The graph represents a network of 5,766 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, 31 December 2021 at 15:27 UTC.
The requested start date was Friday, 31 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 3-day, 21-hour, 5-minute period from Monday, 27 December 2021 at 03:55 UTC to Friday, 31 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 : 5766
Unique Edges : 4164
Edges With Duplicates : 12736
Total Edges : 16900
Number of Edge Types : 5
Tweet : 1846
MentionsInRetweet : 7489
Mentions : 2367
Retweet : 5071
Replies to : 127
Self-Loops : 1957
Reciprocated Vertex Pair Ratio : 0.0261684676474417
Reciprocated Edge Ratio : 0.0510022836843441
Connected Components : 738
Single-Vertex Connected Components : 328
Maximum Vertices in a Connected Component : 3746
Maximum Edges in a Connected Component : 13629
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.709524
Graph Density : 0.000237116884906256
Modularity : 0.451754
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,766 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, 31 December 2021 at 15:27 UTC.
The requested start date was Friday, 31 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 3-day, 21-hour, 5-minute period from Monday, 27 December 2021 at 03:55 UTC to Friday, 31 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:
[584] bae,systems [584] systems,set [584] 700,apprentices [584] apprentices,graduates [584] graduates,uk [584] uk,2022 [584] 2022,largest [576] largest,number [575] update,bae [575] set,recruit Top Word Pairs in Tweet in G1:
[581] bae,systems [581] systems,set [581] 700,apprentices [581] apprentices,graduates [581] graduates,uk [581] uk,2022 [581] 2022,largest [573] update,bae [573] set,recruit [573] recruit,700 Top Word Pairs in Tweet in G2:
[81] #stem,#stemeducation [49] ryoko,scientist [49] #science,#scientist [46] #scientist,#femalescientist [41] #science,#stem [35] ht,letstalkscience [31] story,v2 [31] v2,featuring [31] featuring,ryoko [29] stargeek13,story Top Word Pairs in Tweet in G3:
[314] gave,kred [314] kred,#influence [247] eli_krumova,gave [202] #stem,#edtech [179] #ai,#ml [153] #edtech,#ai [148] #womenintech,#womeninstem [144] #iot,#iiot [136] #ml,#iot [121] #influence,#womenintech Top Word Pairs in Tweet in G4:
[18] #stem,#stemeducation [16] #stem,#steam [12] learn,more [12] deja,fav [12] fav,compartir [12] compartir,educadores [12] educadores,#stem [10] #stem,cells [8] #stem,#science [8] #science,#stem Top Word Pairs in Tweet in G5:
[14] great,things [14] things,look [14] look,forward [14] forward,year [14] year,#neanderthals [14] #neanderthals,#symposium [14] #symposium,#paleoanthropology [13] once,upon [13] upon,science [13] science,laboratory Top Word Pairs in Tweet in G6:
[69] give,students [68] help,give [62] students,ability [62] ability,understand [61] appreciate,help [47] understand,importance [47] importance,aerodynamics [47] aerodynamics,drones [32] please,help [29] sandra_teach7th,appreciate Top Word Pairs in Tweet in G7:
[106] interstellar,stuff [106] stuff,scientists [106] scientists,usnrl [106] usnrl,reviewing [106] reviewing,data [106] data,nasa [106] nasa,solar [106] solar,orbiter [106] orbiter,spacecraft [106] spacecraft,sent Top Word Pairs in Tweet in G8:
[98] mentorship,program [94] iitdelhi,launching [94] launching,#stem [94] #stem,mentorship [94] program,girls [94] girls,studying [94] studying,class [94] class,xi [94] xi,commendable [94] commendable,initiative Top Word Pairs in Tweet in G9:
[24] pretty,cool [24] cool,gift [24] gift,showing [24] showing,things [24] things,viewed [24] viewed,mistakes [24] mistakes,turned [24] turned,pretty [24] pretty,awesome [24] awesome,inventions Top Word Pairs in Tweet in G10:
[24] paid,internships [22] internships,national [21] national,labs [17] summer,2022 [16] community,college [16] college,students [16] students,#stem [15] 2022,term [14] #stem,applications [14] applications,summer Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
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:
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Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: