The graph represents a network of 3,610 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1879-day, 11-hour, 21-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 10 February 2023 at 12:00 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 : 3610
Unique Edges : 3232
Edges With Duplicates : 9376
Total Edges : 12608
Number of Edge Types : 9
Retweet : 2905
MentionsInRetweet : 4254
Mentions : 1664
MentionsInQuote : 386
MentionsInReplyTo : 1624
Quote : 267
Replies to : 497
Tweet : 1000
MentionsInQuoteReply : 11
Self-Loops : 1389
Reciprocated Vertex Pair Ratio : 0.0773888363292337
Reciprocated Edge Ratio : 0.143659992975061
Connected Components : 371
Single-Vertex Connected Components : 138
Maximum Vertices in a Connected Component : 2640
Maximum Edges in a Connected Component : 11071
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.60699
Graph Density : 0.000437042205197993
Modularity : 0.406489
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,610 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1879-day, 11-hour, 21-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 10 February 2023 at 12:00 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 [155] #scied,#scienceed [140] #scienceed,#stemed [133] teaching,resources [132] resources,website [129] #stem,teaching [126] #stem,#scienceed [116] #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:
[135] #scied,#scienceed [107] #scienceed,#stemed [103] #stemed,#ngss [99] #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] work,#scienceed [34] socio,scientific [34] #scienceed,research [34] scientific,issues [33] postdoc,work [33] focuses,socio [33] hiring,postdoc [33] work,focuses [33] uncschoolofed,work [33] research,projects Top Word Pairs in Tweet in G4:
[15] science,teacher [14] environmental,science [14] book,talks [14] ngss,ls [13] highly,recommend [11] #teaching,#k12 [11] based,plant [11] #scichat,#scienceteacher [11] #edchat,#teaching [11] #artsintegration,#edchat Top Word Pairs in Tweet in G5:
[11] science,education [10] #stem,#scienceed [9] #scienceed,#scichat [7] #science,#scienceed [6] science,teaching [5] learn,more [4] 9781510462564,#teachingsecondarybiology3rdedition [4] ed,association [4] association,scienceed [4] #stem,#stemed Top Word Pairs in Tweet in G6:
[90] #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 G7:
[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 G8:
[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 G9:
[22] shared,making [22] beyond,curriculum [22] days,gift [22] more,over [22] making,more [22] reading,tasks [22] extending,beyond [22] over,next [22] #blackhistorymonth,'scientist [22] few,days Top Word Pairs in Tweet in G10:
[70] still,looking [48] pen,pal [43] pal,program [42] middle,school [42] stem,teachers [41] host,pen [41] teachers,host [41] re,still [41] students,fall [41] school,stem 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 G4:
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: