The graph represents a network of 6,235 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, 09 May 2022 at 10:59 UTC.
The requested start date was Monday, 09 May 2022 at 00:01 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, 2-hour, 33-minute period from Wednesday, 04 May 2022 at 21:27 UTC to Monday, 09 May 2022 at 00:00 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 : 6235
Unique Edges : 5392
Edges With Duplicates : 12099
Total Edges : 17491
Number of Edge Types : 5
Retweet : 4501
MentionsInRetweet : 6614
Tweet : 2239
Mentions : 3839
Replies to : 298
Self-Loops : 2389
Reciprocated Vertex Pair Ratio : 0.0462007504690432
Reciprocated Edge Ratio : 0.0883210042591347
Connected Components : 944
Single-Vertex Connected Components : 509
Maximum Vertices in a Connected Component : 4015
Maximum Edges in a Connected Component : 13795
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.253644
Graph Density : 0.000229540309640153
Modularity : 0.468024
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,235 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, 09 May 2022 at 10:59 UTC.
The requested start date was Monday, 09 May 2022 at 00:01 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, 2-hour, 33-minute period from Wednesday, 04 May 2022 at 21:27 UTC to Monday, 09 May 2022 at 00:00 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:
[860] kids,use [859] #opensource,#kidschangingworld [858] think,kids [858] use,#linux [858] #linux,school [857] #kidschangingworld,#edtech [855] retweet,think [855] school,#opensource [854] studoeslinux,retweet [214] #digitalmarketing,#artificialintelligence Top Word Pairs in Tweet in G1:
[126] #byjus,#edtech [95] #edchat,#edtech [92] #edchat,#k12 [86] #k12,#learning [85] big,education [85] education,ape [85] #redfored,#tbats [80] #tbats,#edchat [70] #education,#edtech [69] learn,more Top Word Pairs in Tweet in G2:
[858] #opensource,#kidschangingworld [857] think,kids [857] kids,use [857] use,#linux [857] #linux,school [856] #kidschangingworld,#edtech [854] retweet,think [854] school,#opensource [853] studoeslinux,retweet [9] waris027,#digitalmarketing Top Word Pairs in Tweet in G3:
[80] edtech,apps [79] edtech,booming [79] booming,nowadays [79] nowadays,possibility [79] possibility,edtech [79] edtech,great [79] great,apps [79] apps,edtech [79] apps,master [79] master,mathematics Top Word Pairs in Tweet in G4:
[172] #digitalmarketing,#artificialintelligence [172] #artificialintelligence,#robots [172] #robots,#nlp [172] #nlp,#industry40 [172] #industry40,#tech [172] #tech,#influence [172] #influence,#stemed [134] waris027,#digitalmarketing [106] #stemed,#girlswh [46] jblefevre60,nicochan33 Top Word Pairs in Tweet in G5:
[22] olewis_coaching,rondelle10_b [15] rondelle10_b,th_michellew [15] th_michellew,ka81 [15] left,classroom [14] catlamin,drrlofthouse [14] overpractised,olewis_coaching [13] drrlofthouse,overpractised [12] teacher,left [12] classroom,work [12] work,#edtech Top Word Pairs in Tweet in G6:
[10] jenallee1,edtech_k12 [9] classtechtips,jenallee1 [9] edtech_k12,thanks [8] edtech_highered,#cdwsocial [8] myedtechlife,classtechtips [8] thanks,sharing [7] edtech_k12,#cdwsocial [7] sharing,check [7] check,show [6] edtech_k12,edutopia Top Word Pairs in Tweet in G7:
[82] benjamindbarker,use [80] use,googledocs [80] googledocs,large [80] large,amount [80] amount,school [80] school,functions [80] functions,tools [80] tools,recently [14] students,teachers [12] boltoncollege,seeking Top Word Pairs in Tweet in G8:
[39] #edtech,#mieexpert [26] nice,shortcut [26] shortcut,tip [26] tip,launch [26] launch,#onenote [26] #onenote,#edtech [25] mtholfsen,nice [18] immersive,reader [17] micro,tip [16] tip,show Top Word Pairs in Tweet in G9:
[15] steinbrinklaura,dharriseds [15] dharriseds,burgessdave [15] burgessdave,taramartinedu [15] taramartinedu,dbc_inc [15] dbc_inc,kkgraber1 [15] kkgraber1,mrshayesfam [14] techyleaderedu,steinbrinklaura [13] mrshayesfam,chouinardjahant [9] chouinardjahant,hollysking [7] hollysking,rdene915 Top Word Pairs in Tweet in G10:
[3] guyrogers76,saracline_ [3] saracline_,edtech_mrlee [3] noawjykwad4nlgb,2jc_saki [3] konbanwaaaaaaaa,huanchengliang [3] huanchengliang,tntramati [3] tntramati,edtech_mrlee [3] edtech_mrlee,linshin [3] linshin,katrin_albertsh [2] memeland,9gagceo [2] jasonblaxk666,edtech_mrlee Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: