The graph represents a network of 4,237 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 21:32 UTC.
The tweets in the network were tweeted over the 1913-day, 9-hour, 50-minute period from Wednesday, 20 December 2017 at 14:10 UTC to Saturday, 18 March 2023 at 00:00 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 : 4237
Unique Edges : 4086
Edges With Duplicates : 13558
Total Edges : 17644
Number of Edge Types : 9
Quote : 187
Tweet : 2029
MentionsInReplyTo : 8200
Replies to : 1095
Retweet : 1719
MentionsInRetweet : 2502
Mentions : 1371
MentionsInQuote : 379
MentionsInQuoteReply : 162
Self-Loops : 2488
Reciprocated Vertex Pair Ratio : 0.0173942701227831
Reciprocated Edge Ratio : 0.0341937646664432
Connected Components : 694
Single-Vertex Connected Components : 496
Maximum Vertices in a Connected Component : 2838
Maximum Edges in a Connected Component : 14952
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.183899
Graph Density : 0.000332405984154609
Modularity : 0.307779
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,237 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 21:32 UTC.
The tweets in the network were tweeted over the 1913-day, 9-hour, 50-minute period from Wednesday, 20 December 2017 at 14:10 UTC to Saturday, 18 March 2023 at 00:00 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:
[403] mmtlp,mmtlp [305] tax,return [201] short,story [201] taxes,spent [201] subversive,short [201] story,99 [201] spent,subversive [201] #irs,#taxform [201] #taxform,taxes [198] learn,more Top Word Pairs in Tweet in G1:
[84] tax,return [44] #irs,tax [43] tax,credit [42] learn,more [35] tax,season [34] irsnews,#irs [32] coxautomotive,irsnews [29] tax,refund [28] income,tax [26] social,media Top Word Pairs in Tweet in G2:
[403] mmtlp,mmtlp [130] tax,return [124] 94,days [97] learn,more [81] irsnews,#irs [73] tax,credit [70] irsnews,irstaxpros [64] #irs,tax [64] retail,investors [62] finra,stolen Top Word Pairs in Tweet in G3:
[56] need,know [54] social,media [51] hefty,fines [51] story,#taxhacks [51] irs,hefty [51] fines,cbs [51] #irs,#taxscams [51] cbs,news [51] serious,trouble [51] media,lead Top Word Pairs in Tweet in G4:
[92] joebiden,irstaxpros [85] shalloumusic,liquidsouliboga [85] gordonramsay,realdonaldtrump [85] simcitybuildit,mrbeast [85] lenovolegion,federalreserve [85] fbi,elonmusk [85] cbumbray,useeoc [85] useeoc,gavinnewsom [85] pontifex,gordonramsay [85] civilrights,nato Top Word Pairs in Tweet in G5:
[8] lucifer,yahawashi [8] lord,eaenki [8] usccb,name [8] king,heylel [8] el',king [8] yahawashi,lord [8] eaenki,kingheylel [8] name,el' [8] heylel,lucifer [6] bright,morning Top Word Pairs in Tweet in G6:
[201] subversive,short [201] story,99 [201] #taxform,taxes [201] #irs,#taxform [201] taxes,spent [201] spent,subversive [201] short,story [147] smart_reads,#irs [44] minutes,#irs [44] 30,minutes Top Word Pairs in Tweet in G7:
[46] cia,fbi [45] worldoil,cia [45] whitehouse,fda_drug_info [45] irsnews,worldoil [45] fda_drug_info,irsnews [32] #bmf,#bmf [31] #presidentelected,#vp [30] #heaven,#earth [28] aaliyah,whitehouse [28] #world,#wide Top Word Pairs in Tweet in G8:
[75] president,shri [75] vice,president [75] officer,trainees [75] batch,indian [75] indian,revenue [75] hon'ble,vice [75] jagdeep,dhankhar [75] 76th,batch [75] shri,jagdeep [52] revenue,service Top Word Pairs in Tweet in G9:
[40] intent,actions [38] criminal,intent [27] wiretap,audit [27] audit,criminal [26] ea,wiretap [23] #irs,ea [9] irstaxpros,whitehouse [9] espn,acura [8] #copyright,infringement [8] taxpayers,please Top Word Pairs in Tweet in G10:
[11] msnbc,irsnews [11] cnn,foxnewspolitics [11] foxnewspolitics,msnbc [11] repmtg,cnn [5] truthse68695080,repmtg [4] #taxes,#irs [4] gamez15_lalo,repmtg [3] #lyingted,#fascisttedcruz [3] folks,really [3] #cancuncruz,#lyingted 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 G7:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
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Top Mentioned in G8:
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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: