The graph represents a network of 8,046 Twitter users whose tweets in the requested range contained "market research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 24 December 2021 at 12:52 UTC.
The requested start date was Friday, 24 December 2021 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 8-day, 4-hour, 4-minute period from Wednesday, 15 December 2021 at 14:44 UTC to Thursday, 23 December 2021 at 18:49 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 : 8046
Unique Edges : 5011
Edges With Duplicates : 8218
Total Edges : 13229
Number of Edge Types : 5
Tweet : 3234
Mentions : 2081
Retweet : 3100
MentionsInRetweet : 3951
Replies to : 863
Self-Loops : 3314
Reciprocated Vertex Pair Ratio : 0.0191320578628091
Reciprocated Edge Ratio : 0.0375457875457875
Connected Components : 2688
Single-Vertex Connected Components : 1302
Maximum Vertices in a Connected Component : 359
Maximum Edges in a Connected Component : 864
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.276116
Graph Density : 0.000101220344733136
Modularity : 0.55186
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,046 Twitter users whose tweets in the requested range contained "market research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 24 December 2021 at 12:52 UTC.
The requested start date was Friday, 24 December 2021 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 8-day, 4-hour, 4-minute period from Wednesday, 15 December 2021 at 14:44 UTC to Thursday, 23 December 2021 at 18:49 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 : market research
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:
[1962] market,research [417] research,report [287] research,development [262] blockchain,research [202] market,size [149] market,2021 [135] stock,market [134] partnership,between [132] congratulations,successful [132] successful,partnership Top Word Pairs in Tweet in G1:
[793] market,research [299] research,report [163] market,size [123] grand,view [123] view,research [123] research,inc [106] market,2021 [88] see,more [87] website,co [86] more,tifia Top Word Pairs in Tweet in G2:
[258] blockchain,research [258] research,development [134] partnership,between [132] congratulations,successful [132] successful,partnership [132] between,#calo [132] #calo,#jadelabs [132] #jadelabs,jadelabs [132] jadelabs,blockchain [131] kzgmalik,congratulations Top Word Pairs in Tweet in G3:
[126] took,ultraviolette [126] ultraviolette,electric [126] electric,bike [126] bike,around [126] around,area [126] area,roads [126] roads,asked [126] asked,random [126] random,passing [126] passing,bikers Top Word Pairs in Tweet in G4:
[53] market,research [25] #infographic,ways [25] ways,#ai [25] #ai,improves [25] improves,market [25] research,ingliguori [25] ingliguori,#artificialintelligence [25] #artificialintelligence,#technology [25] #technology,#digitalmarketing [21] ingliguori,#infographic Top Word Pairs in Tweet in G5:
[99] please,don [99] don,fooled [99] fooled,#saitama [99] #saitama,falling [99] falling,price [99] price,research [99] research,read [99] read,between [99] between,lines [99] lines,market Top Word Pairs in Tweet in G6:
[71] extensive,research [70] market,casino [70] re,doing [69] quickest,way [69] way,lose [69] lose,money [69] money,treat [69] treat,market [69] casino,re [69] doing,extensive Top Word Pairs in Tweet in G7:
[23] industry,research [23] research,pdf [23] pdf,click [20] click,co [7] #cagr,2026 [6] others,#industrydataanalytics [5] 2026,#keyplayers [4] register,#cagr [3] click,growth [3] growth,trends Top Word Pairs in Tweet in G8:
[43] canada,expensive [43] expensive,wireless [43] wireless,market [43] market,world [43] market,research [41] jimharris,canada [40] world,canadians [40] canadians,pay [40] pay,7x [40] 7x,more Top Word Pairs in Tweet in G9:
[22] market,research [18] ianalexcrypto,tw [15] try,ianalexcrypto [13] nice,2x [13] 2x,week [13] week,guildfi [13] guildfi,boring [13] boring,market [13] market,top [13] top,guild Top Word Pairs in Tweet in G10:
[9] themooncarl,based [9] based,research [9] research,best [9] best,project [9] project,inari [9] inari,paired [9] paired,imminent [9] imminent,meta [9] meta,being [9] being,developed Top Replied-To in Entire Graph:
Top Replied-To in G4:
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 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: