The graph represents a network of 7,970 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, 05 March 2021 at 15:41 UTC.
The requested start date was Friday, 05 March 2021 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, 14-hour, 20-minute period from Tuesday, 02 March 2021 at 10:40 UTC to Friday, 05 March 2021 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 : 7970
Unique Edges : 5873
Edges With Duplicates : 12561
Total Edges : 18434
Number of Edge Types : 5
Retweet : 5234
MentionsInRetweet : 7458
Tweet : 1718
Replies to : 185
Mentions : 3839
Self-Loops : 1795
Reciprocated Vertex Pair Ratio : 0.0336134453781513
Reciprocated Edge Ratio : 0.0650406504065041
Connected Components : 1232
Single-Vertex Connected Components : 418
Maximum Vertices in a Connected Component : 4189
Maximum Edges in a Connected Component : 12566
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.000225
Graph Density : 0.000156865696481016
Modularity : 0.522774
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 7,970 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, 05 March 2021 at 15:41 UTC.
The requested start date was Friday, 05 March 2021 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, 14-hour, 20-minute period from Tuesday, 02 March 2021 at 10:40 UTC to Friday, 05 March 2021 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:
[245] ø,ù [215] ù,ø [184] ø,ø [158] #stem,#steam [140] ù,ù [115] learn,more [111] history,month [107] #pitmad,#pb [105] citizen,science [103] move,beyond Top Word Pairs in Tweet in G1:
[84] history,month [49] women,#stem [37] enter,win [37] learn,code [36] women's,history [33] code,breaker [33] breaker,spy [33] spy,hunter [33] #stem,#womeninstem [33] win,dash Top Word Pairs in Tweet in G2:
[97] #pitmad,#pb [87] 1957,dc [75] #pb,#stem [57] vamos,let's [57] let's,go [57] go,marketx [57] marketx,magnificent [57] magnificent,thing [55] helping,abuelita [54] nmoraleswrites,vamos Top Word Pairs in Tweet in G3:
[26] #stem,#steam [14] gt,gt [13] #stem,education [12] ãƒ,ム[11] #k12,#stem [11] #epdc,#nasa [11] #nasa,#stem [10] book,call [10] laser,cutting [10] #stem,#txst Top Word Pairs in Tweet in G4:
[25] #stem,#stemeducation [14] #science,#stem [14] #stem,#steam [14] #stem,#science [9] learn,more [8] find,more [8] #innovation,#stem [6] #stem,students [6] courage,innovate [6] innovate,#leadership Top Word Pairs in Tweet in G5:
[52] #breakingnews,#100daysofcode [49] #100daysofcode,#python [42] #china,#breakingnews [39] 100,days [39] days,code [39] code,day [39] #bwiai,#100daysofcode [37] aarpilabs,aarp [37] aarp,innovation [37] innovation,labs Top Word Pairs in Tweet in G6:
[15] know,women [15] women,make [15] make,quarter [15] quarter,uk [15] uk,#stem [15] #stem,workforce [15] workforce,disabled [15] disabled,people [15] people,represent [15] #nationalcareersweek,#ncw2021 Top Word Pairs in Tweet in G7:
[17] spacex,elonmusk [17] summer,internship [16] congratulations,spacex [16] elonmusk,team [16] team,#spacex [16] #spacex,#stem [16] #stem,#sn10 [16] successful,flip [16] flip,landing [16] landing,maneuver Top Word Pairs in Tweet in G8:
[55] stem,vrijheid [55] vrijheid,gesprek [55] gesprek,met [55] met,michael_meeuwisse [55] michael_meeuwisse,heeft [55] heeft,mij [55] mij,aangegrepen [55] aangegrepen,liefde [55] liefde,die [55] die,hij Top Word Pairs in Tweet in G9:
[16] fimorrison2,stemedmagazine [11] #stem,professional [11] professional,learning [11] rachaellehr,fimorrison2 [8] join,#primarystemchat [8] #primarystemchat,week [8] week,delve [8] delve,#stem [8] learning,publications [8] publications,fimorrison2 Top Word Pairs in Tweet in G10:
[101] term,community [101] community,science [101] science,citizen [101] citizen,science [101] science,less [101] less,inclusive [101] inclusive,term [101] term,trying [101] trying,move [101] move,beyond 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:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: