The graph represents a network of 13,658 Twitter users whose recent tweets contained "#STEM", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 30 January 2022 at 13:59 UTC.
The tweets in the network were tweeted over the 5-day, 23-hour, 59-minute period from Monday, 24 January 2022 at 13:35 UTC to Sunday, 30 January 2022 at 13:35 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 : 13658
Unique Edges : 23032
Edges With Duplicates : 18275
Total Edges : 41307
Number of Edge Types : 5
Retweet : 11440
Tweet : 3962
MentionsInRetweet : 16975
Mentions : 8352
Replies to : 578
Self-Loops : 4174
Reciprocated Vertex Pair Ratio : 0.0405522001725626
Reciprocated Edge Ratio : 0.0779436152570481
Connected Components : 2037
Single-Vertex Connected Components : 868
Maximum Vertices in a Connected Component : 8269
Maximum Edges in a Connected Component : 33509
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.890029
Graph Density : 0.000135776367241373
Modularity : 0.551256
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 13,658 Twitter users whose recent tweets contained "#STEM", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 30 January 2022 at 13:59 UTC.
The tweets in the network were tweeted over the 5-day, 23-hour, 59-minute period from Monday, 24 January 2022 at 13:35 UTC to Sunday, 30 January 2022 at 13:35 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 : TwitterSearch
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2189] gave,kred [2181] kred,#influence [2031] #ai,#ml [1821] #ml,#iot [1743] #iot,#iiot [1510] #iiot,#iotpl [1237] #womenintech,#womeninstem [969] #datascience,#tech [968] #iotpl,#cybersecurity [903] #dei,#womenempowerment Top Word Pairs in Tweet in G1:
[2182] gave,kred [2174] kred,#influence [2027] #ai,#ml [1817] #ml,#iot [1737] #iot,#iiot [1505] #iiot,#iotpl [1231] #womenintech,#womeninstem [965] #datascience,#tech [964] #iotpl,#cybersecurity [898] #dei,#womenempowerment Top Word Pairs in Tweet in G2:
[48] learn,more [36] #stem,#steam [30] #stem,#stemeducation [30] #science,#stem [21] #steam,#stem [20] #stem,#science [17] #stemeducation,#stem [17] deja,fav [17] fav,compartir [17] compartir,educadores Top Word Pairs in Tweet in G3:
[26] sdgsactivists,marikasboros [26] #stem,#stemm [23] #parentinscience,#womeninstem [23] #mothersinscience,#stem [23] #stem,#womeninstemm [22] morimahmoudi,academicparity [22] googleexpertuk,mingberg [20] don,miss [20] miss,#parentinscience [20] #womeninstem,#inspiringwomeninscience Top Word Pairs in Tweet in G4:
[114] paper,circuits [110] bristlebot,solar [110] solar,bug [110] maker,tape [110] tape,#stem [110] #stem,#makerspaces [110] #makerspaces,#edtech [110] #edtech,#teachertwitter [110] #teachertwitter,#contest [110] #contest,#giveaway Top Word Pairs in Tweet in G5:
[35] #stem,#stemeducation [29] find,more [26] year,olds [22] university,britishcouncil [21] #stem,subjects [18] know,teenagers [18] teenagers,interested [18] interested,#stem [18] #stem,join [18] join,faradayinst Top Word Pairs in Tweet in G6:
[323] bae,systems [323] systems,set [323] set,recruit [323] recruit,700 [323] 700,apprentices [323] apprentices,graduates [323] graduates,year [323] year,2020 [323] 2020,engineering [323] engineering,giant Top Word Pairs in Tweet in G7:
[167] alert,nmaahc [167] nmaahc,seeking [167] seeking,experienced [167] experienced,#stem [167] #stem,educator [167] educator,develop [167] develop,create [167] create,deliver [167] deliver,digital [167] digital,stem Top Word Pairs in Tweet in G8:
[21] #science,#stem [20] diversity,equity [20] equity,inclusion [16] public,engagement [15] issue,29 [15] 29,coast [15] coast,coast [15] coast,available [15] available,read [15] read,online Top Word Pairs in Tweet in G9:
[33] learn,more [29] #stem,#scichat [28] education,programs [23] science,fair [23] #makemorepossible,#yscregionals [23] #yscregionals,#cwsf [23] #cwsf,#stem [23] #stem,#medhat [23] #medhat,#sciencefair [21] international,day Top Word Pairs in Tweet in G10:
[42] #stem,#steam [30] mission,unstoppable [29] #stem,facts [29] facts,stem [29] stem,tastic [29] tastic,stories [29] premiering,jan [29] jan,28th [26] enough,#stem [26] #stem,check Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G8:
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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:
Top Tweeters in G2:
Top Tweeters in G3:
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Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: