The graph represents a network of 4,404 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, 16 January 2022 at 14:15 UTC.
The requested start date was Sunday, 16 January 2022 at 01:01 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, 1-hour, 45-minute period from Thursday, 13 January 2022 at 18:00 UTC to Saturday, 15 January 2022 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 : 4404
Unique Edges : 3617
Edges With Duplicates : 11261
Total Edges : 14878
Number of Edge Types : 5
Mentions : 1888
Tweet : 3344
Retweet : 4059
MentionsInRetweet : 5418
Replies to : 169
Self-Loops : 3598
Reciprocated Vertex Pair Ratio : 0.0209246711837385
Reciprocated Edge Ratio : 0.0409916064805778
Connected Components : 1503
Single-Vertex Connected Components : 1039
Maximum Vertices in a Connected Component : 2011
Maximum Edges in a Connected Component : 11445
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.278916
Graph Density : 0.000264197290964401
Modularity : 0.351441
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,404 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, 16 January 2022 at 14:15 UTC.
The requested start date was Sunday, 16 January 2022 at 01:01 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, 1-hour, 45-minute period from Thursday, 13 January 2022 at 18:00 UTC to Saturday, 15 January 2022 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:
[543] #iot,#iiot [492] #javascript,#reactjs [467] #reactjs,#wordpress [466] #iiot,#pytorch [461] #python,#iot [417] #wordpress,#security [385] #pytorch,#javascript [379] #security,#defi [298] #defi,#ad [259] social,media Top Word Pairs in Tweet in G1:
[76] social,media [40] #marketing,#digitalmarketing [38] #business,#marketing [37] #socialmedia,#marketing [37] #digitalmarketing,#marketing [35] #marketing,#marketingdigital [27] #marketing,#business [27] #dogecoin,#bitcoin [26] digital,marketing [26] #marketing,#networking Top Word Pairs in Tweet in G2:
[512] #iot,#iiot [463] #javascript,#reactjs [440] #iiot,#pytorch [440] #reactjs,#wordpress [435] #python,#iot [393] #wordpress,#security [361] #pytorch,#javascript [358] #security,#defi [283] #defi,#ad [220] #python,#ai Top Word Pairs in Tweet in G3:
[209] #statistics,#biology [208] #biology,#nursing [199] homework,help [197] online,class [197] class,homework [196] help,#law [196] #law,#math [196] #math,class [196] class,#statistics [196] #excel,#assignment Top Word Pairs in Tweet in G4:
[66] #digitalmarketing,#marketing [48] #marketing,#seo [29] #advertising,#marketing [27] social,media [26] #marketing,#digitalmarketing [20] #business,#startup [19] quicksprout,#digitalmarketing [18] click,gt [18] gt,#advertising [16] #wewantdata,#data Top Word Pairs in Tweet in G5:
[43] marketing,infographic [43] infographic,template [43] template,adobe [43] adobe,indesign [39] indesign,#designthinking [39] #designthinking,#marketing [33] #strategy,#competitiveintelligence [30] #competitiveintelligence,#marketing [28] #digital,#marketing [25] #digitalmarketing,#digital Top Word Pairs in Tweet in G6:
[10] 16,01 [8] #marketing,#digitalmarketing [6] case,study [5] #marketing,companies [5] mean,seriously [5] seriously,people [5] people,having [5] having,reels [5] reels,over [5] over,2021 Top Word Pairs in Tweet in G7:
[49] #rbxsamurai,wolfofcryptoblv [28] #marketing,#staking [24] mega,reward [24] reward,coin [24] coin,#flokifam [24] #flokifam,#nft [24] #nft,farming [24] farming,stake [24] stake,earn [24] earn,infinite Top Word Pairs in Tweet in G8:
[110] #gift,#shopping [109] #shopping,#gifts [105] #gifts,#onlineshopping [104] #dogecoin,#bitcoin [80] #digitalmarketing,#gift [68] #onlineshopping,#dogecoin [68] #bitcoin,#marketing [68] #marketing,#affiliatemarketing [68] #affiliatemarketing,#freeshipping [68] #freeshipping,#ad Top Word Pairs in Tweet in G9:
[49] #artificialintelligence,#marketing [44] #innovation,#ai [44] #ai,#artificialintelligence [37] #gofounders,#business [34] #ashmufareh,#innovation [29] #earn,#gofounders [28] #marketing,#makemoneyonline [26] artificial,intelligence [25] #onpassive,#ofounders [24] one,life Top Word Pairs in Tweet in G10:
[46] become,whitelist [46] whitelist,super [46] super,discounts [46] discounts,mint [46] mint,follow [46] follow,few [46] few,easy [46] easy,steps [46] steps,become [46] become,whitelisted 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 G6:
Top Replied-To in G7:
Top Replied-To in G9:
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: