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People Analytics_2020-08-07_14-43-14.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2020
Short Description:
People Analytics via NodeXL https://bit.ly/3gGYaQL
@frailstate0fmnd
@flowerene329
@kiiino_kun
@datasciencebot_
@syncopoly
@chidambara09
@hrcurator
@analyticsinhr
@peoplematters2
@david_green_uk

Top hashtags:
#analytics
#peopleanalytics
#hr
#hrtech
#goals
#leadership

Description:
Description
The graph represents a network of 6,353 Twitter users whose tweets in the requested range contained "People Analytics", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 07 August 2020 at 21:57 UTC.

The requested start date was Friday, 07 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 5-hour, 0-minute period from Friday, 24 July 2020 at 00:02 UTC to Thursday, 06 August 2020 at 05:03 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


Overall Graph Metrics
Vertices : 6353
Unique Edges : 3750
Edges With Duplicates : 7450
Total Edges : 11200
Number of Edge Types : 5
Tweet : 1143
Mentions : 2275
Replies to : 908
MentionsInRetweet : 3693
Retweet : 3181
Self-Loops : 1206
Reciprocated Vertex Pair Ratio : 0.0194518125552608
Reciprocated Edge Ratio : 0.0381613183000867
Connected Components : 1566
Single-Vertex Connected Components : 634
Maximum Vertices in a Connected Component : 673
Maximum Edges in a Connected Component : 2845
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.655325
Graph Density : 0.000142859776673866
Modularity : 0.541717
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,353 Twitter users whose tweets in the requested range contained "People Analytics", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 07 August 2020 at 21:57 UTC.

The requested start date was Friday, 07 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 5-hour, 0-minute period from Friday, 24 July 2020 at 00:02 UTC to Thursday, 06 August 2020 at 05:03 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 : People Analytics
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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[333] https://go.synctrics.com/synctrics
[38] https://trib.al/kFmvcxl
[20] https://go.synctrics.com/mitchzenger
[18] https://indianexpress.com/article/education/iim-indore-to-offer-course-on-peoples-analytics-and-digital-hr-6534083/
[15] https://www.zdnet.com/article/mits-machine-learning-designed-a-covid-19-vaccine-that-could-cover-a-lot-more-people/
[14] https://github.com/hwayne/awesome-cold-showers
[10] https://www.reuters.com/article/us-twitter-cyber-access-exclusive/exclusive-more-than-1000-people-at-twitter-had-ability-to-aid-hack-of-accounts-idUSKCN24O34E
[9] https://twitter.com/patri_vaquero_
[9] https://www.peoplemattersglobal.com/blog/sports-books-movies/book-review-introduction-to-people-analytics-by-nadeem-khan-and-dave-millner-25747#.XtCxbQLK65E.twitter
[9] https://www.townscript.com/e/online-training-on-hr-analytics-020322

Top URLs in Tweet in G1:
[8] https://www.transcriptionoutsourcing.net/blog/linkedin-for-freelancers-everything-you-need-to-know-to-get-more-clients/
[4] https://martechseries.com/analytics/people-based-marketing/consumer-behavior-attitudes-reshaping-life-covid-19-pandemic/
[4] https://blogs.sap.com/2020/07/31/equip-your-team-leaders-with-a-manager-dashboard-for-sap-successfactors-people-analytics/
[3] https://www.datanami.com/2020/01/30/the-secret-to-data-and-analytics-success-ispeople/
[3] https://www.hrbartender.com/2020/recruiting/people-analytics-competitive-advantage/
[2] |
[2] https://behavioranalyticsretail.com/technologies-tracking-people/
[2] https://www.forbes.com/sites/forbestechcouncil/2020/06/10/the-role-of-ai-and-people-analytics-in-developing-the-leaders-of-tomorrow/#127f9a2af94e
[2] https://masterclasses.humanresourcesonline.net/virtual-training/2020/strategic-hr-analytics-for-decision-making-05-06-aug/?utm_source=twitter&utm_medium=socialmediapost&utm_campaign=2020_HR_MC_Strategic-Analytics&source=twitter&sourceDetail=2020_HR_MC_Strategic-Analytics
[2] https://marketplace.fedramp.gov/#!/product/sap-ns2-cloud-intelligent-enterprise?status=Compliant&sort=productName

Top URLs in Tweet in G2:
[1] https://twitter.com/PhilstarNews/status/1288798072449859584

Top URLs in Tweet in G3:
[1] https://twitter.com/everyyeriworld/status/1286506283605008384

Top URLs in Tweet in G4:
[15] https://www.zdnet.com/article/mits-machine-learning-designed-a-covid-19-vaccine-that-could-cover-a-lot-more-people/
[14] https://github.com/hwayne/awesome-cold-showers
[10] https://www.reuters.com/article/us-twitter-cyber-access-exclusive/exclusive-more-than-1000-people-at-twitter-had-ability-to-aid-hack-of-accounts-idUSKCN24O34E
[9] https://twitter.com/patri_vaquero_
[9] https://www.townscript.com/e/online-training-on-hr-analytics-020322
[5] https://www.oracle.com/oasummit
[4] https://www.boozallen.com/e/insight/people-profiles/spotlight-on-courtney-crosby.html
[3] https://omegazadvisors.com/?p=10972
[3] https://www.mic.com/p/climate-change-will-kill-more-people-than-all-infectious-diseases-combined-new-study-says-30709933
[2] https://wellpaid.io/job/clearwater-people-solutions-ltd-data-architect-reed-40664759

Top URLs in Tweet in G5:
[333] https://go.synctrics.com/synctrics
[20] https://go.synctrics.com/mitchzenger
[9] https://www.peoplemattersglobal.com/blog/sports-books-movies/book-review-introduction-to-people-analytics-by-nadeem-khan-and-dave-millner-25747#.XtCxbQLK65E.twitter
[7] https://www.myhrfuture.com/digital-hr-leaders-podcast/2020/1/28/the-role-of-people-analytics-in-gender-pay-analysis
[6] https://www.insurancejournal.com/magazines/mag-features/2020/07/20/576050.htm
[6] https://audioboom.com/posts/7602137-the-curious-advantage-curiosity-the-ceo-and-the-chief-people-and-organization-officer-perspective
[6] https://tweetedtimes.com/v/15277?s=tnp
[5] https://www.linkedin.com/pulse/interview-people-analytics-thought-leader-soumyasanto-lexy-martin
[5] https://www.myhrfuture.com/digital-hr-leaders-podcast/2020/6/2/how-people-analytics-has-progressed-in-the-last-10-years
[5] https://www.analyticsinhr.com/blog/hr-data-sets-people-analytics/

Top URLs in Tweet in G8:
[1] https://twitter.com/rey_atl/status/1290317011537592321
[1] https://mobile.twitter.com/Ad_Analytics/status/1285271245475450883
[1] https://twitter.com/MadelainePisani/status/1288520372292378624?s=20
[1] https://twitter.com/realDonaldTrump/status/1257532112233803782?s=20
[1] https://twitter.com/mmpadellan/status/1287889872523591681

Top URLs in Tweet in G10:
[37] https://trib.al/kFmvcxl
[5] https://mitsloan.mit.edu/ideas-made-to-matter/next-chapter-analytics-data-storytelling?utm_source=mitsloantwitter&utm_medium=social&utm_campaign=datastorytelling
[2] https://hbr.org/2018/11/better-people-analytics
[1] https://mitsloan.mit.edu/ideas-made-to-matter/next-chapter-analytics-data-storytelling
[1] https://mitsloan.mit.edu/ideas-made-to-matter/people-analytics-explained?utm_source=mitsloantwitter&utm_medium=social&utm_campaign=peopleanalytics
[1] https://www.forbes.com/sites/forbestechcouncil/2020/06/10/the-role-of-ai-and-people-analytics-in-developing-the-leaders-of-tomorrow/#786e712ff94e

Top Domains
Top Domains in Tweet in Entire Graph:
[353] synctrics.com
[186] twitter.com
[58] linkedin.com
[48] dy.si
[39] myhrfuture.com
[38] trib.al
[26] analyticsinhr.com
[23] co.uk
[19] forbes.com
[18] indianexpress.com

Top Domains in Tweet in G1:
[73] twitter.com
[30] linkedin.com
[17] forbes.com
[10] sap.com
[9] mtr.cool
[8] youtube.com
[8] transcriptionoutsourcing.net
[7] co.uk
[6] dy.si
[5] martechseries.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[20] dy.si
[15] zdnet.com
[14] twitter.com
[14] github.com
[11] techbeacon.com
[10] reuters.com
[9] townscript.com
[6] oracle.com
[4] blogspot.com
[4] boozallen.com

Top Domains in Tweet in G5:
[353] synctrics.com
[37] myhrfuture.com
[22] analyticsinhr.com
[11] linkedin.com
[10] peoplemattersglobal.com
[9] peopleinsight.com
[7] visier.com
[6] hranalyticsthinktank.com
[6] insurancejournal.com
[6] audioboom.com

Top Domains in Tweet in G8:
[5] twitter.com

Top Domains in Tweet in G10:
[37] trib.al
[7] mit.edu
[2] hbr.org
[1] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[386] analytics
[386] peopleanalytics
[199] hr
[199] hrtech
[176] goals
[169] leadership
[162] ai
[161] goalvana
[151] futureofwork
[147] bigdata



Top Hashtags in Tweet in G1:
[70] analytics
[20] googleads
[20] facebookads
[14] marketing
[13] hr
[12] data
[10] peopleanalytics
[9] covid
[8] covid19
[8] recursoshumanos

Top Hashtags in Tweet in G2:
[1] duqueresign

Top Hashtags in Tweet in G4:
[192] analytics
[131] bigdata
[116] ai
[115] datascience
[75] machinelearning
[66] nlproc
[27] programming
[23] iot
[22] data
[22] ml

Top Hashtags in Tweet in G5:
[349] peopleanalytics
[188] hrtech
[176] goals
[161] goalvana
[145] leadership
[143] synctrics
[141] hr
[141] reputation
[134] futureofwork
[122] personability

Top Hashtags in Tweet in G6:
[4] junkantiterrorlaw
[1] notsharedbyaffiliations

Top Hashtags in Tweet in G8:
[3] analytics
[2] sql
[2] databases
[2] tech
[1] data
[1] database
[1] datascience
[1] ml
[1] algorithms
[1] termlimits

Top Hashtags in Tweet in G10:
[4] analytics
[2] artificialintelligence
[2] cognitivecomputing
[2] machinelearning
[2] deeplearning
[2] algorithms
[2] models
[1] diverse
[1] leaders
[1] data

Top Words
Top Words in Tweet in Entire Graph:
[5321] people
[3993] analytics
[1567] data
[831] need
[694] more
[653] team
[605] best
[540] see
[519] re
[508] work

Top Words in Tweet in G1:
[694] people
[607] analytics
[123] data
[92] more
[84] see
[70] #analytics
[69] know
[56] use
[47] hr
[47] help

Top Words in Tweet in G2:
[416] data
[415] mild
[415] asymptomatic
[415] cases
[415] re
[415] tagged
[415] recovered
[415] filipino
[415] people
[415] best

Top Words in Tweet in G3:
[259] people
[258] guys
[258] see
[258] make
[258] sure
[258] click
[258] link
[258] show
[258] social
[258] analytics

Top Words in Tweet in G4:
[297] people
[192] #analytics
[131] #bigdata
[116] #ai
[115] #datascience
[83] analytics
[75] #machinelearning
[72] know
[70] don
[69] lesser

Top Words in Tweet in G5:
[1241] people
[968] analytics
[654] need
[489] data
[365] mitchzenger
[355] synctrics
[349] #peopleanalytics
[271] better
[263] use
[228] more

Top Words in Tweet in G6:
[306] work
[157] pjacaytonphd
[153] pandemic
[153] response
[153] team
[152] tell
[152] time
[152] crisis
[152] hope
[151] tw

Top Words in Tweet in G7:
[86] right
[85] analytics
[84] yall
[84] realize
[84] bighit
[84] sees
[84] socials
[84] link
[84] twitter
[84] facebook

Top Words in Tweet in G8:
[42] people
[19] analytics
[14] more
[13] realdonaldtrump
[10] ad_analytics
[10] many
[8] going
[8] joebiden
[8] show
[6] data

Top Words in Tweet in G9:
[167] beats
[84] feedback
[83] stop
[83] asking
[83] producers
[83] check
[83] buying
[83] people
[83] matter
[82] djpain1

Top Words in Tweet in G10:
[45] people
[38] harvardbiz
[37] data
[37] one
[37] company
[37] built
[37] dashboard
[37] monitor
[37] employee
[37] burnout

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1248] people,analytics
[420] people,best
[419] best,data
[418] filipino,people
[416] mild,asymptomatic
[416] asymptomatic,cases
[416] cases,re
[416] re,tagged
[416] tagged,recovered
[416] recovered,filipino

Top Word Pairs in Tweet in G1:
[102] people,analytics
[47] data,analytics
[41] analytics,people
[38] google,analytics
[22] twitter,analytics
[21] many,people
[20] #analytics,#googleads
[20] #googleads,#facebookads
[18] people,see
[17] analytics,see

Top Word Pairs in Tweet in G2:
[415] mild,asymptomatic
[415] asymptomatic,cases
[415] cases,re
[415] re,tagged
[415] tagged,recovered
[415] recovered,filipino
[415] filipino,people
[415] people,best
[415] best,data
[414] frailstate0fmnd,mild

Top Word Pairs in Tweet in G3:
[258] guys,see
[258] see,make
[258] make,sure
[258] sure,click
[258] click,link
[258] link,show
[258] show,social
[258] social,analytics
[258] analytics,team
[258] team,lot

Top Word Pairs in Tweet in G4:
[98] #bigdata,#analytics
[82] #analytics,#datascience
[70] don,know
[69] lesser,known
[69] known,seaborn
[69] seaborn,plots
[69] plots,people
[69] people,don
[69] know,#bigdata
[66] #datascience,#ai

Top Word Pairs in Tweet in G5:
[944] people,analytics
[375] analytics,data
[333] mitchzenger,synctrics
[186] need,better
[170] transparent,people
[115] companies,creating
[115] creating,such
[115] such,creepy
[115] creepy,people
[115] analytics,strategies

Top Word Pairs in Tweet in G6:
[153] pandemic,response
[153] response,team
[152] tell,work
[152] work,time
[152] time,crisis
[152] crisis,work
[152] work,pandemic
[152] team,hope
[151] pjacaytonphd,tell
[151] hope,tw

Top Word Pairs in Tweet in G7:
[84] yall,realize
[84] realize,bighit
[84] bighit,sees
[84] sees,socials
[84] socials,analytics
[84] analytics,right
[84] right,link
[84] link,twitter
[84] twitter,facebook
[84] facebook,instagram

Top Word Pairs in Tweet in G8:
[6] jgraceinlv,deanna4congress
[6] deanna4congress,joebiden
[6] joebiden,lie
[6] lie,more
[6] more,people
[6] people,test
[6] test,more
[6] more,going
[6] going,show
[6] show,positive

Top Word Pairs in Tweet in G9:
[83] stop,asking
[83] asking,producers
[83] producers,check
[83] check,beats
[83] beats,buying
[83] buying,beats
[83] beats,feedback
[83] feedback,people
[83] people,matter
[82] djpain1,stop

Top Word Pairs in Tweet in G10:
[37] one,company
[37] company,built
[37] built,dashboard
[37] dashboard,monitor
[37] monitor,employee
[37] employee,burnout
[36] harvardbiz,one
[22] people,make
[22] make,right
[22] right,decisions

Top Replied-To
Top Replied-To in Entire Graph:
@soh_analytics
@ana_analytics_
@colincrook
@benbbaldwin
@not_analytics
@varro_analytics
@cric_analytics
@realdonaldtrump
@spencerfry
@nytnickc

Top Replied-To in G4:
@turnipinno
@jackreichert
@marketplace
@missrobinson

Top Replied-To in G5:
@repthomasmassie
@soysdelportillo
@synctrics

Top Replied-To in G7:
@kay_jjk

Top Replied-To in G8:
@realdonaldtrump
@nytnickc
@ad_analytics
@axios
@0xdezzy
@honorbound1974
@juliettestacyy
@crawlingchaos14
@matchpt3
@davecatanese

Top Mentioned
Top Mentioned in Entire Graph:
@frailstate0fmnd
@mitchzenger
@synctrics
@flowerene329
@pjacaytonphd
@bstpeach
@djpain1
@heyayanda
@korviday
@oneunderscore__

Top Mentioned in G1:
@noplay_
@hustleib
@progressshark
@pixentia
@viralstat
@compukol
@parkse
@girlsplusdata
@itpsapinc

Top Mentioned in G2:
@frailstate0fmnd

Top Mentioned in G3:
@flowerene329
@frailstate0fmnd

Top Mentioned in G4:
@patri_vaquero_
@pastor_paul
@oracleanalytics
@gavlaaaaaaaa
@vladobotsvadze
@marcusborba
@tiernanray
@oracle
@techbeaconcom
@thefuturisthq

Top Mentioned in G5:
@mitchzenger
@synctrics
@david_green_uk
@hrcurator
@synctegration
@analyticsinhr
@peytonzpatel
@synccess
@syncathon
@taylorz_smith

Top Mentioned in G6:
@pjacaytonphd

Top Mentioned in G7:
@bstpeach
@auntminkhant1

Top Mentioned in G8:
@realdonaldtrump
@ad_analytics
@joebiden
@deanna4congress
@deputy586
@jgraceinlv
@projectlincoln
@nytnickc
@tpainekag
@_reaalamerican_

Top Mentioned in G9:
@djpain1

Top Mentioned in G10:
@harvardbiz
@mitsloan
@prosumersoft
@hubbucket
@pleonardi1
@leikatof
@hubanalytics1
@hubdiscovery
@hubxplorer
@hubvoyager

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@sectest9
@marshawright
@marcodacostafx
@rk70534
@chidambara09
@evankirstel
@cnbctv18live
@aaroncuddeback
@harrypetsanis

Top Tweeters in G1:
@lucysullivan888
@schestowitz
@bhumharit
@phade2black_10
@datachick
@waldoquinones88
@parkse
@pubnblogll
@suriyasubraman
@webnowcompany

Top Tweeters in G2:
@rk70534
@amuraovonn
@hampoyjampoy
@choleng68
@mynameiskd26
@mikhaaelle
@_darkethan
@putopinamo
@kirstenyvette_
@ghreyzc25

Top Tweeters in G3:
@redvelvetfaney
@irenebaechu_jh
@awtaeil
@itsjoohyunie
@sherl0cksmith
@the_baejoohyun
@spheresrv
@blackvelvet8818
@soopersunny
@kimtaehyungart

Top Tweeters in G4:
@sectest9
@chidambara09
@aaroncuddeback
@iam__network
@femtech_
@taieb_bot
@vodafoneuk
@codedailybot
@calcaware
@andrewmorrisuk

Top Tweeters in G5:
@shicooks
@gvalan
@smoothsale
@debraruh
@openmarketingtv
@hrcurator
@ailsaforshaw
@roshaundadgreen
@dobkalolo
@santiagotman

Top Tweeters in G6:
@jaemjaemis
@teddyboylocsin
@k4tc4rl0
@bayannagalit
@nightcat2609
@lotusflor122
@missabelle_m
@wingedfyre
@endocrine_witch
@elkachuuu

Top Tweeters in G7:
@ijustfangirl
@vanilla_shru
@rhianna_thrupp
@soft_pluto
@kazuya_tabi
@lvelyminnie
@georgipierinna
@jeonsjahan
@jeanne20th
@moonjinniiee

Top Tweeters in G8:
@lrozen
@barbie892
@_reaalamerican_
@queenpeace2017
@woodward_roxie
@yashar
@debbieponticel2
@raczpatt
@simacoder
@michelehawks2

Top Tweeters in G9:
@jay100__
@cxld_xne
@inspirmentalist
@italiax5
@nezcarde
@djpain1
@7sent_
@southbeats078
@jdanistheman
@phreshkyd_

Top Tweeters in G10:
@n2r3ndr2
@rosenchild
@cremechic11
@chandachacon
@sim010101
@abhijeetkum
@hubbucket
@parvez1
@charlyaztec
@taqh1


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