The graph represents a network of 4,257 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 22:29 UTC.
The tweets in the network were tweeted over the 3762-day, 6-hour, 1-minute period from Tuesday, 11 September 2012 at 18:58 UTC to Saturday, 31 December 2022 at 00:59 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 : 4257
Unique Edges : 4083
Edges With Duplicates : 9606
Total Edges : 13689
Number of Edge Types : 9
Retweet : 2556
MentionsInRetweet : 3869
MentionsInReplyTo : 3245
Replies to : 863
Tweet : 1476
Mentions : 900
Quote : 213
MentionsInQuote : 402
MentionsInQuoteReply : 165
Self-Loops : 1715
Reciprocated Vertex Pair Ratio : 0.0171800030954961
Reciprocated Edge Ratio : 0.0337796713329276
Connected Components : 553
Single-Vertex Connected Components : 381
Maximum Vertices in a Connected Component : 3285
Maximum Edges in a Connected Component : 12123
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.420735
Graph Density : 0.000362737357841397
Modularity : 0.428124
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,257 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 22:29 UTC.
The tweets in the network were tweeted over the 3762-day, 6-hour, 1-minute period from Tuesday, 11 September 2012 at 18:58 UTC to Saturday, 31 December 2022 at 00:59 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:
[569] tax,returns [347] former,president [342] release,tax [339] president,trump [333] pelosi,gang's [332] returns,former [332] obtain,release [332] power,obtain [332] gang's,abuse [332] trump,result Top Word Pairs in Tweet in G1:
[200] loisromano,irsnews [198] bank,account [196] chinese,bank [195] job,audited [195] irsnews,caught [195] caught,chinese [195] account,job [72] irsnews,#irs [38] third,party [36] #irs,delaying Top Word Pairs in Tweet in G2:
[125] irsnews,#irs [117] learn,more [70] tax,returns [53] tax,credit [51] social,media [46] more,#irs [45] third,party [37] #irs,reminder [36] irssmallbiz,#irs [36] trump's,tax Top Word Pairs in Tweet in G3:
[37] #taxes,#irs [29] tax,return [27] #irs,#taxes [24] filing,taxes [23] tax,returns [21] irs,audits [20] minimize,chances [20] scrutiny,#irs [20] trigger,irs [20] items,trigger Top Word Pairs in Tweet in G4:
[333] tax,returns [331] pelosi,gang's [330] power,obtain [330] release,tax [330] returns,former [330] trump,result [330] former,president [330] gang's,abuse [330] president,trump [330] abuse,power Top Word Pairs in Tweet in G5:
[192] guillermo,lasso [191] lasso,used [191] financial,system [191] system,decades [191] paying,taxes [191] hide,properties [191] properties,evade [191] decades,hide [191] evade,paying [191] used,financial Top Word Pairs in Tweet in G6:
[76] years,federal [75] federal,prison [75] sentenced,14 [75] 14,years [64] stealing,millions [64] lawyer,michael [64] prison,stealing [64] michael,avenatti [64] usao_losangeles,lawyer [64] avenatti,sentenced Top Word Pairs in Tweet in G7:
[28] garyblack00,vcdxnz001 [27] irsnews,potus [27] wholemarsblog,garyblack00 [23] tax,credit [21] sawyermerritt,teslapodcast [20] vcdxnz001,irsnews [19] tax,returns [18] ev,tax [16] teslapodcast,teslaownerssv [16] releases,ev Top Word Pairs in Tweet in G8:
[20] tam_resist,gop [18] tax,returns [15] nothing,#irs [15] mad,re [15] #taxfrauds,think [15] re,entitled [15] think,re [15] gop,mad [15] entitled,taxes [15] taxes,nothing Top Word Pairs in Tweet in G9:
[5] business,expense [4] cia,kingjames [4] interpol,fbi [4] kingjames,interpol [4] notcrypticno,irstaxpros [4] irstaxpros,cia [3] coherence,read [3] fbi,cia [3] joebiden,coherence [3] months,joseph Top Word Pairs in Tweet in G10:
[15] warriorwomandr,ladyoftheocean1 [13] lietdansnewlegs,warriorwomandr [12] littlwritergir1,gigi69030829 [12] jnigoode,calvine43701301 [12] terryb600,alexper51573831 [12] thereseosulliv2,terryb600 [12] alexper51573831,littlwritergir1 [12] gigi69030829,thelandsnotours [12] tweetmalena,krrrrock [12] elonmusk,old_top_kick 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 G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: