The graph represents a network of 7,244 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, 09 December 2022 at 14:38 UTC.
The requested start date was Friday, 09 December 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 3-day, 5-hour, 0-minute period from Monday, 05 December 2022 at 20:00 UTC to Friday, 09 December 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 : 7244
Unique Edges : 5529
Edges With Duplicates : 10942
Total Edges : 16471
Number of Edge Types : 5
Tweet : 2152
Retweet : 4225
MentionsInRetweet : 6325
Replies to : 184
Mentions : 3585
Self-Loops : 2511
Reciprocated Vertex Pair Ratio : 0.0480246913580247
Reciprocated Edge Ratio : 0.0916480150783367
Connected Components : 1433
Single-Vertex Connected Components : 618
Maximum Vertices in a Connected Component : 3111
Maximum Edges in a Connected Component : 9470
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.294244
Graph Density : 0.000161792954876442
Modularity : 0.510393
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,244 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, 09 December 2022 at 14:38 UTC.
The requested start date was Friday, 09 December 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 3-day, 5-hour, 0-minute period from Monday, 05 December 2022 at 20:00 UTC to Friday, 09 December 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:
[178] please,help [162] prize,laureates [161] members,#rolemodels [161] committee,members [161] laureates,nobel [161] #rolemodels,#stem [161] nobel,prize [161] chemists,nobel [161] women,chemists [161] nobel,committee Top Word Pairs in Tweet in G1:
[39] #stem,#toys [37] #stem,#steam [28] #stem,#stemeducation [23] learn,more [22] 98,#stem [22] deal,price [17] computer,science [16] science,technology [15] interest,#stem [14] #science,#stem Top Word Pairs in Tweet in G2:
[17] #stem,#steam [16] exciting,biomedical [16] conduct,exciting [16] bsrp,great [16] broad,summer [16] great,opportunity [16] biomedical,research [16] undergrads,join [16] moea,2002 [16] summer,conduct Top Word Pairs in Tweet in G3:
[159] #ai,#ml [123] #iot,#iiot [94] #iiot,#iotpl [92] kred,#influence [92] gave,kred [73] #datascience,#analytics [71] #iotpl,#iotcl [68] #coding,#programming [67] #analytics,#bigdata [64] #ml,#iot Top Word Pairs in Tweet in G4:
[28] #stem,#workforcedevelopment [18] belong,#stem [17] nnstoy,voya [16] usedgov,belong [15] students,check [13] teacher,looking [13] #stem,education [13] engage,students [11] usedgov,#youbelonginstem [11] tinkercad,codeblocks Top Word Pairs in Tweet in G5:
[160] chemists,nobel [160] laureates,nobel [160] nobel,prize [160] members,#rolemodels [160] women,chemists [160] nobel,committee [160] #rolemodels,#stem [160] prize,laureates [160] committee,members [159] pernillawittung,women Top Word Pairs in Tweet in G6:
[15] sensors,used [15] wondered,accelerometers [15] mobile,phones [15] motion,sensors [15] phones,rockets [15] used,devices [15] devices,mobile [15] accelerometers,motion [14] microbit_edu,wondered [14] rockets,wat Top Word Pairs in Tweet in G7:
[15] crafting,mega [15] informational,writing [15] fun,informational [15] mega,fun [15] steamteambooks,#scicomm [15] librarians,crafting [15] writing,text [15] teachers,librarians [15] structure,#stem [15] text,structure Top Word Pairs in Tweet in G8:
[9] teacher,internship [9] computer,science [8] #cs,seeing [8] need,burst [8] realm,human [8] bubble,#stem [8] human,behavior [8] #stem,fields [8] seeing,outside [8] fields,#cs Top Word Pairs in Tweet in G9:
[9] ada,lovelace [4] hung,sciencespaza [4] great,running [4] collaborators,hung [4] sciencespaza,#wsf_za2022 [4] #wsf_za2022,promoting [4] always,great [4] running,collaborators [4] promoting,#community [3] economy,#womenintech Top Word Pairs in Tweet in G10:
[8] countdown,calendar [8] #stemfestive,countdown [7] see,#stem [6] xmas,competition [6] january,2023 [6] miss,#stem [6] 22nd,january [6] work,underrepresented [6] big,bang [6] 13th,dec Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
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Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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 G5:
Top Mentioned in G6:
Top Mentioned in G7:
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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 G5:
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Top Tweeters in G10: