The graph represents a network of 7,475 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, 25 February 2022 at 15:25 UTC.
The requested start date was Friday, 25 February 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, 8-hour, 55-minute period from Tuesday, 22 February 2022 at 16:05 UTC to Friday, 25 February 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 : 7475
Unique Edges : 5810
Edges With Duplicates : 12270
Total Edges : 18080
Number of Edge Types : 5
Retweet : 4964
MentionsInRetweet : 7711
Mentions : 3560
Replies to : 135
Tweet : 1710
Self-Loops : 1847
Reciprocated Vertex Pair Ratio : 0.0391891891891892
Reciprocated Edge Ratio : 0.0754226267880364
Connected Components : 1312
Single-Vertex Connected Components : 450
Maximum Vertices in a Connected Component : 3657
Maximum Edges in a Connected Component : 12082
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.104069
Graph Density : 0.0001651746120106
Modularity : 0.485357
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,475 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, 25 February 2022 at 15:25 UTC.
The requested start date was Friday, 25 February 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, 8-hour, 55-minute period from Tuesday, 22 February 2022 at 16:05 UTC to Friday, 25 February 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:
[569] gave,kred [555] kred,#influence [462] eli_krumova,gave [457] #ai,#ml [377] #iot,#iiot [269] #giveawayalert,#contest [266] #contest,another [266] another,signed [266] signed,copy [266] copy,nerdycorn Top Word Pairs in Tweet in G1:
[565] gave,kred [553] kred,#influence [458] eli_krumova,gave [452] #ai,#ml [375] #iot,#iiot [231] #ml,#iot [209] #womenintech,#womeninstem [205] #womeninstem,#womenintech [162] #datascience,#iot [132] #m2mtechbytes,#coding Top Word Pairs in Tweet in G2:
[38] learn,more [31] #stem,#stemeducation [29] #stem,students [23] more,succeed [23] succeed,stem [23] stem,majors [23] majors,15 [23] 15,99 [23] 99,print [23] print,book Top Word Pairs in Tweet in G3:
[28] #stem,#stemeducation [23] #stem,#steam [19] learn,more [9] #stem,#education [9] #science,#stem [9] moea,2002 [8] stem,education [7] science,technology [7] black,history [7] 8th,grade Top Word Pairs in Tweet in G4:
[14] #stem,education [7] jeremyfarrar,michelle_cruk [7] michelle_cruk,ukri_ceo [7] help,make [6] proftimnoakes,nicochan33 [6] #parentinscience,#womeninstem [6] #womeninstem,#inspiringwomeninscience [6] #inspiringwomeninscience,#mothersinscience [6] lot,going [6] going,february Top Word Pairs in Tweet in G5:
[267] #giveawayalert,#contest [266] #contest,another [266] another,signed [266] signed,copy [266] copy,nerdycorn [266] nerdycorn,grabs [266] grabs,enter [266] enter,follow [266] follow,retweet [266] retweet,tag Top Word Pairs in Tweet in G6:
[18] week,issue [18] issue,daily [18] daily,stem [18] stem,perfect [18] perfect,helping [18] helping,kids [18] kids,inspired [18] inspired,#reading [18] #reading,#stem [18] #stem,world Top Word Pairs in Tweet in G7:
[45] chemistry,research [44] blackinchem,highlighting [44] highlighting,black [44] black,excellence [44] excellence,field [44] field,chemistry [44] research,awarding [44] awarding,postdoctoral [44] postdoctoral,fellowship [43] blackinchem,blackinchem Top Word Pairs in Tweet in G8:
[18] alberta,regional [18] regional,science [18] science,fair [18] fair,science [18] science,challenge [14] week,feb [14] feb,20 [14] 20,26 [14] 26,kiwanis [14] kiwanis,alberta Top Word Pairs in Tweet in G9:
[80] thanks,cafamerica [80] cafamerica,'s [80] 's,grants [80] grants,clt [80] clt,continuously [80] continuously,training [80] training,upskilling [80] upskilling,teachers [80] teachers,patashale [80] patashale,#stem Top Word Pairs in Tweet in G10:
[9] #stem,education [8] covid,unsung [6] join,11 [6] 11,mar [6] exhibition,difference [6] difference,#growthinstem [6] #growthinstem,hosts [6] hosts,companies [6] companies,share [6] last,chance Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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: