The graph represents a network of 3,631 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1906-day, 20-hour, 58-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Thursday, 09 March 2023 at 21:37 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 : 3631
Unique Edges : 3237
Edges With Duplicates : 9249
Total Edges : 12486
Number of Edge Types : 9
Mentions : 1658
Retweet : 2918
MentionsInRetweet : 4268
Tweet : 990
MentionsInReplyTo : 1516
Replies to : 466
MentionsInQuote : 394
Quote : 265
MentionsInQuoteReply : 11
Self-Loops : 1368
Reciprocated Vertex Pair Ratio : 0.0753359833427976
Reciprocated Edge Ratio : 0.140116176729449
Connected Components : 365
Single-Vertex Connected Components : 134
Maximum Vertices in a Connected Component : 2616
Maximum Edges in a Connected Component : 10862
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.512079
Graph Density : 0.000431014534316905
Modularity : 0.404527
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,631 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1906-day, 20-hour, 58-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Thursday, 09 March 2023 at 21:37 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:
[214] science,education [156] #scied,#scienceed [142] #scienceed,#stemed [133] teaching,resources [132] resources,website [129] #stem,teaching [128] #stem,#scienceed [106] materials,educators [106] free,easy [106] website,collection 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 [39] edtechne,congratulations [36] looking,forward [36] well,done [35] full,time Top Word Pairs in Tweet in G2:
[124] #scied,#scienceed [106] #scienceed,#stemed [102] #stemed,#ngss [100] #ngss,#ngsschat [85] scientific,thinking [80] thinking,essential [72] recommends,actions [72] report,recommends [71] essential,students [71] careers,report Top Word Pairs in Tweet in G3:
[35] scientific,issues [35] socio,scientific [35] work,#scienceed [34] hiring,postdoc [34] postdoc,work [34] projects,uncschoolofed [34] work,focuses [34] uncschoolofed,work [34] focuses,socio [34] research,projects Top Word Pairs in Tweet in G4:
[11] science,education [10] #stem,#scienceed [10] #scienceed,#scichat [7] #science,#scienceed [6] science,teaching [5] #scienceed,#stemed [4] #student,#review [4] secondary,biology [4] 3rd,edition [4] association,scienceed Top Word Pairs in Tweet in G5:
[102] teaching,resources [102] resources,website [98] #stem,teaching [91] use,engage [91] educators,use [77] website,collection [77] materials,educators [77] launched,#stem [77] easy,access [77] free,easy Top Word Pairs in Tweet in G6:
[23] 'scientist,week' [23] extending,beyond [23] beyond,curriculum [23] curriculum,#blackhistorymonth [23] #blackhistorymonth,'scientist [22] made,guided [22] shared,making [22] guided,reading [22] more,over [22] making,more Top Word Pairs in Tweet in G7:
[69] science,technology [69] articles,insight [69] implementation,#coding [69] #onted,science [69] technology,curriculum [69] #coding,#onted [69] insight,direction [69] direction,implementation [68] lisaannefloyd,articles [13] join,#stao Top Word Pairs in Tweet in G8:
[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 G9:
[38] atlantic,transect [38] south,atlantic [22] #mathed,#scienceed [17] sign,free [16] sometimes,sequels [16] sequels,good [16] excited,expedition [16] start,sign [16] transect,ii [16] expedition,393 Top Word Pairs in Tweet in G10:
[40] joanholub,lkellerbooks [39] bookplate,signed [39] last,day [39] enter,win [39] win,shark [39] shark,bookplate [39] #backtoschool,enter [39] swimming,toward [39] toward,#backtoschool [39] day,swimming 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:
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Top Tweeters in G9:
Top Tweeters in G10: