The graph represents a network of 5,114 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, 26 December 2022 at 11:58 UTC.
The requested start date was Monday, 26 December 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 4-day, 7-hour, 9-minute period from Wednesday, 21 December 2022 at 17:50 UTC to Monday, 26 December 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 : 5114
Unique Edges : 3279
Edges With Duplicates : 10336
Total Edges : 13615
Number of Edge Types : 5
Tweet : 3261
Retweet : 3457
MentionsInRetweet : 4473
Mentions : 2241
Replies to : 183
Self-Loops : 3359
Reciprocated Vertex Pair Ratio : 0.0302603800140746
Reciprocated Edge Ratio : 0.0587431693989071
Connected Components : 890
Single-Vertex Connected Components : 548
Maximum Vertices in a Connected Component : 2221
Maximum Edges in a Connected Component : 8295
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.319294
Graph Density : 0.000223956953760155
Modularity : 0.421058
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,114 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, 26 December 2022 at 11:58 UTC.
The requested start date was Monday, 26 December 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 4-day, 7-hour, 9-minute period from Wednesday, 21 December 2022 at 17:50 UTC to Monday, 26 December 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:
[1451] #edtech,#learning [1131] #byjus,#byju [1128] few,days [1127] days,ago [1124] ig,started [1124] time,person [1124] 1st,time [1124] met,ig [1124] ontario,few [1124] partners,1st Top Word Pairs in Tweet in G1:
[1123] started,edtech [1123] 1st,time [1123] days,ago [1123] ontario,few [1123] business,partners [1123] flew,ontario [1123] person,met [1123] meet,business [1123] few,days [1123] time,person Top Word Pairs in Tweet in G2:
[211] #edtech,#learning [157] #byjus,#byju [125] #andhrapradesh,#edtech [107] #students,#efa [106] #learning,#children [92] #byju,#telengana [80] #educationforall,#byjus [71] #learning,#students [65] #children,#students [61] ap,govt Top Word Pairs in Tweet in G3:
[1239] #edtech,#learning [974] #byjus,#byju [710] #andhrapradesh,#edtech [676] #students,#efa [549] #learning,#children [506] #learning,#students [423] #byju,#telengana [406] ap,govt [402] #educationforall,#byjus [388] ap,government Top Word Pairs in Tweet in G4:
[46] #edtech,#k12 [38] #education,#edtech [31] #sel,#edtech [27] #edtech,#edchat [25] #education,#sel [24] #education,#edchat [24] #edtech,#education [23] #k12,district [23] #edchat,#edtech [21] #edtech,#sel Top Word Pairs in Tweet in G5:
[26] tic,tac [14] #machinelearning,#innovation [14] indian,startups [13] hexabitz,takes [13] takes,initiative [13] tac,tic [13] christmas,eve [13] before,christmas [13] hours,before [13] wishes,already Top Word Pairs in Tweet in G6:
[15] #traumainformed,#pbis [15] #behaviorflip,#restorativepractices [15] #restorativepractices,#growthmindset [15] #growthmindset,#traumainformed [14] 25,digital [14] portfolio,future [14] digital,portfolio [13] kwa,mwaka [13] courses,kwa [13] kutumia,huduma Top Word Pairs in Tweet in G7:
[146] advent,giveaway [146] today,teachers [146] december,follow [146] follow,retweet [146] 24th,december [146] amie_science,daisychristo [146] vs,tech [146] enter,advent [146] teachers,vs [146] retweet,enter Top Word Pairs in Tweet in G8:
[59] 12,claves [59] claves,transformar [59] #infografía,#edtech [59] transformar,#educación [59] #educación,#infografía [58] netlearning20,12 [47] combina,actividades [47] herramientas,recursos [47] educativo,combina [47] híbrida,modelo Top Word Pairs in Tweet in G9:
[72] look,lakhs [72] ncpcr_,taking [72] twitter,complaints [72] against,byjus [72] against,another [72] taking,action [72] lakhs,twitter [72] please,look [72] complaints,against [72] action,against Top Word Pairs in Tweet in G10:
[11] add,ons [7] ons,#googleclassroom [6] highlights,challenging [6] challenging,changes [6] #yearinreview,highlights [6] professional,#yearinreview [6] using,create [6] microsoftflip,using [6] entirely,microsoftflip [6] created,entirely Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G6:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: