The graph represents a network of 636 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 26 March 2022 at 00:42 UTC.
The requested start date was Saturday, 26 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 113-day, 20-hour, 39-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Thursday, 24 March 2022 at 21:15 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 636
Unique Edges : 518
Edges With Duplicates : 1021
Total Edges : 1539
Number of Edge Types : 5
Retweet : 366
MentionsInRetweet : 531
Tweet : 166
Mentions : 449
Replies to : 27
Self-Loops : 167
Reciprocated Vertex Pair Ratio : 0.0613915416098226
Reciprocated Edge Ratio : 0.115681233933162
Connected Components : 104
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 147
Maximum Edges in a Connected Component : 455
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.277714
Graph Density : 0.00192641014212846
Modularity : 0.475417
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 636 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 26 March 2022 at 00:42 UTC.
The requested start date was Saturday, 26 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 113-day, 20-hour, 39-minute period from Wednesday, 01 December 2021 at 00:36 UTC to Thursday, 24 March 2022 at 21:15 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[35] scientific,thinking [34] thinking,essential [29] essential,students [26] students,those [26] those,pursuing [26] pursuing,science [26] science,careers [26] careers,report [26] report,recommends [26] recommends,actions Top Word Pairs in Tweet in G1:
[17] edtechne,research [14] school,education [14] research,project [14] project,webinar [12] webinar,series [8] research,webinar [8] education,edtechne [8] looking,forward [7] innovative,research [6] series,live Top Word Pairs in Tweet in G2:
[3] #stem,#steam [2] professional,development [2] #scichat,#scienceed [2] #stem,#usabo [2] #usabo,#science [2] #science,#stemcareers [2] #stemcareers,#stemcareer [2] #scienceed,#cee1983 [2] #stemeducation,#scienceed [2] #stem,#scienceed Top Word Pairs in Tweet in G3:
[12] highly,recommend [11] biologists,kispride [10] ngss,ls [9] kispride,highly [9] recommend,book [9] internal,external [8] book,researching [8] scientific,thinking [8] thinking,essential [8] essential,people Top Word Pairs in Tweet in G4:
[12] honored,part [12] part,natgeoeducation [12] natgeoeducation,team [12] team,created [12] created,online [12] online,course [12] course,teachers [12] teachers,storytelling [12] storytelling,impact [11] cinehead,honored Top Word Pairs in Tweet in G5:
[24] #prideandexcellence,#phearce [20] #phearce,#scienceed [19] openscied,#prideandexcellence [18] #scienceed,#ngss [10] flameless,heater [9] starting,openscied [9] heater,mre [9] hail,storm [8] openscied,#scienceed [8] cold,cup Top Word Pairs in Tweet in G6:
[9] #anatomy,#puzzle [8] #puzzle,kickstarter [7] rosalind,franklin [7] franklin,chemist [7] chemist,forgotten [7] forgotten,discussing [7] discussing,dna [7] dna,imaging [7] imaging,revealed [7] revealed,double Top Word Pairs in Tweet in G7:
[4] #thankyou,many [4] many,groups [4] groups,programs [4] programs,provided [4] provided,opportunities [4] opportunities,grow [4] grow,create [4] create,learning [4] learning,matters [3] mr_amidon,#thankyou Top Word Pairs in Tweet in G8:
[7] #mathed,#scienceed [4] meet,physicist [3] meet,dr [3] dr,paulette [3] paulette,vincent [3] vincent,ruz [3] ruz,stemxicaned [3] stemxicaned,currently [3] currently,conducts [3] conducts,#chemed Top Word Pairs in Tweet in G9:
[3] skolinkvisition,asaplsnr [3] asaplsnr,tstarkey1212 [3] tstarkey1212,thereadingape [3] thereadingape,emma_turner75 [2] actual,learning [2] emma_turner75,louis_scienceed [2] please,spread [2] spread,below [2] below,find [2] find,time Top Word Pairs in Tweet in G10:
[26] scientific,thinking [26] thinking,essential [26] essential,students [26] students,those [26] those,pursuing [26] pursuing,science [26] science,careers [26] careers,report [26] report,recommends [26] recommends,actions Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: