The graph represents a network of 6,588 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, 19 August 2022 at 13:37 UTC.
The requested start date was Friday, 19 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, 19-hour, 45-minute period from Tuesday, 16 August 2022 at 04:15 UTC to Friday, 19 August 2022 at 00:00 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 : 6588
Unique Edges : 5013
Edges With Duplicates : 11653
Total Edges : 16666
Number of Edge Types : 5
Tweet : 1901
Retweet : 4636
MentionsInRetweet : 6983
Replies to : 220
Mentions : 2926
Self-Loops : 2014
Reciprocated Vertex Pair Ratio : 0.0437826142293496
Reciprocated Edge Ratio : 0.0838922082672845
Connected Components : 1226
Single-Vertex Connected Components : 516
Maximum Vertices in a Connected Component : 3341
Maximum Edges in a Connected Component : 11484
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.96258
Graph Density : 0.000188984226718761
Modularity : 0.476957
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,588 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, 19 August 2022 at 13:37 UTC.
The requested start date was Friday, 19 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, 19-hour, 45-minute period from Tuesday, 16 August 2022 at 04:15 UTC to Friday, 19 August 2022 at 00:00 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:
[304] gave,kred [304] kred,#influence [274] working,multiple [274] multiple,projects [274] projects,starting [274] starting,completing [274] completing,phd [274] phd,tools [274] tools,suggestions [274] suggestions,help Top Word Pairs in Tweet in G1:
[42] #stem,#stemeducation [38] learn,more [27] #stem,#tech [26] adp,named [26] named,top [26] top,50 [26] 50,employer [26] employer,2022 [26] 2022,stem [26] stem,workforce Top Word Pairs in Tweet in G2:
[25] #stem,#steam [22] diversity,magazine [20] learn,more [16] stem,workforce [16] workforce,diversity [16] #students,#careers [16] #careers,#careeradvice [16] #careeradvice,#careerchat [16] #careerchat,#careerhelp [16] #careerhelp,#graduates Top Word Pairs in Tweet in G3:
[290] gave,kred [290] kred,#influence [238] eli_krumova,gave [143] #ai,#ml [117] #ml,#iot [113] #iot,#iiot [96] #womenintech,#womeninstem [95] #ai,#machinelearning [83] 2001,famous [83] famous,ukrainian Top Word Pairs in Tweet in G4:
[273] working,multiple [273] multiple,projects [273] projects,starting [273] starting,completing [273] completing,phd [273] phd,tools [273] tools,suggestions [273] suggestions,help [272] vnvrinda,working [4] search,read Top Word Pairs in Tweet in G5:
[30] #scicomm,#stem [26] randomhousekids,rhcbeducators [25] #stem,books [23] ryoko,scientist [23] #science,#scientist [23] #scientist,#femalescientist [23] #stem,#womeninstem [23] write,expository [23] expository,nonfiction [23] nonfiction,thank Top Word Pairs in Tweet in G6:
[11] national,#scienceweek [10] best,value [10] value,#coding [10] #coding,#robot [10] #robot,durable [10] durable,loose [10] loose,parts [10] parts,manage [10] manage,#lego [10] #lego,compatible Top Word Pairs in Tweet in G7:
[202] built,britain [202] britain,british [202] british,manufacturer [202] manufacturer,tiger [202] tiger,trailers [202] trailers,recruiting [202] recruiting,apprentices [202] apprentices,coachbuilding [202] coachbuilding,apprenticeship [201] factorynow_,built Top Word Pairs in Tweet in G8:
[89] please,help [61] teach,over [61] over,400 [61] 400,students [59] #clearthelists2022,teach [57] students,grades [56] grades,pre [51] thank,please [51] pre,science [51] science,lab Top Word Pairs in Tweet in G9:
[16] create,bristlebot [16] bristlebot,maze [16] maze,simple [16] simple,requires [16] requires,table [16] table,blue [16] blue,painters [16] painters,tape [16] tape,great [16] great,way Top Word Pairs in Tweet in G10:
[21] #k12,#stem [20] #stem,#science [19] #stem,#steam [17] #kids,#fun [15] #sel,#edtech [13] #vr,#virtualreality [13] #virtualreality,#edtech [13] #edtech,#edchat [13] #edtech,#k12 [12] women,girls Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
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:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: