The graph represents a network of 6,707 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, 24 December 2021 at 15:29 UTC.
The requested start date was Friday, 24 December 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 6-day, 12-hour, 40-minute period from Friday, 17 December 2021 at 12:20 UTC to Friday, 24 December 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 : 6707
Unique Edges : 5518
Edges With Duplicates : 12767
Total Edges : 18285
Number of Edge Types : 5
Retweet : 4764
MentionsInRetweet : 7350
Tweet : 2059
Mentions : 3965
Replies to : 147
Self-Loops : 2161
Reciprocated Vertex Pair Ratio : 0.0355499309710078
Reciprocated Edge Ratio : 0.0686590378846795
Connected Components : 1029
Single-Vertex Connected Components : 414
Maximum Vertices in a Connected Component : 3885
Maximum Edges in a Connected Component : 13872
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.896256
Graph Density : 0.000200123876256966
Modularity : 0.454129
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,707 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, 24 December 2021 at 15:29 UTC.
The requested start date was Friday, 24 December 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 6-day, 12-hour, 40-minute period from Friday, 17 December 2021 at 12:20 UTC to Friday, 24 December 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:
[178] #stem,#stemeducation [176] #science,#scientist [165] ryoko,scientist [147] #scientist,#femalescientist [144] #stem,#steam [131] next,generation [128] enilev,hana_elsayyed [128] hana_elsayyed,shi4tech [128] shi4tech,betamoroney [120] #maths,#skills Top Word Pairs in Tweet in G1:
[113] #science,#scientist [112] ryoko,scientist [105] #womenintech,#womeninstem [103] gave,kred [103] kred,#influence [102] #scientist,#femalescientist [89] pdh_scitechnews,#robotics [88] #machinelearning,#ai [83] #stem,#edtech [83] #femalescientist,#womens Top Word Pairs in Tweet in G2:
[10] proftimnoakes,drumeshprabhu [8] rachaelpells,timeshighered [8] drumeshprabhu,profgrahamtowl [8] profgrahamtowl,dasaptaerwin [8] jeremyfarrar,michelle_cruk [8] michelle_cruk,ukri_ceo [6] timeshighered,proftimnoakes [6] evidencebase_im,techscommit [6] reneebleau,suzanne_garrett [5] braincures,do_kinder Top Word Pairs in Tweet in G3:
[14] #stem,#education [14] #stem,#stemeducation [14] learn,more [12] #stem,#steam [11] happy,holidays [11] deja,fav [11] fav,compartir [11] compartir,educadores [11] educadores,#stem [10] #stem,#science Top Word Pairs in Tweet in G4:
[53] ryoko,scientist [53] #science,#scientist [45] #scientist,#femalescientist [43] advent,calendar [43] calendar,featuring [43] featuring,non [43] non,melanogaster [43] melanogaster,species [43] species,today [36] sci_flies,day Top Word Pairs in Tweet in G5:
[108] #maths,#skills [108] #skills,#stem [108] #stem,#india [105] impressive,#calculus [105] #calculus,technique [105] technique,#maths [105] #india,enilev [105] enilev,hana_elsayyed [105] hana_elsayyed,shi4tech [105] shi4tech,betamoroney Top Word Pairs in Tweet in G6:
[34] find,pdf [28] hey,teachers [27] teachers,grab [27] grab,isometric [27] isometric,paper [27] paper,challenge [27] challenge,kids [27] kids,draw [27] draw,#christmas [27] #christmas,tree Top Word Pairs in Tweet in G7:
[7] ada,lovelace [7] crossing,gender [7] gender,gap [7] gap,tech [7] tech,inspire [7] inspire,more [7] more,women [7] women,embrace [7] embrace,#stem [7] #stem,forbes Top Word Pairs in Tweet in G8:
[92] rolls,royce [92] royce,motor [92] motor,cars [92] offering,record [89] cars,investing [89] investing,next [89] next,generation [89] generation,british [89] british,engineers [89] engineers,manufacturers Top Word Pairs in Tweet in G9:
[17] using,slooh's [16] students,ages [16] ages,tracking [16] tracking,christmas [16] christmas,comet [16] comet,using [16] slooh's,live [16] live,online [16] online,#telescopes [16] #telescopes,chile Top Word Pairs in Tweet in G10:
[10] gvis,intern [10] intern,spotlight [10] spotlight,hi [9] young,adult [8] check,finalists [8] finalists,find [8] ages,young [8] enter,win [8] win,dash [8] dash,dot Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: