The graph represents a network of 3,538 Twitter users whose recent tweets contained "futureofwork ", 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 22:40 UTC.
The tweets in the network were tweeted over the 1621-day, 3-hour, 44-minute period from Wednesday, 08 August 2018 at 21:15 UTC to Monday, 16 January 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 : 3538
Unique Edges : 2637
Edges With Duplicates : 10246
Total Edges : 12883
Number of Edge Types : 9
Retweet : 3230
MentionsInRetweet : 5270
Replies to : 124
MentionsInReplyTo : 205
Tweet : 1007
Mentions : 2432
Quote : 105
MentionsInQuote : 498
MentionsInQuoteReply : 12
Self-Loops : 2188
Reciprocated Vertex Pair Ratio : 0.0409982174688057
Reciprocated Edge Ratio : 0.0787671232876712
Connected Components : 456
Single-Vertex Connected Components : 244
Maximum Vertices in a Connected Component : 2517
Maximum Edges in a Connected Component : 11035
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.643155
Graph Density : 0.000420012744222308
Modularity : 0.358136
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,538 Twitter users whose recent tweets contained "futureofwork ", 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 22:40 UTC.
The tweets in the network were tweeted over the 1621-day, 3-hour, 44-minute period from Wednesday, 08 August 2018 at 21:15 UTC to Monday, 16 January 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 : 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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[500] more,job [498] here's,reason [498] reason,1000 [498] enjoying,more [498] disabilities,enjoying [498] changing,people's [498] #remotework,changing [498] people's,lives [498] 1000,#remotework [498] people,disabilities Top Word Pairs in Tweet in G1:
[96] #motivation,#futureofwork [91] #worklife,#motivation [76] #futureofwork,#innovation [67] #futureofwork,#leadership [62] questions,determine [62] determine,re [62] re,guilty [62] guilty,micromanagement [62] the5,questions [60] micromanagement,co Top Word Pairs in Tweet in G2:
[498] here's,reason [498] people,disabilities [498] reason,1000 [498] 1000,#remotework [498] enjoying,more [498] more,job [498] disabilities,enjoying [498] #remotework,changing [498] people's,lives [498] changing,people's Top Word Pairs in Tweet in G3:
[235] #iot,#iiot [189] #iiot,#iotpl [175] #ai,#ml [174] gave,kred [170] kred,#influence [144] #iotpl,#iotcl [138] #ar,#vr [99] #hx,#xr [99] #xr,#ar [99] eli_krumova,gave Top Word Pairs in Tweet in G4:
[266] never,seen [266] asset,never [266] efficient,decision [266] management,team [266] such,efficient [266] salesforce,asset [266] promoted,#chatgpt [266] #chatgpt,management [266] team,salesforce [266] seen,such Top Word Pairs in Tweet in G5:
[34] #mercerchats,#megachat [30] join,marshmclennan [30] #future,focused [27] #mmlive,discuss [27] 9am,#mmlive [23] #futureofwork,join [22] #wef23,#futureofwork [21] great,reboot [21] reboot,ravinjesuthasan [21] work's,great Top Word Pairs in Tweet in G6:
[55] #remotework,#remotejobs [54] #wfh,#remoteworking [54] #workfromhome,#wfh [54] #remoteworking,#futureofwork [54] #remotejobs,#workfromhome [44] apply,#remotework [34] remote,job [23] future,work [9] #agentofrecord,#remoteworkforce [9] #globalworkforce,#employmentsolutions Top Word Pairs in Tweet in G7:
[91] #futureofwork,async [90] open,world [90] saas,#futureofwork [90] time,open [90] #blockchain,saas [90] vote,async [90] tokens,time [90] world,#blockchain [90] async,tokens [89] thefutureofwork,vote Top Word Pairs in Tweet in G8:
[14] future,work [11] #futureofwork,#leadership [11] james_m_kerr,james_m_kerr [9] digital,transformation [8] nyc,marathon [8] krbenedict,thinkers360 [8] tcs,nyc [8] 2022,tcs [8] reimagining,future [8] james_m_kerr,thinkers360 Top Word Pairs in Tweet in G9:
[119] #wef,#davos [88] #davos,#salesforce [54] #salesforce,#futureofwork [52] #startup,#startups [47] #crm,#sales [41] #salesforce,#csr [41] #futureofwork,#shrm [37] martinhoyes,#wef [32] #csr,#finserv [32] #cx,#hr Top Word Pairs in Tweet in G10:
[18] #readyfornext,#areyouready [18] #areyouready,#creatingthefuture [18] #marketingtrends,#futureofwork [18] #industryinsights,#marketingtrends [18] #futureofwork,#readyfornext [14] #ai,#futureofwork [13] future,work [7] #futureofwork,maybe [7] #bcspolicyjam,klaxon [7] maybe,implications Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
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:
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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: