The graph represents a network of 943 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 13 August 2022 at 01:17 UTC.
The requested start date was Saturday, 13 August 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 101-day, 19-hour, 40-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 11 August 2022 at 22:55 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 943
Unique Edges : 667
Edges With Duplicates : 2105
Total Edges : 2772
Number of Edge Types : 5
Retweet : 860
MentionsInRetweet : 1074
Tweet : 267
Mentions : 495
Replies to : 76
Self-Loops : 273
Reciprocated Vertex Pair Ratio : 0.0614995787700084
Reciprocated Edge Ratio : 0.115873015873016
Connected Components : 86
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 579
Maximum Edges in a Connected Component : 2092
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.722351
Graph Density : 0.00141843013556139
Modularity : 0.41354
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 943 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 13 August 2022 at 01:17 UTC.
The requested start date was Saturday, 13 August 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 101-day, 19-hour, 40-minute period from Monday, 02 May 2022 at 03:15 UTC to Thursday, 11 August 2022 at 22:55 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[86] still,looking [63] teaching,resources [62] #scied,#scienceed [61] resources,website [60] #scienceed,#stemed [60] #stem,teaching [55] #stemed,#ngss [54] #ngss,#ngsschat [49] middle,school [49] pen,pal Top Word Pairs in Tweet in G1:
[23] vmcc_scienceed,nuigalway [22] many,thanks [19] vmcc_scienceed,edtechne [13] edtechne,vmcc_scienceed [11] cell,explorers [10] lip,sync [9] nuigalway,many [9] edtechne,congratulations [8] edtechne,great [8] great,see Top Word Pairs in Tweet in G2:
[80] still,looking [48] pen,pal [47] stem,teachers [47] middle,school [46] re,still [46] looking,middle [46] school,stem [46] teachers,host [46] host,pen [46] pal,program Top Word Pairs in Tweet in G3:
[57] #scied,#scienceed [56] #scienceed,#stemed [55] #stemed,#ngss [53] #ngss,#ngsschat [28] stemteachtools,teachers [27] key,equity [27] equity,educators [27] educators,identify [27] identify,value [27] value,leverage Top Word Pairs in Tweet in G4:
[33] hiring,postdoc [33] postdoc,work [33] work,#scienceed [33] #scienceed,research [33] research,projects [33] projects,uncschoolofed [33] uncschoolofed,work [33] work,focuses [33] focuses,socio [33] socio,scientific Top Word Pairs in Tweet in G5:
[30] south,atlantic [30] atlantic,transect [16] sometimes,sequels [16] sequels,good [16] good,excited [16] excited,expedition [16] expedition,393 [16] 393,south [16] transect,ii [16] ii,start Top Word Pairs in Tweet in G6:
[9] #scienceed,#scienceteachers [8] #scienceteacher,#scienceed [7] fun,see [7] see,those [7] those,moments [7] moments,classroom [7] classroom,redpenblackpen [7] redpenblackpen,#scienceed [7] #scienceed,#scienceteacher [6] acids,bases Top Word Pairs in Tweet in G7:
[29] #stem,teaching [29] teaching,resources [29] collection,free [29] free,easy [29] easy,access [29] access,materials [29] materials,educators [28] nigms,recently [28] recently,launched [28] launched,#stem Top Word Pairs in Tweet in G8:
[20] hands,made [20] made,guided [20] guided,reading [20] reading,tasks [20] tasks,shared [20] shared,making [20] making,more [20] more,over [20] over,next [20] next,few Top Word Pairs in Tweet in G9:
[33] teaching,resources [33] resources,website [30] #stem,teaching [24] educators,use [24] use,engage [16] engage,12 [14] ve,launched [14] launched,#stem [14] website,collection [14] collection,free Top Word Pairs in Tweet in G10:
[16] phd,students [10] calling,scienceed [10] scienceed,phd [10] students,looking [10] looking,free [10] free,course [10] course,qualitative [10] qualitative,methodologies [10] methodologies,fab [10] fab,teachers Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G8:
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: