The graph represents a network of 3,748 Twitter users whose recent tweets contained "edchat", 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 11:36 UTC.
The tweets in the network were tweeted over the 1971-day, 2-hour, 6-minute period from Wednesday, 23 August 2017 at 22:54 UTC to Monday, 16 January 2023 at 01:00 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 : 3748
Unique Edges : 2829
Edges With Duplicates : 8031
Total Edges : 10860
Number of Edge Types : 9
Retweet : 2623
MentionsInRetweet : 3814
Mentions : 2158
Tweet : 1477
Quote : 143
MentionsInQuote : 130
Replies to : 150
MentionsInReplyTo : 361
MentionsInQuoteReply : 4
Self-Loops : 1852
Reciprocated Vertex Pair Ratio : 0.0373532550693703
Reciprocated Edge Ratio : 0.0720164609053498
Connected Components : 442
Single-Vertex Connected Components : 208
Maximum Vertices in a Connected Component : 2580
Maximum Edges in a Connected Component : 8356
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.498084
Graph Density : 0.000346061267370353
Modularity : 0.416771
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,748 Twitter users whose recent tweets contained "edchat", 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 11:36 UTC.
The tweets in the network were tweeted over the 1971-day, 2-hour, 6-minute period from Wednesday, 23 August 2017 at 22:54 UTC to Monday, 16 January 2023 at 01:00 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 : edchat
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:
[305] #edtech,#edchat [233] #edchat,#edtech [150] #education,#edchat [142] #edchat,#education [120] teacherffb,soo [120] fantastic,voice [120] win,fantastic [120] printer,teacherffb [120] label,printer [120] competition,time Top Word Pairs in Tweet in G1:
[135] #edtech,#edchat [86] #edchat,#edtech [72] #education,#edchat [52] howdareyoudana,danacoledares [48] cfpidiomas,available [48] #idiomas,#edtech [48] recursos,#idiomas [48] #edtech,cfpidiomas [44] #edchat,#education [40] #edchat,#k12 Top Word Pairs in Tweet in G2:
[64] students,belong [61] leeannjung,students [50] validated,call [50] belong,validated [50] call,students [50] referring,special [50] students,referring [49] special,educa [40] extended,time [39] accommodation,extended Top Word Pairs in Tweet in G3:
[78] lesson,plans [77] questions,help [77] plans,working [77] help,teacheroffduty [77] asking,yourself [77] working,asking [77] yourself,questions [76] tcea,lesson [76] teacheroffduty,#edu [43] tnvora,#edchat Top Word Pairs in Tweet in G4:
[20] #langarts,#ela [17] #edtech,#edchat [17] #edchat,#education [14] #kchat,#kinderchat [12] #3rdchat,#4thchat [12] #5thchat,#6thchat [12] #4thchat,#5thchat [11] #kinderchat,#1stchat [10] #1stchat,#2ndchat [10] learn,more Top Word Pairs in Tweet in G5:
[14] learn,more [13] countdown,#fetc [12] teaching,gender [12] gender,identity [12] identity,sexual [12] orientation,learn [12] 2022,three [12] states,restricted [12] schools,teaching [12] days,until Top Word Pairs in Tweet in G6:
[53] shifting,whole [53] front,room [53] unsuccessfully,engage [53] discussion,shifting [53] tired,standing [53] trying,unsuccessfully [53] engage,students [53] room,trying [53] students,discussion [53] standing,front Top Word Pairs in Tweet in G7:
[24] using,chatgpt [23] focusing,integrating [23] educator,focusing [23] ve,gifted [23] chatgpt,educator [23] great,article [23] integrating,teaching [23] article,using [23] teaching,ve [22] delta_cephei,great Top Word Pairs in Tweet in G8:
[15] #susancolton,#edchat [13] take,time [13] remind,yourself [13] pause,moment [13] time,remind [13] anxious,pause [13] moment,take [13] feel,stressed [13] start,feel [13] stressed,anxious Top Word Pairs in Tweet in G9:
[25] #moms,#dads [25] #parenting,#moms [22] #dads,#edchat [21] american,library [21] library,association [19] sexharassed,school [14] awarded,#librarians [14] years,being [14] safe,high [14] libsoftiktok,kckschools Top Word Pairs in Tweet in G10:
[18] #education,#edchat [15] #filmoftheweek,gabby [15] gabby,giffords [15] back,down [12] giffords,back [11] article,provides [11] students,recent [11] chatgpt,educate [11] teachers,use [11] recent,article Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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 G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: