The graph represents a network of 4,455 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 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3656-day, 19-hour, 0-minute period from Wednesday, 13 February 2013 at 02:49 UTC to Friday, 17 February 2023 at 21:50 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 : 4455
Unique Edges : 2897
Edges With Duplicates : 9998
Total Edges : 12895
Number of Edge Types : 9
Replies to : 1124
MentionsInReplyTo : 2263
Retweet : 2872
MentionsInRetweet : 3845
Mentions : 746
Quote : 400
Tweet : 1364
MentionsInQuote : 258
MentionsInQuoteReply : 23
Self-Loops : 1615
Reciprocated Vertex Pair Ratio : 0.00959232613908873
Reciprocated Edge Ratio : 0.0190023752969121
Connected Components : 444
Single-Vertex Connected Components : 238
Maximum Vertices in a Connected Component : 3513
Maximum Edges in a Connected Component : 11251
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.564834
Graph Density : 0.000297038135685045
Modularity : 0.422915
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,455 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 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3656-day, 19-hour, 0-minute period from Wednesday, 13 February 2013 at 02:49 UTC to Friday, 17 February 2023 at 21:50 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:
[545] manage,fine [545] seem,manage [545] echr,comes [545] apparently,restricted [545] austria,seem [545] restricted,echr [545] immigrants,austria [545] deporting,immigrants [545] comes,deporting [544] fine,wha Top Word Pairs in Tweet in G1:
[541] austria,seem [541] restricted,echr [541] echr,comes [541] seem,manage [541] manage,fine [541] comes,deporting [541] deporting,immigrants [541] apparently,restricted [541] immigrants,austria [540] fine,wha Top Word Pairs in Tweet in G2:
[345] create,#immigrationreform [265] democrats,create [261] help,democrats [213] refuse,help [169] humanitarian,crisis [152] republicans,refuse [117] fail,create [116] crisis,affecting [115] affecting,border [108] fix,humanitarian Top Word Pairs in Tweet in G3:
[275] don,hear [275] migrants,ask [275] top,entries [275] diego,san [275] san,ysidro [275] san,diego [275] one,top [275] hear,gavin [275] ask,yourself [275] yourself,don 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:
[75] #immigration,#immigrationreform [57] #immigrationreform,#daca [53] #daca,#joebiden [52] #joebiden,#elsalvador [49] #elsalvador,#mexico [47] #usa,#immigration [46] #mexico,#venezuela [46] #venezuela,#guatemala [45] ailanational,nilc [45] nilc,epa Top Word Pairs in Tweet in G6:
[46] #immigration,#immigrationreform [11] #immigrationreform,#immigration [10] immigration,reform [8] #bordercrisis,#immigrationreform [7] wait,see [7] #immigrationreform,#immigrants [7] #immigrationlawyer,#immigrationreform [7] southern,border [6] #immigrationtips,#immigrationlawyer [6] updates,immigration Top Word Pairs in Tweet in G7:
[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 G8:
[72] alexpadilla4ca,hollow [72] #immigrationreform,agree [72] tweeting,help [72] hollow,tweeting [72] help,#immigrationreform [71] dcwaladesi,alexpadilla4ca [36] thinking,sacklers [36] cash,cow [36] cow,thinking [36] #immigrationreform,cash Top Word Pairs in Tweet in G9:
[71] truth,comes [70] throughout,year [70] free,ticks [70] more,truths [70] truths,throughout [70] free,follow [70] year,free [70] follow,more [70] feel,free [70] comes,feel Top Word Pairs in Tweet in G10:
[17] votes,#immigrationreform [17] exactly,party [17] obstruction,always [17] party,obstruction [17] always,votes [16] brianradfordaz,exactly [7] secure,border [7] southern,border [7] rights,migrants [6] migrants,respected 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 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 G5:
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Top Tweeters in G9:
Top Tweeters in G10: