The graph represents a network of 6,371 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 16 May 2022 at 10:57 UTC.
The requested start date was Monday, 16 May 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 3-day, 18-hour, 30-minute period from Thursday, 12 May 2022 at 05:30 UTC to Monday, 16 May 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 : 6371
Unique Edges : 6056
Edges With Duplicates : 11483
Total Edges : 17539
Number of Edge Types : 5
Retweet : 4472
Tweet : 2124
Mentions : 3486
MentionsInRetweet : 7166
Replies to : 291
Self-Loops : 2238
Reciprocated Vertex Pair Ratio : 0.0428747341318706
Reciprocated Edge Ratio : 0.0822241305281237
Connected Components : 1060
Single-Vertex Connected Components : 585
Maximum Vertices in a Connected Component : 4118
Maximum Edges in a Connected Component : 14104
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.731214
Graph Density : 0.000229552719630528
Modularity : 0.478078
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,371 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 16 May 2022 at 10:57 UTC.
The requested start date was Monday, 16 May 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 3-day, 18-hour, 30-minute period from Thursday, 12 May 2022 at 05:30 UTC to Monday, 16 May 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 : edtech
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:
[350] periodic,table [349] table,chrome [349] chrome,extensions [343] extensions,help [343] help,meet [343] meet,students' [343] students',needs [343] needs,including [343] including,speech [343] speech,text Top Word Pairs in Tweet in G1:
[113] #edchat,#edtech [68] end,year [48] #education,#edchat [47] #education,#edtech [47] #edtech,#homeschool [45] activity,pack [44] learn,more [44] pupil,activity [42] #homeschool,#homeschooling [36] google,sheets Top Word Pairs in Tweet in G2:
[61] edtech,startup [54] #byjus,#edtech [49] quarter,staff [46] startup,section4 [46] section4,lays [46] lays,quarter [42] scott,galloway [37] galloway,edtech [19] #edtech,#edchat [16] staff,techcrunch Top Word Pairs in Tweet in G3:
[314] periodic,table [314] table,chrome [314] chrome,extensions [314] extensions,help [314] help,meet [314] meet,students' [314] students',needs [314] needs,including [314] including,speech [314] speech,text Top Word Pairs in Tweet in G4:
[52] #edtech,#education [47] #medtech,#edtech [44] #3d,#ar [44] #ar,future [44] future,#medical [44] #medical,#learning [44] #learning,#medtech [44] #education,#meded [44] #meded,#healthtech [44] #healthtech,#augmentedreality Top Word Pairs in Tweet in G5:
[12] ictevangelist,delighted [11] #edtech,help [11] help,#formative [11] #formative,#assessment [11] delighted,speaking [11] speaking,ascl_uk [11] ascl_uk,#ascledtech [11] #ascledtech,technology [11] technology,conference [11] conference,belfast Top Word Pairs in Tweet in G6:
[141] gave,kred [141] kred,#influence [108] eli_krumova,gave [103] #ai,#ml [99] #ml,#iot [74] #womenintech,#womeninstem [71] #stem,#edtech [61] #influence,#stem [58] #womeninstem,#womenintech [53] #edtech,#ai Top Word Pairs in Tweet in G7:
[29] #edtech,edsurge [20] #edtech,#edtechchat [14] #highered,#edtech [11] doomed,culture [11] culture,fake [11] fake,news [11] news,wins [11] wins,schools [11] schools,help [11] help,#edtech Top Word Pairs in Tweet in G8:
[51] crea,#videos [51] #videos,minutos [51] minutos,estas [51] estas,herramientas [51] herramientas,digitales [51] digitales,totalmente [51] totalmente,gratuitas [51] gratuitas,#edtech [51] existen,multitud [51] multitud,herramientas Top Word Pairs in Tweet in G9:
[110] #edtech,startup [93] stemrobo,#edtech [93] startup,incubated [93] incubated,electropreneur [93] electropreneur,setting [93] setting,#tinkerstudio [93] #tinkerstudio,stream [93] stream,content [93] content,#ai [93] #ai,#ml Top Word Pairs in Tweet in G10:
[13] learn,eduprotocols [13] eduprotocols,tasty [13] tasty,fun [13] fun,lesson [13] lesson,recipes [13] recipes,generously [13] generously,shared [13] shared,jcorippo [13] jcorippo,mhebern [12] #edtech,#edutech Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: