The graph represents a network of 5,840 Twitter users whose tweets in the requested range contained "futureofwork", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 January 2020 at 16:08 UTC.
The requested start date was Monday, 20 January 2020 at 08:04 UTC and the maximum number of tweets (going backward in time) was 10,000.
The tweets in the network were tweeted over the 3-day, 8-hour, 37-minute period from Thursday, 16 January 2020 at 23:27 UTC to Monday, 20 January 2020 at 08:04 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 : 5840
Unique Edges : 11066
Edges With Duplicates : 11064
Total Edges : 22130
Number of Edge Types : 4
Tweet : 2021
MentionsInRetweet : 14970
Replies to : 196
Mentions : 4943
Self-Loops : 2021
Reciprocated Vertex Pair Ratio : 0.0185709526982012
Reciprocated Edge Ratio : 0.0364647207914316
Connected Components : 841
Single-Vertex Connected Components : 470
Maximum Vertices in a Connected Component : 3987
Maximum Edges in a Connected Component : 19841
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.532785
Graph Density : 0.00035868287636042
Modularity : 0.435478
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 5,840 Twitter users whose tweets in the requested range contained "futureofwork", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 January 2020 at 16:08 UTC.
The requested start date was Monday, 20 January 2020 at 08:04 UTC and the maximum number of tweets (going backward in time) was 10,000.
The tweets in the network were tweeted over the 3-day, 8-hour, 37-minute period from Thursday, 16 January 2020 at 23:27 UTC to Monday, 20 January 2020 at 08:04 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 : futureofwork
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[3229] gt,gt [623] mikequindazzi,gt [368] wef,mikequindazzi [324] #wef20,#futureofwork [306] mikequindazzi,#ces2020 [297] gt,#pwc [282] #pwc,mikequindazzi [269] bperrionni,semicvet50 [249] future,work [246] brindusab1,ritacobix Top Word Pairs in Tweet in G1:
[358] gt,gt [138] #ai,#machinelearning [106] #machinelearning,#automation [99] wef,mikequindazzi [95] top,10 [84] #machinelearning,#deeplearning [83] future,store [83] store,#retail [83] grocery,shopping [83] shopping,14 Top Word Pairs in Tweet in G2:
[2831] gt,gt [554] mikequindazzi,gt [276] gt,#pwc [265] wef,mikequindazzi [261] #pwc,mikequindazzi [231] mikequindazzi,#ces2020 [208] things,#drones [208] #drones,#autonomousvehicles [204] #iiot,fueling [204] fueling,things Top Word Pairs in Tweet in G3:
[37] future,work [15] #humanresources,#talentacquisition [8] #leadership,#futureofwork [8] #jobsearch,#jobpostings [7] #wef20,davos [7] 78,employees [7] employees,ready [7] ready,learn [7] learn,#skills [7] #skills,companies Top Word Pairs in Tweet in G4:
[231] #wef20,#futureofwork [231] #futureofwork,tops [231] tops,list [231] list,thank [231] including,conversation [230] convos,#wef20 [229] thank,bofa_news [229] bofa_news,including [213] conversation,#powerto [15] good,morning Top Word Pairs in Tweet in G5:
[171] job,creation [171] creation,income [171] income,equality [171] equality,central [171] central,dr [171] dr,king [171] king,vision [171] vision,more [171] more,equitable [171] equitable,america Top Word Pairs in Tweet in G6:
[39] passle,timothy_hughes [35] #enterprise,#tech [30] #tech,#technology [29] #futureofwork,#industry40 [22] timothy_hughes,dlaignite [21] dlaignite,#socialselling [19] social,media [19] #industry40,#automation [19] trends,2020 [18] evankirstel,next Top Word Pairs in Tweet in G7:
[264] bperrionni,semicvet50 [241] brindusab1,ritacobix [235] yukarikingdom18,mhall55nine [235] mhall55nine,eoff_sylvia [235] eoff_sylvia,montynishimura [235] montynishimura,bperrionni [235] semicvet50,brindusab1 [224] angelicagallegs,yukarikingdom18 [193] arnabch01,angelicagallegs [90] montynishimura,brindusab1 Top Word Pairs in Tweet in G8:
[43] #futureofwork,akwyz [30] future,work [18] thx4rt,fr [18] fr,hrcurator [9] work,demands [9] demands,reinvent [9] reinvent,yourself [9] yourself,okay [9] okay,afraid [9] afraid,part Top Word Pairs in Tweet in G9:
[42] pisa,report [42] between,#dreamjobs [42] #dreamjobs,teens [42] teens,#futureofwork [27] find,contrast [27] contrast,between [27] #futureofwork,pisa [26] oecdeduskills,find [26] report,launched [15] report,mismatch Top Word Pairs in Tweet in G10:
[85] way,work [80] work,changing [69] talk,lot [69] lot,#futureofwork [69] #futureofwork,good [69] good,reason [69] reason,way [69] changing,organizations [68] citrix,talk [68] organizations,evolving Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: