The graph represents a network of 4,156 Twitter users whose recent tweets contained "#4IR", 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 Sunday, 26 May 2019 at 17:11 UTC.
The tweets in the network were tweeted over the 9-day, 16-hour, 21-minute period from Friday, 17 May 2019 at 00:40 UTC to Sunday, 26 May 2019 at 17:01 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 : 4156
Unique Edges : 7973
Edges With Duplicates : 7420
Total Edges : 15393
Self-Loops : 1074
Reciprocated Vertex Pair Ratio : 0.0228305441649119
Reciprocated Edge Ratio : 0.044641889695525
Connected Components : 273
Single-Vertex Connected Components : 137
Maximum Vertices in a Connected Component : 3421
Maximum Edges in a Connected Component : 14393
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 3.949659
Graph Density : 0.000534451227633717
Modularity : 0.430117
NodeXL Version : 1.0.1.412
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[12625] gt,gt [2585] mikequindazzi,gt [674] #ai,#iot [623] gt,#ai [529] industrial,revolution [521] #pwc,mikequindazzi [496] #4ir,gt [481] gt,#pwc [467] fourth,industrial [385] gt,mikequindazzi Top Word Pairs in Tweet in G1:
[3744] gt,gt [794] mikequindazzi,gt [158] #pwc,mikequindazzi [153] gt,#pwc [148] gt,#ai [140] gt,mikequindazzi [128] #ar,#vr [127] #ai,#iot [102] gt,#robotics [96] mikequindazzi,#ar Top Word Pairs in Tweet in G2:
[6956] gt,gt [1377] mikequindazzi,gt [367] #ai,#iot [335] #4ir,gt [329] gt,#ai [317] #pwc,mikequindazzi [281] gt,#pwc [226] 2019,gt [170] #rt,mikequindazzi [152] #iot,#bigdata Top Word Pairs in Tweet in G3:
[909] gt,gt [261] #tech,#iot [221] mikequindazzi,gt [153] #iot,#ai [133] #ai,#iot [115] #innovation,#robotics [105] gt,#ai [88] #robotics,#tech [83] #engineering,#stem [83] #innovation,#tech Top Word Pairs in Tweet in G4:
[297] fourth,industrial [297] industrial,revolution [211] gt,gt [104] revolution,empowering [104] empowering,people [104] people,rise [104] rise,machines [104] machines,#4ir [103] wef,fourth [91] need,both Top Word Pairs in Tweet in G5:
[70] link,#4ir [63] chainlink,beyond [63] beyond,fundamental [63] fundamental,#crypto [63] #crypto,space [63] space,final [63] final,piece [63] piece,allow [63] allow,true [63] true,mainstream Top Word Pairs in Tweet in G6:
[24] industrial,revolution [17] fourth,industrial [8] best,stay [8] stay,top [8] top,industry [8] industry,#siemens [8] #siemens,industry [8] industry,services [8] services,cover [8] cover,entire Top Word Pairs in Tweet in G7:
[94] #africacommsweek,#acwza [63] #4ir,#innovation [55] #acwza,#africacommsweek [48] #acwza,#4ir [44] industrial,revolution [37] prof,babu [34] fourth,industrial [30] #innovation,#4ir [24] #4ir,#africacommsweek [22] #4ir,means Top Word Pairs in Tweet in G8:
[25] gt,gt [12] #ai,#automation [12] futureofworklab,_futureofwork_ [12] digital,age [12] 2019,global [11] _futureofwork_,dayafterlabor [11] dayafterlabor,openai [11] openai,futureofworkhub [11] futureofworkhub,#4ir [11] #4ir,#ai Top Word Pairs in Tweet in G9:
[620] gt,gt [113] mikequindazzi,gt [64] #4ir,gt [24] #pwc,mikequindazzi [24] uk,manufacturers [23] gt,#pwc [22] gt,#ai [21] #ai,#iot [20] #machinelearning,#deeplearning [19] #innovation,#transformation Top Word Pairs in Tweet in G10:
[19] colombia,sus [19] sus,empresarios [16] hace,3 [16] 3,años [16] años,creó [16] creó,vicepresidencia [16] vicepresidencia,#transfromacióndigital [16] #transfromacióndigital,andi_colombia [16] andi_colombia,colombia [16] presidente,ivanduque Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G10:
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 G4:
Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: