The graph represents a network of 3,646 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 23 February 2020 at 15:45 UTC.
The requested start date was Sunday, 23 February 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 2-hour, 40-minute period from Friday, 21 February 2020 at 06:47 UTC to Saturday, 22 February 2020 at 09:28 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 : 3646
Unique Edges : 3850
Edges With Duplicates : 2807
Total Edges : 6657
Number of Edge Types : 4
MentionsInRetweet : 2578
Tweet : 2693
Mentions : 1356
Replies to : 30
Self-Loops : 2693
Reciprocated Vertex Pair Ratio : 0.0254291163382072
Reciprocated Edge Ratio : 0.0495970241785493
Connected Components : 1402
Single-Vertex Connected Components : 864
Maximum Vertices in a Connected Component : 1030
Maximum Edges in a Connected Component : 3125
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.542868
Graph Density : 0.000242744928956099
Modularity : 0.541556
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 3,646 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 23 February 2020 at 15:45 UTC.
The requested start date was Sunday, 23 February 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 2-hour, 40-minute period from Friday, 21 February 2020 at 06:47 UTC to Saturday, 22 February 2020 at 09:28 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 : GraphServerTwitterSearch
Graph Term : #marketing
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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[201] social,media [187] #digitalmarketing,#marketing [165] #seo,#marketing [148] #marketing,#business [146] #seo,#smm [143] digital,marketing [132] #socialmedia,#marketing [125] #marketing,#digitalmarketing [121] #marketing,#seo [106] #zirigozagroup,#e Top Word Pairs in Tweet in G1:
[58] #digitalmarketing,#marketing [54] social,media [53] #marketing,#publicidad [48] #publicidad,#mrketingdigital [44] #advertising,#bingads [44] #bingads,#business [44] #business,#ebusiness [44] #ebusiness,#googleads [44] #googleads,#influencer [44] #influencer,#marketing Top Word Pairs in Tweet in G2:
[20] hovding,created [20] created,airbag [20] airbag,urban [20] urban,cyclists [20] cyclists,ty [20] ty,geniusclub [20] geniusclub,enricomolinari [20] enricomolinari,#smartcities [20] #smartcities,#safety [20] #safety,#esport Top Word Pairs in Tweet in G3:
[87] #seo,#smm [85] #marketing,#digitalmarketing [77] #seo,#marketing [76] #startup,#seo [75] digital,marketing [72] #smm,#ecommerce [63] #growthhacking,#startup [62] social,media [62] #ecommerce,#marketing [59] #digitalmarketing,#contentmarketing Top Word Pairs in Tweet in G4:
[84] ryanglass4real,#entreprenuer [60] #seo,#marketing [57] #smm,#seo [43] #marketing,#influencermarketing [42] famous,internet [42] internet,firsts [42] firsts,#socialmedia [42] #socialmedia,#socialmarketing [42] #socialmarketing,#smm [42] #influencermarketing,#content Top Word Pairs in Tweet in G5:
[104] #zirigozagroup,#e [104] #e,commerce [104] commerce,#marketing [104] #marketing,#enkil [104] #enkil,#8020 [82] #marketing,#seo [78] #digitalmarketing,#marketing [47] #startup,#businessgrowth [34] digiday,#digitalmarketing [33] #homebusiness,#smallbiz Top Word Pairs in Tweet in G6:
[30] #marketing,vs [30] vs,#commercial [30] #commercial,pourquoi [30] pourquoi,ça [30] ça,bloque [30] bloque,encore [30] encore,comarketing [30] comarketing,news [24] #outils,designers [24] designers,professionnels Top Word Pairs in Tweet in G7:
[6] babygo2014,er509939 [6] er509939,thalaberatung [6] thalaberatung,cftc10 [6] cftc10,tripletsfan19 [6] tripletsfan19,marshacollier [6] marshacollier,lisatruthjohns [6] lisatruthjohns,felixnater [6] felixnater,sprague_paul [5] ramikantari,babygo2014 [5] sprague_paul,rosa Top Word Pairs in Tweet in G8:
[16] #sales,#marketing [11] #business,#startup [11] #startup,#smallbiz [11] #smallbiz,#finance [11] #finance,#entrepreneur [11] #entrepreneur,#startups [11] #startups,#fintech [11] #fintech,#sales [10] #marketing,#entrepreneurship [10] #entrepreneurship,#b2b Top Word Pairs in Tweet in G9:
[66] #marketing,#business [51] #artificialintelligence,#machinelearning [48] #industry40,#artificialintelligence [48] #datascience,#bigdata [39] #machinelearning,#deeplearning [30] #retweet,#follow [30] #follow,#ian1 [30] #ian1,#iartg [30] #iartg,#asmsg [30] #asmsg,#author Top Word Pairs in Tweet in G10:
[20] #bookboost,#indieauthors [20] #indieauthors,#author [18] silence,novelettes [18] novelettes,mark [16] reviewsemerald,silence [13] mark,vol [13] vol,iv [13] iv,#bookboost [12] #author,#s [6] social,media Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G7:
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: