The graph represents a network of 7,408 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, 27 May 2022 at 13:36 UTC.
The requested start date was Friday, 27 May 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, 22-hour, 31-minute period from Tuesday, 24 May 2022 at 01:29 UTC to Friday, 27 May 2022 at 00:01 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 : 7408
Unique Edges : 6282
Edges With Duplicates : 10784
Total Edges : 17066
Number of Edge Types : 5
Mentions : 3336
Retweet : 4377
MentionsInRetweet : 7224
Tweet : 1944
Replies to : 185
Self-Loops : 2042
Reciprocated Vertex Pair Ratio : 0.0544334132146525
Reciprocated Edge Ratio : 0.103246753246753
Connected Components : 1530
Single-Vertex Connected Components : 592
Maximum Vertices in a Connected Component : 3044
Maximum Edges in a Connected Component : 9887
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.552558
Graph Density : 0.000168394790871165
Modularity : 0.529539
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,408 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, 27 May 2022 at 13:36 UTC.
The requested start date was Friday, 27 May 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, 22-hour, 31-minute period from Tuesday, 24 May 2022 at 01:29 UTC to Friday, 27 May 2022 at 00:01 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:
[451] gave,kred [451] kred,#influence [332] eli_krumova,gave [273] #ai,#ml [254] #womenintech,#womeninstem [223] #ml,#iot [198] #stem,#stemeducation [160] #womeninstem,#womenintech [149] #stem,#edtech [130] #influence,#womenintech Top Word Pairs in Tweet in G1:
[40] #stem,#stemeducation [24] #stem,#steam [20] #math,#stem [19] learn,more [16] #steam,#stem [11] entered,win [11] win,#discoverygift [11] #discoverygift,games [11] games,#holidayshopping [11] #holidayshopping,#mommyhoodchronicles Top Word Pairs in Tweet in G2:
[450] gave,kred [450] kred,#influence [332] eli_krumova,gave [271] #ai,#ml [254] #womenintech,#womeninstem [222] #ml,#iot [159] #womeninstem,#womenintech [139] #stem,#edtech [130] #influence,#womenintech [106] #iot,#iiot Top Word Pairs in Tweet in G3:
[16] #competes,act [14] #stem,#stemeducation [13] #stem,#phds [13] moea,2002 [12] high,school [12] breaking,science [12] science,technology [12] technology,engineering [12] engineering,mathematics [12] mathematics,#stem Top Word Pairs in Tweet in G4:
[25] #stem,#education [20] #stem,#edchat [20] #pbl,#stem [16] steam,academy [15] thank,generous [15] generous,#contribution [15] #contribution,towards [15] towards,#csr [15] #csr,#stem [15] #stem,scholarship Top Word Pairs in Tweet in G5:
[12] role,models [10] join,person [10] importance,role [9] person,virtually [9] virtually,celebration [9] celebration,discussion [9] discussion,importance [9] models,inspire [9] rgupals,#techfest [8] #stem,club Top Word Pairs in Tweet in G6:
[100] find,courses [100] courses,topic [100] topic,opencourseware [100] opencourseware,free [100] free,online [100] online,course [100] course,materials [100] materials,mitocw [99] kirkdborne,find [99] mitocw,#highereduc Top Word Pairs in Tweet in G7:
[14] students,interested [13] highly,suggest [13] suggest,learning [13] learning,foundations [13] foundations,thinkingpowers [13] thinkingpowers,melanie [13] melanie,tracek [13] tracek,king [13] king,articles [13] articles,well Top Word Pairs in Tweet in G8:
[27] sally,ride [18] woman,space [13] america's,first [13] first,woman [10] ride,day [10] day,america's [10] space,born [10] born,angeles [10] angeles,26 [10] 26,1951 Top Word Pairs in Tweet in G9:
[25] nigms,recently [25] recently,launched [25] launched,#stem [25] #stem,teaching [25] teaching,resources [25] resources,website [25] website,collection [25] collection,free [25] free,easy [25] easy,access Top Word Pairs in Tweet in G10:
[77] carreras,#stem [76] dar,mujeres [76] mujeres,niñas [76] niñas,igualdad [76] igualdad,oportunidades [76] oportunidades,desarrollar [76] desarrollar,prosperar [76] prosperar,carreras [76] #stem,ayudará [76] ayudará,reducir 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: