The graph represents a network of 6,881 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, 26 August 2022 at 13:36 UTC.
The requested start date was Friday, 26 August 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, 23-hour, 50-minute period from Tuesday, 23 August 2022 at 00:04 UTC to Thursday, 25 August 2022 at 23:54 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 : 6881
Unique Edges : 5334
Edges With Duplicates : 11343
Total Edges : 16677
Number of Edge Types : 5
Retweet : 4528
MentionsInRetweet : 6960
Tweet : 1905
Mentions : 3100
Replies to : 184
Self-Loops : 1995
Reciprocated Vertex Pair Ratio : 0.0447218518967398
Reciprocated Edge Ratio : 0.085614849187935
Connected Components : 1241
Single-Vertex Connected Components : 530
Maximum Vertices in a Connected Component : 3287
Maximum Edges in a Connected Component : 10563
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.204589
Graph Density : 0.000182082106778693
Modularity : 0.501488
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,881 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, 26 August 2022 at 13:36 UTC.
The requested start date was Friday, 26 August 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, 23-hour, 50-minute period from Tuesday, 23 August 2022 at 00:04 UTC to Thursday, 25 August 2022 at 23:54 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:
[302] gave,kred [302] kred,#influence [223] eli_krumova,gave [203] #ai,#ml [169] #stem,#stemeducation [127] #womeninstem,#womenintech [127] #iot,#iiot [125] #stem,#steam [115] #ml,#iot [110] learn,more Top Word Pairs in Tweet in G1:
[42] #stem,#stemeducation [24] learn,more [21] #stem,#steam [14] #stem,#education [14] moea,2002 [13] #students,#careers [13] #careers,#careeradvice [13] #careeradvice,#careerchat [13] #careerchat,#careerhelp [13] #careerhelp,#graduates Top Word Pairs in Tweet in G2:
[296] gave,kred [296] kred,#influence [217] eli_krumova,gave [199] #ai,#ml [126] #iot,#iiot [114] #ml,#iot [110] #womeninstem,#womenintech [90] #stem,#edtech [75] #iiot,#iotpl [63] #womenintech,#womeninstem Top Word Pairs in Tweet in G3:
[26] #stem,#stemeducation [14] #wearewayne,#bpeknights [14] #bpeknights,#ramzland [11] #awardwinning,#stem [11] #science,#technology [11] vantech,scienceworldtr [11] scienceworldtr,speaking [10] simenona,martinez [10] martinez,#simenonamartinez [10] care,items Top Word Pairs in Tweet in G4:
[41] ryoko,scientist [41] #science,#scientist [41] #scientist,#femalescientist [36] #femalescientist,#womens [33] #scicomm,#stem [26] #womens,#womeninstem [26] #womeninstem,#female [26] #female,#feminist [26] #feminist,#stem [26] #stem,#chemistry Top Word Pairs in Tweet in G5:
[43] today,quick [43] #stem,starter [41] quick,#stem [41] starter,challenge [40] dailystem,today [28] challenge,10 [28] 10,minutes [28] minutes,find [28] find,best [28] best,way Top Word Pairs in Tweet in G6:
[56] #clearthelist,much [56] much,movement [56] #stem,teacher [56] teacher,#wishlist [55] donorschoose,project [48] chrismi44585705,happy [41] #wishlist,#bettertogethe [39] please,help [33] happy,monday [30] teach,over Top Word Pairs in Tweet in G7:
[4] re,hosting [4] hosting,#visiblewikiwomen [4] #visiblewikiwomen,edit [4] edit,thon [4] thon,lovely [4] lovely,partner [4] partner,500womensci [4] great,support [4] support,fantastic [4] fantastic,in2scienceuk Top Word Pairs in Tweet in G8:
[62] make,invisible [62] invisible,visible [62] visible,time [62] time,#nominate [62] #nominate,those [62] those,making [62] making,difference [62] difference,#it [62] #it,inc [62] inc,#mentoring Top Word Pairs in Tweet in G9:
[11] affairs,offices [11] offices,northwestern [11] northwestern,uchicago [11] uchicago,uic [11] virtual,chicagoland [9] postdoc,affairs [9] uic,hosting [9] hosting,virtual [9] chicagoland,#diverse [9] #diverse,#stem Top Word Pairs in Tweet in G10:
[57] stem,center [55] scratch,programming [55] programming,physical [55] physical,computing [55] computing,3d [54] center,different [54] different,fun [54] fun,exploring [54] exploring,activities [54] activities,include Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: