People Analytics, Twitter, 12/9/2022 10:22:48 PM, 285902


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People Analytics_2022-12-09_13-57-52.xlsx
People Analytics_2022-12-09_13-57-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 09, 2022
Short Description:
People Analytics via NodeXL https://bit.ly/3uFFOrS
@elonmusk
@gp_pulipaka
@sszachnowski
@hana_elsayyed
@_oliviabot
@cyrilcoste
@nicochan33
@humanresource_x
@rwang0
@saravan17767334

Top hashtags:
#analytics
#hr
#peopleanalytics
#culture
#jobs
#hrtech
#bigdata

Description:
Description
The graph represents a network of 5,346 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, 09 December 2022 at 22:16 UTC.

The requested start date was Friday, 09 December 2022 at 01:01 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, 23-hour, 56-minute period from Friday, 25 November 2022 at 01:02 UTC to Friday, 09 December 2022 at 00:59 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 : 5346
Unique Edges : 4199
Edges With Duplicates : 5521
Total Edges : 9720
Number of Edge Types : 5
Retweet : 1997
MentionsInRetweet : 3074
Tweet : 1131
Replies to : 981
Mentions : 2537
Self-Loops : 1170
Reciprocated Vertex Pair Ratio : 0.0149718063387128
Reciprocated Edge Ratio : 0.0295019157088123
Connected Components : 1544
Single-Vertex Connected Components : 660
Maximum Vertices in a Connected Component : 811
Maximum Edges in a Connected Component : 3043
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.889771
Graph Density : 0.000182681192971184
Modularity : 0.563714
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,346 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, 09 December 2022 at 22:16 UTC.

The requested start date was Friday, 09 December 2022 at 01:01 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, 23-hour, 56-minute period from Friday, 25 November 2022 at 01:02 UTC to Friday, 09 December 2022 at 00:59 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:
[415] https://go.synctrics.com/synctrics
[18] https://pacamp.org
[10] https://www.youtube.com/playlist?list=PLedeYskZY0vBOdQ6Uc9eZjZ2-nz1JT3R7

[9] https://hrexecutive.com/why-people-data-analytics-is-poised-to-drive-big-change-in-2023/
[9] https://www.analyticsinsight.net/top-10-data-science-inventions-that-left-people-in-awe-in-2022/
[9] https://www.iotworlds.com/the-best-black-friday-for-smart-tech-people-here-save-up-to-70-live/
[8] https://www.linkedin.com/pulse/best-hr-people-analytics-articles-november-2022-david-green-/
[7] https://www.constellationr.com/research/unit4-transforms-erp-people-experience-suite
[7] https://www.patreon.com/SaraAnneWillette
[6] https://www.eventbrite.co.uk/e/responsible-people-analytics-understanding-the-regulatory-landscape-in-hr-tickets-477269214067

Top URLs in Tweet in G1:
[3] https://register.visitcloud.com/survey/1xn4vxwvo6p1t
[3] https://tweetedtimes.com/v/15277
[3] https://go.uth.edu/CHSAGiving
[3] https://go.uth.edu/heroesdonation
[2] https://www.livemint.com/technology/tech-news/why-black-friday-shoppers-aren-t-finding-door-buster-deals-this-year-11669446119431.html
[2] https://www.shrm.org/resourcesandtools/hr-topics/technology/pages/human-network-analysis-people-analytics.aspx?es_id=b9205a374a
[2] https://twitter.com/benjaminsolak/status/1597020348561915905
[2] https://fox42kptm.com/news/nation-world/long-holiday-weekend-expected-to-be-record-breaking-for-shopping-annual-survey-shows-black-friday-cyber-monday-thanksgiving-commerce-retail-consumerism-inflation-economy-finances-money-deals
[2] https://www.singlestore.com/resources/webinar-singlestore-ibm-and-siemens-unleashing-t[%E2%80%A6]m=social&utm_campaign=7014x0000022yraqae&utm_content=social
[2] https://twitter.com/chandler_rome/status/1597634623227437056

Top URLs in Tweet in G2:
[1] https://twitter.com/tazinbays/status/1599893772988456965
[1] https://analytics.twitter.com/about
[1] https://twitter.com/kannonradio/status/1598766836199395354
[1] https://twitter.com/snebzieth/status/1598843576221192193
[1] https://twitter.com/nytimes/status/1598686020630872066
[1] https://adage.com/article/digital-marketing-ad-tech-news/twitter-analytics-staff-decimated-layoffs-and-resignations/2455511

Top URLs in Tweet in G4:
[1] https://www.redbubble.com/people/lessonhacker/works/36253602-programming-constructs-coding-literacy-new-2019-python
[1] https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/
[1] https://www.amazon.com/gp/product/B08WPV2457?tag=gppulipaka-20&geniuslink=true
[1] https://enterprisetalk.com/featured/why-businesses-should-give-every-employee-access-to-data-analytics/

Top URLs in Tweet in G5:
[9] https://www.analyticsinsight.net/top-10-data-science-inventions-that-left-people-in-awe-in-2022/
[9] https://www.iotworlds.com/the-best-black-friday-for-smart-tech-people-here-save-up-to-70-live/
[7] https://hrexecutive.com/why-people-data-analytics-is-poised-to-drive-big-change-in-2023/
[7] https://www.constellationr.com/research/unit4-transforms-erp-people-experience-suite
[2] https://www.instagram.com/reel/Cl3jOcKIKK2/?igshid=YzdkMWQ2MWU%3D
[2] https://www.forbes.com/sites/forbestechcouncil/2022/12/07/the-best-way-to-bridge-the-labor-gap-keep-the-people-youve-got/
[2] https://www.forbes.com/sites/anuradhavaranasi/2022/11/25/at-least-76-of-people-with-long-covid-face-stigma/
[2] https://www.forbes.com/sites/anuradhavaranasi/2022/11/27/covid-19-could-make-people-more-prone-to-other-infections-by-wreaking-havoc-with-gut-bacteria/
[2] https://www.forbes.com/sites/laureldonnellan/2022/12/01/be-inspired-by-a-compassionate-physician-lending-his-talents-to-the-ukrainian-people/
[2] https://www.forbes.com/sites/dereksaul/2022/12/01/twitter-reportedly-unveils-lucrative-plan-to-win-back-fleeing-advertisers-as-musk-begs-people-to-tweet-more/

Top URLs in Tweet in G6:
[415] https://go.synctrics.com/synctrics
[8] https://www.linkedin.com/pulse/best-hr-people-analytics-articles-november-2022-david-green-/
[5] https://www.onemodel.co/blog/4-advantages-of-people-analytics-in-recession
[4] https://hbr.org/2018/05/how-people-analytics-can-help-you-change-process-culture-and-strategy?utm_medium=social&utm_campaign=hbr&utm_source=twitter&tpcc=orgsocial_edit
[3] https://sloanreview.mit.edu/article/people-leaders-need-data-driven-technology-too/
[3] https://www.starmeup.com/blog/en/organizational-culture/elevating-women-in-technology/
[3] https://www.aihr.com/blog/hr-conferences/?utm_term=ac-hr-conferences&utm_content=buffera96a6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://keepingitoutsidejobs.com/jobs/104
[2] https://www.visier.com/blog/hr-strategy-people-analytics-maturity/
[2] https://www.szachnowski.com/people-data-outside-hr-data-culture-and-predictive-analytics/

Top Domains
Top Domains in Tweet in Entire Graph:
[415] synctrics.com
[138] twitter.com
[44] linkedin.com
[29] amazon.com
[26] forbes.com
[18] pacamp.org
[17] co.uk
[16] google.com
[16] youtube.com
[10] hbr.org

Top Domains in Tweet in G1:
[72] twitter.com
[26] amazon.com
[22] linkedin.com
[11] google.com
[9] dy.si
[7] shp.so
[6] uth.edu
[4] forbes.com
[4] vmware.com
[4] co.uk

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

Top Domains in Tweet in G4:
[1] redbubble.com
[1] ac.uk
[1] amazon.com
[1] enterprisetalk.com

Top Domains in Tweet in G5:
[20] forbes.com
[9] analyticsinsight.net
[9] iotworlds.com
[7] hrexecutive.com
[7] constellationr.com
[3] co.uk
[2] instagram.com
[2] twitter.com
[2] linkedin.com
[2] seroundtable.com

Top Domains in Tweet in G6:
[415] synctrics.com
[16] linkedin.com
[6] hbr.org
[5] onemodel.co
[4] visier.com
[4] ow.ly
[4] indiatimes.com
[3] mit.edu
[3] starmeup.com
[3] aihr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[304] analytics
[300] hr
[241] peopleanalytics
[207] culture
[206] jobs
[201] hrtech
[200] bigdata
[199] startups
[196] motivation
[189] futureofwork



Top Hashtags in Tweet in G1:
[47] analytics
[22] data
[15] ai
[14] datascience
[11] business
[11] people
[11] bigdata
[10] peoplecounting
[9] peopleanalytics
[9] iot

Top Hashtags in Tweet in G2:
[4] shadowbanned
[3] missingteamadvocate
[3] missingjuveniles
[2] twitter
[1] missingpersons
[1] missingpersonsplease
[1] analytics
[1] twitteranalytics
[1] elonmusk
[1] informationgathering

Top Hashtags in Tweet in G3:
[1] ushi
[1] ushiwarriors
[1] shiba

Top Hashtags in Tweet in G4:
[116] analytics
[115] bigdata
[115] datascience
[115] machinelearning
[114] ai
[114] iot
[114] iiot
[113] python
[113] rstats
[110] pytorch

Top Hashtags in Tweet in G5:
[69] analytics
[43] ai
[40] bigdata
[33] datascience
[29] machinelearning
[27] ml
[26] tech
[24] data
[21] artificialintelligence
[20] erp

Top Hashtags in Tweet in G6:
[293] hr
[224] peopleanalytics
[207] culture
[202] jobs
[199] startups
[195] hrtech
[193] motivation
[188] futureofwork
[177] inspiration
[163] community

Top Hashtags in Tweet in G8:
[2] tehran
[1] worldcup
[1] iranrevoiution
[1] twitter
[1] shadowban
[1] ccp

Top Hashtags in Tweet in G9:
[1] ai

Top Words
Top Words in Tweet in Entire Graph:
[4271] people
[3565] analytics
[985] data
[693] need
[547] more
[425] synctrics
[422] mitchzenger
[404] use
[397] many
[379] team

Top Words in Tweet in G1:
[801] people
[736] analytics
[193] data
[111] more
[64] know
[61] see
[57] use
[57] hr
[53] google
[53] one

Top Words in Tweet in G2:
[172] people
[146] analytics
[134] elonmusk
[51] twitter
[49] see
[33] tweets
[32] tweet
[29] more
[29] many
[20] spooks

Top Words in Tweet in G3:
[250] market
[249] ushi_eth
[247] dikijkes
[179] wordcellabs
[179] dangers
[179] despite
[179] dex
[179] loves
[179] especially
[179] team

Top Words in Tweet in G4:
[127] excel
[116] #analytics
[115] #machinelearning
[115] #bigdata
[115] #datascience
[114] #ai
[114] #iot
[114] #iiot
[113] #rstats
[113] #python

Top Words in Tweet in G5:
[132] people
[69] #analytics
[43] #ai
[40] #bigdata
[33] #datascience
[29] data
[29] #machinelearning
[27] #ml
[27] nicochan33
[26] #tech

Top Words in Tweet in G6:
[1073] people
[766] analytics
[576] need
[431] data
[425] synctrics
[422] mitchzenger
[293] #hr
[250] better
[224] #peopleanalytics
[215] use

Top Words in Tweet in G7:
[80] tweets
[80] people
[80] lately
[80] 21
[80] uptake
[80] interacting
[80] analytics
[80] young
[80] big
[80] show

Top Words in Tweet in G8:
[14] people
[4] analytics
[3] hrw
[3] bot
[3] more
[3] celebrating
[3] people's
[3] mikepompeo
[2] popular
[2] voachinese

Top Words in Tweet in G9:
[53] minute
[53] conclusion
[53] exercisers
[53] finding
[53] non
[53] reviewing
[53] hope
[53] worth
[53] bursts
[53] day

Top Words in Tweet in G10:
[2] many
[2] gdthor1
[2] politiolyc
[2] paula_revere33
[2] bettypge69
[2] zazzybritches
[2] kerirn
[2] cha51brolll19
[2] 62walterp
[2] keepsatit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1122] people,analytics
[416] mitchzenger,synctrics
[363] analytics,data
[267] many,people
[230] analytics,people
[181] data,analytics
[179] uniswap,wordcellabs
[179] dangers,especially
[179] wordcellabs,team
[179] market,despite

Top Word Pairs in Tweet in G1:
[182] people,analytics
[53] data,analytics
[44] analytics,people
[35] google,analytics
[30] many,people
[20] analytics,data
[19] million,people
[18] people,data
[17] lot,people
[17] more,people

Top Word Pairs in Tweet in G2:
[17] many,people
[14] elonmusk,spooks
[12] more,people
[12] twitter,analytics
[11] people,see
[8] analytics,people
[6] see,analytics
[6] araghougassian,spooks
[6] access,analytics
[6] tweet,analytics

Top Word Pairs in Tweet in G3:
[179] despite,dangers
[179] uniswap,wordcellabs
[179] team,ushi_eth
[179] market,despite
[179] ushi_eth,loves
[179] loves,dex
[179] dex,market
[179] dangers,especially
[179] wordcellabs,team
[178] dikijkes,uniswap

Top Word Pairs in Tweet in G4:
[114] #ai,#machinelearning
[114] #bigdata,#analytics
[114] #machinelearning,#iot
[114] #iot,#iiot
[113] #python,#rstats
[112] #analytics,#datascience
[112] #datascience,#ai
[110] programming,constructs
[110] #pytorch,#python
[110] #iiot,#pytorch

Top Word Pairs in Tweet in G5:
[29] #bigdata,#analytics
[21] people,experience
[20] experience,suite
[20] overview,rwang0
[20] unit4global,transforms
[20] #erp,people
[20] transforms,#erp
[20] offering,overview
[20] see,offering
[20] rwang0,unit4global

Top Word Pairs in Tweet in G6:
[747] people,analytics
[416] mitchzenger,synctrics
[334] analytics,data
[167] transparent,people
[159] need,better
[102] use,people
[101] strategies,need
[101] companies,creating
[101] creepy,people
[101] creating,such

Top Word Pairs in Tweet in G7:
[80] 21,age
[80] seen,big
[80] tweets,analytics
[80] people,interacting
[80] show,16
[80] interacting,tweets
[80] young,people
[80] analytics,show
[80] big,uptake
[80] 16,21

Top Word Pairs in Tweet in G8:
[2] softwarnet,solomonyue
[2] ideas,more
[2] creating,appearance
[2] social,media
[2] received,#tehran
[2] appearance,people
[2] manipulate,social
[2] #tehran,tehran
[2] trolling,attacking
[2] bbcchinese,pekingmike

Top Word Pairs in Tweet in G9:
[53] non,exercisers
[53] reviewing,minute
[53] conclusion,worth
[53] day,non
[53] hope,finding
[53] worth,reviewing
[53] bursts,day
[53] exercisers,hope
[53] minute,bursts
[52] erictopol,conclusion

Top Word Pairs in Tweet in G10:
[2] 62walterp,gdthor1
[2] kerirn,paula_revere33
[2] keepsatit,62walterp
[2] cha51brolll19,keepsatit
[2] paula_revere33,moriartydg
[2] zazzybritches,politiolyc
[2] gdthor1,kerirn
[2] politiolyc,cha51brolll19
[2] bettypge69,zazzybritches

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@utd_analytics
@benjaminsolak
@chandler_rome
@igrillac
@jfreshhockey
@mmai_analytics
@analytics_ghost
@sasforums
@minakimes

Top Replied-To in G2:
@elonmusk
@repadamschiff
@twitter
@emilygantwatson
@jamiehutchens4
@kjewels71
@drjamesolsson
@_therealnic
@areohesseyeee
@_b___s

Top Replied-To in G3:
@uniswap
@cryptobolix

Top Replied-To in G5:
@labordeolivier
@pawlowskimario
@sundml
@curieuxexplorer
@jagersbergknut
@luyben
@evasmartai
@theadityapatro

Top Replied-To in G6:
@david_green_uk
@mitchzenger
@evalexomt

Top Replied-To in G8:
@davidhogg111
@mikepompeo
@tmfscottp
@robertcooper58
@itsjefftiedrich
@hrkbenowen
@mmpadellan
@robreiner
@sophiemcneill
@myrtle1981

Top Replied-To in G10:
@bettypge69

Top Mentioned
Top Mentioned in Entire Graph:
@synctrics
@mitchzenger
@ushi_eth
@dikijkes
@wordcellabs
@uniswap
@gp_pulipaka
@david_r_morgan
@cryptobolix
@panalyticscamp

Top Mentioned in G1:
@incomewebsites5
@pixentia
@rj_howes
@satyapr68386260
@tcfil_official
@teamincus
@oddalerts
@joendede
@apelytics

Top Mentioned in G2:
@elonmusk
@spooks
@stillgray
@araghougassian
@repmarktakano
@twitter
@jamiehutchens4
@verified
@twittersupport
@daviddickson56

Top Mentioned in G3:
@ushi_eth
@dikijkes
@wordcellabs
@uniswap
@cryptobolix

Top Mentioned in G4:
@gp_pulipaka
@pyquantnews
@greatbotio
@enterprise_talk
@timguiter

Top Mentioned in G5:
@nicochan33
@rwang0
@pawlowskimario
@unit4global
@haroldsinnott
@analytics_699
@gartner_inc
@khulood_almani
@mvollmer1
@constellationr

Top Mentioned in G6:
@synctrics
@mitchzenger
@psypapers
@david_green_uk
@positive_call
@synchievement
@syncstructions
@goalvana
@peytonzpatel
@syncopoly

Top Mentioned in G7:
@david_r_morgan

Top Mentioned in G8:
@hrw
@bbcworld
@softwarnet
@solomonyue
@voachinese
@taiwantfc
@ramyinocencio
@kishinobuo
@bbcchinese
@pekingmike

Top Mentioned in G9:
@erictopol
@uk_biobank

Top Mentioned in G10:
@zazzybritches
@politiolyc
@cha51brolll19
@keepsatit
@62walterp
@gdthor1
@kerirn
@paula_revere33
@moriartydg
@ldogls

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@uber_support
@chidambara09
@teamyoutube
@cybersecurityn8
@zerglinator
@javascriptd
@vonrosenchild
@bloggedbyrain
@evankirstel

Top Tweeters in G1:
@thedextazlab
@123trabajo
@lifematician
@tholzerman
@xarantur
@jobstairs_jobs
@newschannelnine
@livemint
@nftsalebot
@a_katzman83

Top Tweeters in G2:
@nytimes
@stillgray
@ggthinking
@zaleskiluke
@dcherring
@smh
@sheriffruth
@livepddave1
@azoro
@usatrumpman1

Top Tweeters in G3:
@incontact2012
@m9_chuk
@jap_rt_
@sofia_mysyk
@87xp65xuq0czv8w
@zemarik327
@cryptobolix
@mikhailbezh
@dmitriy43331993
@my_crypto_rules

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@ricardo_ik_ahau
@fullnam35087976
@configuroweb
@pythonroboto
@pythonbot_by_pm
@gdorn1
@danielscarvalho
@squall192

Top Tweeters in G5:
@chidambara09
@evankirstel
@o_fabriciosouza
@godfrey_g_
@ssxman2
@jamesvgingerich
@nicochan33
@trippbraden
@rwang0
@shi4tech

Top Tweeters in G6:
@o_g_log
@jobsviatweet
@meghanmbiro
@hrcurator
@babylouie75
@harvardbiz
@danbrad77778390
@cyndytrivella
@mohdkhan_0786
@besquady

Top Tweeters in G7:
@sheelaghg
@rob_kimbell
@revengebunny
@rogerxmathew
@shollemans
@parentchain
@drmand1
@scotchnutz
@carldevitt
@mandyjanevernon

Top Tweeters in G8:
@bbcworld
@hrkbenowen
@voachinese
@softwarnet
@bbcchinese
@hrw
@mmpadellan
@benedictrogers
@pekingmike
@solomonyue

Top Tweeters in G9:
@njdoc
@reggiebub
@ppiixx
@7leaguebootdisk
@showboat7
@seekingreality7
@h_x_s
@oneninefive2
@elfsternberg
@tinats2

Top Tweeters in G10:
@kerirn
@alice4u2010
@62walterp
@kittybayoutsfan
@beleafer1
@regvickers
@42gnome
@cunningsq16
@impinkestgirl
@moriartydg


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