The graph represents a network of 3,452 Twitter users whose recent tweets contained "edutech", 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 23:25 UTC.
The tweets in the network were tweeted over the 2060-day, 23-hour, 41-minute period from Sunday, 21 May 2017 at 01:16 UTC to Wednesday, 11 January 2023 at 00:57 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 : 3452
Unique Edges : 2572
Edges With Duplicates : 7958
Total Edges : 10530
Number of Edge Types : 9
Retweet : 2508
MentionsInRetweet : 3341
Tweet : 1844
MentionsInQuote : 118
Mentions : 1348
Replies to : 563
MentionsInReplyTo : 694
Quote : 109
MentionsInQuoteReply : 5
Self-Loops : 2492
Reciprocated Vertex Pair Ratio : 0.0436009233136702
Reciprocated Edge Ratio : 0.0835586139100516
Connected Components : 674
Single-Vertex Connected Components : 339
Maximum Vertices in a Connected Component : 1294
Maximum Edges in a Connected Component : 5201
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.919762
Graph Density : 0.0003415638841144
Modularity : 0.3932
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,452 Twitter users whose recent tweets contained "edutech", 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 23:25 UTC.
The tweets in the network were tweeted over the 2060-day, 23-hour, 41-minute period from Sunday, 21 May 2017 at 01:16 UTC to Wednesday, 11 January 2023 at 00:57 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 : edutech
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] #edtech,#edutech [262] 100,summit [246] edutech,100 [213] #elearning,#edutech [199] distinction,technology [167] digital,distinction [165] summit,digital [160] #elearning,#education [160] views,edutech [159] pleasure,interact Top Word Pairs in Tweet in G1:
[50] #education,#edutech [43] #learn,#educational [34] #teach,#globaleducation [33] #globaleducation,#elearning [33] #edutech,#learn [33] #educational,#learning [33] #learning,#teach [31] #teachers,#studentcommunity [31] #elearning,#teachers [30] #studyinsingapore,#londonschoolofbusinessandfinance Top Word Pairs in Tweet in G2:
[149] #edtech,#edutech [143] #edtech,#elearning [143] world,forum [143] 18,book [143] 17,18 [143] 2023,london [143] london,17 [143] #elearning,#education [143] book,#edtech [143] forum,2023 Top Word Pairs in Tweet in G3:
[160] edutech,100 [160] distinction,technology [160] digital,distinction [160] views,edutech [160] summit,digital [160] 100,summit [159] share,views [159] interact,share [159] pleasure,interact [158] technology,conforma Top Word Pairs in Tweet in G4:
[2] josh_edutech,0xcarpedao [2] reebsnft,oni_rll [2] kmiya4021,crypto_jind [2] come,first [2] vitalykobok,ertugrulekici1 [2] luck,ends [2] alphaxbt,vaio_shower [2] below,thank [2] catonlu,jigglyjah [2] kyle_paterson,anoguys Top Word Pairs in Tweet in G5:
[22] به,ضيق [22] الأرض,إلى [22] ا,نتجاوز [22] ضيق,الأرض [22] إلى,سعة [22] السماء,#ساعه_استجابه [22] حمد,ا [22] مد,لله [22] نتجاوز,به [22] الح,مد Top Word Pairs in Tweet in G6:
[44] #edutech,#k12 [33] 12,schools [33] schools,models [33] 909,908 [33] 904,#barcodescanner [33] #edutech,#pinpad [33] id,keypads [33] student,id [33] 910,904 [33] 908,905 Top Word Pairs in Tweet in G7:
[44] strategy,best [44] #cybersecurity,strategy [44] best,practices [44] practices,industry [43] #infographic,#cybersecurity [41] industry,ingliguori [41] ingliguori,#infographic [30] #edutech,#insurtech [30] #bigdata,#edutech [26] ingliguori,#bigdata Top Word Pairs in Tweet in G8:
[87] 100,summit [69] edutech,100 [39] technology,conformance [35] 'edutech,100 [33] distinction,technology [31] chief,guest [30] 'digital,distinction [26] summit,'digital [25] attended,addressed [25] drtamilisaiguv,chief Top Word Pairs in Tweet in G9:
[44] #weteach,stream [36] #wer8,stream [24] education,system [21] digital,transformation [18] remote,learning [15] industry,elearnindustry [15] elearning,industry [10] international,education [8] department,education [8] stream,#edutech Top Word Pairs in Tweet in G10:
[95] more,info [51] info,#global [50] inviting,#ibm [50] #vizagtechsummit,more [50] #ibm,#technology [50] #technology,corporation [50] corporation,#vizagtechsummit [49] #global,#e [46] vizagtechsummit,inviting [45] director,tata Top Replied-To in Entire Graph:
Top Replied-To in G2:
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 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: