The graph represents a network of 4,727 Twitter users whose recent tweets contained "marketing research", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/9/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 10 February 2023 at 10:55 UTC.
The tweets in the network were tweeted over the 2393-day, 6-hour, 15-minute period from Friday, 22 July 2016 at 18:44 UTC to Friday, 10 February 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4727
Unique Edges : 2156
Edges With Duplicates : 7599
Total Edges : 9755
Number of Edge Types : 9
Retweet : 2668
MentionsInRetweet : 3140
Tweet : 1847
Replies to : 686
Quote : 58
Mentions : 453
MentionsInReplyTo : 830
MentionsInQuote : 55
MentionsInQuoteReply : 18
Self-Loops : 2542
Reciprocated Vertex Pair Ratio : 0.0240277433737924
Reciprocated Edge Ratio : 0.0469279148524432
Connected Components : 1332
Single-Vertex Connected Components : 842
Maximum Vertices in a Connected Component : 1129
Maximum Edges in a Connected Component : 2258
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.405723
Graph Density : 0.000185050879143871
Modularity : 0.457581
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,727 Twitter users whose recent tweets contained "marketing research", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/9/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 10 February 2023 at 10:55 UTC.
The tweets in the network were tweeted over the 2393-day, 6-hour, 15-minute period from Friday, 22 July 2016 at 18:44 UTC to Friday, 10 February 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : marketing 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:
[974] ultimate,personal [974] personal,tutor [974] tutor,anything [974] assistant,writing [974] assistant,personal [974] writing,assistant [974] ai,ultimate [974] personal,assistant [966] chrisstaud,ai [366] online,class Top Word Pairs in Tweet in G1:
[966] writing,assistant [966] assistant,personal [966] ultimate,personal [966] tutor,anything [966] assistant,writing [966] personal,assistant [966] ai,ultimate [966] personal,tutor [965] chrisstaud,ai Top Word Pairs in Tweet in G2:
[215] online,class [198] research,paper [161] essay,due [128] algebra,calculus [124] calculus,statistics [121] project,marketing [120] math,algebra [115] due,assignment [112] business,law [112] dissertation,project Top Word Pairs in Tweet in G3:
[253] systematically,undervalued [253] research,series [253] series,thelancet [252] #breastfeeding,systematically [249] exploited,industry [248] societies,exploited [248] industry,research [248] undervalued,societies [246] formula,milk [245] combining,research Top Word Pairs in Tweet in G4:
[163] assistant,we've [163] optimo,help [163] research,blog [163] trained,optimo [163] kw,research [163] marketing,assistant [163] help,kw [163] we've,trained [163] ai,marketing [158] fatjoedavies,ai Top Word Pairs in Tweet in G5:
[12] #artpromotion,#etsypromotion [12] store,etsy [12] #promotionalgifts,#promotionalmodel [12] boost,etsy [12] #etsyshoppromotion,#promotionservices [12] #etsypromotion,#etsyshoppromotion [12] #musicpromotion,#promotionalitems [12] etsy,seo [12] etsy,store [12] #batampromotion,#artpromotion Top Word Pairs in Tweet in G6:
[86] push,idea [86] makers,anything [86] nobody,asking [86] idea,people [86] home,makers [86] keep,trying [86] people,keep [86] trying,push [86] asking,anybody [86] anything,people Top Word Pairs in Tweet in G7:
[85] digital,marketing [84] degree,digital [84] make,money [84] right,make [84] marketing,right [84] still,waiting [84] job,ba [84] llb,degree [84] ba,llb [84] waiting,job Top Word Pairs in Tweet in G8:
[51] marketing,partner [51] cognitosaudit,excited [51] arbitrum,today [51] partner,arbitrum [51] announce,arbitrumtoday [51] arbitrum,daily [51] media,marketing [51] today,arbitrum [51] arbitrumtoday,media [51] excited,announce Top Word Pairs in Tweet in G9:
[2] dragonkeeper22,justslavio [2] angryreporter,ethan_edwards26 [2] annyinacastle,moonlightsoldi2 [2] kittycwrites,leslie_annmoore [2] markcushen87,rtisticwriter [2] ghoulgaoler,archiekregear [2] loshadspaceport,edendreams1 [2] cryptid_kay,blaguards [2] amarathrohmdyre,amsanchezauthor [2] kati_scanlon,cryptid_kay Top Word Pairs in Tweet in G10:
[3] animocabrands,magiceden [3] 6thmanventures,shimacapital [3] sleepagotchi,6thmanventures [3] magiceden,bigbrainvc [3] joycitygames,sleepagotchi [3] createra_,a16z [3] teamintella,animocabrands [3] a16z,teamintella [3] bigbrainvc,joycitygames [2] defialliance_,sfermion_ 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 G5:
Top Replied-To in G7:
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: