The graph represents a network of 4,242 Twitter users whose recent tweets contained "#ImmigrationReform", 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 17:23 UTC.
The tweets in the network were tweeted over the 3607-day, 22-hour, 7-minute period from Wednesday, 13 February 2013 at 02:49 UTC to Saturday, 31 December 2022 at 00:57 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 : 4242
Unique Edges : 3668
Edges With Duplicates : 10006
Total Edges : 13674
Number of Edge Types : 9
Replies to : 1162
MentionsInReplyTo : 2498
MentionsInQuoteReply : 19
Quote : 465
MentionsInRetweet : 4209
Retweet : 2637
Tweet : 1503
Mentions : 879
MentionsInQuote : 302
Self-Loops : 1790
Reciprocated Vertex Pair Ratio : 0.0133547868061142
Reciprocated Edge Ratio : 0.0263575738329628
Connected Components : 528
Single-Vertex Connected Components : 264
Maximum Vertices in a Connected Component : 2941
Maximum Edges in a Connected Component : 11373
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.262722
Graph Density : 0.000350077113683679
Modularity : 0.412429
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,242 Twitter users whose recent tweets contained "#ImmigrationReform", 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 17:23 UTC.
The tweets in the network were tweeted over the 3607-day, 22-hour, 7-minute period from Wednesday, 13 February 2013 at 02:49 UTC to Saturday, 31 December 2022 at 00:57 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 : #ImmigrationReform
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:
[324] #immigration,#immigrationreform [193] create,#immigrationreform [193] immigration,reform [172] one,top [171] ask,yourself [171] don,hear [170] san,ysidro [170] top,entries [169] san,diego [169] entries,migrants Top Word Pairs in Tweet in G1:
[193] create,#immigrationreform [120] democrats,create [119] help,democrats [117] fail,create [78] failed,create [77] refuse,help [77] humanitarian,crisis [75] #immigrationreform,republicans [65] republicans,help [63] zero,plans Top Word Pairs in Tweet in G2:
[122] #immigration,#immigrationreform [87] #daca,#joebiden [85] #mexico,#venezuela [85] #visas,#citizenship [85] #haiti,#asylum [85] #venezuela,#guatemala [85] #guatemala,#haiti [85] #migrants,#fema [85] #elsalvador,#mexico [85] #tps,#visas Top Word Pairs in Tweet in G3:
[121] speech,president [121] democrat,great [121] great,speech [121] loved,country [121] republican,democrat [121] president,loved [121] country,understood [120] chefjoseandres,republican [120] good,#immigrationreform [119] #dreamers,immigration Top Word Pairs in Tweet in G4:
[57] #immigration,#immigrationreform [33] #immigrationattorney,#immigration [33] #immigration,#immigrationlaw [33] #immigrationlaw,#immigrationreform [21] #immigrationreform,#immigrationservices [20] immigration,reform [17] #immigrationreform,#immigration [16] #immigrationservices,#callustoday [12] #callustoday,#immigration [12] #immigrationmatters,#immigrationreform Top Word Pairs in Tweet in G5:
[45] people,seeking [45] seeking,better [45] scapegoat,people [45] better,life [45] early,voting [45] 53,migrants [45] interviews,border [45] rep,fight [45] easy,interviews [45] life,53 Top Word Pairs in Tweet in G6:
[164] one,top [164] don,hear [164] top,entries [164] yourself,don [164] ask,yourself [163] entries,migrants [163] diego,san [163] san,diego [163] migrants,ask [163] hear,gavin Top Word Pairs in Tweet in G7:
[63] need,#immigrationreform [61] separating,families [61] waste,separating [61] total,waste [61] evil,immigrants [61] immigrants,arriving [61] know,wall [61] wall,total [61] arriving,droves [61] #immigrationreform,know Top Word Pairs in Tweet in G8:
[16] stevehofstetter,elonmusk [11] elonmusk,racist [10] immigration,reform [9] visa,holders [9] leveraging,exploiting [9] observant,elonmusk [9] exploiting,foreign [9] elonmusk,leveraging [9] foreign,visa [9] racist,observant Top Word Pairs in Tweet in G9:
[52] #borderprotection,#immigrationreform [52] understand,#republicansaretheproblem [52] #minimumwage,#borderprotection [52] #republicansaretheproblem,#minimumwage [49] #immigrationreform,#mnuchin [49] #mnuchin,#trumptaxreturns [41] #trumptaxreturns,#karilake [37] #karilake,#jan6committee [31] #jan6committee,#democratsdeliveredagain [30] #democratsdeliveredagain,#biden Top Word Pairs in Tweet in G10:
[45] won,ban [45] gun,manufacturers [45] won,pass [45] campaign,donations [45] republicans,won [45] take,campaign [45] #assaultweapons,take [45] donations,gun [45] ban,#assaultweapons [45] manufacturers,won Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: