voterfraud,#mailinvoterfraud [231] mail,voting [190] ballot,harvesting' [190] harvesting',ex [190] ex,attorney [190] attorney,general [190] general,adam [190] adam,laxalt [190] laxalt,warns [190] warns,vote Top Word Pairs in Tweet in G7:
[440] voter,fraud [384] voter,registration [384] registration,ballot [384] ballot,process [384] process,ensured [384] ensured,virtually [384] virtually,voter [384] fraud,decades [384] decades,plenty [384] plenty,republican Top Word Pairs in Tweet in G8:
[395] mail,voting [343] potus,know [343] know,know [343] know,mail [343] voting,proceeds [343] proceeds,corrupt [343] corrupt,swampbeasts [343] swampbeasts,fraudulently [343] fraudulently,remain [343] remain,government Top Word Pairs in Tweet in G9:
[199] #mailinballotfraud,#mailinballot [198] branco,cartoon [198] cartoon,pandora [198] pandora,box [198] box,#votefraud [198] #votefraud,#voterfraud [198] #voterfraud,#votebymail [198] #votebymail,#mailinballots [198] #mailinballots,#mailinballotfraud [28] mail,voting Top Word Pairs in Tweet in G10:
[169] difference,between [169] vote,count [168] huge,difference [168] between,#absenteeballots [168] #absenteeballots,#votebymail [168] #votebymail,learn [168] learn,difference [168] difference,vote [168] count,#voterfraud [23] mail,voting Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: