The graph represents a network of 1,551 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 01:20 UTC.
The tweets in the network were tweeted over the 3305-day, 20-hour, 54-minute period from Thursday, 13 February 2014 at 02:23 UTC to Friday, 03 March 2023 at 23:17 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 : 1551
Unique Edges : 1055
Edges With Duplicates : 8791
Total Edges : 9846
Number of Edge Types : 8
Retweet : 3439
MentionsInRetweet : 4367
Mentions : 887
Tweet : 890
MentionsInReplyTo : 89
Replies to : 93
Quote : 60
MentionsInQuote : 21
Self-Loops : 2152
Reciprocated Vertex Pair Ratio : 0.0326655052264808
Reciprocated Edge Ratio : 0.0632644453816955
Connected Components : 77
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 1234
Maximum Edges in a Connected Component : 8882
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.551906
Graph Density : 0.00098625236579938
Modularity : 0.212501
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,551 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 01:20 UTC.
The tweets in the network were tweeted over the 3305-day, 20-hour, 54-minute period from Thursday, 13 February 2014 at 02:23 UTC to Friday, 03 March 2023 at 23:17 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:
[316] #scichat,#scicomm [265] #stem,#scichat [220] #edchat,#edtech [202] #d123,#edchat [184] #teachers,#teachertwitter [173] #teachertwitter,#education [170] #education,#stemeducation [166] #edtech,#cpchat [159] #stemeducation,#technology [158] #technology,#classroomteacher Top Word Pairs in Tweet in G1:
[228] #stem,#scichat [151] smarts',column [151] 'science,smarts' [151] latest,praxis [147] #science,#scichat [140] science,outreach [140] outreach,'science [140] praxis,science [135] column,medicine [135] medicine,news Top Word Pairs in Tweet in G2:
[92] #science,lessons [81] rock,#scichat [81] right,#science [81] sure,doing [81] #scichat,#pbl [81] doing,right [81] lessons,rock [81] #pbl,#teaching [80] tcea,sure [30] provides,template Top Word Pairs in Tweet in G3:
[148] image,inside [148] text,slides [148] slides,place [148] words,google [148] photo,words [148] creating,photo [148] inside,text [148] google,slides [148] slides,make [148] place,image Top Word Pairs in Tweet in G4:
[183] #scichat,#scicomm [41] board,directors [41] ncse's,board [40] member,ncse's [32] michaelemann,member [30] years,ago [28] riley,black [25] black,laelaps [20] attacks,mainstream [20] directors,told Top Word Pairs in Tweet in G5:
[56] science,pawdcast [33] pawdcast,award [33] bunsenbernerbmd,hey [31] open,call [31] types,science [31] hey,putting [31] science,types [31] bunsenbernerbmd,beaker [31] call,science [31] putting,open Top Word Pairs in Tweet in G6:
[170] #d123,#edchat [158] #edchat,#edtech [151] #teachers,#teachertwitter [148] #edtech,#cpchat [148] #teachertwitter,#education [145] #education,#stemeducation [139] #stemeducation,#technology [139] #technology,#classroomteacher [137] #cpchat,#elemchat [131] #elemchat,#mschat Top Word Pairs in Tweet in G7:
[52] revolutionize,work [52] #chatgpt,stay [52] see,tool [52] panicking,see [52] instead,panicking [52] stay,instead [52] tool,absolutely [52] absolutely,revolutionize [51] work,practi [51] ken_patterson,#chatgpt Top Word Pairs in Tweet in G8:
[11] #edchat,#k12 [9] #edleadership,#edtech [9] #scichat,#mathchat [8] #learning,#edleadership [7] #edtech,#engchat [7] #scichat,#science [7] #k12,#learning [6] psychology,assured [6] availability,24 [6] #anatomy,#nasa Top Word Pairs in Tweet in G9:
[26] #edleadership,#edtech [26] #engchat,#literacy [26] #edtech,#engchat [26] #learning,#edleadership [26] shubhankrmishra,dpradhanbjp [26] hello,shubhankrmishra [26] #scichat,dpradhanbjp [26] #literacy,#scichat [26] dpradhanbjp,#edchat [26] #edchat,#learning Top Word Pairs in Tweet in G10:
[8] lunar,year [5] launcher,made [5] year,diy [5] ball,launcher [5] recycled,cardboard [5] cardboard,tube [5] #sd113a,#weareoq [5] #stem,lunar [5] made,recycled [5] fun,creative Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
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: