The graph represents a network of 7,297 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, 18 September 2020 at 14:29 UTC.
The requested start date was Friday, 18 September 2020 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, 6-hour, 26-minute period from Tuesday, 15 September 2020 at 13:18 UTC to Thursday, 17 September 2020 at 19:45 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 : 7297
Unique Edges : 6188
Edges With Duplicates : 12556
Total Edges : 18744
Number of Edge Types : 5
Retweet : 4775
MentionsInRetweet : 8187
Mentions : 3826
Tweet : 1748
Replies to : 208
Self-Loops : 1836
Reciprocated Vertex Pair Ratio : 0.0456147847452195
Reciprocated Edge Ratio : 0.0872496935022476
Connected Components : 1218
Single-Vertex Connected Components : 471
Maximum Vertices in a Connected Component : 3881
Maximum Edges in a Connected Component : 13388
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 5.92146
Graph Density : 0.000183850488905558
Modularity : 0.499174
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 7,297 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, 18 September 2020 at 14:29 UTC.
The requested start date was Friday, 18 September 2020 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, 6-hour, 26-minute period from Tuesday, 15 September 2020 at 13:18 UTC to Thursday, 17 September 2020 at 19:45 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:
[157] #science,#stem [136] #stem,#stemeducation [127] #stem,#education [123] happy,share [119] #stem,#steam [105] learn,more [103] english,stem [99] share,paper [99] paper,understanding [99] understanding,english Top Word Pairs in Tweet in G1:
[76] mhall55nine,eoff_sylvia [71] angelicagallegs,yukarikingdom18 [71] yukarikingdom18,mhall55nine [60] sminaev2015,frisesally [60] marinella_maria,mariangelasant8 [52] frisesally,marinella_maria [52] mariangelasant8,angelicagallegs [49] arnabch01,sminaev2015 [45] eoff_sylvia,semi [43] qtpiofficial,book Top Word Pairs in Tweet in G2:
[30] #stem,#stemeducation [12] #science,#stem [11] learn,more [11] #stem,#steam [10] #steam,#stem [8] #sciencematters,#education [8] #education,#edutwitter [8] #edutwitter,#scienceiscool [8] #scienceiscool,#stem [7] #stem,#science Top Word Pairs in Tweet in G3:
[99] #science,#stem [34] #snrtg,#stem [30] ht,letstalkscience [30] #stem,#stemed [28] add,fruits [28] fruits,veggies [28] veggies,organic [28] organic,science [28] science,art [28] art,kit Top Word Pairs in Tweet in G4:
[93] moorefound,mottfoundation [83] stemnext,weareintel [81] join,stemnext [76] proud,join [75] weareintel,moorefound [75] many,more [65] mottfoundation,nasa [65] nasa,many [58] #spacehistory,#otd [54] worldspaceclub,#spacehistory Top Word Pairs in Tweet in G5:
[85] #stem,#education [82] wonder,japanese [82] japanese,multiplication [82] multiplication,works [82] works,#maths [82] #maths,#stem [82] #education,#japan [82] #japan,chboursin [82] chboursin,nevillegaunt [82] nevillegaunt,joannmoretti Top Word Pairs in Tweet in G6:
[39] dailystem,hey [27] hey,#stem [26] #stem,#steam [22] #steam,#maker [22] #maker,teachers [22] teachers,browndoggadgets [22] browndoggadgets,giving [22] giving,away [22] away,few [22] few,rolls Top Word Pairs in Tweet in G7:
[67] #learning,#innovation [55] #innovation,#research [43] #stem,#edtech [42] #success,#stem [41] #edtech,#autism [40] #research,#goals [40] #goals,#success [38] #autism,#books [36] knowledge,transfer [34] #science,#skills Top Word Pairs in Tweet in G8:
[18] #stem,bins [14] donorschoose,project [13] #stem,#stemeducation [12] consider,helping [12] art,teacher [11] teacher,trying [11] appreciate,consider [11] helping,project [11] project,girls [11] girls,hands Top Word Pairs in Tweet in G9:
[34] scientix_eu,looking [25] #scientix,ambassadors [25] dynamic,motivated [25] motivated,creative [24] looking,ambassadors [18] #stem,education [15] time,come [15] come,scientix_eu [15] ambassadors,#scientix [15] ambassadors,dynamic Top Word Pairs in Tweet in G10:
[98] english,stem [96] happy,share [96] share,paper [96] paper,understanding [96] understanding,english [96] stem,individual [96] individual,responsibility [95] valeria_ramcas,happy [8] those,apply [8] apply,prestigious Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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: