The graph represents a network of 7,934 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 01 October 2021 at 14:28 UTC.
The requested start date was Friday, 01 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 9-hour, 48-minute period from Tuesday, 28 September 2021 at 14:12 UTC to Friday, 01 October 2021 at 00:00 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 : 7934
Unique Edges : 5884
Edges With Duplicates : 12039
Total Edges : 17923
Number of Edge Types : 5
Replies to : 160
Mentions : 4463
Tweet : 1846
Retweet : 4623
MentionsInRetweet : 6831
Self-Loops : 1933
Reciprocated Vertex Pair Ratio : 0.0406983087834152
Reciprocated Edge Ratio : 0.0782134619417069
Connected Components : 1338
Single-Vertex Connected Components : 529
Maximum Vertices in a Connected Component : 4190
Maximum Edges in a Connected Component : 12056
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.880677
Graph Density : 0.000151540134255852
Modularity : 0.520234
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,934 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 01 October 2021 at 14:28 UTC.
The requested start date was Friday, 01 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 9-hour, 48-minute period from Tuesday, 28 September 2021 at 14:12 UTC to Friday, 01 October 2021 at 00:00 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 : #stem
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:
[322] day,#stem [319] webb,steam [319] steam,day [319] interactive,learning [317] #stem,arts [317] arts,interactive [302] maker,tape [218] science,technology [206] technology,engineering [200] tape,love Top Word Pairs in Tweet in G1:
[18] reneebleau,suzanne_garrett [13] morimahmoudi,reneebleau [12] marikasboros,proftimnoakes [12] braincures,do_kinder [11] proftimnoakes,bolderesident [11] dgurdasani1,dbetteracademia [11] suzanne_garrett,evidencebase_im [9] bolderesident,richardjparfitt [9] seis_matters,milespadgett [9] dbetteracademia,morimahmoudi Top Word Pairs in Tweet in G2:
[21] #stem,#stemeducation [15] #stem,#steam [13] learn,more [12] #scifest,access [12] hour,webinar [11] #artificialintelligence,#innovation [11] #innovation,#machinelearning [11] #machinelearning,#stem [11] #stem,ghana [11] ghana,future Top Word Pairs in Tweet in G3:
[29] #stem,#steam [25] #stem,#stemeducation [18] learn,more [15] #science,#stem [12] #stem,#science [11] #stem,#education [10] #steam,#stem [10] moea,2002 [9] stem,education [8] gt,gt Top Word Pairs in Tweet in G4:
[313] webb,steam [313] steam,day [311] day,#stem [311] #stem,arts [311] arts,interactive [311] interactive,learning [178] science,technology [178] technology,engineering [178] engineering,arts [178] arts,math Top Word Pairs in Tweet in G5:
[142] #roblox,#python [142] #python,#youtube [136] fall,holiday [136] holiday,camps [136] camps,school [136] school,open [136] open,oct [136] oct,8th [136] 8th,9th [136] 9th,11th Top Word Pairs in Tweet in G6:
[38] flu,shot [36] tests,first [36] shot,patients [36] patients,firm [36] firm,builds [30] pfizer,tests [30] first,mrna [30] mrna,flu [30] builds,covid [30] covid,vaccine Top Word Pairs in Tweet in G7:
[13] ada,twist [11] uk,india [11] india,rwanda [10] call,participants [10] participants,uk [10] rwanda,help [10] help,research [10] research,#stem [10] #stem,#inequalities [10] #inequalities,completing Top Word Pairs in Tweet in G8:
[81] grad,school [81] school,apps [81] apps,expensive [81] expensive,#stem [81] #stem,phd [81] phd,programs [81] programs,waived [81] waived,application [81] application,fee [79] cientificolatin,grad Top Word Pairs in Tweet in G9:
[296] maker,tape [196] tape,love [100] browndoggadgets,free [98] free,maker [98] love,maker [98] love,re [98] re,giving [98] giving,away [98] away,20 [98] 20,twenty Top Word Pairs in Tweet in G10:
[21] deadlines,nsf [21] nsf,graduation [21] graduation,research [21] research,fellowship [21] fellowship,program [21] program,one [21] one,month [21] month,away [21] away,year [21] year,fellowship Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G5:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: