The graph represents a network of 7,456 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, 04 March 2022 at 15:24 UTC.
The requested start date was Friday, 04 March 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, 7-hour, 37-minute period from Tuesday, 01 March 2022 at 17:22 UTC to Friday, 04 March 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 : 7456
Unique Edges : 6367
Edges With Duplicates : 12746
Total Edges : 19113
Number of Edge Types : 5
Retweet : 4814
MentionsInRetweet : 8245
Tweet : 1716
Mentions : 4207
Replies to : 131
Self-Loops : 1902
Reciprocated Vertex Pair Ratio : 0.0450382501885573
Reciprocated Edge Ratio : 0.0861944530363955
Connected Components : 1362
Single-Vertex Connected Components : 492
Maximum Vertices in a Connected Component : 3643
Maximum Edges in a Connected Component : 13030
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.570343
Graph Density : 0.000174491152926141
Modularity : 0.484528
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,456 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, 04 March 2022 at 15:24 UTC.
The requested start date was Friday, 04 March 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, 7-hour, 37-minute period from Tuesday, 01 March 2022 at 17:22 UTC to Friday, 04 March 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:
[782] gave,kred [782] kred,#influence [595] eli_krumova,gave [509] #ai,#ml [396] #ml,#iot [352] #womenintech,#womeninstem [290] #iot,#iiot [235] #womeninstem,#womenintech [230] #influence,#stem [157] #iiot,#iotpl Top Word Pairs in Tweet in G1:
[779] gave,kred [779] kred,#influence [592] eli_krumova,gave [505] #ai,#ml [395] #ml,#iot [350] #womenintech,#womeninstem [287] #iot,#iiot [232] #womeninstem,#womenintech [229] #influence,#stem [157] #iiot,#iotpl Top Word Pairs in Tweet in G2:
[30] ht,letstalkscience [28] #science,#stem [22] pet,homes [20] #stem,#stemeducation [20] #stem,#stemed [20] #stemed,#stemeducation [18] think,tank [18] tank,westwoodugdsb [18] westwoodugdsb,ugdsb [18] ugdsb,#creating Top Word Pairs in Tweet in G3:
[25] #stem,#steam [19] #stem,#science [18] #stem,#stemeducation [16] women,#stem [12] #stem,#education [12] #technology,#engineering [11] learn,more [10] #science,#stem [10] #science,#technology [9] history,month Top Word Pairs in Tweet in G4:
[10] oh,forget [10] forget,another [10] another,#nftsforgood [10] #nftsforgood,tomorrow [10] tomorrow,join [10] join,lookslegitnft [10] lookslegitnft,dr [10] dr,kimeradna [10] kimeradna,founder [9] mrskelleyohh,oh Top Word Pairs in Tweet in G5:
[15] shared,thinking [15] thinking,one [15] one,pic [15] pic,always [15] always,pleasure [15] pleasure,speak [15] speak,zeehussain7 [15] zeehussain7,svp [15] svp,global [15] global,business Top Word Pairs in Tweet in G6:
[11] aaas,echoes [11] echoes,potus's [11] potus's,#sotu [11] #sotu,call [11] call,congress [11] congress,pass [11] pass,bipartisan [11] bipartisan,legislation [11] legislation,usica [11] usica,competes Top Word Pairs in Tweet in G7:
[46] free,download [46] download,100 [46] 100,questions [46] questions,help [46] help,promote [46] promote,mathematical [46] mathematical,discourse [46] discourse,getting_smart [46] getting_smart,curriculumassoc [45] tcea,free Top Word Pairs in Tweet in G8:
[13] #worldbookday,figured [13] figured,start [13] start,reading [13] reading,book [13] book,classes [13] classes,10th [13] 10th,grade [13] grade,math [13] math,teacher [12] dailystem,#worldbookday Top Word Pairs in Tweet in G9:
[14] women,science [9] #womeninscience,#stem [8] #stem,#womeninscience [8] #stem,#education [6] comparative,effects [6] effects,different [6] different,types [6] types,oral [6] oral,vitamin [6] vitamin,#supplements Top Word Pairs in Tweet in G10:
[27] women,lead [27] lead,series [26] #stem,women [19] join,tomorrow [19] tomorrow,#stem [19] series,collab [19] collab,between [19] between,carnegiemellon [19] carnegiemellon,university [19] university,africa Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G6:
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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:
Top Tweeters in G1:
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Top Tweeters in G10: