The graph represents a network of 9,998 Twitter users whose recent tweets contained "#marketing", 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 Wednesday, 18 March 2020 at 09:40 UTC.
The tweets in the network were tweeted over the 1-day, 2-hour, 44-minute period from Tuesday, 17 March 2020 at 05:08 UTC to Wednesday, 18 March 2020 at 07:52 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 : 9998
Unique Edges : 14365
Edges With Duplicates : 12083
Total Edges : 26448
Number of Edge Types : 5
Retweet : 4791
Tweet : 9394
MentionsInRetweet : 8411
Mentions : 3665
Replies to : 187
Self-Loops : 9645
Reciprocated Vertex Pair Ratio : 0.0124041129427126
Reciprocated Edge Ratio : 0.0245042721263905
Connected Components : 4189
Single-Vertex Connected Components : 3071
Maximum Vertices in a Connected Component : 3524
Maximum Edges in a Connected Component : 17520
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.732702
Graph Density : 0.000124122053579467
Modularity : 0.484501
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 9,998 Twitter users whose recent tweets contained "#marketing", 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 Wednesday, 18 March 2020 at 09:40 UTC.
The tweets in the network were tweeted over the 1-day, 2-hour, 44-minute period from Tuesday, 17 March 2020 at 05:08 UTC to Wednesday, 18 March 2020 at 07:52 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 : TwitterSearch
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:
[1189] #frizemedia,charlesfrize [906] #growthhacking,#marketing [863] #onlineadvertising,#seo [863] #seo,#onlinemarketingtopeurope [833] #marketing,#sales [796] #marketing,#socialmedia [636] #digitalmarketing,#marketing [633] #business,#digitalmarketing [598] #digitalmarketing,#marketingstrategy [596] social,media Top Word Pairs in Tweet in G1:
[158] social,media [133] #marketing,#business [130] #socialmedia,#marketing [121] #sales,#marketing [117] #digitalmarketing,#marketing [115] #marketing,#digitalmarketing [86] digital,marketing [77] #digital,#marketing [72] covid,19 [70] #marketing,#socialmedia Top Word Pairs in Tweet in G2:
[1182] #frizemedia,charlesfrize [903] #growthhacking,#marketing [859] #onlineadvertising,#seo [859] #seo,#onlinemarketingtopeurope [589] #marketing,#sales [575] #marketing,#socialmedia [570] #growthhacking,#business [569] #business,#digitalmarketing [565] #digitalmarketing,#marketingstrategy [562] #startup,#growthhacking Top Word Pairs in Tweet in G3:
[145] #marketing,#fintech [130] enricomolinari,#ai [123] #fintech,#marketing [108] mashable,enricomolinari [105] ty,mashable [103] #ai,#iot [102] wind,turbine [102] turbine,power [102] power,house [102] house,24 Top Word Pairs in Tweet in G4:
[53] social,media [44] #marketing,#contentmarketing [39] #sales,#marketing [38] #digitalmarketing,#marketing [37] #contentmarketing,#socialmedia [36] digital,marketing [32] #socialmedia,#socialmediamarketing [31] #socialmediamarketing,#digitalmarketing [27] #digitalmarketing,#prospecting [27] #prospecting,#smm Top Word Pairs in Tweet in G5:
[310] #marketing,#seo [251] #zirigozagroup,#e [251] #e,commerce [251] commerce,#marketing [251] #marketing,#enkil [251] #enkil,#8020 [221] #digitalmarketing,#marketing [122] #zirigozagroup,#marketing [83] digiday,#digitalmarketing [64] elite,aggression Top Word Pairs in Tweet in G6:
[23] #marketing,#digital [21] #socialmedia,#marketing [14] #digital,#marketing [11] #marketing,forbes [11] #marketing,#communication [10] l'intelligence,artificielle [10] #coronavirus,chiffres [10] chiffres,grande [10] grande,distribution [10] distribution,explosent Top Word Pairs in Tweet in G7:
[56] #digital,#marketing [52] #marketing,#business [49] #digitalmarketing,#digital [43] #rt,startgrowthhack [30] #digitalmarketing,#marketing [29] #startup,#marketing [26] startgrowthhack,sovkcom [26] sovkcom,#rt [26] #socialmedia,#marketing [23] #business,#marketing Top Word Pairs in Tweet in G8:
[83] diseñador,gráfico [83] gráfico,jure [83] jure,tovrljan [83] tovrljan,instagram [83] instagram,juretovrljan [83] juretovrljan,diseñó [83] diseñó,logos [83] logos,grandes [83] grandes,marcas [83] marcas,pensados Top Word Pairs in Tweet in G9:
[29] #smm,#socialmedia [29] #socialmedia,#marketing [19] social,media [15] #sales,#marketing [10] lead,generation [9] millennials,please [9] please,mobilize [9] mobilize,each [9] each,social [9] media,address Top Word Pairs in Tweet in G10:
[92] #ai,#marketing [91] #regtech,ume_kyd [88] award,#regtech [87] #fund,#distributors [82] #distributors,#network [82] #network,#fintech [78] #fintech,#iot [78] #marketing,#luxembourg [62] brain,knows [62] knows,going 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 G5:
Top Replied-To in G6:
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 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: