The graph represents a network of 4,637 Twitter users whose recent tweets contained "edtech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 1782-day, 23-hour, 14-minute period from Wednesday, 28 February 2018 at 01:45 UTC to Monday, 16 January 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4637
Unique Edges : 4277
Edges With Duplicates : 7616
Total Edges : 11893
Number of Edge Types : 9
Retweet : 2456
MentionsInRetweet : 3953
Mentions : 2451
Tweet : 1572
Replies to : 321
MentionsInReplyTo : 858
Quote : 117
MentionsInQuote : 163
MentionsInQuoteReply : 2
Self-Loops : 2121
Reciprocated Vertex Pair Ratio : 0.0456424388563555
Reciprocated Edge Ratio : 0.0873002800197661
Connected Components : 828
Single-Vertex Connected Components : 412
Maximum Vertices in a Connected Component : 2220
Maximum Edges in a Connected Component : 7795
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.899176
Graph Density : 0.000282409765172396
Modularity : 0.485696
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,637 Twitter users whose recent tweets contained "edtech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 1782-day, 23-hour, 14-minute period from Wednesday, 28 February 2018 at 01:45 UTC to Monday, 16 January 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[243] edtech,company [236] excited,share [234] mentor,africans [234] partnered,edtech [234] africans,interested [234] looking,mentor [234] share,partnered [234] company,looking [233] interested,pivot [233] theaadedewe,excited Top Word Pairs in Tweet in G1:
[51] #teachers,#education [51] #edtech,#teachers [41] #education,#edtech [29] #edtech,#edchat [21] #edtech,learning [21] learning,stations [20] stations,learn [19] #sel,#edtech [18] #edchat,#edtech [18] fetc,#digcitacademy Top Word Pairs in Tweet in G2:
[29] #edtech,#education [18] #education,#edtech [14] learn,more [12] edtech,trends [12] #edtech,#edchat [10] create,large [10] impact,led [10] scale,impact [10] edtech,byju [10] passion,create Top Word Pairs in Tweet in G3:
[39] #edchat,#edtech [30] francilienne,leader [30] avenir,#éducation [30] unowhy_officiel,entreprise [30] chez,unowhy_officiel [30] activity,pack [30] entreprise,francilienne [30] #éducation,construit [30] construit,chez [30] leader,marché Top Word Pairs in Tweet in G4:
[234] excited,share [234] africans,interested [234] mentor,africans [234] company,looking [234] edtech,company [234] share,partnered [234] partnered,edtech [234] looking,mentor [233] interested,pivot [233] theaadedewe,excited Top Word Pairs in Tweet in G5:
[25] #etcoaches,#hacklearning [25] #edtech,#ditchbook [25] #ditchbook,#tlap [25] #tlap,#etcoaches [23] google,slides [22] photo,words [21] #leadlap,#eduprotocols [21] #hacklearning,#leadlap [21] tabletop,twitter [21] twitter,#edtech Top Word Pairs in Tweet in G6:
[46] #remoteschool,#remoteeducation [28] byte,2023 [21] thanks,theremoteschool [21] 2023,presentation [19] #remotelearning,#teaching [19] #remoteeducation,#remotelearning [17] byteconference,byte [17] #bytemb,workshop [16] education,technology [15] #teaching,#teacher Top Word Pairs in Tweet in G7:
[48] #edtech,#edchat [44] #idiomas,#edtech [44] recursos,#idiomas [44] #edtech,cfpidiomas [44] cfpidiomas,available [30] available,thanks [23] cfpidiomas,recursos [18] year,features [18] kind,vibe [18] features,resolving Top Word Pairs in Tweet in G8:
[29] #edtech,#education [17] daily,thanks [10] #edtech,#edchat [9] estudio,investigación [9] lifow,estudio [9] permanente,lifow [8] facilita,aprendizaje [8] aprendizaje,permanente [8] metaverso,cambia [8] learning,facilita Top Word Pairs in Tweet in G9:
[5] good_news33,abhinavjain_90 [5] 0m_z3,kohimoto_edtech [5] kohimoto_edtech,good_news33 [5] abhinavjain_90,yosu5 [5] yosu5,ohrange3 [3] nftcws,crypto_rir [3] tshhd1,lofiguynft [3] masubuchi0801,0m_z3 [3] cryppen_crypto,softanvil [3] odoru2002,usaginoshu2 Top Word Pairs in Tweet in G10:
[22] sick,alligator [22] sitting,tangled [22] cable,rack [22] drawer,made [22] tangled,drawer [22] made,little [22] clips,sitting [22] rack,grab [22] alligator,clips [22] little,cable Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: