The graph represents a network of 7,528 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, 04 February 2022 at 15:29 UTC.
The requested start date was Friday, 04 February 2022 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, 7-hour, 29-minute period from Tuesday, 01 February 2022 at 17:30 UTC to Friday, 04 February 2022 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 : 7528
Unique Edges : 5682
Edges With Duplicates : 13078
Total Edges : 18760
Number of Edge Types : 5
Mentions : 4075
MentionsInRetweet : 7904
Retweet : 4960
Tweet : 1688
Replies to : 133
Self-Loops : 1845
Reciprocated Vertex Pair Ratio : 0.0367787650433022
Reciprocated Edge Ratio : 0.0709481449338251
Connected Components : 1222
Single-Vertex Connected Components : 450
Maximum Vertices in a Connected Component : 4051
Maximum Edges in a Connected Component : 13393
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.046429
Graph Density : 0.000162680379680264
Modularity : 0.474601
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,528 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, 04 February 2022 at 15:29 UTC.
The requested start date was Friday, 04 February 2022 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, 7-hour, 29-minute period from Tuesday, 01 February 2022 at 17:30 UTC to Friday, 04 February 2022 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:
[682] gave,kred [676] kred,#influence [545] eli_krumova,gave [410] #ai,#ml [291] #womenintech,#womeninstem [276] #ml,#iot [268] #iot,#iiot [201] #womeninstem,#womenintech [189] #stem,#edtech [165] #وزارة_التعليم,تطلق Top Word Pairs in Tweet in G1:
[9] evidencebase_im,techscommit [9] jeremyfarrar,michelle_cruk [9] michelle_cruk,ukri_ceo [8] braincures,do_kinder [7] proftimnoakes,drumeshprabhu [7] #stem,#bullying [7] reneebleau,suzanne_garrett [6] stem,bullying [6] bullying,conference [6] do_kinder,dgurdasani1 Top Word Pairs in Tweet in G2:
[37] ht,letstalkscience [35] #science,#stem [23] #stem,#stemeducation [22] #stem,#stemed [18] #stem,#steam [17] ryoko,scientist [17] #science,#scientist [16] #scientist,#femalescientist [15] #stemed,#stemeducation [13] fluid,dynamics Top Word Pairs in Tweet in G3:
[680] gave,kred [674] kred,#influence [543] eli_krumova,gave [407] #ai,#ml [289] #womenintech,#womeninstem [274] #ml,#iot [267] #iot,#iiot [198] #womeninstem,#womenintech [178] #stem,#edtech [161] #influence,#stem Top Word Pairs in Tweet in G4:
[28] #stem,#stemeducation [24] #stem,#steam [18] #math,#stem [17] #science,#stem [17] black,history [16] history,month [12] learn,more [10] african,american [10] #stem,#education [9] #stemeducation,#stem Top Word Pairs in Tweet in G5:
[165] #وزارة_التعليم,تطلق [165] تطلق,24 [165] 24,دورة [165] دورة,تدريبية [165] تدريبية,لتطوير [165] لتطوير,قدرات [165] قدرات,1018 [165] 1018,معلما [165] معلما,ومعلمة [165] ومعلمة,على Top Word Pairs in Tweet in G6:
[117] blackinchem,today [75] today,celebrate [47] today,embrace [46] celebrate,dr [36] #twitterspaces,discussion [36] 6pm,3pm [36] 3pm,focus [36] focus,togetherness [34] blackinchem,join [29] celebrate,geaorge Top Word Pairs in Tweet in G7:
[42] stem,discovery [42] discovery,campaign [42] #stem,activity [26] join,2022 [26] 2022,stem [26] campaign,stem [26] stem,#sdc22 [26] #sdc22,organise [26] organise,#stem [26] activity,enter Top Word Pairs in Tweet in G8:
[15] #stem,#steam [10] oooohhh,instructables [10] instructables,paper [10] paper,challenge [10] challenge,teachers [10] teachers,haven [10] haven,seen [10] seen,challenges [10] challenges,re [10] re,opportunity Top Word Pairs in Tweet in G9:
[98] gorgeous,astrocytes [98] astrocytes,idisco [98] idisco,cleared [98] cleared,mouse [98] mouse,brain [98] brain,hemisphere [98] hemisphere,colors [98] colors,represent [98] represent,depth [97] melcooperphd,gorgeous Top Word Pairs in Tweet in G10:
[35] future,#stem [35] #stem,depends [35] depends,those [35] those,already [35] already,science [35] science,reaching [35] reaching,next [35] next,generation [35] generation,week's [33] sciencemagazine,future 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 G6:
Top Replied-To in G8:
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:
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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:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: