The graph represents a network of 7,404 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, 15 April 2022 at 14:24 UTC.
The requested start date was Friday, 15 April 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, 9-hour, 52-minute period from Tuesday, 12 April 2022 at 14:08 UTC to Friday, 15 April 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 : 7404
Unique Edges : 6289
Edges With Duplicates : 12215
Total Edges : 18504
Number of Edge Types : 5
MentionsInRetweet : 7793
Retweet : 4674
Tweet : 1816
Mentions : 4071
Replies to : 150
Self-Loops : 1958
Reciprocated Vertex Pair Ratio : 0.0413727760816928
Reciprocated Edge Ratio : 0.0794581479983825
Connected Components : 1205
Single-Vertex Connected Components : 454
Maximum Vertices in a Connected Component : 3983
Maximum Edges in a Connected Component : 12924
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.121925
Graph Density : 0.00018047204861609
Modularity : 0.508338
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,404 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, 15 April 2022 at 14:24 UTC.
The requested start date was Friday, 15 April 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, 9-hour, 52-minute period from Tuesday, 12 April 2022 at 14:08 UTC to Friday, 15 April 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:
[318] gave,kred [318] kred,#influence [240] #ai,#ml [238] eli_krumova,gave [211] sheffield,forgemasters [189] #womenintech,#womeninstem [185] #ml,#iot [134] #stem,#steam [133] learn,more [115] #stem,#ai Top Word Pairs in Tweet in G1:
[316] gave,kred [316] kred,#influence [236] #ai,#ml [236] eli_krumova,gave [186] #womenintech,#womeninstem [185] #ml,#iot [112] #stem,#ai [109] #womeninstem,#womenintech [88] #iot,#iiot [85] #stem,#edtech Top Word Pairs in Tweet in G2:
[29] summer,camps [24] read,more [22] learn,more [22] #stem,#steminine [21] #stem,#education [20] #stemininesuccess,#leadership [19] #steminine,#stemininesuccess [17] high,school [16] #leadership,#womeninstem [16] #womeninstem,#womenleaders Top Word Pairs in Tweet in G3:
[8] jeremyfarrar,michelle_cruk [8] michelle_cruk,ukri_ceo [8] david_colquhoun,angryhacademic [8] angryhacademic,ukri_news [8] ukri_news,ukri_ceo [8] ukri_ceo,britishacademy_ [8] britishacademy_,thebhf [8] thebhf,crukresearch [8] crukresearch,guildhe [8] guildhe,nihrresearch Top Word Pairs in Tweet in G4:
[30] learn,more [17] #stem,subjects [16] #stem,#stemeducation [16] marine,biologist [16] interesting,demand [16] demand,careers [16] careers,rooted [16] rooted,#stem [16] subjects,visit [16] visit,number Top Word Pairs in Tweet in G5:
[210] sheffield,forgemasters [113] forgemasters,recently [113] recently,awarded [113] awarded,contract [113] contract,supply [113] supply,forgings [113] forgings,rolls [113] rolls,royce's [113] royce's,small [113] small,modular Top Word Pairs in Tweet in G6:
[13] april,21st [13] #pbl,#stem [12] free,virtual [12] virtual,symposium [10] #stem,#stemed [9] #steam,#stem [9] deeper,learning [8] #sel,#edtech [8] getting,started [8] started,learning Top Word Pairs in Tweet in G7:
[14] april,15 [13] calling,#stem [13] #stem,#students [13] #students,#postdocs [13] #postdocs,applications [13] applications,close [13] close,friday [13] friday,april [13] 15,research [13] research,presentations Top Word Pairs in Tweet in G8:
[43] #stem,keşif [33] 2022,stem [28] keşif,haftasi [28] öğretmen,buluşmalari [27] discovery,campaign [26] 13,14 [26] 14,nisan [26] nisan,2022 [26] 2022,10 [26] 10,00 Top Word Pairs in Tweet in G9:
[14] #competes,act [13] #stem,#phd [13] green,card [11] potus,vp [11] vp,dorismatsui [11] dorismatsui,alimayorkas [11] alimayorkas,pabloreports [11] pabloreports,important [11] important,national [11] national,interest Top Word Pairs in Tweet in G10:
[8] resources,available [8] fab,friday [7] dailystem,hey [7] hey,teachers [7] teachers,know [7] know,nasa [7] nasa,great [7] great,#stem [7] #stem,resources [7] available,including Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G5:
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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:
Top Mentioned in G2:
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Top Mentioned in G8:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: