The graph represents a network of 4,483 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3677-day, 21-hour, 59-minute period from Wednesday, 13 February 2013 at 02:49 UTC to Saturday, 11 March 2023 at 00:49 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 : 4483
Unique Edges : 2907
Edges With Duplicates : 9602
Total Edges : 12509
Number of Edge Types : 9
Replies to : 1102
MentionsInReplyTo : 1931
Retweet : 2850
MentionsInRetweet : 3799
Mentions : 770
Tweet : 1379
Quote : 401
MentionsInQuote : 254
MentionsInQuoteReply : 23
Self-Loops : 1625
Reciprocated Vertex Pair Ratio : 0.009783728115345
Reciprocated Edge Ratio : 0.0193778684344722
Connected Components : 465
Single-Vertex Connected Components : 248
Maximum Vertices in a Connected Component : 3454
Maximum Edges in a Connected Component : 10685
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.402969
Graph Density : 0.000292791360251027
Modularity : 0.440064
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,483 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3677-day, 21-hour, 59-minute period from Wednesday, 13 February 2013 at 02:49 UTC to Saturday, 11 March 2023 at 00:49 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:
[547] manage,fine [547] seem,manage [547] echr,comes [547] apparently,restricted [547] austria,seem [547] restricted,echr [547] immigrants,austria [547] deporting,immigrants [547] comes,deporting [546] 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:
[382] create,#immigrationreform [295] democrats,create [290] help,democrats [240] refuse,help [173] humanitarian,crisis [172] republicans,refuse [128] republicans,ran [121] crisis,affecting [120] affecting,border [117] fail,create Top Word Pairs in Tweet in G3:
[98] need,reform [96] country,birth [95] differently,merely [95] treating,people [95] birth,wrong [95] wrong,need [95] reform,immigration [95] merely,country [95] people,differently [94] immigration,syst Top Word Pairs in Tweet in G4:
[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 G5:
[44] #immigration,#immigrationreform [12] #immigrationlawyer,#immigrationreform [11] immigration,reform [11] #immigrants,#immigrationreform [9] #immigration,#refugees [9] migrant,workers [9] #bordercrisis,#immigrationreform [8] #refugees,#immigrants [8] allowing,more [8] fed,report Top Word Pairs in Tweet in G6:
[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 G7:
[53] southern,border [53] senator,chris [53] chris,murphy [52] still,affected [52] positioned,far [52] far,southern [52] border,connecticut [52] acknowledged,despite [52] despite,being [52] connecticut,still Top Word Pairs in Tweet in G8:
[26] allenorresq,immigration [24] immigrants,workers [24] zero,discussion [24] discussion,potential [24] immigration,sum [24] limited,until [24] potential,limited [24] sum,zero [24] until,see [24] see,immigrants Top Word Pairs in Tweet in G9:
[39] american,flag [39] stabbed,woman [39] flag,shirt [39] woman,wearing [39] wearing,american [39] paul,peter [39] beat,stabbed [39] peter,jal [38] jal,beat [38] immigrant,paul Top Word Pairs in Tweet in G10:
[14] elected,#immigrationreform [14] give,break [14] senatorsinema,trump [14] majority,elected [14] #immigrationreform,bill [14] gop,senatorsinema [14] trump,majority [14] break,gop [13] delina4az,give [13] bill,pa Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: