The graph represents a network of 6,585 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 Saturday, 07 August 2021 at 14:28 UTC.
The requested start date was Friday, 06 August 2021 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, 12-hour, 19-minute period from Friday, 30 July 2021 at 21:36 UTC to Tuesday, 03 August 2021 at 09:55 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 : 6585
Unique Edges : 4652
Edges With Duplicates : 13287
Total Edges : 17939
Number of Edge Types : 5
Retweet : 5269
MentionsInRetweet : 7383
Mentions : 3485
Tweet : 1612
Replies to : 190
Self-Loops : 1711
Reciprocated Vertex Pair Ratio : 0.0287376796104976
Reciprocated Edge Ratio : 0.0558697910654508
Connected Components : 789
Single-Vertex Connected Components : 298
Maximum Vertices in a Connected Component : 4449
Maximum Edges in a Connected Component : 14759
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.890444
Graph Density : 0.000199812527274422
Modularity : 0.445977
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,585 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 Saturday, 07 August 2021 at 14:28 UTC.
The requested start date was Friday, 06 August 2021 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, 12-hour, 19-minute period from Friday, 30 July 2021 at 21:36 UTC to Tuesday, 03 August 2021 at 09:55 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:
[578] 11yrs,old [578] old,franklina [578] franklina,primary [578] primary,six [578] six,student [578] student,kwaku [578] kwaku,panfo [578] panfo,basic [578] basic,school [578] school,ga Top Word Pairs in Tweet in G1:
[212] #programmer,#webdesign [212] #webdesign,#computerscience [212] #computerscience,#roblox [212] #roblox,#python [212] #python,#youtube [212] #youtube,#minecraft [212] #minecraft,#iphone [212] #iphone,#gamer [163] artificial,intelligence [129] #gamer,#coding Top Word Pairs in Tweet in G2:
[112] add,sugar [72] kit,kids [67] enter,win [67] win,add [67] sugar,steam [67] steam,kit [67] kids,griddlygames [66] blog,ends [66] ends,13 [66] 13,#giveaway Top Word Pairs in Tweet in G3:
[577] 11yrs,old [577] old,franklina [577] franklina,primary [577] primary,six [577] six,student [577] student,kwaku [577] kwaku,panfo [577] panfo,basic [577] basic,school [577] school,ga Top Word Pairs in Tweet in G4:
[11] jeremyfarrar,michelle_cruk [11] michelle_cruk,ukri_ceo [10] morimahmoudi,academicparity [10] googleexpertuk,mingberg [9] academicparity,proftimnoakes [8] ukri_ceo,evidencebase_im [8] psychmh,tracyboylin [8] marikasboros,proftimnoakes [8] nicochan33,googleexpertuk [8] bulliescampaign,thepeopleshubuk Top Word Pairs in Tweet in G5:
[15] #science,#stem [14] #stem,#steam [12] #stem,#stemeducation [9] #stem,#science [8] #steam,#stem [7] enter,easy [7] easy,#giveaway [7] #stem,cells [6] #education,#stem [6] minds,discuss Top Word Pairs in Tweet in G6:
[131] pb,giveaway [131] giving,away [131] away,signed [131] signed,copies [131] copies,picture [130] picture,book [130] book,retweet [130] retweet,sunday [130] sunday,aug [130] aug,enter Top Word Pairs in Tweet in G7:
[24] #technology,#robot [23] #innovation,#robots [23] #robot,#engineering [21] #engineering,#innovation [21] #robots,#design [18] #design,#tech [15] #science,#stem [13] artificial,intelligence [13] #tech,#engineer [13] international,space Top Word Pairs in Tweet in G8:
[14] coding4kids_ph,best [14] best,value [14] value,#coding [14] #coding,#robot [14] #robot,durable [14] durable,loose [14] loose,parts [14] parts,manage [14] manage,#lego [14] #lego,compatible Top Word Pairs in Tweet in G9:
[28] #artist,passion [28] passion,#stem [28] #stem,#diversity [28] #diversity,#community [28] #community,submit [28] submit,proposal [28] proposal,artwork [28] artwork,showcased [26] sacnas,#artist [26] showcased,th Top Word Pairs in Tweet in G10:
[8] #stem,learning [7] looking,inspire [7] inspire,#stem [7] learning,students [7] students,friends [7] friends,energy [7] energy,covered [6] usedgov,looking [4] dr,kryslwilliams [4] kryslwilliams,asst Top Replied-To in Entire Graph:
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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: