The graph represents a network of 4,642 Twitter users whose recent tweets contained "ALALibrary", 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 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 04:36 UTC.
The tweets in the network were tweeted over the 1520-day, 2-hour, 46-minute period from Tuesday, 08 January 2019 at 22:03 UTC to Thursday, 09 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 : 4642
Unique Edges : 7927
Edges With Duplicates : 14208
Total Edges : 22135
Number of Edge Types : 9
Retweet : 2910
MentionsInRetweet : 6643
MentionsInReplyTo : 7928
Replies to : 1308
Mentions : 1968
Tweet : 283
Quote : 326
MentionsInQuote : 695
MentionsInQuoteReply : 74
Self-Loops : 711
Reciprocated Vertex Pair Ratio : 0.039422589903765
Reciprocated Edge Ratio : 0.0758547876228376
Connected Components : 8
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 4632
Maximum Edges in a Connected Component : 22104
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.955808
Graph Density : 0.000571540716508656
Modularity : 0.415003
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,642 Twitter users whose recent tweets contained "ALALibrary", 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 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 04:36 UTC.
The tweets in the network were tweeted over the 1520-day, 2-hour, 46-minute period from Tuesday, 08 January 2019 at 22:03 UTC to Thursday, 09 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 : ALALibrary
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:
[303] sexharassed,alalibrary [232] american,library [230] library,association [202] noleftturnus,massresistance [199] graphic,novels [195] massresistance,safelibraries [192] alalibrary,moms4liberty [186] moms4liberty,noleftturnus [181] pittparents,sexharassed [179] association,alalibrary Top Word Pairs in Tweet in G1:
[125] graphic,novels [109] american,library [106] library,association [86] association,alalibrary [85] selected,four [85] extraordinary,marvel [85] four,extraordinary [85] alalibrary,selected [85] best,2022 [85] novels,best Top Word Pairs in Tweet in G2:
[301] sexharassed,alalibrary [202] noleftturnus,massresistance [195] massresistance,safelibraries [192] alalibrary,moms4liberty [186] moms4liberty,noleftturnus [181] pittparents,sexharassed [146] safelibraries,eitc_official [110] couragehabit,pittparents [107] library,association [107] american,library Top Word Pairs in Tweet in G3:
[16] pre,teens [16] ease,combining [16] exhilarating,pre [16] schewe,artistic [16] events,cataclysmic [16] combining,familiar [16] historical,events [16] familiar,historical [16] artistic,ease [16] cataclysmic,fiction Top Word Pairs in Tweet in G4:
[160] sarahhuckabee,arifleischer [160] tobykeith,annakendrick47 [160] whitesnake,alalibrary [160] arifleischer,whitesnake [160] jrpsaki,sarahhuckabee [160] alalibrary,tobykeith [160] k_jeanpierre,jrpsaki [147] kendricklamar,aldridge_12 [147] annakendrick47,kendricklamar [145] 3yearletterman,k_jeanpierre Top Word Pairs in Tweet in G5:
[31] school,librarians [26] aasl,alalibrary [21] jobs,certified [21] required,jobs [21] aftunion,rweingarten [21] assistants,required [21] school,districts [21] abusing,teaching [21] stop,abusing [21] certified,school Top Word Pairs in Tweet in G6:
[96] protest,collegeboard [96] mainstream,canonical [96] canonical,american [96] submitted,letter [96] mccarthyite,censoring [96] collegeboard,mccarthyite [96] american,writers [96] censoring,mainstream [96] letter,protest [95] cathyndavidson,submitted Top Word Pairs in Tweet in G7:
[51] ala,president [38] president,lessa4libraries [28] session,ala [28] join,first [28] diversity,lecture [28] first,session [28] baker,diversity [28] lecture,series [28] series,join [28] spring,23 Top Word Pairs in Tweet in G8:
[18] alalibrary,arlnews [13] arlnews,alalibrary [11] preserve,library [11] ways,library [11] asking,supreme [11] organizations,asking [11] supreme,court [11] arlnews,library [11] alliance,arlnews [11] joined,alalibrary Top Word Pairs in Tweet in G9:
[94] wing,book [93] librarians,re [93] book,banning [93] banning,efforts [93] right,wing [93] re,waging [93] waging,lonely [93] freedom,right [93] efforts,spread [93] lonely,scary Top Word Pairs in Tweet in G10:
[13] open,science [9] alalibrary,ifla [9] science,conference [8] 3rd,open [7] development,goals [7] sustainable,development [7] librarians,doing [7] arkansas,librarians [7] april,griffith [6] info,examples Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: