The graph represents a network of 3,657 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1914-day, 20-hour, 57-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 17 March 2023 at 21:36 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 : 3657
Unique Edges : 3281
Edges With Duplicates : 9286
Total Edges : 12567
Number of Edge Types : 9
Mentions : 1685
Retweet : 2912
MentionsInRetweet : 4260
Tweet : 1003
MentionsInReplyTo : 1555
Replies to : 474
MentionsInQuote : 398
Quote : 269
MentionsInQuoteReply : 11
Self-Loops : 1383
Reciprocated Vertex Pair Ratio : 0.0751597143930853
Reciprocated Edge Ratio : 0.139811254806012
Connected Components : 373
Single-Vertex Connected Components : 139
Maximum Vertices in a Connected Component : 2662
Maximum Edges in a Connected Component : 11013
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.585177
Graph Density : 0.000427973330126151
Modularity : 0.409704
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,657 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 01:21 UTC.
The tweets in the network were tweeted over the 1914-day, 20-hour, 57-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 17 March 2023 at 21:36 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:
[217] science,education [156] #scied,#scienceed [143] #scienceed,#stemed [132] teaching,resources [131] resources,website [130] #stem,#scienceed [128] #stem,teaching [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 [37] well,done [35] full,time [34] looking,forward Top Word Pairs in Tweet in G2:
[134] #scied,#scienceed [107] #scienceed,#stemed [103] #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:
[15] science,teacher [14] book,talks [14] ngss,ls [13] highly,recommend [13] environmental,science [13] #scichat,#scienceteacher [11] based,plant [11] #edchat,#teaching [11] #artsintegration,#edchat [11] #teaching,#k12 Top Word Pairs in Tweet in G4:
[13] science,education [10] #stem,#scienceed [10] #scienceed,#scichat [7] #science,#scienceed [6] science,teaching [6] #scichat,#scienceed [5] #scienceed,#stemed [4] #student,#review [4] secondary,biology [4] #scienceed,#ngss Top Word Pairs in Tweet in G5:
[34] socio,scientific [34] work,#scienceed [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 G6:
[101] resources,website [101] teaching,resources [97] #stem,teaching [90] use,engage [90] educators,use [77] website,collection [77] free,easy [77] easy,access [77] ve,launched [77] collection,free Top Word Pairs in Tweet in G7:
[90] #stem,#scienceed [82] homeschool,science [67] hands,outdoors [66] science,students [62] #scienceed,#homeschool [61] students,dyslexia [59] #homeschool,#homeed [59] #dyslexia,#stem [59] dyslexia,#dyslexia [56] #family,#neurodiversity Top Word Pairs in Tweet in G8:
[23] beyond,curriculum [23] extending,beyond [23] #blackhistorymonth,'scientist [23] 'scientist,week' [23] curriculum,#blackhistorymonth [22] shared,making [22] days,gift [22] more,over [22] making,more [22] reading,tasks Top Word Pairs in Tweet in G9:
[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 G10:
[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 Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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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:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
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Top Tweeters in G9:
Top Tweeters in G10: