The graph represents a network of 3,602 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1872-day, 14-hour, 45-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 03 February 2023 at 15:24 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 : 3602
Unique Edges : 3221
Edges With Duplicates : 9367
Total Edges : 12588
Number of Edge Types : 9
Mentions : 1655
Retweet : 2902
MentionsInRetweet : 4243
Tweet : 999
MentionsInReplyTo : 1629
Replies to : 499
MentionsInQuote : 383
Quote : 267
MentionsInQuoteReply : 11
Self-Loops : 1384
Reciprocated Vertex Pair Ratio : 0.0777693474962064
Reciprocated Edge Ratio : 0.144315381907779
Connected Components : 369
Single-Vertex Connected Components : 137
Maximum Vertices in a Connected Component : 2635
Maximum Edges in a Connected Component : 11056
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.60709
Graph Density : 0.000438060807650907
Modularity : 0.406218
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,602 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1872-day, 14-hour, 45-minute period from Tuesday, 19 December 2017 at 00:38 UTC to Friday, 03 February 2023 at 15:24 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:
[213] science,education [155] #scied,#scienceed [140] #scienceed,#stemed [133] teaching,resources [132] resources,website [129] #stem,teaching [125] #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 [40] 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] those,pursuing [71] science,careers Top Word Pairs in Tweet in G3:
[14] science,teacher [14] book,talks [14] ngss,ls [13] environmental,science [13] highly,recommend [11] #teaching,#k12 [11] based,plant [11] #scichat,#scienceteacher [11] #edchat,#teaching [11] #artsintegration,#edchat Top Word Pairs in Tweet in G4:
[36] work,#scienceed [35] socio,scientific [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 G5:
[10] #stem,#scienceed [10] science,education [9] #scienceed,#scichat [7] #science,#scienceed [6] science,teaching [5] learn,more [4] #student,#review [4] secondary,biology [4] 3rd,edition [4] association,scienceed 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] teaching,resources [102] resources,website [98] #stem,teaching [91] use,engage [91] educators,use [77] website,collection [77] materials,educators [77] launched,#stem [77] easy,access [77] free,easy 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] over,next [22] days,gift [22] more,over [22] #blackhistorymonth,'scientist [22] 'scientist,week' [22] beyond,curriculum [22] made,guided [22] reading,tasks [22] guided,reading [22] tasks,shared 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:
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Top Mentioned in G6:
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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:
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Top Tweeters in G9:
Top Tweeters in G10: