The graph represents a network of 9,723 Twitter users whose recent tweets contained "KPMG", 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 Thursday, 19 September 2019 at 10:21 UTC.
The tweets in the network were tweeted over the 9-day, 8-hour, 30-minute period from Tuesday, 10 September 2019 at 01:10 UTC to Thursday, 19 September 2019 at 09:40 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 : 9723
Unique Edges : 16537
Edges With Duplicates : 8783
Total Edges : 25320
Self-Loops : 3821
Reciprocated Vertex Pair Ratio : 0.0310234161416855
Reciprocated Edge Ratio : 0.0601798478210745
Connected Components : 1513
Single-Vertex Connected Components : 1022
Maximum Vertices in a Connected Component : 6783
Maximum Edges in a Connected Component : 21538
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.373541
Graph Density : 0.00018352427241798
Modularity : 0.63271
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[570] 2019,vat [570] vat,rate [353] kpmg,partner [295] year,day [274] years,ago [274] ex,kpmg [272] hyperloop,project [256] 10,years [246] 12,5 [242] kpmg,audit Top Word Pairs in Tweet in G1:
[149] transforming,enterprise [146] ai,transforming [128] 8,key [127] key,trends [126] large,enterprises [123] investing,#ai [123] #ai,#ml [122] enterprises,started [122] started,investing [122] #ml,report Top Word Pairs in Tweet in G2:
[60] auto,insurance [45] kpmg,partner [40] ex,kpmg [35] year,day [34] help,auto [33] artificial,intelligence [30] intelligence,auto [30] insurance,points [30] points,help [30] insurance,companies Top Word Pairs in Tweet in G3:
[130] kpmg,partner [124] ex,kpmg [124] year,day [122] anti,social [85] eyes,ears [85] ears,govt [85] govt,#hs2 [85] #hs2,partner [85] partner,#kpmg [85] #kpmg,firm Top Word Pairs in Tweet in G4:
[22] #bafin,news [21] bundestag,news [16] unsere,studie [16] unser,experte [14] kpmg_de,kpmg_de_startup [13] zeigt,unsere [13] mehr,als [13] kpmg_de,peterheidkamp [12] e,kpmg [12] science,cyber Top Word Pairs in Tweet in G5:
[31] riesgo,climático [30] climático,ha [30] ha,convertido [30] convertido,prioridad [30] prioridad,estratégica [30] estratégica,empresas [30] empresas,deben [30] deben,incluir [30] incluir,#sostenibilidad [30] #sostenibilidad,sus Top Word Pairs in Tweet in G6:
[132] champions,juvenile [131] juvenile,stakes [124] kpmg,champions [63] group,2 [60] ryan,moore [54] juvenile,turf [46] philmickelson,pgatour [46] pgatour,mickelsonhat [46] mickelsonhat,kpmg [46] kpmg,exxonmobil Top Word Pairs in Tweet in G7:
[29] approach,#cybersecurity [27] #cybersecurity,transformation [27] transformation,lever [27] lever,1 [27] 1,implementing [27] implementing,strategic [27] strategic,institution [27] institution,wide [27] wide,approach [27] #cybersecurity,kpmg Top Word Pairs in Tweet in G8:
[80] des,#esn [80] d,être [58] kpmg_france,syntecnumerique [54] transformation,des [48] syntecnumerique,transformation [44] à,2nde [44] 2nde,place [44] place,panorama [44] panorama,kpmg_france [40] quelle,belle Top Word Pairs in Tweet in G9:
[272] hyperloop,project [222] pune,mumbai [222] mumbai,hyperloop [222] project,well [222] well,way [222] way,becoming [222] becoming,first [222] first,kind [222] kind,transit [222] transit,option Top Word Pairs in Tweet in G10:
[259] years,ago [233] 10,years [232] 14th,september [232] september,2009 [232] 2009,exactly [232] exactly,10 [232] ago,walked [232] walked,golden [232] golden,gate [232] gate,restaurant Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: