The graph represents a network of 8,261 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, 18 March 2022 at 14:22 UTC.
The requested start date was Friday, 18 March 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 2-day, 5-hour, 48-minute period from Tuesday, 15 March 2022 at 18:11 UTC to Friday, 18 March 2022 at 00:00 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 : 8261
Unique Edges : 6532
Edges With Duplicates : 11760
Total Edges : 18292
Number of Edge Types : 5
MentionsInRetweet : 7072
Mentions : 4638
Retweet : 4476
Tweet : 1946
Replies to : 160
Self-Loops : 2111
Reciprocated Vertex Pair Ratio : 0.0440514469453376
Reciprocated Edge Ratio : 0.0843855866954111
Connected Components : 1585
Single-Vertex Connected Components : 588
Maximum Vertices in a Connected Component : 3775
Maximum Edges in a Connected Component : 11352
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.815773
Graph Density : 0.000142754850602015
Modularity : 0.520789
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,261 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, 18 March 2022 at 14:22 UTC.
The requested start date was Friday, 18 March 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 2-day, 5-hour, 48-minute period from Tuesday, 15 March 2022 at 18:11 UTC to Friday, 18 March 2022 at 00:00 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:
[486] kred,#influence [481] gave,kred [323] eli_krumova,gave [299] #ai,#ml [265] #ml,#iot [236] #womenintech,#womeninstem [176] #iot,#iiot [169] #womeninstem,#womenintech [151] giving,away [135] #influence,#womenintech Top Word Pairs in Tweet in G1:
[486] kred,#influence [481] gave,kred [323] eli_krumova,gave [294] #ai,#ml [265] #ml,#iot [235] #womenintech,#womeninstem [175] #iot,#iiot [168] #womeninstem,#womenintech [135] #influence,#womenintech [122] #influence,#stem Top Word Pairs in Tweet in G2:
[29] #stem,#stemeducation [13] gt,gt [12] learn,more [10] science,week [10] #stem,#steam [9] stem,education [8] women,#stem [8] #steam,#stem [8] #gemeenteraadsverkiezingen2022,#stem [8] #stem,#science Top Word Pairs in Tweet in G3:
[15] woman,colour [15] colour,patient [12] thank,dr [12] dr,tee_nadan [12] tee_nadan,interviewing [12] interviewing,#eds [12] #eds,research [12] research,warwick_cmcb [12] warwick_cmcb,woman [11] sabeehamalek,thank Top Word Pairs in Tweet in G4:
[51] science,makes [51] makes,work [31] scrapbook,#giveaway [31] #giveaway,science [31] work,series [31] series,catherine [31] catherine,stier [31] stier,catherine_stier [31] #lsbbt,#children [31] #children,#stem Top Word Pairs in Tweet in G5:
[92] #stem,#stemd66 [92] #stemd66,#amsterdam [91] #elkestemtelt,#stem [91] #netherlands,#love [91] #love,#votefordakotta [91] #votefordakotta,#d66 [90] #d66,#d66amsterdam [86] #amsterdam,#expat [86] #expat,#netherlands [79] #d66amsterdam,#vvdamsterdam Top Word Pairs in Tweet in G6:
[101] giving,away [57] #giveaway,time [57] time,celebrate [57] celebrate,#britishscienceweek2022 [57] #britishscienceweek2022,giving [57] away,signed [57] signed,copy [57] copy,#leonoraboltsecretinventor [56] letlucyb,#giveaway [44] #scienceweek,giving Top Word Pairs in Tweet in G7:
[6] 5th,graders [6] leadhillss,p5 [6] few,weeks [6] weeks,ago [6] ago,proposed [6] proposed,higher [6] higher,secondary [6] secondary,students [6] students,use [6] use,line Top Word Pairs in Tweet in G8:
[10] little,science [9] #stem,#steam [9] saint,patrick's [9] patrick's,day [8] #stpatricksday,#stpatricksday2022 [8] #stpatricksday2022,#paddysday [8] instructables,dailystem [8] puppet,talking [8] talking,made [8] made,hedgehog Top Word Pairs in Tweet in G9:
[22] materials,mitocw [21] find,courses [21] courses,topic [21] topic,opencourseware [21] opencourseware,free [21] free,online [21] online,course [21] course,materials [20] kirkdborne,find [20] mitocw,#highereduc Top Word Pairs in Tweet in G10:
[50] picture,books [48] giving,away [48] away,complete [48] complete,set [48] set,picture [48] books,celebrate [48] celebrate,professor [48] professor,chicken's [48] chicken's,one [48] one,month 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 Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
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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:
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Top Tweeters in G9:
Top Tweeters in G10: