The graph represents a network of 4,434 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3580-day, 8-hour, 0-minute period from Tuesday, 23 April 2013 at 16:58 UTC to Saturday, 11 February 2023 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 : 4434
Unique Edges : 2863
Edges With Duplicates : 10086
Total Edges : 12949
Number of Edge Types : 9
Replies to : 1104
MentionsInReplyTo : 2278
Quote : 389
Mentions : 767
MentionsInQuoteReply : 23
Retweet : 2916
MentionsInRetweet : 3908
Tweet : 1324
MentionsInQuote : 240
Self-Loops : 1567
Reciprocated Vertex Pair Ratio : 0.0096137339055794
Reciprocated Edge Ratio : 0.0190443802074477
Connected Components : 437
Single-Vertex Connected Components : 229
Maximum Vertices in a Connected Component : 3412
Maximum Edges in a Connected Component : 11126
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.627238
Graph Density : 0.000299197361487291
Modularity : 0.42032
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,434 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3580-day, 8-hour, 0-minute period from Tuesday, 23 April 2013 at 16:58 UTC to Saturday, 11 February 2023 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 : #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:
[546] manage,fine [546] seem,manage [546] echr,comes [546] apparently,restricted [546] austria,seem [546] restricted,echr [546] immigrants,austria [546] deporting,immigrants [546] comes,deporting [545] fine,wha Top Word Pairs in Tweet in G1:
[542] apparently,restricted [542] austria,seem [542] seem,manage [542] comes,deporting [542] immigrants,austria [542] manage,fine [542] restricted,echr [542] deporting,immigrants [542] echr,comes [541] fine,wha Top Word Pairs in Tweet in G2:
[319] create,#immigrationreform [251] democrats,create [250] help,democrats [201] refuse,help [169] humanitarian,crisis [140] republicans,refuse [117] fail,create [116] crisis,affecting [115] affecting,border [108] fix,humanitarian Top Word Pairs in Tweet in G3:
[277] ysidro,one [277] entries,migrants [277] migrants,ask [277] top,entries [277] yourself,don [277] hear,gavin [277] one,top [277] diego,san [277] ask,yourself [277] don,hear Top Word Pairs in Tweet in G4:
[59] #republicansaretheproblem,#minimumwage [59] #borderprotection,#immigrationreform [59] understand,#republicansaretheproblem [59] #minimumwage,#borderprotection [56] #mnuchin,#trumptaxreturns [56] #immigrationreform,#mnuchin [48] #trumptaxreturns,#karilake [44] #karilake,#jan6committee [38] #jan6committee,#democratsdeliveredagain [37] #democratsdeliveredagain,#biden Top Word Pairs in Tweet in G5:
[70] #immigration,#immigrationreform [57] #immigrationreform,#daca [55] #usa,#immigration [54] ailanational,nilc [54] make,paper [54] paper,forms [54] go,100 [54] keep,simple [54] potus,ailanational [54] uscisdirector,whitehouse Top Word Pairs in Tweet in G6:
[55] #immigration,#immigrationreform [15] learn,more [14] #immigrationreform,#immigrationreform [13] immigration,reform [12] #immigrationreform,#immigrationlaw [10] #immigrationreform,#immigration [9] #usimmigration,#usimmigration [8] #bordercrisis,#immigrationreform [7] wait,see [7] #immigrationreform,#immigrants Top Word Pairs in Tweet in G7:
[72] help,#immigrationreform [72] hollow,tweeting [72] alexpadilla4ca,hollow [72] tweeting,help [72] #immigrationreform,agree [71] dcwaladesi,alexpadilla4ca [51] politicians,hill [51] #immigration,plain [51] hill,anything [51] keep,finding Top Word Pairs in Tweet in G8:
[67] #immigrationreform,know [67] arriving,droves [67] wall,total [67] separating,families [67] need,#immigrationreform [67] families,evil [67] waste,separating [67] immigrants,arriving [67] know,wall [67] evil,immigrants Top Word Pairs in Tweet in G9:
[16] southern,border [13] crisis,southern [13] continue,crisis [13] point,support [13] stop,using [13] talking,point [13] republicans,stop [13] border,until [13] using,talking [13] until,republicans Top Word Pairs in Tweet in G10:
[85] man,akon [85] ethnic,group [85] american,ethnic [85] named,mamadou [85] akon,named [85] against,american [85] hate,crime [85] diallo,committed [85] senegalese,man [85] mamadou,diallo Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G6:
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Top Tweeters in G9:
Top Tweeters in G10: