The graph represents a network of 5,149 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, 04 September 2022 at 13:21 UTC.
The requested start date was Sunday, 04 September 2022 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, 18-minute period from Wednesday, 31 August 2022 at 17:27 UTC to Friday, 02 September 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 : 5149
Unique Edges : 3570
Edges With Duplicates : 9323
Total Edges : 12893
Number of Edge Types : 5
Retweet : 3162
MentionsInRetweet : 3655
Tweet : 4296
Mentions : 1655
Replies to : 125
Self-Loops : 4587
Reciprocated Vertex Pair Ratio : 0.0255139955412435
Reciprocated Edge Ratio : 0.0497584541062802
Connected Components : 2179
Single-Vertex Connected Components : 1521
Maximum Vertices in a Connected Component : 1516
Maximum Edges in a Connected Component : 6847
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.662131
Graph Density : 0.000156184852242339
Modularity : 0.38607
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 5,149 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, 04 September 2022 at 13:21 UTC.
The requested start date was Sunday, 04 September 2022 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, 18-minute period from Wednesday, 31 August 2022 at 17:27 UTC to Friday, 02 September 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:
[358] social,media [214] #socialmedia,#marketing [201] learn,more [201] #digitalmarketing,#marketing [188] marketing,agency [188] #facebook,#instagram [187] #tiktok,#socialmedia [186] #rbxs,#rbx [183] #marketing,#digitalmarketing [182] #business,#deal Top Word Pairs in Tweet in G1:
[176] social,media [120] #socialmedia,#marketing [73] #marketing,#business [70] #marketing,#digitalmarketing [69] #digitalmarketing,#marketing [59] learn,more [58] #business,#marketing [58] #sales,#marketing [56] #seo,#marketing [51] #algebra,#calculus Top Word Pairs in Tweet in G2:
[107] #javascript,#reactjs [102] #python,#iot [102] #reactjs,#wordpress [92] #iot,#iiot [86] #iiot,#pytorch [80] #wordpress,#security [78] #security,#defi [58] #fintech,#insurtech [47] domainfq,domain [47] #100daysofcode,#javascript Top Word Pairs in Tweet in G3:
[118] airdrop,live [118] live,teaming [118] teaming,interesting [118] communities,crypto_campus_a [117] bravo,chainpeak [117] chainpeak,airdrop [117] interesting,blockchain [117] blockchain,communities [116] chainpeak,bravo [54] chainpeak,international Top Word Pairs in Tweet in G4:
[27] being,named [27] named,one [27] one,top [27] top,#marketing [27] #marketing,automation [27] automation,vendors [24] #business,#marketing [20] #martech,#marketing [19] #marketing,#technology [9] digital,marketing Top Word Pairs in Tweet in G5:
[113] marketing,plan [112] increase,sales [112] sales,strong [112] strong,influencer [112] influencer,marketing [112] plan,join [112] join,biggest [112] biggest,influential [112] influential,marketing [112] marketing,agency Top Word Pairs in Tweet in G6:
[186] #rbxs,#rbx [155] #rbx,#rbxsamurai [138] #rbxsamurai,#crypto [97] learn,more [95] #crypto,#cryptocurrency [87] #cryptocurrency,#nft [81] #nft,#bsc [80] #marketing,#100xgem [78] #100xgem,#rbxsamurai [78] #defi,#marketing Top Word Pairs in Tweet in G7:
[185] #tiktok,#socialmedia [183] #facebook,#instagram [182] #business,#deal [180] #linkedin,#twitter [180] #twitter,#facebook [179] #instagram,#tiktok [173] #affiliatemarketing,#business [173] #business,#content [173] #content,#seo [173] #seo,#earnmoney Top Word Pairs in Tweet in G8:
[28] #digitalmarketing,#marketing [24] social,media [23] #domainsforsale,#domainname [23] #domainname,#domainnames [20] #startup,#startups [20] follow,follow [19] #socialmedia,#socialmediamarketing [19] #brands,#marketing [19] #marketing,#tech [18] #marketing,#digitalmarketing Top Word Pairs in Tweet in G9:
[33] social,media [31] #digitalmarketing,#marketing [17] #digital,#marketing [16] #digitalmarketing,#digital [13] #digitalmarketing,#contentmarketing [11] #marketing,#socialmediamarketing [10] #contentmarketing,#marketing [10] #socialmedia,#marketing [10] #marketing,strategy [10] #marketing,#digitalmarketing Top Word Pairs in Tweet in G10:
[27] #design,#designthinking [27] #designthinking,#helpinghand [27] #helpinghand,#sales [24] sale,#help [24] #help,#canvatemplate [24] #canvatemplate,#thankyoucard [24] #thankyoucard,#design [24] #sales,#sale [15] thaithanhhieu,sale [12] read,more 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 G6:
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:
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Top Mentioned in G6:
Top Mentioned in G7:
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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: