The graph represents a network of 9,445 Twitter users whose recent tweets contained "#DF19", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 21 November 2019 at 12:20 UTC.
The tweets in the network were tweeted over the 1-day, 3-hour, 59-minute period from Wednesday, 20 November 2019 at 07:31 UTC to Thursday, 21 November 2019 at 11:31 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 : 9445
Unique Edges : 22050
Edges With Duplicates : 15995
Total Edges : 38045
Self-Loops : 3571
Reciprocated Vertex Pair Ratio : 0.0441029900332226
Reciprocated Edge Ratio : 0.0844801527324795
Connected Components : 712
Single-Vertex Connected Components : 551
Maximum Vertices in a Connected Component : 8434
Maximum Edges in a Connected Component : 36727
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.364065
Graph Density : 0.00028186547364319
Modularity : 0.452581
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 9,445 Twitter users whose recent tweets contained "#DF19", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 21 November 2019 at 12:20 UTC.
The tweets in the network were tweeted over the 1-day, 3-hour, 59-minute period from Wednesday, 20 November 2019 at 07:31 UTC to Thursday, 21 November 2019 at 11:31 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 : TwitterSearch
Graph Term : #DF19
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 : Followers
Vertex Alpha : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[723] gt,gt [683] steve,jobs [589] dreamforce,#df19 [580] jobs,#df19 [576] few,minutes [572] spend,few [570] go,school [570] school,spend [570] spend,years [570] years,trying Top Word Pairs in Tweet in G1:
[662] steve,jobs [563] jobs,#df19 [559] go,school [559] school,spend [559] spend,years [559] years,trying [559] trying,learn [559] learn,great [559] great,marketing [559] marketing,spend Top Word Pairs in Tweet in G2:
[197] day,2 [168] see,salesforce [167] change,way [166] technology,change [163] dreamforce,#df19 [163] s,incredible [163] incredible,see [163] salesforce,passionate [163] passionate,developer [163] developer,community Top Word Pairs in Tweet in G3:
[258] dreamforce,#df19 [201] keynote,#df19 [180] moscone,west [170] developer,keynote [158] trailhead,keynote [155] check,out [125] #df19,developer [121] day,2 [110] #df19,#dreamforce19 [106] customer,360 Top Word Pairs in Tweet in G4:
[83] check,out [66] day,2 [56] #df19,#dreamforce [53] dreamforce,#df19 [48] learn,more [46] salesforce,#df19 [43] #dreamforce,#df19 [41] #df19,campground [41] #df19,#dreamforce19 [33] keynote,#df19 Top Word Pairs in Tweet in G5:
[48] gt,gt [47] salesforce,follows [47] follows,zennie62 [47] zennie62,twitter [47] twitter,wont [47] wont,give [47] give,dreamforce [47] dreamforce,press [47] press,credential [47] credential,hate Top Word Pairs in Tweet in G6:
[38] ashleigh720,uwci [36] unitedway,salesforceorg [36] salesforceorg,bgallagheruw [36] bgallagheruw,iamsmccormick [36] iamsmccormick,digitallyunited [36] digitallyunited,lisabowmanuww [36] lisabowmanuww,dannemillerj [36] dannemillerj,rachelkrausman [36] rachelkrausman,prsprings [36] prsprings,unitedwaynews Top Word Pairs in Tweet in G7:
[24] #betterbotsbetterservice,#df19 [20] announced,curated [20] curated,data [20] data,digital [20] digital,maps [20] maps,esri's [20] esri's,#livingatlas [20] #livingatlas,coming [20] coming,salesforce [20] salesforce,customers Top Word Pairs in Tweet in G8:
[460] gt,gt [55] week,dreamforce [53] #ecommerce,#payments [50] gt,#df19 [43] dreamforce,#df19 [43] mikequindazzi,gt [42] important,traveling [42] traveling,guestlive [42] guestlive,solution [42] solution,powered Top Word Pairs in Tweet in G9:
[56] #oow19,#oow [42] ravenintell,ihrim [40] ihrim,hrtechconf [37] live,#df19 [35] watch,live [32] #unleash19,#df19 [28] redthreadre,staciagarr [28] staciagarr,aladamsen [28] aladamsen,david_green_uk [28] david_green_uk,#pafow Top Word Pairs in Tweet in G10:
[61] #failsforce,#df19 [53] #saaswars,#df19 [40] #saaswars,#failsforce [29] #failsforce,#saaswars [26] #df19,#smbtrailblazer [24] #failsforce,blimp [22] #smb,keynote [19] #asknathan,#saaswars [17] sky,divers [15] #df19,#saaswars Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G6:
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Top Replied-To in G8:
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:
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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:
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Top Tweeters in G9:
Top Tweeters in G10: