The graph represents a network of 5,222 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 October 2022 at 13:22 UTC.
The requested start date was Sunday, 16 October 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, 28-minute period from Wednesday, 12 October 2022 at 17:18 UTC to Friday, 14 October 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 : 5222
Unique Edges : 3605
Edges With Duplicates : 9335
Total Edges : 12940
Number of Edge Types : 5
Tweet : 4562
Retweet : 3033
MentionsInRetweet : 3371
Replies to : 105
Mentions : 1869
Self-Loops : 4975
Reciprocated Vertex Pair Ratio : 0.0261599210266535
Reciprocated Edge Ratio : 0.050986050986051
Connected Components : 2094
Single-Vertex Connected Components : 1461
Maximum Vertices in a Connected Component : 1493
Maximum Edges in a Connected Component : 6298
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.902174
Graph Density : 0.000152508456003364
Modularity : 0.382568
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 5,222 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 October 2022 at 13:22 UTC.
The requested start date was Sunday, 16 October 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, 28-minute period from Wednesday, 12 October 2022 at 17:18 UTC to Friday, 14 October 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:
[204] social,media [201] #marketing,#digitalmarketing [194] learn,more [192] #nftart,#nftpromotion [192] #news,#information [190] #nftpromotion,#marketing [187] #information,#business [177] #business,#travel [173] #travel,#food [171] #nftcommunity,#heidiakira Top Word Pairs in Tweet in G1:
[109] #algebra,#calculus [107] #statistics,#biology [94] social,media [94] #marketing,#physics [93] #nursing,#essay [92] #biology,#nursing [88] #math,#music [88] #music,#algebra [87] #calculus,#law [87] assistance,#businesslaw Top Word Pairs in Tweet in G2:
[68] #python,#flutter [67] domainfq,domain [67] #datascience,#analytics [66] #innovation,#python [66] #robotics,#innovation [66] #analytics,#robotics [65] #datascience,#python [60] #flutter,#tensorflow [59] #machinelearning,#datascience [58] download,co Top Word Pairs in Tweet in G3:
[159] #linkedin,#twitter [159] #twitter,#facebook [154] #facebook,#instagram [154] #business,#deal [151] #pinterest,#business [151] #instagram,#tiktok [145] #socialmedia,#pinterest [144] #tiktok,#socialmedia [127] #marketing,#affiliatemarketing [123] #affiliate,#marketing Top Word Pairs in Tweet in G4:
[84] #contentmarketing,#socialmedia [81] #visualcontenting,#contentmarketing [81] #socialmedia,#seo [48] #marketing,#internet [48] #technology,#marketing [31] vcontenting,#visualcontenting [27] #digital,#marketing [23] #digitalmarketing,#digital [22] help,#book [22] struggle,help Top Word Pairs in Tweet in G5:
[12] #business,#marketing [7] #marketing,#startups [6] following,talk [6] hey,linkedin [6] re,following [6] linkedin,re [6] inbound,#marketing [6] long,term [5] #copywriting,#marketing [5] media,#marketing Top Word Pairs in Tweet in G6:
[124] #marketing,apa [124] rahasianya,kopi [124] apa,sih [124] sampai,sekarang [124] sekarang,bisa [124] sebuah,outlet [124] tuku,dari [124] #selfdevelopment,#marketing [124] cipete,sampai [124] kecil,cipete Top Word Pairs in Tweet in G7:
[93] #iot,#iiot [89] #javascript,#reactjs [89] #python,#iot [87] #reactjs,#wordpress [81] #iiot,#pytorch [78] #wordpress,#security [76] #security,#defi [53] #digitalmarketing,#bigdata [52] #bigdata,#startups [51] #pytorch,#javascript Top Word Pairs in Tweet in G8:
[42] gt,gt [25] #marketingtips,#marketing [18] #marketing,video [17] #socialmediamarketing,#contentmarketing [15] digital,marketing [15] #marketingdigital,#dise [14] #socialmedia,#socialmediamarketing [14] social,media [13] #communitymanager,#instagram [13] #contentmarketing,#socialmediatips Top Word Pairs in Tweet in G9:
[191] #news,#information [186] #information,#business [175] #business,#travel [173] #travel,#food [160] #food,#sports [156] #sports,#cricket [156] #cricket,#student [153] #wfh,#marketing [153] #student,#health [153] #health,#infotech Top Word Pairs in Tweet in G10:
[18] gt,gt [11] #crypto,#defi [10] #defi,#nft [8] #marketing,#branding [7] gt,co [7] #socialmediamarketing,#marketing [7] coingecko,today [6] let's,chat [5] #repin,#socialmediamenagment [5] #pinterest,#pinterestmarketing Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
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: