The graph represents a network of 5,145 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, 17 January 2022 at 11:42 UTC.
The requested start date was Monday, 17 January 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, 10-hour, 36-minute period from Friday, 14 January 2022 at 14:24 UTC to Monday, 17 January 2022 at 01:01 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 : 5145
Unique Edges : 4783
Edges With Duplicates : 13130
Total Edges : 17913
Number of Edge Types : 5
Mentions : 2680
Retweet : 5023
MentionsInRetweet : 8142
Tweet : 1799
Replies to : 269
Self-Loops : 1908
Reciprocated Vertex Pair Ratio : 0.0328856533199448
Reciprocated Edge Ratio : 0.0636772390326893
Connected Components : 619
Single-Vertex Connected Components : 349
Maximum Vertices in a Connected Component : 3670
Maximum Edges in a Connected Component : 15662
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.341535
Graph Density : 0.000310928637173599
Modularity : 0.394853
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,145 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, 17 January 2022 at 11:42 UTC.
The requested start date was Monday, 17 January 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, 10-hour, 36-minute period from Friday, 14 January 2022 at 14:24 UTC to Monday, 17 January 2022 at 01:01 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:
[682] gave,kred [682] kred,#influence [592] eli_krumova,gave [527] #ai,#ml [429] #stem,#edtech [369] #ml,#iot [366] #womenintech,#womeninstem [293] #edtech,#ai [269] #influence,#womenintech [232] #iot,#iiot Top Word Pairs in Tweet in G1:
[101] #byjus,#edtech [98] #edchat,#k12 [94] big,education [94] education,ape [94] #redfored,#tbats [92] #tbats,#edchat [83] #education,#edtech [75] ape,top [75] 2022,#redfored [70] #k12,#learning Top Word Pairs in Tweet in G2:
[21] #byjus,#edtech [14] #edchat,#edtech [11] lead,school [10] edtech,startup [10] 倍率,受験資格 [10] #教員採用試験,#教採 [9] #edtech,#education [9] edtech,unicorn [8] #education,#edtech [8] #education,#learning Top Word Pairs in Tweet in G3:
[621] gave,kred [621] kred,#influence [531] eli_krumova,gave [478] #ai,#ml [375] #stem,#edtech [340] #ml,#iot [335] #womenintech,#womeninstem [266] #edtech,#ai [249] #influence,#womenintech [214] #iot,#iiot Top Word Pairs in Tweet in G4:
[27] using,google [24] #edchat,#edutwitter [23] 16,ideas [23] ideas,student [23] student,projects [23] projects,using [23] google,docs [23] docs,slides [23] slides,forms [23] forms,cultofpedagogy Top Word Pairs in Tweet in G5:
[162] know,self [162] self,regulation [162] regulation,edtech [162] edtech,unicorns [162] unicorns,#byju's [162] #byju's,never [162] never,work [162] work,guys [162] guys,ruthless [162] ruthless,shameless Top Word Pairs in Tweet in G6:
[128] quality,education [128] education,makes [128] makes,youth [128] youth,future [128] future,ready [128] ready,look [128] look,forward [128] forward,future [128] future,confidence [128] confidence,byju Top Word Pairs in Tweet in G7:
[22] #vc,#venturecapital [21] #startup,#startups [19] #venturecapital,#funding [17] #edtech,investors [16] #education,#startup [15] #funding,#education [14] role,artificial [14] artificial,intelligence [14] intelligence,education [14] education,aiplusinfo Top Word Pairs in Tweet in G8:
[79] become,class [79] class,meetings [79] meetings,expert [79] expert,learn [79] learn,make [79] make,hybrid [79] hybrid,learning [79] learning,environment [79] environment,helpful [78] mtholfsen,become Top Word Pairs in Tweet in G9:
[27] #edtech,edsurge [12] teaching,more [12] before,falls [11] more,flexible [11] flexible,before [10] mini,subscriptions [8] falls,apart [8] apart,#edtech [6] #edtech,#education [6] educators,10 Top Word Pairs in Tweet in G10:
[45] #edchat,#edtech [36] #edtech,#homeschool [33] #homeschool,#homeschooling [26] day,30 [13] open,source [12] edtechreview,#edtech [12] sumaylu,wequilschool [11] hetma_org,day [11] great,example [11] example,sumaylu Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
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Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: