The graph represents a network of 3,629 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1900-day, 14-hour, 14-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 03 March 2023 at 14:52 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 : 3629
Unique Edges : 3246
Edges With Duplicates : 9265
Total Edges : 12511
Number of Edge Types : 9
Mentions : 1649
Retweet : 2919
MentionsInRetweet : 4272
Tweet : 988
MentionsInReplyTo : 1548
Replies to : 470
MentionsInQuote : 392
Quote : 262
MentionsInQuoteReply : 11
Self-Loops : 1366
Reciprocated Vertex Pair Ratio : 0.0752830188679245
Reciprocated Edge Ratio : 0.140024565713283
Connected Components : 364
Single-Vertex Connected Components : 136
Maximum Vertices in a Connected Component : 2622
Maximum Edges in a Connected Component : 10895
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.51087
Graph Density : 0.000432856965343796
Modularity : 0.40917
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,629 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1900-day, 14-hour, 14-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 03 March 2023 at 14:52 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 [132] teaching,resources [131] resources,website [128] #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 [40] 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] socio,scientific [35] work,#scienceed [35] scientific,issues [34] postdoc,work [34] #scienceed,research [34] focuses,socio [34] hiring,postdoc [34] work,focuses [34] uncschoolofed,work [34] research,projects Top Word Pairs in Tweet in G4:
[11] science,education [10] #stem,#scienceed [10] #scienceed,#scichat [8] #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:
[88] #stem,#scienceed [81] homeschool,science [66] hands,outdoors [65] science,students [61] #scienceed,#homeschool [60] students,dyslexia [58] #homeschool,#homeed [58] #dyslexia,#stem [58] dyslexia,#dyslexia [55] #family,#neurodiversity Top Word Pairs in Tweet in G6:
[101] teaching,resources [101] resources,website [97] #stem,teaching [90] use,engage [90] educators,use [77] website,collection [77] materials,educators [77] launched,#stem [77] easy,access [77] free,easy Top Word Pairs in Tweet in G7:
[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 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:
[14] probes,uncover [13] experiences,students [13] seminar,fa [13] students,bring [13] uncover,preconceptions [13] web,seminar [13] free,nsta [13] preconceptions,experiences [13] nsta,web [13] fa,probes 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: