The graph represents a network of 1,583 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 01:20 UTC.
The tweets in the network were tweeted over the 2636-day, 3-hour, 21-minute period from Monday, 16 November 2015 at 21:24 UTC to Saturday, 04 February 2023 at 00:46 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 : 1583
Unique Edges : 1015
Edges With Duplicates : 8725
Total Edges : 9740
Number of Edge Types : 8
Retweet : 3419
MentionsInRetweet : 4253
Replies to : 78
MentionsInReplyTo : 87
Mentions : 930
Tweet : 902
Quote : 51
MentionsInQuote : 20
Self-Loops : 2090
Reciprocated Vertex Pair Ratio : 0.0275590551181102
Reciprocated Edge Ratio : 0.053639846743295
Connected Components : 66
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 1411
Maximum Edges in a Connected Component : 9389
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.646393
Graph Density : 0.000937984415642497
Modularity : 0.211285
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,583 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 01:20 UTC.
The tweets in the network were tweeted over the 2636-day, 3-hour, 21-minute period from Monday, 16 November 2015 at 21:24 UTC to Saturday, 04 February 2023 at 00:46 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:
[293] #scichat,#scicomm [261] #edchat,#edtech [253] #d123,#edchat [238] #stem,#scichat [215] #edtech,#cpchat [195] #cpchat,#elemchat [194] #sschat,#scichat [186] #elemchat,#mschat [177] #mschat,#hschat [169] #teachers,#teachertwitter Top Word Pairs in Tweet in G1:
[276] #scichat,#scicomm [199] #stem,#scichat [144] science,outreach [144] #science,#scichat [144] smarts',column [144] 'science,smarts' [144] latest,praxis [144] outreach,'science [144] praxis,science [133] column,medicine Top Word Pairs in Tweet in G2:
[144] image,inside [144] text,slides [144] slides,place [144] words,google [144] photo,words [144] creating,photo [144] inside,text [144] google,slides [144] slides,make [144] place,image Top Word Pairs in Tweet in G3:
[87] #science,lessons [82] lessons,rock [82] #scichat,#pbl [82] rock,#scichat [82] #pbl,#teaching [82] right,#science [82] doing,right [82] sure,doing [81] tcea,sure [30] provides,template Top Word Pairs in Tweet in G4:
[225] #edchat,#edtech [218] #d123,#edchat [194] #edtech,#cpchat [181] #cpchat,#elemchat [174] #elemchat,#mschat [170] #mschat,#hschat [166] #hschat,#ntchat [163] #pblchat,#apchat [163] #ntchat,#pblchat [163] #suptchat,#libchat Top Word Pairs in Tweet in G5:
[51] science,pawdcast [32] pawdcast,award [32] bunsenbernerbmd,hey [30] open,call [30] types,science [30] hey,putting [30] science,types [30] call,science [30] putting,open [29] award,winn Top Word Pairs in Tweet in G6:
[34] #hschat,#scichat [17] special,education [17] jewish,special [17] wl,#langchat [17] latest,pbl [17] #langchat,news [17] latest,jewish [17] daily,thanks [17] pbl,wl [17] education,daily Top Word Pairs in Tweet in G7:
[129] #teachers,#teachertwitter [126] #teachertwitter,#education [124] #edchat,#k12 [123] #education,#stemeducation [118] #technology,#classroomteacher [118] #stemeducation,#technology [113] #k12,#learning [108] #edleadership,#edtech [91] #learning,#edleadership [87] #classroomteacher,#scienceeducation Top Word Pairs in Tweet in G8:
[52] revolutionize,work [52] absolutely,revolutionize [52] tool,absolutely [52] #chatgpt,stay [52] stay,instead [52] instead,panicking [52] panicking,see [52] see,tool [51] ken_patterson,#chatgpt [51] work,practi Top Word Pairs in Tweet in G9:
[24] board,directors [24] ncse's,board [24] member,ncse's [24] michaelemann,member [19] openly,encouraged [19] told,usatoday [19] mainstream,science [19] directors,told [19] attacks,mainstream [19] encouraged,attacks Top Word Pairs in Tweet in G10:
[16] #edleadership,#edtech [16] #literacy,#scichat [16] #edchat,#learning [15] #learning,#edleadership [12] finals,#mathchat [12] due,paper [12] desire,essay [12] greatest,desire [12] #edchat,#literacy [12] essay,due Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G9:
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: