The graph represents a network of 6,945 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, 21 January 2022 at 15:27 UTC.
The requested start date was Friday, 21 January 2022 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, 12-minute period from Tuesday, 18 January 2022 at 15:47 UTC to Friday, 21 January 2022 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 : 6945
Unique Edges : 5838
Edges With Duplicates : 12708
Total Edges : 18546
Number of Edge Types : 5
Retweet : 4942
MentionsInRetweet : 8228
Tweet : 1691
Mentions : 3549
Replies to : 136
Self-Loops : 1765
Reciprocated Vertex Pair Ratio : 0.0369165170556553
Reciprocated Edge Ratio : 0.0712044151065902
Connected Components : 1154
Single-Vertex Connected Components : 438
Maximum Vertices in a Connected Component : 3470
Maximum Edges in a Connected Component : 12892
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.549892
Graph Density : 0.000191618311088108
Modularity : 0.475746
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,945 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, 21 January 2022 at 15:27 UTC.
The requested start date was Friday, 21 January 2022 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, 12-minute period from Tuesday, 18 January 2022 at 15:47 UTC to Friday, 21 January 2022 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:
[742] gave,kred [742] kred,#influence [579] eli_krumova,gave [411] #ai,#ml [316] #womenintech,#womeninstem [301] #ml,#iot [226] #womeninstem,#womenintech [195] #iot,#iiot [188] #stem,#edtech [163] #influence,#stem Top Word Pairs in Tweet in G1:
[733] gave,kred [733] kred,#influence [570] eli_krumova,gave [404] #ai,#ml [304] #womenintech,#womeninstem [296] #ml,#iot [222] #womeninstem,#womenintech [193] #iot,#iiot [163] #stem,#edtech [162] #influence,#stem Top Word Pairs in Tweet in G2:
[28] #stem,#stemeducation [18] #stem,#education [16] high,school [15] #stem,#steam [15] read,more [14] thanks,amightygirl [14] amightygirl,including [13] stem,careers [13] ryoko,scientist [13] #science,#scientist Top Word Pairs in Tweet in G3:
[23] #stem,#steam [12] #stem,#education [11] #science,#stem [11] #stem,#science [10] #steam,#stem [10] learn,more [9] high,school [9] #stem,#stemeducation [7] #education,#stem [6] women,#stem Top Word Pairs in Tweet in G4:
[12] #gradstudent,loves [12] loves,#scicomm [12] #scicomm,promoting [12] promoting,#undergrad [12] #undergrad,research [12] research,opportunities [12] opportunities,apply [12] apply,apsphysiology [11] gil_trainee,#gradstudent [11] apsphysiology,grad Top Word Pairs in Tweet in G5:
[31] event,feb [31] feb,11th [30] #science,#stem [30] virtual,event [26] ht,letstalkscience [23] join,exciting [23] exciting,virtual [23] 11th,womenscienceday [23] womenscienceday,featuring [23] featuring,amazing Top Word Pairs in Tweet in G6:
[118] fin,dieron [118] dieron,diploma [118] diploma,doctorado [118] doctorado,física [118] física,estoy [118] estoy,feliz [118] feliz,brecha [118] brecha,género [117] ivaniela,fin [117] género,tuv Top Word Pairs in Tweet in G7:
[15] young,people [15] pdh_scitechnews,#science [11] free,#stem [11] #stem,workshops [11] february,join [11] join,firetechcamp [11] firetechcamp,cognizant [11] cognizant,explore [11] explore,variety [11] variety,stem Top Word Pairs in Tweet in G8:
[16] #stem,#education [10] #stem,day [8] pdh_scitechnews,#robotics [6] #stem,#stemeducation [6] forces,change [6] change,#libya [6] #libya,#world [6] #world,enjoy [6] enjoy,reading [6] reading,#stem Top Word Pairs in Tweet in G9:
[93] cool,spacex [93] spacex,gives [93] gives,tours [93] tours,local [93] local,school [93] school,district [93] district,students [93] students,#stem [93] #stem,#starship [93] #starship,#science Top Word Pairs in Tweet in G10:
[47] announcing,inaugural [47] inaugural,future [47] future,faculty [47] faculty,chemistry [47] chemistry,symposium [47] symposium,aimed [47] aimed,postdoctoral [47] postdoctoral,fellows [47] fellows,demonstrated [46] chemistrymit,announcing 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 G4:
Top Replied-To in G5:
Top Replied-To in G7:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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 G3:
Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: