The graph represents a network of 3,617 Twitter users whose recent tweets contained "scienceed", 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 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 02:22 UTC.
The tweets in the network were tweeted over the 1886-day, 23-hour, 33-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Saturday, 18 February 2023 at 00:11 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 : 3617
Unique Edges : 3243
Edges With Duplicates : 9373
Total Edges : 12616
Number of Edge Types : 9
Mentions : 1665
Retweet : 2907
MentionsInRetweet : 4262
Tweet : 996
MentionsInReplyTo : 1618
Replies to : 494
MentionsInQuote : 395
Quote : 268
MentionsInQuoteReply : 11
Self-Loops : 1384
Reciprocated Vertex Pair Ratio : 0.0759660697455231
Reciprocated Edge Ratio : 0.141205325858444
Connected Components : 367
Single-Vertex Connected Components : 141
Maximum Vertices in a Connected Component : 2657
Maximum Edges in a Connected Component : 11100
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.627421
Graph Density : 0.000436422400610686
Modularity : 0.406119
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,617 Twitter users whose recent tweets contained "scienceed", 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 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 02:22 UTC.
The tweets in the network were tweeted over the 1886-day, 23-hour, 33-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Saturday, 18 February 2023 at 00:11 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 : scienceed
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:
[216] science,education [156] #scied,#scienceed [141] #scienceed,#stemed [133] teaching,resources [132] resources,website [129] #stem,teaching [127] #stem,#scienceed [108] #scienceed,#stem [106] materials,educators [106] free,easy Top Word Pairs in Tweet in G1:
[94] dankoretz,hgse [91] vmcc_scienceed,dankoretz [84] hgse,edtechne [71] ml_mcn,vmcc_scienceed [64] vmcc_scienceed,nuigalway [53] edtechne,vmcc_scienceed [41] looking,forward [39] edtechne,congratulations [36] congratulations,dr [35] full,time Top Word Pairs in Tweet in G2:
[121] #scied,#scienceed [112] #scienceed,#stemed [102] #stemed,#ngss [99] #ngss,#ngsschat [87] scientific,thinking [81] thinking,essential [72] report,recommends [72] recommends,actions [71] pursuing,science [71] essential,students Top Word Pairs in Tweet in G3:
[35] work,#scienceed [34] socio,scientific [34] scientific,issues [33] postdoc,work [33] #scienceed,research [33] focuses,socio [33] hiring,postdoc [33] work,focuses [33] uncschoolofed,work [33] research,projects Top Word Pairs in Tweet in G4:
[11] science,education [10] #stem,#scienceed [9] #scienceed,#scichat [9] #science,#scienceed [6] science,teaching [4] #stemeducation,#stemed [4] biology,3rd [4] teaching,secondary [4] association,science [4] #the,association Top Word Pairs in Tweet in G5:
[91] #stem,#scienceed [79] homeschool,science [63] science,students [62] hands,outdoors [59] #scienceed,#homeschool [58] students,dyslexia [56] #homeschool,#homeed [56] #dyslexia,#stem [56] dyslexia,#dyslexia [53] #family,#neurodiversity Top Word Pairs in Tweet in G6:
[102] resources,website [102] teaching,resources [98] #stem,teaching [91] use,engage [91] educators,use [77] website,collection [77] free,easy [77] easy,access [77] ve,launched [77] collection,free Top Word Pairs in Tweet in G7:
[70] implementation,#coding [70] technology,curriculum [70] articles,insight [70] #coding,#onted [70] insight,direction [70] direction,implementation [70] #onted,science [70] science,technology [69] lisaannefloyd,articles [13] join,#stao Top Word Pairs in Tweet in G8:
[22] made,guided [22] shared,making [22] guided,reading [22] more,over [22] making,more [22] over,next [22] few,days [22] reading,tasks [22] hands,made [22] 'scientist,week' Top Word Pairs in Tweet in G9:
[71] still,looking [49] pen,pal [44] pal,program [43] middle,school [43] stem,teachers [42] host,pen [42] teachers,host [42] re,still [42] students,fall [42] school,stem Top Word Pairs in Tweet in G10:
[12] making,school [12] school,matter [11] team,created [11] honored,part [11] storytelling,impact [11] online,course [11] created,online [11] part,natgeoeducation [11] course,teachers [11] natgeoeducation,team 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 G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: