The graph represents a network of 3,627 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 02:21 UTC.
The tweets in the network were tweeted over the 1780-day, 23-hour, 52-minute period from Sunday, 11 February 2018 at 16:36 UTC to Wednesday, 28 December 2022 at 16:28 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 : 3627
Unique Edges : 3254
Edges With Duplicates : 9296
Total Edges : 12550
Number of Edge Types : 9
Mentions : 1658
Retweet : 2875
MentionsInRetweet : 4228
Tweet : 1019
MentionsInReplyTo : 1592
Replies to : 494
MentionsInQuote : 407
Quote : 266
MentionsInQuoteReply : 11
Self-Loops : 1399
Reciprocated Vertex Pair Ratio : 0.0772727272727273
Reciprocated Edge Ratio : 0.143459915611814
Connected Components : 384
Single-Vertex Connected Components : 144
Maximum Vertices in a Connected Component : 2639
Maximum Edges in a Connected Component : 10993
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.708904
Graph Density : 0.000432498128350663
Modularity : 0.408601
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,627 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 02:21 UTC.
The tweets in the network were tweeted over the 1780-day, 23-hour, 52-minute period from Sunday, 11 February 2018 at 16:36 UTC to Wednesday, 28 December 2022 at 16:28 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:
[195] science,education [154] #scied,#scienceed [138] #scienceed,#stemed [132] teaching,resources [131] resources,website [128] #stem,teaching [122] #scienceed,#stem [120] #stem,#scienceed [105] materials,educators [105] free,easy Top Word Pairs in Tweet in G1:
[94] dankoretz,hgse [91] vmcc_scienceed,dankoretz [84] hgse,edtechne [71] ml_mcn,vmcc_scienceed [65] vmcc_scienceed,nuigalway [54] edtechne,vmcc_scienceed [39] edtechne,congratulations [36] congratulations,dr [35] looking,forward [35] full,time Top Word Pairs in Tweet in G2:
[134] #scied,#scienceed [107] #scienceed,#stemed [103] #stemed,#ngss [99] #ngss,#ngsschat [83] scientific,thinking [78] thinking,essential [70] recommends,actions [70] report,recommends [69] those,pursuing [69] science,careers Top Word Pairs in Tweet in G3:
[34] work,#scienceed [33] socio,scientific [33] scientific,issues [32] postdoc,work [32] #scienceed,research [32] focuses,socio [32] hiring,postdoc [32] work,focuses [32] uncschoolofed,work [32] research,projects Top Word Pairs in Tweet in G4:
[9] #stem,#scienceed [9] #scienceed,#scichat [8] science,education [7] #science,#scienceed [6] science,teaching [6] #scienceed,#stem [5] #stem,#stemed [4] 9781510462564,#teachingsecondarybiology3rdedition [4] ed,association [4] #scienceed,#scienceteacher Top Word Pairs in Tweet in G5:
[14] book,talks [14] ngss,ls [13] highly,recommend [11] science,teacher [11] #teaching,#k12 [11] based,plant [11] #edchat,#teaching [11] #artsintegration,#edchat [10] free,lesson [10] plant,animal Top Word Pairs in Tweet in G6:
[86] #stem,#scienceed [75] homeschool,science [59] science,students [57] hands,outdoors [55] #scienceed,#homeschool [54] students,dyslexia [52] #homeschool,#homeed [52] #dyslexia,#stem [52] dyslexia,#dyslexia [49] #family,#neurodiversity Top Word Pairs in Tweet in G7:
[101] resources,website [101] teaching,resources [97] #stem,teaching [90] use,engage [90] educators,use [76] website,collection [76] free,easy [76] easy,access [76] ve,launched [76] collection,free Top Word Pairs in Tweet in G8:
[24] 'scientist,week' [24] extending,beyond [24] beyond,curriculum [24] curriculum,#blackhistorymonth [24] #blackhistorymonth,'scientist [22] made,guided [22] shared,making [22] guided,reading [22] more,over [22] making,more Top Word Pairs in Tweet in G9:
[70] science,technology [70] articles,insight [70] implementation,#coding [70] #onted,science [70] technology,curriculum [70] #coding,#onted [70] insight,direction [70] direction,implementation [69] lisaannefloyd,articles [14] join,#stao Top Word Pairs in Tweet in G10:
[12] making,school [12] school,matter [11] team,created [11] honored,part [11] storytelling,impact [11] online,course [11] created,online [11] part,natgeoeducation [11] course,teachers [11] natgeoeducation,team 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:
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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:
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Top Tweeters in G9:
Top Tweeters in G10: