The graph represents a network of 3,854 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 11:36 UTC.
The tweets in the network were tweeted over the 2897-day, 19-hour, 42-minute period from Monday, 09 March 2015 at 05:17 UTC to Monday, 13 February 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 : 3854
Unique Edges : 2544
Edges With Duplicates : 7512
Total Edges : 10056
Number of Edge Types : 9
Mentions : 1936
Retweet : 2618
MentionsInRetweet : 3383
Tweet : 1445
Replies to : 157
MentionsInReplyTo : 194
Quote : 173
MentionsInQuote : 140
MentionsInQuoteReply : 10
Self-Loops : 1824
Reciprocated Vertex Pair Ratio : 0.0440518783542039
Reciprocated Edge Ratio : 0.0843863782394517
Connected Components : 469
Single-Vertex Connected Components : 210
Maximum Vertices in a Connected Component : 2507
Maximum Edges in a Connected Component : 7308
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.473428
Graph Density : 0.000314422165597649
Modularity : 0.434794
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,854 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 11:36 UTC.
The tweets in the network were tweeted over the 2897-day, 19-hour, 42-minute period from Monday, 09 March 2015 at 05:17 UTC to Monday, 13 February 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:
[254] #edchat,#edtech [241] #edtech,#edchat [160] #education,#edchat [132] brain,blast [131] #edchat,#education [127] #edchat,#teacher [118] #motivation,#edchat [117] #k12,#edleadership [113] right,way [113] amazing,tool Top Word Pairs in Tweet in G1:
[73] #education,#edchat [37] ascd,professional [34] wish,knew [33] #edtech,#edchat [32] things,wish [28] help,students [26] invent,solve [26] learning,community [26] add,tcea [26] 100,questions Top Word Pairs in Tweet in G2:
[50] #edchat,#teaching [45] taxonomy,teachers [45] bloom's,taxonomy [45] teachthought,#edchat [45] #teaching,#educoach [45] teachers,teachthought [45] alternatives,bloom's [43] tcea,alternatives [33] #edchat,#teacherlife [31] #education,#edchat Top Word Pairs in Tweet in G3:
[131] #edchat,#edtech [85] #edtech,#edchat [69] #edtech,#homeschool [63] #homeschool,#homeschooling [38] #education,#sped [38] #teaching,#mzteachuh [38] #edtech,#teaching [38] #mzteachuh,#edchat [38] #sped,#edtech [37] #teachingtips,#education Top Word Pairs in Tweet in G4:
[23] #mathchat,#edchat [22] media4math,resource [22] #edchat,co [15] #edchat,#education [14] #edtech,#edchat [13] #edchat,#edtech [12] #education,#edchat [11] #edutwitter,#edchat [10] 23,pm [9] math,game Top Word Pairs in Tweet in G5:
[117] brain,blast [99] #teacher,#k12 [99] resistant,classes [99] #k12,#edleadership [99] blast,#education [99] #edchat,#teacher [99] engage,resistant [99] classes,brain [99] #motivation,#edchat [99] #education,#motivation Top Word Pairs in Tweet in G6:
[71] reading,coach [71] immersive,reader [68] mtholfsen,reading [53] learning,accelerators [51] includes,reading [51] category,tools [51] announced,category [51] big,news [51] today,#microsoftedu [51] news,today Top Word Pairs in Tweet in G7:
[103] districts,currently [103] teacher,resignation [103] school,districts [103] resignation,wait [103] hundreds,school [103] dealing,great [103] wait,till [103] currently,dealing [103] great,teacher [103] till,see Top Word Pairs in Tweet in G8:
[27] using,#edtech [27] students,using [27] use,technology [27] comes,purposeful [27] key,question [27] purposeful,use [27] technology,#education [27] one,key [27] question,ask [27] #education,students Top Word Pairs in Tweet in G9:
[113] right,way [113] classroom,amazing [113] kathy,hirsh [113] way,#chatgpt [113] used,right [113] students,kathy [113] friend,classroom [113] amazing,tool [113] #chatgpt,friend [113] tool,students Top Word Pairs in Tweet in G10:
[13] anti,woke [13] #parents,#edchat [12] compassion,understanding [12] attitude,awareness [12] aftteach,aftunion [12] together,compassion [12] brings,together [12] awareness,brings [11] #nt2t,chat [11] banning,books Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
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:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: