The graph represents a network of 4,868 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, 21 February 2022 at 11:44 UTC.
The requested start date was Monday, 21 February 2022 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, 11-hour, 12-minute period from Friday, 18 February 2022 at 13:48 UTC to Monday, 21 February 2022 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 : 4868
Unique Edges : 4923
Edges With Duplicates : 12576
Total Edges : 17499
Number of Edge Types : 5
Retweet : 4944
MentionsInRetweet : 8003
Tweet : 1914
Mentions : 2458
Replies to : 180
Self-Loops : 2076
Reciprocated Vertex Pair Ratio : 0.031814711122423
Reciprocated Edge Ratio : 0.061667488899852
Connected Components : 645
Single-Vertex Connected Components : 369
Maximum Vertices in a Connected Component : 3257
Maximum Edges in a Connected Component : 14783
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.96164
Graph Density : 0.000342217192606826
Modularity : 0.392901
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,868 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, 21 February 2022 at 11:44 UTC.
The requested start date was Monday, 21 February 2022 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, 11-hour, 12-minute period from Friday, 18 February 2022 at 13:48 UTC to Monday, 21 February 2022 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 : 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:
[511] gave,kred [511] kred,#influence [446] eli_krumova,gave [361] #ai,#ml [280] #ml,#iot [269] #artificialintelligence,#robots [269] #robots,#nlp [269] #nlp,#industry40 [269] #industry40,#tech [269] #tech,#influence Top Word Pairs in Tweet in G1:
[498] gave,kred [498] kred,#influence [433] eli_krumova,gave [349] #ai,#ml [274] #ml,#iot [260] #artificialintelligence,#robots [260] #robots,#nlp [260] #nlp,#industry40 [260] #industry40,#tech [260] #tech,#influence Top Word Pairs in Tweet in G2:
[72] great,resource [72] resource,put [72] put,wall [72] wall,include [72] include,discussion [72] discussion,questions [72] questions,lms [72] lms,give [72] give,students [71] mrsuteachestech,great Top Word Pairs in Tweet in G3:
[85] #byjus,#edtech [62] big,education [62] education,ape [62] #redfored,#tbats [57] #tbats,#edchat [57] #edchat,#k12 [48] #k12,#learning [47] ape,top [47] 2022,#redfored [44] #edtech,#engchat Top Word Pairs in Tweet in G4:
[19] digital,learning [18] learn,#edtech [17] technology,way [17] way,teaching [17] teaching,learning [17] learning,enhance [17] enhance,comes [17] comes,digital [17] learning,schools [17] schools,worldwide Top Word Pairs in Tweet in G5:
[38] five,biggest [38] biggest,#education [38] bernardmarr,forbes [37] 2022,bernardmarr [31] #education,#training [31] #training,technology [31] technology,#trends [31] #trends,2022 [30] bimedotcom,five [30] forbes,#a Top Word Pairs in Tweet in G6:
[33] #edtech,edsurge [9] #stem,#science [9] tips,tricks [9] #edchat,#edtech [8] #d123,#edchat [8] phet,used [8] used,teaching [8] teaching,tips [8] tricks,phetsims [8] phetsims,#stem Top Word Pairs in Tweet in G7:
[125] forward,protocol [125] protocol,hold [125] hold,ama [125] ama,session [125] session,cuanterusid [125] cuanterusid,mitchrankin1 [125] mitchrankin1,karnikayashwant [125] karnikayashwant,decided [125] decided,kick [124] forwardprotocol,forward Top Word Pairs in Tweet in G8:
[84] labour,unions [84] unions,take [84] take,lead [84] lead,shaping [84] shaping,future [84] future,online [84] online,education [84] education,state [84] state,districts [84] districts,private Top Word Pairs in Tweet in G9:
[7] power,down [7] down,last [7] last,hour [7] hour,internet [7] internet,mobile [7] mobile,network [7] network,great [7] great,reminder [7] reminder,much [7] much,rely Top Word Pairs in Tweet in G10:
[10] state,edtech [9] #anmetrail,#bett22 [9] coffee,machine [9] trends,shifting [9] shifting,digital [9] digital,learning [9] learning,read [9] education's,digital [9] digital,transformation [9] 2022,2023 Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: