The graph represents a network of 4,125 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 Saturday, 08 June 2019 at 19:39 UTC.
The tweets in the network were tweeted over the 9-day, 17-hour, 2-minute period from Thursday, 30 May 2019 at 01:53 UTC to Saturday, 08 June 2019 at 18:55 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 : 4125
Unique Edges : 8064
Edges With Duplicates : 6931
Total Edges : 14995
Self-Loops : 903
Reciprocated Vertex Pair Ratio : 0.0201719576719577
Reciprocated Edge Ratio : 0.0395461912479741
Connected Components : 303
Single-Vertex Connected Components : 172
Maximum Vertices in a Connected Component : 3349
Maximum Edges in a Connected Component : 13827
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 4.616559
Graph Density : 0.00054404373512036
Modularity : 0.417513
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[11100] gt,gt [2241] mikequindazzi,gt [720] gt,#ai [605] #4ir,gt [592] wef,mikequindazzi [568] gt,#pwc [509] #ai,#iot [439] gt,wef [428] #iot,#ai [414] #pwc,mikequindazzi Top Word Pairs in Tweet in G1:
[8673] gt,gt [1726] mikequindazzi,gt [562] gt,#ai [531] #4ir,gt [440] gt,#pwc [368] #pwc,mikequindazzi [318] wef,mikequindazzi [317] #ai,#iot [244] gt,wef [229] #machinelearning,#deeplearning Top Word Pairs in Tweet in G2:
[476] gt,gt [135] robot,learning [135] learning,maintain [135] maintain,balance [134] paula_piccard,robot [132] #4ir,#robotics [127] balance,tricky [127] tricky,terrain [127] terrain,#machinelearning [123] #machinelearning,#ai Top Word Pairs in Tweet in G3:
[247] gt,gt [51] mikequindazzi,gt [49] ericvanderkleij,evankirstel [49] evankirstel,mikequindazzi [46] mikequindazzi,yuhelenyu [44] yuhelenyu,alvinfoo [32] alvinfoo,kuriharan [28] #ai,#iot [27] feel,unprepared [27] gt,#ai Top Word Pairs in Tweet in G4:
[380] gt,gt [258] #tech,#iot [223] #iot,#ai [160] #innovation,#robotics [128] #robotics,#tech [115] #ai,#engineering [99] #robotics,#robots [93] #rescue,missions [93] missions,#innovation [91] mikequindazzi,gt Top Word Pairs in Tweet in G5:
[858] gt,gt [204] mikequindazzi,gt [178] wef,mikequindazzi [109] gt,wef [75] gt,#pwc [68] #ai,projected [68] projected,add [68] add,16 [68] 16,trillion [68] trillion,global Top Word Pairs in Tweet in G6:
[34] gt,gt [31] smart,factory [27] read,latest [23] manufacturers,expect [23] expect,#4ir [23] #4ir,evolution [23] evolution,accelerate [23] accelerate,73 [23] 73,planning [23] planning,increase Top Word Pairs in Tweet in G7:
[36] #iiot,#ai [34] #industrial,#iot [34] #iot,#iiot [34] #ai,#ml [34] #ml,#digital [32] #digital,#disruption [32] #disruption,#4ir [32] #4ir,#business [32] #business,#impact [32] #impact,#strategy Top Word Pairs in Tweet in G8:
[38] web,3 [38] 3,0 [35] chainlink,swift [35] swift,connection [35] connection,video [35] 3,#chainlink [35] #chainlink,#swift [35] #swift,link [35] link,#api [35] #api,#4ir Top Word Pairs in Tweet in G9:
[120] #ford,#bridgend [120] #bridgend,news [120] news,terrible [120] terrible,really [120] really,sad [120] sad,people [120] people,affected [120] affected,stop [120] stop,falsely [120] falsely,blaming Top Word Pairs in Tweet in G10:
[198] gt,gt [62] experience,gt [62] gt,weatherchannel [53] weather,channel [53] channel,viewed [53] viewed,#augmentedreality [53] #augmentedreality,creating [53] creating,immersive [53] immersive,viewer [53] viewer,experience Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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:
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Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: