The graph represents a network of 7,152 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 December 2021 at 15:27 UTC.
The requested start date was Friday, 03 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 2-day, 9-hour, 58-minute period from Tuesday, 30 November 2021 at 15:01 UTC to Friday, 03 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 : 7152
Unique Edges : 5364
Edges With Duplicates : 11909
Total Edges : 17273
Number of Edge Types : 5
Retweet : 4891
MentionsInRetweet : 6871
Mentions : 3394
Tweet : 1941
Replies to : 176
Self-Loops : 2032
Reciprocated Vertex Pair Ratio : 0.0415477685195754
Reciprocated Edge Ratio : 0.0797808219178082
Connected Components : 1154
Single-Vertex Connected Components : 429
Maximum Vertices in a Connected Component : 3843
Maximum Edges in a Connected Component : 12138
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.176117
Graph Density : 0.000178417968169531
Modularity : 0.507153
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,152 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 December 2021 at 15:27 UTC.
The requested start date was Friday, 03 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 2-day, 9-hour, 58-minute period from Tuesday, 30 November 2021 at 15:01 UTC to Friday, 03 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:
[165] learn,more [140] #pitmad,#pb [120] #stem,#steam [113] #pb,#stem [101] well,done [97] #stem,#stemeducation [86] #design,#designthinking [84] #m2mtechbytes,#coding [84] #coding,#design [81] pdh_scitechnews,#robotics Top Word Pairs in Tweet in G1:
[133] #pitmad,#pb [108] #pb,#stem [66] land,before [66] before,time [66] time,ice [66] ice,age [66] age,prehistoric [66] prehistoric,predators [66] predators,threaten [66] threaten,survival Top Word Pairs in Tweet in G2:
[21] #math,#stem [20] high,school [15] #stem,#stemeducation [9] #stem,#workforcedevelopment [9] super,excited [9] #stem,#steam [9] #science,#stem [9] stem,club [9] launch,active [8] ryoko,scientist Top Word Pairs in Tweet in G3:
[35] systematic,review [29] #inpst,#systematicreview [28] #stem,#womeninstem [28] coffee,consumption [28] consumption,progression [28] progression,nafld [28] nafld,systematic [28] review,#coffeeconsumption [28] #coffeeconsumption,#nafld [28] #nafld,#inpst Top Word Pairs in Tweet in G4:
[18] #stem,#stemeducation [13] #givingtuesday,#stem [12] learn,more [11] giving,tuesday [10] #stem,#steam [10] deja,fav [10] fav,compartir [10] compartir,educadores [10] educadores,#stem [9] #steam,#stem Top Word Pairs in Tweet in G5:
[78] pdh_scitechnews,#robotics [69] well,done [69] #m2mtechbytes,#coding [69] #coding,#design [58] #design,#designthinking [49] #robot,#technology [49] #technology,#engineering [48] #futureofwork,#remotework [42] learning,#stem [41] bot,helps Top Word Pairs in Tweet in G6:
[30] year,phd [15] advice,year [15] phd,year [15] phd,under [15] under,circumstance [15] circumstance,drop [15] drop,papers [15] papers,library [15] library,without [14] brittfedor,advice Top Word Pairs in Tweet in G7:
[19] #future,#business [16] #design,#designthinking [16] #stem,#steam [14] #business,#startup [13] #startup,#entrepreneurs [13] micro,tip [13] tip,show [12] more,info [11] looking,guest [11] guest,bloggers Top Word Pairs in Tweet in G8:
[65] sent,books [65] books,last [65] last,month [65] month,nerdycorn [65] nerdycorn,#contest [65] #contest,#giveaway [65] #giveaway,one [65] one,last [65] last,time [65] time,2021 Top Word Pairs in Tweet in G9:
[4] ada,lovelace [3] plantswatch1,sumnertale [3] sumnertale,debjshaw [3] debjshaw,adatheshow [3] adatheshow,mrsedithrigby [3] mrsedithrigby,themissnicolina [3] themissnicolina,womenwholead2 [3] womenwholead2,googleexpertuk [3] #adalovelace,pop [3] pop,shop Top Word Pairs in Tweet in G10:
[7] #teachers,#students [7] #students,#stem [7] #stemfestive,countdown [7] countdown,calendar [7] anyone,looking [7] looking,christmas [7] christmas,#stem [7] #stem,activities [7] activities,over [7] over,40 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 G5:
Top Replied-To in G6:
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 G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
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:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: