The graph represents a network of 22,654 Twitter users whose recent tweets contained "FUTURE OF WORK", 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 Wednesday, 14 August 2019 at 05:33 UTC.
The tweets in the network were tweeted over the 4-day, 8-hour, 6-minute period from Friday, 09 August 2019 at 20:42 UTC to Wednesday, 14 August 2019 at 04:48 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 : 22654
Unique Edges : 29040
Edges With Duplicates : 2672
Total Edges : 31712
Number of Edge Types : 4
Retweet : 11891
Tweet : 3359
Mentions : 14042
Replies to : 2420
Self-Loops : 3466
Reciprocated Vertex Pair Ratio : 0.0205874589947589
Reciprocated Edge Ratio : 0.0403443307348432
Connected Components : 4885
Single-Vertex Connected Components : 1872
Maximum Vertices in a Connected Component : 6561
Maximum Edges in a Connected Component : 11861
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.845945
Graph Density : 5.27435675325057E-05
Modularity : 0.870381
NodeXL Version : 1.0.1.418
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2775] future,work [1563] work,hard [1109] hard,work [806] work,together [724] see,people [723] farmers,work [722] people,day [722] day,hurting [722] hurting,administration's [722] administration's,trade Top Word Pairs in Tweet in G1:
[503] future,work [66] hard,work [61] work,future [51] work,hard [45] don,t [38] work,out [37] work,together [33] near,future [31] #past,#present [31] #present,#future Top Word Pairs in Tweet in G2:
[717] see,people [717] people,day [717] day,hurting [717] hurting,administration's [717] administration's,trade [717] trade,wars [717] wars,now [717] now,secretary [717] secretary,agriculture [717] agriculture,calling Top Word Pairs in Tweet in G3:
[265] future,work [57] people,places [57] places,today [57] today,tomorrow [55] #artificialintelligence,#machinelearning [54] well,being [53] tech,good [52] america,people [51] #machinelearning,#deeplearning [51] #deeplearning,#robotics Top Word Pairs in Tweet in G4:
[675] keystone,analog [675] analog,keyboard [675] keyboard,finest [675] finest,work [675] work,live [675] live,kickstarter [675] kickstarter,join [675] join,campaign [675] campaign,today [675] today,hands Top Word Pairs in Tweet in G5:
[576] 1949,dedicated [576] dedicated,men [576] men,women [576] women,dod [576] dod,worked [576] worked,tirelessly [576] tirelessly,defend [576] defend,nation [576] nation,abroad [576] abroad,home Top Word Pairs in Tweet in G6:
[400] jm,going [400] going,share [400] share,something [400] something,regarding [400] regarding,bring [400] bring,soul [400] soul,laughed [400] laughed,saying [400] saying,considered [400] considered,spoiler Top Word Pairs in Tweet in G7:
[398] greatest,threat [398] threat,america [398] america,schools [398] schools,teaching [398] teaching,pledge [398] pledge,allegiance [398] allegiance,god [398] god,civics [398] civics,amer [398] amer,history Top Word Pairs in Tweet in G8:
[344] work,together [253] want,worry [253] worry,future [253] future,want [253] want,know [253] know,here [253] here,working [253] working,make [253] make,easier [253] easier,continue Top Word Pairs in Tweet in G9:
[126] future,work [61] humans,remain [61] remain,central [61] central,future [60] work,cognizant [57] cognizant,#future [53] 'perpetual,learning' [53] learning',help [53] help,thrive [53] thrive,changing Top Word Pairs in Tweet in G10:
[162] know,news [162] news,worrying [162] worrying,workers [162] workers,fergusons [162] fergusons,scotgov [162] scotgov,determined [162] determined,find [162] find,solution [162] solution,protect [162] protect,jobs 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 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 G5:
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: