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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3525-day, 3-hour, 36-minute period from Monday, 10 June 2013 at 21:05 UTC to Saturday, 04 February 2023 at 00:42 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 : 2967
Edges With Duplicates : 10316
Total Edges : 13283
Number of Edge Types : 9
Replies to : 1145
MentionsInReplyTo : 2552
MentionsInQuoteReply : 29
Quote : 411
Mentions : 817
Retweet : 2840
MentionsInRetweet : 3847
Tweet : 1378
MentionsInQuote : 264
Self-Loops : 1622
Reciprocated Vertex Pair Ratio : 0.00979398851739277
Reciprocated Edge Ratio : 0.0193979933110368
Connected Components : 447
Single-Vertex Connected Components : 239
Maximum Vertices in a Connected Component : 3473
Maximum Edges in a Connected Component : 11545
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.673301
Graph Density : 0.000304234011510628
Modularity : 0.415978
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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 17:22 UTC.
The tweets in the network were tweeted over the 3525-day, 3-hour, 36-minute period from Monday, 10 June 2013 at 21:05 UTC to Saturday, 04 February 2023 at 00:42 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:
[540] manage,fine [540] seem,manage [540] echr,comes [540] apparently,restricted [540] austria,seem [540] restricted,echr [540] immigrants,austria [540] deporting,immigrants [540] comes,deporting [539] fine,wha Top Word Pairs in Tweet in G1:
[538] apparently,restricted [538] austria,seem [538] seem,manage [538] comes,deporting [538] immigrants,austria [538] manage,fine [538] restricted,echr [538] deporting,immigrants [538] echr,comes [537] fine,wha Top Word Pairs in Tweet in G2:
[270] create,#immigrationreform [225] democrats,create [224] help,democrats [170] refuse,help [167] humanitarian,crisis [117] fail,create [116] crisis,affecting [115] affecting,border [109] republicans,refuse [109] #immigrationreform,republicans Top Word Pairs in Tweet in G3:
[279] ysidro,one [279] entries,migrants [279] migrants,ask [279] top,entries [279] yourself,don [279] hear,gavin [279] one,top [279] diego,san [279] ask,yourself [279] don,hear Top Word Pairs in Tweet in G4:
[70] tweeting,help [70] help,#immigrationreform [70] hollow,tweeting [70] alexpadilla4ca,hollow [70] #immigrationreform,agree [69] dcwaladesi,alexpadilla4ca [61] #daca,#joebiden [60] #joebiden,#elsalvador [60] #immigrationreform,#daca [60] #elsalvador,#mexico Top Word Pairs in Tweet in G5:
[58] #immigration,#immigrationreform [21] learn,more [20] immigration,reform [18] #immigrationreform,#immigrationreform [13] #immigrationreform,#immigration [12] #immigrationreform,#immigrationlaw [8] #immigrationreform,#immigrants [8] title,42 [8] #uscis,#usimmigrationlawyer [8] #bordercrisis,#immigrationreform 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:
[67] total,waste [67] arriving,droves [67] wall,total [67] #immigrationreform,know [67] immigrants,arriving [67] families,evil [67] know,wall [67] separating,families [67] need,#immigrationreform [67] waste,separating Top Word Pairs in Tweet in G8:
[14] break,gop [14] #immigrationreform,bill [14] senatorsinema,trump [14] majority,elected [14] elected,#immigrationreform [14] give,break [14] trump,majority [14] gop,senatorsinema [13] delina4az,give [13] bill,pa Top Word Pairs in Tweet in G9:
[73] usa,solve [73] problem,usa [73] solve,opportunity [72] reform,problem [72] opportunity,america [72] seize,#immigrationreform [72] immigration,reform [72] america,seize [71] chefjoseandres,immigration Top Word Pairs in Tweet in G10:
[70] truth,comes [69] comes,feel [69] throughout,year [69] free,ticks [69] follow,more [69] year,free [69] truths,throughout [69] feel,free [69] free,follow [69] more,truths Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G5:
Top Replied-To in G6:
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Top Replied-To in G8:
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:
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Top Tweeters in G3:
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Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: