The graph represents a network of 7,696 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, 15 January 2021 at 15:38 UTC.
The requested start date was Friday, 15 January 2021 at 01:01 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, 8-hour, 40-minute period from Tuesday, 12 January 2021 at 16:19 UTC to Friday, 15 January 2021 at 01:00 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 : 7696
Unique Edges : 5968
Edges With Duplicates : 12725
Total Edges : 18693
Number of Edge Types : 5
Retweet : 4910
MentionsInRetweet : 7770
Mentions : 4179
Replies to : 159
Tweet : 1675
Self-Loops : 1765
Reciprocated Vertex Pair Ratio : 0.0447714464621165
Reciprocated Edge Ratio : 0.0857057237039257
Connected Components : 1165
Single-Vertex Connected Components : 412
Maximum Vertices in a Connected Component : 4198
Maximum Edges in a Connected Component : 13218
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.537267
Graph Density : 0.000169045563782406
Modularity : 0.507954
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 7,696 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, 15 January 2021 at 15:38 UTC.
The requested start date was Friday, 15 January 2021 at 01:01 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, 8-hour, 40-minute period from Tuesday, 12 January 2021 at 16:19 UTC to Friday, 15 January 2021 at 01:00 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:
[214] #stem,fields [206] underrepresented,#stem [203] #indigenous,researchers [203] researchers,woefully [203] woefully,underrepresented [203] fields,scientists [203] scientists,increasingly [203] increasingly,seek [203] seek,indigenous [202] virginiagewin,#indigenous Top Word Pairs in Tweet in G1:
[69] 30,learning [69] learning,code [69] code,codecademy [69] codecademy,pro [63] mrbogski,day [52] #stem,#womeninstem [47] pro,live [47] #30daychallenge,#codecademy [44] live,#30daychallenge [40] day,#100daysofcode Top Word Pairs in Tweet in G2:
[26] #stem,#steam [24] technology,#stem [16] 10,power [15] #stem,#education [13] sustainable,peace [13] peace,reality [13] #stem,peacebuilding [12] #stem,teachers [12] reality,#stem [11] kinetic,energy Top Word Pairs in Tweet in G3:
[21] dgurdasani1,dbetteracademia [19] michelle_cruk,ukri_ceo [19] cici18480257,carstensenpol [18] braincures,marikasboros [18] reneebleau,suzanne_garrett [15] ukri_ceo,universitiesuk [15] dbetteracademia,morimahmoudi [15] morimahmoudi,reneebleau [15] suzanne_garrett,evidencebase_im [15] evidencebase_im,braincures Top Word Pairs in Tweet in G4:
[21] #stem,#steam [20] #edtech,#education [18] #edoxi,#virtual [18] #virtual,#classroom [18] #classroom,#edchat [18] #edchat,#edtech [18] #education,#edapp [18] #edapp,#teaching [18] #teaching,#edreform [18] #edreform,#globaled Top Word Pairs in Tweet in G5:
[31] made,history [29] blackgirlscode,dr [29] dr,shamaria [29] shamaria,engram [29] engram,made [29] history,first [29] first,black [29] black,woman [29] woman,graduate [29] graduate,university Top Word Pairs in Tweet in G6:
[199] #stem,fields [198] #indigenous,researchers [198] researchers,woefully [198] woefully,underrepresented [198] underrepresented,#stem [198] fields,scientists [198] scientists,increasingly [198] increasingly,seek [198] seek,indigenous [197] virginiagewin,#indigenous Top Word Pairs in Tweet in G7:
[18] week,#dailystem [18] #dailystem,issues [18] issues,available [18] available,english [18] english,spanish [18] spanish,french [18] french,issue [18] issue,lots [18] lots,#ces [18] #ces,innovation Top Word Pairs in Tweet in G8:
[14] need,drives [14] drives,invention [13] science,fun [13] fun,creative [13] creative,science [13] science,everywhere [13] everywhere,around [13] around,especially [13] especially,kitchen [13] kitchen,saadiafaruqi Top Word Pairs in Tweet in G9:
[24] #internationalkiteday,#mcascience [17] #mcascience,#stem [16] #stem,stemlearninguk [15] #remotelearning,#homelearning [13] fly,kite [12] 'this,engineering [12] kite,#internationalkiteday [12] stemlearninguk,#remotelearning [11] young,people [9] go,fly Top Word Pairs in Tweet in G10:
[38] virtual,event [36] career,expo [34] industry,career [31] south,west [29] expo,2021 [26] stemsouthwest_,virtual [22] apprentice,program [21] stem,south [20] virtual,industry [20] register,free 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 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: