The graph represents a network of 4,722 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 1992-day, 1-hour, 22-minute period from Wednesday, 30 August 2017 at 23:35 UTC to Monday, 13 February 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 : 4722
Unique Edges : 3961
Edges With Duplicates : 7513
Total Edges : 11474
Number of Edge Types : 9
Retweet : 2578
MentionsInRetweet : 3977
Mentions : 1984
Tweet : 1583
MentionsInReplyTo : 605
Replies to : 315
Quote : 120
MentionsInQuote : 306
MentionsInQuoteReply : 6
Self-Loops : 2030
Reciprocated Vertex Pair Ratio : 0.0404438081603436
Reciprocated Edge Ratio : 0.0777433780529756
Connected Components : 878
Single-Vertex Connected Components : 461
Maximum Vertices in a Connected Component : 2598
Maximum Edges in a Connected Component : 8120
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.386903
Graph Density : 0.00026080447819322
Modularity : 0.491745
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,722 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 1992-day, 1-hour, 22-minute period from Wednesday, 30 August 2017 at 23:35 UTC to Monday, 13 February 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 : 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:
[144] #edtech,#education [137] #teachertwitter,#edtech [135] #education,#edtech [132] #educoach,#k12 [132] #edtech,#educoach [129] classroom,tech [128] tech,savvy [128] tech,twins [128] project,ideas [128] savvy,project Top Word Pairs in Tweet in G1:
[61] #edchat,#edtech [37] #edtech,#homeschool [34] #homeschool,#homeschooling [33] #education,#edtech [31] use,students [30] type,completely [30] teachers,quizizz [30] question,type [30] quizizz,question [30] completely,free Top Word Pairs in Tweet in G2:
[44] step,ensuring [44] govt's,sensitive [44] time,2014 [44] 2014,crucial [44] updating,#cybersecurity [44] national,archives [44] first,time [44] sensitive,information [44] administration,updating [44] information,#edtech Top Word Pairs in Tweet in G3:
[30] 96,12 [30] share,kids' [30] data,third [30] edtech,skyrocketing [30] use,edtech [30] third,parties [30] kids',data [30] parties,use [30] 12,apps [30] skyrocketing,schools Top Word Pairs in Tweet in G4:
[107] project,ideas [107] twins,#teachertwitter [107] #educoach,#k12 [107] #edtech,#educoach [107] savvy,project [107] #teachertwitter,#edtech [107] classroom,tech [107] tech,twins [107] ideas,classroom [107] tech,savvy Top Word Pairs in Tweet in G5:
[75] herramientas,digitales [75] digitales,totalmente [75] crea,#videos [75] estas,herramientas [75] #videos,minutos [75] gratuitas,#edtech [75] totalmente,gratuitas [75] minutos,estas [74] netlearning20,crea [45] tendencias,#elearning Top Word Pairs in Tweet in G6:
[28] best,part [28] part,innovation [28] daily,life [28] deeply,daily [28] ingrained,deeply [28] innovation,still [28] still,motion [16] left,consider [16] process,around [16] changes,choice Top Word Pairs in Tweet in G7:
[18] #highered,#edtech [18] #edtech,#education [17] daily,thanks [14] #edtech,edsurge [11] #elearning,#edtech [10] black,girls [9] mathematics,#edtech [9] #edtechchat,#edchat [9] encouraging,black [9] #education,#edtechchat Top Word Pairs in Tweet in G8:
[40] open,access [40] small,edtech [40] ups,work [40] start,ups [40] looks,small [40] recognition,schools [40] facial,recognition [40] access,looks [40] paper,facial [40] edtech,start Top Word Pairs in Tweet in G9:
[13] edtech,hubs [9] 50,amazon [9] joined,#edtechtrail [9] amazon,voucher [9] more,info [9] tickets,#tmbett23 [9] donated,50 [9] #edtechtrail,#bett2023 [9] teaching,learning [9] #bett2023,donated Top Word Pairs in Tweet in G10:
[33] facilitating,#mathplay [33] ss,#wearechappaqua [31] mrvalencia24,facilitating [27] learning,less [27] imply,learning [27] less,rigorous [27] rigorous,#math [27] #mathplay,imply [27] applied,knowledge [27] #math,precalc Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
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:
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Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G9:
Top Tweeters in G10: