The graph represents a network of 1,519 Twitter users whose recent tweets contained "scichat", 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 01:19 UTC.
The tweets in the network were tweeted over the 3312-day, 21-hour, 51-minute period from Thursday, 13 February 2014 at 02:23 UTC to Saturday, 11 March 2023 at 00:14 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 : 1519
Unique Edges : 1065
Edges With Duplicates : 8789
Total Edges : 9854
Number of Edge Types : 8
Retweet : 3458
MentionsInRetweet : 4412
Mentions : 849
Replies to : 88
MentionsInReplyTo : 80
Tweet : 886
Quote : 59
MentionsInQuote : 22
Self-Loops : 2153
Reciprocated Vertex Pair Ratio : 0.0342255375164546
Reciprocated Edge Ratio : 0.0661858294442087
Connected Components : 76
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 1184
Maximum Edges in a Connected Component : 8872
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.534714
Graph Density : 0.00102218625560641
Modularity : 0.208269
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,519 Twitter users whose recent tweets contained "scichat", 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 01:19 UTC.
The tweets in the network were tweeted over the 3312-day, 21-hour, 51-minute period from Thursday, 13 February 2014 at 02:23 UTC to Saturday, 11 March 2023 at 00:14 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 : scichat
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:
[317] #scichat,#scicomm [268] #stem,#scichat [200] #edchat,#edtech [190] #teachers,#teachertwitter [181] #d123,#edchat [179] #teachertwitter,#education [176] #education,#stemeducation [165] #stemeducation,#technology [164] #technology,#classroomteacher [154] google,slides Top Word Pairs in Tweet in G1:
[236] #stem,#scichat [148] #science,#scichat [146] smarts',column [146] 'science,smarts' [146] latest,praxis [130] column,medicine [130] medicine,news [130] #scichat,#scicomm [122] science,outreach [122] outreach,'science Top Word Pairs in Tweet in G2:
[180] #scichat,#scicomm [55] ncse's,board [54] member,ncse's [47] michaelemann,member [40] board,directors [35] riley,black [32] black,laelaps [29] years,ago [19] openly,encouraged [19] encouraged,attacks Top Word Pairs in Tweet in G3:
[147] google,slides [147] slides,make [147] inside,text [147] photo,words [147] place,image [147] words,google [147] text,slides [147] creating,photo [147] image,inside [147] slides,place Top Word Pairs in Tweet in G4:
[164] #edchat,#edtech [154] #teachers,#teachertwitter [152] #teachertwitter,#education [149] #d123,#edchat [149] #education,#stemeducation [143] #stemeducation,#technology [143] #technology,#classroomteacher [129] #edtech,#cpchat [119] #cpchat,#elemchat [114] #edchat,#k12 Top Word Pairs in Tweet in G5:
[56] science,pawdcast [37] bunsenbernerbmd,beaker [33] bunsenbernerbmd,hey [33] pawdcast,award [31] hey,putting [31] science,types [31] call,science [31] putting,open [31] open,call [31] types,science Top Word Pairs in Tweet in G6:
[62] #science,lessons [51] lessons,rock [51] #scichat,#pbl [51] rock,#scichat [51] #pbl,#teaching [51] right,#science [51] doing,right [51] sure,doing [50] tcea,sure [28] tcea,#science Top Word Pairs in Tweet in G7:
[52] instead,panicking [52] panicking,see [52] see,tool [52] revolutionize,work [52] absolutely,revolutionize [52] #chatgpt,stay [52] stay,instead [52] tool,absolutely [51] work,practi [51] ken_patterson,#chatgpt Top Word Pairs in Tweet in G8:
[10] #edchat,#k12 [8] #scichat,#mathchat [7] #edleadership,#edtech [7] #scichat,#science [6] calculus,psychology [6] assured,top [6] #edtech,#engchat [6] #scienceteacher,#technology [6] #geology,#anatomy [6] top,grades Top Word Pairs in Tweet in G9:
[25] #edleadership,#edtech [25] #engchat,#literacy [25] #edtech,#engchat [25] #learning,#edleadership [25] shubhankrmishra,dpradhanbjp [25] hello,shubhankrmishra [25] #scichat,dpradhanbjp [25] #literacy,#scichat [25] dpradhanbjp,#edchat [25] #edchat,#learning Top Word Pairs in Tweet in G10:
[11] #langchat,news [11] pbl,wl [11] wl,#langchat [11] #hschat,#scichat [11] latest,pbl [9] news,thanks [2] news,#hschat Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
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: