The graph represents a network of 3,618 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1797-day, 2-hour, 16-minute period from Sunday, 11 February 2018 at 16:36 UTC to Friday, 13 January 2023 at 18:53 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 : 3618
Unique Edges : 3223
Edges With Duplicates : 9316
Total Edges : 12539
Number of Edge Types : 9
Retweet : 2891
MentionsInRetweet : 4230
MentionsInQuote : 386
Mentions : 1645
MentionsInReplyTo : 1606
Quote : 266
Replies to : 494
Tweet : 1010
MentionsInQuoteReply : 11
Self-Loops : 1389
Reciprocated Vertex Pair Ratio : 0.0773753081737152
Reciprocated Edge Ratio : 0.14363668368245
Connected Components : 376
Single-Vertex Connected Components : 140
Maximum Vertices in a Connected Component : 2644
Maximum Edges in a Connected Component : 10992
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.681421
Graph Density : 0.000434117924492978
Modularity : 0.407396
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,618 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 02:21 UTC.
The tweets in the network were tweeted over the 1797-day, 2-hour, 16-minute period from Sunday, 11 February 2018 at 16:36 UTC to Friday, 13 January 2023 at 18:53 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:
[197] science,education [154] #scied,#scienceed [139] #scienceed,#stemed [133] teaching,resources [132] resources,website [129] #stem,teaching [123] #stem,#scienceed [120] #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 [65] vmcc_scienceed,nuigalway [54] edtechne,vmcc_scienceed [39] edtechne,congratulations [36] congratulations,dr [35] full,time [34] looking,forward Top Word Pairs in Tweet in G2:
[134] #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] scientific,issues [34] #scienceed,research [34] socio,scientific [33] uncschoolofed,work [33] projects,uncschoolofed [33] work,focuses [33] hiring,postdoc [33] focuses,socio [33] postdoc,work Top Word Pairs in Tweet in G4:
[10] #stem,#scienceed [9] #scienceed,#scichat [8] science,education [7] #science,#scienceed [6] science,teaching [5] #stem,#stemed [4] #stemeducation,#stemed [4] #scienceed,#scienceteacher [4] biology,3rd [4] teaching,secondary Top Word Pairs in Tweet in G5:
[88] #stem,#scienceed [77] homeschool,science [61] science,students [59] hands,outdoors [57] #scienceed,#homeschool [56] students,dyslexia [54] #homeschool,#homeed [54] #dyslexia,#stem [54] dyslexia,#dyslexia [51] #family,#neurodiversity Top Word Pairs in Tweet in G6:
[14] ngss,ls [13] highly,recommend [12] book,talks [12] #stemed,#scienceed [10] science,teacher [10] #teaching,#k12 [10] based,plant [10] biologists,kispride [10] kispride,highly [10] #edchat,#teaching 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:
[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] direction,implementation [70] technology,curriculum [70] science,technology [70] insight,direction [70] articles,insight [70] #coding,#onted [70] implementation,#coding [70] #onted,science [69] lisaannefloyd,articles [13] 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:
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: