The graph represents a network of 6,466 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, 12 August 2022 at 13:36 UTC.
The requested start date was Friday, 12 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, 16-hour, 52-minute period from Tuesday, 09 August 2022 at 07:08 UTC to Friday, 12 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 : 6466
Unique Edges : 5112
Edges With Duplicates : 11520
Total Edges : 16632
Number of Edge Types : 5
MentionsInRetweet : 7107
Mentions : 2761
Retweet : 4650
Tweet : 1847
Replies to : 267
Self-Loops : 1922
Reciprocated Vertex Pair Ratio : 0.0444389581533144
Reciprocated Edge Ratio : 0.0850963243115471
Connected Components : 1108
Single-Vertex Connected Components : 447
Maximum Vertices in a Connected Component : 3373
Maximum Edges in a Connected Component : 11530
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.042877
Graph Density : 0.00020240324247076
Modularity : 0.492344
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 6,466 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, 12 August 2022 at 13:36 UTC.
The requested start date was Friday, 12 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, 16-hour, 52-minute period from Tuesday, 09 August 2022 at 07:08 UTC to Friday, 12 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:
[269] gave,kred [269] kred,#influence [199] eli_krumova,gave [177] #ai,#ml [162] #stem,#steam [161] #stem,#stemeducation [138] today,potus [135] #womeninstem,#stem [135] #womenintech,#womeninstem [131] #m2mtechbytes,#coding Top Word Pairs in Tweet in G1:
[268] gave,kred [268] kred,#influence [198] eli_krumova,gave [176] #ai,#ml [135] #womenintech,#womeninstem [129] #ml,#iot [121] #m2mtechbytes,#coding [120] #womeninstem,#stem [111] #womeninstem,#womenintech [111] somali,stem Top Word Pairs in Tweet in G2:
[50] #stem,#stemeducation [20] #stem,#steam [17] learn,more [14] #steam,#stem [13] #stem,#education [11] moea,2002 [10] #science,#stem [10] #somstem2022,#stemsummit [10] #stemsummit,#womeninstem [10] #womeninstem,#stem Top Word Pairs in Tweet in G3:
[15] san,beda [13] #stem,#stemeducation [13] kindergarten,bootcamp [13] bootcamp,#kindergarten [13] #kindergarten,#kindergartenbootcamp [13] #students,#careers [13] #careers,#careeradvice [13] #careeradvice,#careerchat [13] #careerchat,#careerhelp [13] #careerhelp,#graduates Top Word Pairs in Tweet in G4:
[80] please,help [70] donorschoose,project [56] help,#clearthelists [55] 4th,grade [51] 2x,match [47] grade,#specialeducation [46] 1st,grade [44] #stem,#sped [38] #clearthelists,4th [38] students,#stem Top Word Pairs in Tweet in G5:
[137] today,potus [99] potus,sign [96] science,act [93] chips,science [88] research,development [87] sign,chips [87] act,2022 [87] 2022,boosting [87] boosting,american [87] american,semiconductor Top Word Pairs in Tweet in G6:
[43] #stem,#steam [27] happy,book [27] book,birthday [25] footprints,planet [24] friday,2pm [23] join,fabulous [23] fabulous,chat [23] chat,things [23] things,#stem [23] #steam,friday Top Word Pairs in Tweet in G7:
[18] halifax,cagis [18] cagis,chapter [18] chapter,seeking [18] seeking,volunteers [18] volunteers,2022 [18] 2022,23 [18] 23,programming [18] programming,year [18] year,passion [18] passion,motivating Top Word Pairs in Tweet in G8:
[14] #stem,workforce [13] article,issuesinst [13] workforce,shortage [12] long,thread [12] thread,article [12] issuesinst,evidence [12] evidence,support [12] support,widely [12] widely,held [12] held,belief Top Word Pairs in Tweet in G9:
[21] #sustainability,#learning [21] #stem,#science [21] #science,#homeschooling [21] #homeschooling,#water [19] #learning,#edutwitter [19] #edutwitter,#stem [15] #water,#ocean [11] #ocean,#farming [10] president,biden [10] biden,signed Top Word Pairs in Tweet in G10:
[78] stemcafe,place [78] place,kids [78] kids,develop [78] develop,skills [78] skills,build [78] build,confidence [78] confidence,knowledge [78] knowledge,acquired [78] acquired,maker [77] theoneinamill1,stemcafe Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: