The graph represents a network of 4,902 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, 03 October 2021 at 13:14 UTC.
The requested start date was Sunday, 03 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 10-minute period from Thursday, 30 September 2021 at 17:35 UTC to Saturday, 02 October 2021 at 19:46 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 : 4902
Unique Edges : 3451
Edges With Duplicates : 9573
Total Edges : 13024
Number of Edge Types : 5
Retweet : 3301
MentionsInRetweet : 3777
Tweet : 4137
Mentions : 1678
Replies to : 131
Self-Loops : 4405
Reciprocated Vertex Pair Ratio : 0.0261421939897386
Reciprocated Edge Ratio : 0.050952380952381
Connected Components : 1892
Single-Vertex Connected Components : 1314
Maximum Vertices in a Connected Component : 1744
Maximum Edges in a Connected Component : 8165
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.404443
Graph Density : 0.00017482006644661
Modularity : 0.374789
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,902 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, 03 October 2021 at 13:14 UTC.
The requested start date was Sunday, 03 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 10-minute period from Thursday, 30 September 2021 at 17:35 UTC to Saturday, 02 October 2021 at 19:46 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:
[379] #nodejs,#cybersecurity [379] #cybersecurity,#devops [379] #devops,#100daysofcode [379] #100daysofcode,#datascience [379] #datascience,#ai [369] #ai,#bot [359] #javascript,#github [359] #github,#nodejs [308] domainfq,domain [299] domain,sale Top Word Pairs in Tweet in G1:
[91] #online,class [87] social,media [85] #essay,due [65] #marketing,#digitalmarketing [58] #nursing,#essay [56] #digitalmarketing,#marketing [56] #research,paper [47] link,bio [46] #biology,#nursing [44] #business,#marketing Top Word Pairs in Tweet in G2:
[24] #fintech,#insurtech [23] #nodejs,#cybersecurity [23] #cybersecurity,#devops [23] #devops,#100daysofcode [23] #100daysofcode,#datascience [23] #datascience,#ai [23] enricomolinari,#finserv [21] #ai,#bot [20] #javascript,#github [20] #github,#nodejs Top Word Pairs in Tweet in G3:
[32] #deals,#discounts [31] #socialmedia,#marketing [31] #affiliatemarketing,#affiliate [31] #marketing,#networking [29] #affiliatemarketing,#gift [29] #gift,#shopping [28] #marketing,#socialmediamarketing [28] #shopping,#gifts [28] #gifts,#onlineshopping [28] free,shipping Top Word Pairs in Tweet in G4:
[107] #marketing,#seo [102] #digitalmarketing,#marketing [74] #zirigozagroup,#e [73] #e,commerce [73] commerce,#marketing [73] #marketing,#enkil [72] #enkil,#8020 [48] #marketing,#digitalmarketing [44] #loscabos,#cabosanlucas [43] #cabosanlucas,#cancun Top Word Pairs in Tweet in G5:
[353] #nodejs,#cybersecurity [353] #cybersecurity,#devops [353] #devops,#100daysofcode [353] #100daysofcode,#datascience [353] #datascience,#ai [345] #ai,#bot [336] #javascript,#github [336] #github,#nodejs [306] domainfq,domain [297] domain,sale Top Word Pairs in Tweet in G6:
[10] #socialmedia,#marketing [9] #inbound,#marketing [9] #marketing,#b2b [9] #b2b,hubspot [8] #marketing,#digital [5] facebook,séverine [5] séverine,six [5] six,sommes [5] sommes,entrés [5] entrés,ère Top Word Pairs in Tweet in G7:
[36] #mxs,rewards [36] rewards,automatically [36] automatically,holding [36] holding,token [36] token,offers [36] offers,reflections [36] reflections,staking [36] staking,necessary [36] necessary,means [35] shinobiofcrypto,#mxs Top Word Pairs in Tweet in G8:
[59] #digital,#marketing [29] #01deoctubre,#bolsadetrabajo [29] #bolsadetrabajo,#trabajoenlimaahora [29] #trabajoenlimaahora,#lima [29] #lima,#peru [29] #peru,#empleo [29] #empleo,#digital [29] #marketing,#trabajosíhay [29] #trabajosíhay,#chambasihay [26] #chambasihay,#talentodigital Top Word Pairs in Tweet in G9:
[19] #socialmedia,#marketing [18] social,media [5] world,business [5] business,solutions [5] solutions,wobusol [5] wobusol,#wobusol [5] #wobusol,#business [5] #business,#entrepreneur [5] #entrepreneur,#inventor [5] #inventor,#design Top Word Pairs in Tweet in G10:
[18] seeing,more [18] more,brands [18] brands,associating [18] associating,themselves [18] themselves,nft [18] nft,communities [18] communities,getting [18] getting,requisite [18] requisite,earned [18] earned,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 G4:
Top Replied-To in G5:
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: