The graph represents a network of 3,506 Twitter users whose recent tweets contained "#CMO", 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, 12 February 2019 at 22:35 UTC.
The tweets in the network were tweeted over the 9-day, 13-hour, 7-minute period from Sunday, 03 February 2019 at 09:08 UTC to Tuesday, 12 February 2019 at 22:15 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 : 3506
Unique Edges : 5256
Edges With Duplicates : 5049
Total Edges : 10305
Self-Loops : 2132
Reciprocated Vertex Pair Ratio : 0.0344889527573199
Reciprocated Edge Ratio : 0.0666782427504775
Connected Components : 599
Single-Vertex Connected Components : 361
Maximum Vertices in a Connected Component : 2121
Maximum Edges in a Connected Component : 7302
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.203853
Graph Density : 0.00046864840627805
Modularity : 0.505494
NodeXL Version : 1.0.1.408
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[584] leadership,seo [428] マーケティング,デジタルマーケティング [428] デジタルマーケティング,経営 [428] 経営,起業 [428] 起業,複業 [428] 複業,副業 [428] 副業,cmo [428] cmo,スタートアップ [427] スタートアップ,新規事業 [308] seo,branding Top Word Pairs in Tweet in G1:
[570] leadership,seo [296] seo,branding [277] branding,smm [258] marketing,startups [223] smm,marketing [155] startups,tech [150] tech,digital [134] iot,ai [126] digital,iot [124] ai,ceo Top Word Pairs in Tweet in G2:
[57] high,net [57] net,worth [57] worth,spooky [57] spooky,baby [57] baby,returns [57] returns,sks8 [57] sks8,investing [57] investing,investors [57] investors,investments [57] investments,cmo Top Word Pairs in Tweet in G3:
[53] marketers,need [51] words,wise [51] wise,10 [51] 10,expert [51] expert,quotes [51] quotes,marketers [51] need,turn [51] turn,attention [51] attention,iot [46] tamaramccleary,words Top Word Pairs in Tweet in G4:
[118] gt,gt [96] b2bmarketing,marketingtips [69] cmo,b2bmarketing [69] digitalmarketing,contentmarketing [68] gt,cmo [60] marketingtips,marketer [45] marketer,digitalmarketing [38] gartner,s [37] contentmarketing,cmo [32] gt,b2bmarketing Top Word Pairs in Tweet in G5:
[47] new,report [45] cio,cdo [44] 2019,healthcare [44] healthcare,megatrends [44] megatrends,reflect [44] reflect,digitization [44] digitization,imperative [44] imperative,dchou1107 [42] dchou1107,rwang0 [33] cdo,cmo Top Word Pairs in Tweet in G6:
[143] business,transformationstrategy [143] transformationstrategy,pieces [143] pieces,advice [143] advice,ceos [143] ceos,management [143] management,leadership [142] imariajohnsen,business [142] leadership,ma Top Word Pairs in Tweet in G7:
[186] restart,mining [153] mining,operation [138] goamining,restartgoamining [135] operation,goa [81] restart,goa [81] goa,mining [81] mining,immediately [81] immediately,lakhs [81] lakhs,people's [81] people's,goa Top Word Pairs in Tweet in G8:
[103] श,क [79] क,षकभरत [74] षकभरत,_ब [74] _ब,म [74] म,दत_उप [74] दत_उप,षण [45] vilasshimple,श [45] pmoindia,tawdevinod [36] mha_teacher,zee24taasnews [30] zee24taasnews,news18lokmat Top Word Pairs in Tweet in G9:
[42] cro,cmo [40] cmo,var [29] sales,selling [29] selling,socialmedia [28] socialselling,sympoxpo [28] socialmedia,cro [26] exhibitor,ideas [25] speaker,exhibitor [25] ideas,include [25] social,selling Top Word Pairs in Tweet in G10:
[22] cdo,cmo [22] https,t [22] t,co [20] cio,cto [20] cto,cdo [10] ciso,cio [9] cmo,cybersecurity [9] cybersecurity,phishing [9] phishing,itsecurity [9] itsecurity,shadowit Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
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: