The graph represents a network of 7,621 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, 13 May 2022 at 13:38 UTC.
The requested start date was Friday, 13 May 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, 16-hour, 11-minute period from Tuesday, 10 May 2022 at 07:49 UTC to Friday, 13 May 2022 at 00:01 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 : 7621
Unique Edges : 5984
Edges With Duplicates : 10557
Total Edges : 16541
Number of Edge Types : 5
Tweet : 1988
Mentions : 3635
Retweet : 4203
MentionsInRetweet : 6534
Replies to : 181
Self-Loops : 2095
Reciprocated Vertex Pair Ratio : 0.0592128590001182
Reciprocated Edge Ratio : 0.111805400580228
Connected Components : 1598
Single-Vertex Connected Components : 628
Maximum Vertices in a Connected Component : 3114
Maximum Edges in a Connected Component : 9383
Maximum Geodesic Distance (Diameter) : 28
Average Geodesic Distance : 7.279945
Graph Density : 0.000154325611542357
Modularity : 0.530769
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,621 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, 13 May 2022 at 13:38 UTC.
The requested start date was Friday, 13 May 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, 16-hour, 11-minute period from Tuesday, 10 May 2022 at 07:49 UTC to Friday, 13 May 2022 at 00:01 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:
[243] gave,kred [243] kred,#influence [178] eli_krumova,gave [167] skills,academy [164] facility,rolls [164] rolls,royce [164] royce,submarines [164] submarines,set [164] set,open [164] open,nuclear Top Word Pairs in Tweet in G1:
[30] #stem,#steam [30] #stem,#stemeducation [19] learn,more [18] #steam,#stem [16] #stem,#science [16] #diy,#stem [14] check,event [14] event,#roswellfirelabs [14] #roswellga,#roswell [14] #roswell,#makerspace Top Word Pairs in Tweet in G2:
[243] gave,kred [243] kred,#influence [178] eli_krumova,gave [150] #womeninstem,#womenintech [140] #ai,#ml [112] #ml,#iot [107] #iot,#iiot [83] #womenintech,#womeninstem [80] #stem,#womeninstem [60] #stem,#edtech Top Word Pairs in Tweet in G3:
[42] #competes,act [28] #math,#stem [27] #stem,#phd [23] green,card [23] world,leading [21] cap,exemption [20] #science,#stem [18] #ref2021,results [16] cc,letstalkscience [16] card,cap Top Word Pairs in Tweet in G4:
[23] star,wars [23] wars,#stem [23] #stem,learning [23] learning,activities [23] activities,kids [23] kids,craftbrain [23] craftbrain,#edchat [23] #edchat,#stemchat [22] tcea,star [15] #teachers,free Top Word Pairs in Tweet in G5:
[22] implicit,bias [22] bias,against [14] shattering,implicit [14] against,#stem [14] #stem,learners [14] learners,classroom [14] classroom,katenarita [13] today,more [13] more,10 [13] 10,000 Top Word Pairs in Tweet in G6:
[164] facility,rolls [164] rolls,royce [164] royce,submarines [164] submarines,set [164] set,open [164] open,nuclear [164] nuclear,skills [164] skills,academy [164] academy,site [164] site,derby Top Word Pairs in Tweet in G7:
[28] another,thing [28] thing,purposeful [28] purposeful,engaging [28] engaging,#stem [28] #stem,activities [28] activities,contagious [28] contagious,one [28] one,group [28] group,experiences [27] kcollazo,another Top Word Pairs in Tweet in G8:
[14] #stem,#edchat [13] #pbl,#stem [11] #outdoorclassroomday,19 [11] 19,check [11] check,collection [11] collection,free [11] free,#stem [9] young,innovators [8] #sel,#edtech [7] crestnorthwest,crestawards Top Word Pairs in Tweet in G9:
[25] historically,many [25] many,important [25] important,women [25] women,colour [25] colour,made [25] made,ground [25] ground,breaking [25] breaking,discoveries [25] discoveries,#science [25] #science,#technology Top Word Pairs in Tweet in G10:
[26] powered,super [26] super,simple [26] simple,homopolar [26] homopolar,motor [26] motor,pair [26] pair,swifts [26] swifts,wheel [26] wheel,turn [26] turn,elegantly [26] elegantly,air Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
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:
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: