The graph represents a network of 7,231 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, 03 June 2022 at 13:37 UTC.
The requested start date was Friday, 03 June 2022 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 3-day, 7-hour, 33-minute period from Monday, 30 May 2022 at 16:24 UTC to Thursday, 02 June 2022 at 23:58 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 : 7231
Unique Edges : 6091
Edges With Duplicates : 11427
Total Edges : 17518
Number of Edge Types : 5
Retweet : 4396
MentionsInRetweet : 7334
Mentions : 3687
Tweet : 1958
Replies to : 143
Self-Loops : 2094
Reciprocated Vertex Pair Ratio : 0.0478987799367375
Reciprocated Edge Ratio : 0.0914187149633463
Connected Components : 1330
Single-Vertex Connected Components : 533
Maximum Vertices in a Connected Component : 3388
Maximum Edges in a Connected Component : 11091
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.440651
Graph Density : 0.000177428786041657
Modularity : 0.514412
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,231 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, 03 June 2022 at 13:37 UTC.
The requested start date was Friday, 03 June 2022 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 3-day, 7-hour, 33-minute period from Monday, 30 May 2022 at 16:24 UTC to Thursday, 02 June 2022 at 23:58 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:
[400] gave,kred [395] kred,#influence [320] eli_krumova,gave [275] #ai,#ml [203] #stem,#stemeducation [160] #iot,#iiot [150] #ml,#iot [131] #womeninstem,#womenintech [128] #stem,#steam [112] learn,more Top Word Pairs in Tweet in G1:
[46] #stem,#stemeducation [24] learn,more [23] #stem,#steam [23] entered,win [23] win,#discoverygift [23] #discoverygift,games [23] games,#holidayshopping [23] #holidayshopping,#mommyhoodchronicles [23] #mommyhoodchronicles,#mindblown [23] #mindblown,#stem Top Word Pairs in Tweet in G2:
[30] #stem,#stemeducation [28] #math,#stem [15] #stem,#steam [15] moea,2002 [12] learn,more [11] congratulations,miranda [11] miranda,lowe [11] lowe,cbe [11] cbe,fls [11] fls,frsb Top Word Pairs in Tweet in G3:
[381] gave,kred [376] kred,#influence [305] eli_krumova,gave [261] #ai,#ml [157] #iot,#iiot [145] #ml,#iot [122] #womeninstem,#womenintech [91] #influence,#girlswhocode [89] #influence,#stem [86] #programming,#coding Top Word Pairs in Tweet in G4:
[35] ryoko,scientist [35] #science,#scientist [34] #scientist,#femalescientist [29] #femalescientist,#womens [28] story,v2 [28] v2,featuring [28] featuring,ryoko [26] know,woman [26] woman,blazing [26] blazing,trail Top Word Pairs in Tweet in G5:
[13] #womenintech,#stem [10] advocating,#womenintech [10] #stem,#leadership [9] tamaramccleary,advocating [4] jeremyfarrar,michelle_cruk [4] michelle_cruk,ukri_ceo [4] ukri_ceo,universitiesuk [4] evidencebase_im,techscommit [4] terryelaineh1,mattpaknis [4] mattpaknis,drumeshprabhu Top Word Pairs in Tweet in G6:
[39] projects,funded [35] projects,aimed [33] simonharristd,normafoleytd1 [32] 47,projects [31] investment,million [26] public,engagement [26] normafoleytd1,today [26] sfi,discover [25] ministers,simonharristd [24] today,announced Top Word Pairs in Tweet in G7:
[17] #k12,#stem [12] harmony,public [12] public,schools [12] schools,continue [12] continue,offer [12] offer,virtual [12] virtual,learning [12] learning,'22 [12] '22,'23 [12] '23,school Top Word Pairs in Tweet in G8:
[10] #stem,#stemforkids [10] #stemforkids,#robotics [9] #robotics,#activityforkids [9] #activityforkids,#summercamps [9] #summercamps,#codingforkids [9] #codingforkids,#roboticsforkids [9] university,rover [9] rover,challenge [8] proud,amazing [8] amazing,wwhighschool Top Word Pairs in Tweet in G9:
[50] tech,curriculum [46] lisaannefloyd,webinar [44] grade,science [43] webinar,overview [43] overview,newly [43] newly,revised [43] revised,ontario [43] ontario,grade [43] science,tech [43] curriculum,wed Top Word Pairs in Tweet in G10:
[16] #pbl,#stem [15] #stem,#edchat [13] blog,learning [13] #m2mtechbytes,#coding [12] #edchat,#edu [12] #coding,#design [12] #design,#designthinking [11] learner,dreams [11] dreams,hopes [11] hopes,wishes Top Replied-To in Entire Graph:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: