The graph represents a network of 4,020 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 11:36 UTC.
The tweets in the network were tweeted over the 3063-day, 17-hour, 13-minute period from Wednesday, 22 October 2014 at 06:47 UTC to Monday, 13 March 2023 at 00:00 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 : 4020
Unique Edges : 2790
Edges With Duplicates : 8227
Total Edges : 11017
Number of Edge Types : 9
Retweet : 2914
MentionsInRetweet : 4006
Quote : 138
Tweet : 1264
Mentions : 2069
MentionsInQuote : 149
MentionsInReplyTo : 310
Replies to : 165
MentionsInQuoteReply : 2
Self-Loops : 1675
Reciprocated Vertex Pair Ratio : 0.0391118354043593
Reciprocated Edge Ratio : 0.0752793569888257
Connected Components : 415
Single-Vertex Connected Components : 185
Maximum Vertices in a Connected Component : 2826
Maximum Edges in a Connected Component : 8710
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.008792
Graph Density : 0.000315726666493361
Modularity : 0.440203
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,020 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 11:36 UTC.
The tweets in the network were tweeted over the 3063-day, 17-hour, 13-minute period from Wednesday, 22 October 2014 at 06:47 UTC to Monday, 13 March 2023 at 00:00 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:
[265] #edtech,#edchat [231] #edchat,#edtech [141] #education,#edchat [123] #edchat,#edutwitter [115] teachers__unite,teaching [107] #edchat,journos [107] private,religious [107] endgame,encourage [107] religious,schools [107] journos,covering Top Word Pairs in Tweet in G1:
[96] #edtech,#edchat [60] #education,#edchat [59] #edchat,#edtech [29] #teacherlife,#edchat [28] learners,effective [28] building,better [28] rubric,design [28] empowering,learners [28] #education,#edtech [28] rubrics,empowering Top Word Pairs in Tweet in G2:
[38] case,don [38] one,share [38] don,see [38] ovation,mrpiercey [38] standing,ovation [38] mrpiercey,one [37] see,standing [35] share,educato [35] hollyclarkedu,case [33] answering,citing Top Word Pairs in Tweet in G3:
[41] #edchat,#k12 [32] #edtech,#edchat [25] resist,help [25] instructional,coaches [25] teachers,resist [25] coaches,experiencing [25] help,instructional [25] #vr,#virtualreality [25] compassion,curiosity [25] fear,compassion Top Word Pairs in Tweet in G4:
[22] #edtech,#edchat [18] #edchat,#education [13] #education,#edchat [7] #edchat,#teachertwitter [6] change,#edchat [6] winter,break [6] #edchat,#edtech [6] #learning,#edchat [6] #edchat,#edutwitter [6] vacation,packet Top Word Pairs in Tweet in G5:
[107] journos,covering [107] covering,vouchers [107] endgame,encourage [107] vouchers,ask [107] encourage,#edchat [107] private,religious [107] #edchat,journos [107] religious,schools [107] ask,private [107] #schoolvouchers,endgame Top Word Pairs in Tweet in G6:
[80] tier,one [42] student,iep [42] designing,equity [42] step,designing [42] work,instruction [42] equity,inclusion [42] deep,sustained [42] inclusion,deep [42] single,important [42] important,first Top Word Pairs in Tweet in G7:
[87] central,admin [86] factors,increasing [86] positive,relationships [86] forming,positive [86] teachers,forming [86] admin,teachers [86] biggest,factors [86] relationships,students [86] students,one [86] one,biggest Top Word Pairs in Tweet in G8:
[115] teachers__unite,teaching [87] failure,design [87] teaching,never [87] experiencing,failure [87] easy,system [87] system,experiencing [87] never,easy [87] design,governments [86] governments,purpo [47] those,front Top Word Pairs in Tweet in G9:
[24] #edchat,#edutwitter [23] #edchat,#edtech [17] #edutwitter,#educhat [11] transcend,time [11] time,connect [11] #edtech,#edchat [11] stories,undeniable [11] empower,unite [11] well,told [11] told,stories Top Word Pairs in Tweet in G10:
[28] school,children [26] children,seeing [26] retweet,tarynfenske [26] presents,video [26] tarynfenske,presents [26] urge,followers [26] video,showing [26] followers,retweet [26] showing,school [25] seeing,school Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G8:
Top Replied-To in G9:
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: