The graph represents a network of 4,333 Twitter users whose recent tweets contained "#IRS OR @IRSNews OR @IRSTaxPros", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 22:31 UTC.
The tweets in the network were tweeted over the 3551-day, 1-hour, 21-minute period from Wednesday, 15 May 2013 at 23:39 UTC to Saturday, 04 February 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4333
Unique Edges : 3663
Edges With Duplicates : 12882
Total Edges : 16545
Number of Edge Types : 9
Replies to : 1207
MentionsInReplyTo : 6877
Retweet : 1789
MentionsInRetweet : 2546
Mentions : 1267
Tweet : 1947
MentionsInQuote : 558
Quote : 215
MentionsInQuoteReply : 139
Self-Loops : 2384
Reciprocated Vertex Pair Ratio : 0.017860332202179
Reciprocated Edge Ratio : 0.0350938761186173
Connected Components : 652
Single-Vertex Connected Components : 493
Maximum Vertices in a Connected Component : 3229
Maximum Edges in a Connected Component : 14682
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.539577
Graph Density : 0.00030361380877583
Modularity : 0.324197
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,333 Twitter users whose recent tweets contained "#IRS OR @IRSNews OR @IRSTaxPros", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 22:31 UTC.
The tweets in the network were tweeted over the 3551-day, 1-hour, 21-minute period from Wednesday, 15 May 2013 at 23:39 UTC to Saturday, 04 February 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : #IRS OR @IRSNews OR @IRSTaxPros
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:
[755] sales,tax [503] income,tax [325] federal,income [312] replace,federal [305] tax,23 [293] used,goods [292] tax,used [289] 23,national [289] national,retail [289] retail,sales Top Word Pairs in Tweet in G1:
[57] tax,credit [47] irsnews,#irs [46] tax,return [39] income,tax [36] wtf,irsnews [33] foianate,wtf [29] earned,income [27] #irs,refund [27] tax,filing [26] filing,season Top Word Pairs in Tweet in G2:
[50] learn,more [43] #taxes,#irs [41] #tax,#taxes [29] #bookkeeping,#taxpreparer [28] tax,return [27] #taxreturn,#taxprofessional [26] #smallbusiness,#bookkeeping [26] #business,#taxseason [26] #accounting,#business [26] #taxrefund,#taxreturn Top Word Pairs in Tweet in G3:
[738] sales,tax [325] income,tax [309] federal,income [305] replace,federal [299] tax,23 [293] used,goods [292] tax,used [287] goods,#fairtax [284] #fairtax,replace [284] know,sales Top Word Pairs in Tweet in G4:
[11] stevenmnuchin1,forgive [11] moc,millionaire [11] forgive,moc [11] messages,stevenmnuchin1 [11] secretservice,erase [11] text,messages [11] erase,text [11] repstefanik,secretservice [10] gnwayland,repstefanik [10] millionaire,celeb Top Word Pairs in Tweet in G5:
[76] learn,more [72] tax,return [72] irsnews,#irs [52] income,tax [50] employers,file [50] identity,theft [48] tax,credit [35] information,returns [34] earned,income [34] make,sure Top Word Pairs in Tweet in G6:
[41] irstaxpros,need [40] stepping,plate [40] auditing,#bitcoin [40] looks,coinbase [40] need,help [40] plate,assist [40] users,looks [40] coinbase,stepping [40] help,auditing [40] assist,make Top Word Pairs in Tweet in G7:
[98] number,800 [58] need,help [57] halted,taxes [57] finra,u3 [57] organization,called [57] called,finra [57] u3,halted [57] help,organization [56] please,help [54] irs_ci,irsnews Top Word Pairs in Tweet in G8:
[24] usa,irsnews [22] european,judges [22] tax,evasion [22] gt,alarm [22] stolen,fraud [22] less,educational [22] cry,european [22] year,public [22] fraud,tax [22] evasion,usa Top Word Pairs in Tweet in G9:
[109] requests,government [109] trump,deployed [109] government,information [109] information,#irs [109] #foia,requests [109] deployed,deluge [109] deluge,#foia [109] #irs,preparing [108] chadlivengood,trump [2] tax,returns Top Word Pairs in Tweet in G10:
[5] #tax,#credit [4] covesaglobal,recaroauto [4] un_rsf,covesaglobal [4] nycedc,nypdtrafficops [4] jack,irsnews [4] bmwmotorsport,tuvsud [4] dtm,nycedc [4] popsci,un_rsf [4] recaroauto,dtm [4] fiaformulae,popsci Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
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: