The graph represents a network of 7,165 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, 14 August 2020 at 14:14 UTC.
The requested start date was Friday, 14 August 2020 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, 8-hour, 47-minute period from Tuesday, 11 August 2020 at 08:58 UTC to Thursday, 13 August 2020 at 17:46 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 : 7165
Unique Edges : 5314
Edges With Duplicates : 11744
Total Edges : 17058
Number of Edge Types : 5
MentionsInRetweet : 7152
Mentions : 3028
Retweet : 4990
Tweet : 1682
Replies to : 206
Self-Loops : 1782
Reciprocated Vertex Pair Ratio : 0.039898815683569
Reciprocated Edge Ratio : 0.0767359575409111
Connected Components : 1113
Single-Vertex Connected Components : 465
Maximum Vertices in a Connected Component : 3744
Maximum Edges in a Connected Component : 11649
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.478328
Graph Density : 0.000176193053349246
Modularity : 0.513828
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,165 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, 14 August 2020 at 14:14 UTC.
The requested start date was Friday, 14 August 2020 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, 8-hour, 47-minute period from Tuesday, 11 August 2020 at 08:58 UTC to Thursday, 13 August 2020 at 17:46 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:
[271] #stem,#stemed [243] days,left [219] left,#crowpi2 [218] co,jedcgmbesn [214] #crowpi2,latest [214] latest,#raspberrypi [214] #raspberrypi,4gb [214] 4gb,co [214] jedcgmbesn,#stem [213] elecrow1,days Top Word Pairs in Tweet in G1:
[28] #stem,#steam [18] #math,#stem [17] keep,kids [17] #job,available [17] #digital,#greenjobs [17] #greenjobs,#stem [17] #stem,#sdgs [17] #sdgs,#impact [15] weekly,lego [15] lego,challenges Top Word Pairs in Tweet in G2:
[31] #stem,#steam [30] #stem,#stemeducation [11] learn,more [11] #steam,#stem [10] #science,#stem [8] young,people [7] #engineering,#stem [7] whether,re [7] high,school [7] #stem,training Top Word Pairs in Tweet in G3:
[23] #stem,#womeninstem [19] guiding,young [19] young,irish [18] women,stem [17] best,luck [16] girls,#stem [16] learn,more [15] role,models [15] wishing,very [15] very,best Top Word Pairs in Tweet in G4:
[72] knowledge,transfer [66] #learning,#knowledge [65] #autism,#edtech [58] #knowledge,#education [57] #education,#science [47] #science,#research [46] #research,#kids [46] #kids,#stem [45] #skills,#books [45] #stem,#goals Top Word Pairs in Tweet in G5:
[39] help,give [37] donations,matched [33] launch,rocket [33] rocket,donations [33] donations,entered [33] entered,10 [33] 10,donation [33] donation,dc [33] dc,choice [33] #games,#apps Top Word Pairs in Tweet in G6:
[222] days,left [205] co,jedcgmbesn [202] left,#crowpi2 [202] #crowpi2,latest [202] latest,#raspberrypi [202] #raspberrypi,4gb [202] 4gb,co [202] jedcgmbesn,#stem [201] elecrow1,days [201] #stem,#stemed Top Word Pairs in Tweet in G7:
[116] black,women [99] women,breaking [99] breaking,barriers [99] barriers,#stem [99] #stem,love [99] love,see [99] see,jasmine [99] jasmine,bowers [99] bowers,made [99] made,history Top Word Pairs in Tweet in G8:
[27] sacnas,#hiring [27] #hiring,#administrativeassistant [27] #administrativeassistant,come [27] come,work [27] work,largest [27] largest,multicultural [27] multicultural,multidisciplinary [27] multidisciplinary,#stem [27] #stem,diversity [26] sacnas,sacnas Top Word Pairs in Tweet in G9:
[13] 77,more [13] more,simple [13] simple,#stem [13] #stem,activities [13] activities,families [13] families,dailystem [13] dailystem,find [13] find,pdf [12] tcea,77 [12] pdf,#distan Top Word Pairs in Tweet in G10:
[43] dmp,2019 [32] winning,innovative [32] innovative,technologies [29] technologies,dmp [29] #intuwit,winning [25] dmp,2016 [20] 2019,#stem [16] iconversations,#intuwit [13] #stem,iconversations [13] diversity,#stem Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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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:
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Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: