The graph represents a network of 1,485 Twitter users whose recent tweets contained "#MegaTrends", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 26 November 2019 at 16:54 UTC.
The tweets in the network were tweeted over the 9-day, 6-hour, 9-minute period from Sunday, 17 November 2019 at 10:27 UTC to Tuesday, 26 November 2019 at 16:36 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 : 1485
Unique Edges : 6651
Edges With Duplicates : 11040
Total Edges : 17691
Self-Loops : 298
Reciprocated Vertex Pair Ratio : 0.0147771877164627
Reciprocated Edge Ratio : 0.0291240045506257
Connected Components : 70
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 1299
Maximum Edges in a Connected Component : 17405
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.579816
Graph Density : 0.00398867379999455
Modularity : 0.291299
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,485 Twitter users whose recent tweets contained "#MegaTrends", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 26 November 2019 at 16:54 UTC.
The tweets in the network were tweeted over the 9-day, 6-hour, 9-minute period from Sunday, 17 November 2019 at 10:27 UTC to Tuesday, 26 November 2019 at 16:36 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 : TwitterSearch
Graph Term : #MegaTrends
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 : Followers
Vertex Alpha : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[6438] gt,gt [1272] mikequindazzi,gt [756] #iot,#ai [721] gt,#megatrends [677] #megatrends,#emergingtech [624] gt,wef [540] #techtrends,#megatrends [505] #emergingtech,#emergingmarkets [457] change,2030 [449] #ai,#healthtech Top Word Pairs in Tweet in G1:
[3005] gt,gt [527] mikequindazzi,gt [307] #iot,#ai [293] gt,#megatrends [240] #megatrends,#emergingtech [174] #emergingtech,#emergingmarkets [162] gt,wef [153] gt,#ai [153] #ai,#dataanalytics [152] #megatrends,#emergingtechnologies Top Word Pairs in Tweet in G2:
[1211] gt,gt [435] #techtrends,#megatrends [259] mikequindazzi,gt [243] #security,#cybersecurity [183] #megatrends,#emergingtech [169] #iot,#ai [166] #megatrends,#security [164] technative,domhalps [155] gt,#megatrends [146] gt,wef Top Word Pairs in Tweet in G3:
[1394] gt,gt [336] mikequindazzi,gt [264] gt,wef [190] gt,#megatrends [186] #megatrends,#emergingtech [184] #iot,#ai [183] #emergingtech,#emergingmarkets [174] #emergingmarkets,#4ir [174] #4ir,#robots [174] #robots,#iot Top Word Pairs in Tweet in G4:
[811] gt,gt [418] #influencerpromotion,#topcasestudy [392] #custserv,#ai [380] #brest,#paris [347] #womenintech,#technology [280] #yourmustread,#influencerpromotion [270] #influencers,#influencermarketing [267] #fintech,#custserv [264] #megatrends,#influencers [250] #paris,#womenintech Top Word Pairs in Tweet in G5:
[40] #security,#cybersecurity [39] interaction,sensor [39] sensor,intengineering [39] intengineering,googleatap [39] googleatap,#gesture [39] #gesture,#recognition [39] #recognition,#iot [39] #iot,#iiot [39] #iiot,#wearabletech [39] #wearabletech,#ux Top Word Pairs in Tweet in G6:
[9] gt,gt [4] #tech,#technology [4] #emergingmarkets,#emergingtech [3] 6,career [3] career,defining [3] defining,tech [3] tech,trends [3] trends,2020 [3] 2020,everyone [3] everyone,prepare Top Word Pairs in Tweet in G7:
[16] see,more [5] mega,trends [4] forum,see [4] ',see [3] world,economic [3] economic,forum [3] #megatrends,healthtechn [3] healthtechn,' [3] ',cernernordics [3] cernernordics,carolinamlw Top Word Pairs in Tweet in G8:
[5] wirklich,tolles [5] tolles,material [5] material,#berufsorientierung [5] #berufsorientierung,#megatrends [5] #megatrends,#nachhaltigkeit [5] #nachhaltigkeit,#neoökologie [5] #neoökologie,werden [5] werden,umfassend [5] umfassend,berücksichtigt [5] berücksichtigt,herzlichen Top Word Pairs in Tweet in G9:
[4] new,ideas [4] ideas,using [4] using,more [4] more,10 [4] 10,data [4] data,three [4] three,#megatrends [4] #megatrends,#urbanization [4] #urbanization,#digitalization [4] #digitalization,#industrialization Top Word Pairs in Tweet in G10:
[2] talking,around [2] around,#3horizonsmodel [2] #3horizonsmodel,#megatrends [2] #megatrends,making [2] making,sense [2] sense,endersbylouise [2] endersbylouise,nickdixon2 [2] nickdixon2,ppresults [2] ppresults,cwilkinsoldham [2] cwilkinsoldham,edcox_rsa Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
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: