The graph represents a network of 1,510 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 00:20 UTC.
The tweets in the network were tweeted over the 3319-day, 21-hour, 26-minute period from Thursday, 13 February 2014 at 02:23 UTC to Friday, 17 March 2023 at 23:49 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 : 1510
Unique Edges : 1093
Edges With Duplicates : 8778
Total Edges : 9871
Number of Edge Types : 8
Retweet : 3420
MentionsInRetweet : 4385
Mentions : 869
Tweet : 904
Replies to : 107
MentionsInReplyTo : 93
MentionsInQuote : 31
Quote : 62
Self-Loops : 2256
Reciprocated Vertex Pair Ratio : 0.0350177304964539
Reciprocated Edge Ratio : 0.0676659528907923
Connected Components : 82
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 1158
Maximum Edges in a Connected Component : 8869
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.519711
Graph Density : 0.00102475653803449
Modularity : 0.207741
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,510 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 00:20 UTC.
The tweets in the network were tweeted over the 3319-day, 21-hour, 26-minute period from Thursday, 13 February 2014 at 02:23 UTC to Friday, 17 March 2023 at 23:49 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:
[332] #scichat,#scicomm [272] #stem,#scichat [213] #teachers,#teachertwitter [200] #teachertwitter,#education [193] #education,#stemeducation [181] #stemeducation,#technology [180] #technology,#classroomteacher [180] #edchat,#edtech [167] #science,#scichat [162] #edleadership,#edtech Top Word Pairs in Tweet in G1:
[234] #stem,#scichat [159] #science,#scichat [151] smarts',column [151] 'science,smarts' [151] latest,praxis [135] column,medicine [135] medicine,news [130] #scichat,#scicomm [116] science,outreach [116] outreach,'science Top Word Pairs in Tweet in G2:
[195] #scichat,#scicomm [56] ncse's,board [55] member,ncse's [46] michaelemann,member [40] board,directors [32] years,ago [27] riley,black [24] black,laelaps [18] attacks,mainstream [18] directors,told Top Word Pairs in Tweet in G3:
[144] creating,photo [144] slides,place [144] image,inside [144] words,google [144] text,slides [144] google,slides [144] place,image [144] inside,text [144] photo,words [144] slides,make Top Word Pairs in Tweet in G4:
[147] #edchat,#edtech [133] #d123,#edchat [121] #teachers,#teachertwitter [120] #teachertwitter,#education [117] #education,#stemeducation [112] #edtech,#cpchat [111] #technology,#classroomteacher [111] #stemeducation,#technology [105] #cpchat,#elemchat [99] #elemchat,#mschat Top Word Pairs in Tweet in G5:
[53] science,pawdcast [33] pawdcast,award [33] bunsenbernerbmd,hey [31] call,science [31] science,types [31] putting,open [31] types,science [31] open,call [31] hey,putting [30] award,winn Top Word Pairs in Tweet in G6:
[28] tcea,#science [25] discover,interactive [25] #science,need [25] tools,#learning [25] periodic,table [25] fun,experiments [25] over,50 [25] need,complicated [25] complicated,over [25] experiments,students Top Word Pairs in Tweet in G7:
[53] revolutionize,work [53] #chatgpt,stay [53] see,tool [53] panicking,see [53] instead,panicking [53] stay,instead [53] tool,absolutely [53] absolutely,revolutionize [52] work,practi [52] ken_patterson,#chatgpt Top Word Pairs in Tweet in G8:
[11] #edchat,#k12 [9] #scichat,#mathchat [7] #edleadership,#edtech [7] #k12,#learning [7] #scichat,#science [6] calculus,psychology [6] assured,top [6] #edtech,#engchat [6] #scienceteacher,#technology [6] #geology,#anatomy 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 [6] #sd113a,#weareoq [5] launcher,made [5] cardboard,tube [5] cotton,ball [5] fun,creative [5] ball,launcher [5] made,recycled [5] 12,#stem [5] creative,12 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: