People Analytics, Twitter, 8/13/2021 10:26:41 PM, 260114


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People Analytics_2021-08-13_14-27-34.xlsx
People Analytics_2021-08-13_14-27-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2021
Short Description:
People Analytics via NodeXL https://bit.ly/3g1DaWI
@humanre41270855
@hannytalker
@pythonexpertbot
@chidambara09
@durgapalseema
@analytics_699
@supplychain2030
@icymi_py
@marrgarritah
@developerbot_v1

Top hashtags:
#analytics
#ai
#python
#machinelearning
#bigdata

Description:
Description
The graph represents a network of 5,232 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, 13 August 2021 at 21:42 UTC.

The requested start date was Friday, 13 August 2021 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, 23-hour, 53-minute period from Friday, 30 July 2021 at 00:03 UTC to Thursday, 12 August 2021 at 23:56 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 : 5232
Unique Edges : 3684
Edges With Duplicates : 6506
Total Edges : 10190
Number of Edge Types : 5
Retweet : 2555
MentionsInRetweet : 3211
Replies to : 892
Tweet : 1234
Mentions : 2298
Self-Loops : 1273
Reciprocated Vertex Pair Ratio : 0.0265343325906421
Reciprocated Edge Ratio : 0.0516969218626677
Connected Components : 1500
Single-Vertex Connected Components : 624
Maximum Vertices in a Connected Component : 983
Maximum Edges in a Connected Component : 4716
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.112352
Graph Density : 0.000185175766440597
Modularity : 0.516667
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,232 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, 13 August 2021 at 21:42 UTC.

The requested start date was Friday, 13 August 2021 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, 23-hour, 53-minute period from Friday, 30 July 2021 at 00:03 UTC to Thursday, 12 August 2021 at 23:56 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:
[328] https://go.synctrics.com/synctrics
[67] https://wired.co.uk/
[67] https://www.wired.co.uk/article/long-covid-cases
[57] https://www.businessinsider.com/aws-hiring-spree-jobs-who-it-wants-and-amazon-salaries-2021-8
[31] 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
[26] https://udemycoupons.me/mindfulness-for-busy-people/
[26] https://www.firstsitesolutions.com/blog/4-ways-ai-will-change-people-lives-in-the-future
[24] https://www.technologyreview.com/2020/12/04/1013068/algorithms-create-a-poverty-trap-lawyers-fight-back/
[24] https://medium.com/@albmllt/introducing-the-human-centered-ai-canvas-a4c9d2fc127e
[21] https://go.synctrics.com/mitchzenger

Top URLs in Tweet in G1:
[5] https://profiletree.com/10-common-mistakes-people-make-when-setting-up-google-analytics/?ref=quuu
[5] https://www.accenture.com/au-en/blogs/voices-public-service/the-top-secret-weapon-for-defence-people-data?c=acn_glb_workforceforanesprinklradvocac_12350612&n=smc_0821
[5] https://www.accenture.com/us-en/blogs/business-functions-blog/hr-analytics-the-key-to-boosting-business-performance?c=acn_glb_modernhrsprinklradvocac_12351242&n=smc_0821
[3] https://hrexecutive.com/the-pay-gap-persists-why-people-analytics-is-more-important-than-ever/
[3] 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://workology.com/episode-304-the-role-of-the-chro-and-people-analytics/?utm_source=rss&utm_medium=rss&utm_campaign=episode-304-the-role-of-the-chro-and-people-analytics
[2] https://www.pinterest.co.uk/pin/450360031494996043/sent/?invite_code=69d881f3592a4fde9ff8cad54f8297fa&sender=450360168895480100&sfo=1
[2] https://www.influencive.com/how-people-are-earning-from-affiliate-marketing/
[2] https://hrexecutive.com/the-pay-gap-persists-why-people-analytics-is-more-important-than-ever/?utm_source=pocket-app&utm_medium=share
[2] https://hrexecutive.com/the-pay-gap-persists-why-people-analytics-is-more-important-than-ever/?es_id=9adfdb8102

Top URLs in Tweet in G2:
[67] https://wired.co.uk/
[67] https://www.wired.co.uk/article/long-covid-cases
[54] https://www.businessinsider.com/aws-hiring-spree-jobs-who-it-wants-and-amazon-salaries-2021-8
[26] https://udemycoupons.me/mindfulness-for-busy-people/
[26] https://www.firstsitesolutions.com/blog/4-ways-ai-will-change-people-lives-in-the-future
[24] https://www.technologyreview.com/2020/12/04/1013068/algorithms-create-a-poverty-trap-lawyers-fight-back/
[24] https://medium.com/@albmllt/introducing-the-human-centered-ai-canvas-a4c9d2fc127e
[19] https://www.forbes.com/sites/forbestechcouncil/2020/06/10/the-role-of-ai-and-people-analytics-in-developing-the-leaders-of-tomorrow/?sh=21501836f94e
[16] https://www.jadirectives.com/best-business-intelligence-certification-online/#13_People_Analytics
[15] https://udemycoupons.me/dealing-with-whiny-people-and-complainers/

Top URLs in Tweet in G3:
[328] https://go.synctrics.com/synctrics
[21] https://go.synctrics.com/mitchzenger
[11] https://www.linkedin.com/pulse/best-hr-people-analytics-articles-july-2021-david-green/
[9] https://hrforecast.com/people-analytics-in-the-era-of-big-data-20-notable-books-with-2021-releases/
[6] https://www.hrzone.com/perform/people/five-ways-hr-can-better-leverage-people-analytics
[6] https://www.thehrdirector.com/business-news/data-analytics/sage-research-reveals-an-opportunity-for-hr-to-make-bigger-business-impact/
[5] https://www.hrzone.com/perform/business/people-analytics-filling-the-data-skills-gap-among-hr-is-key-to-building-the
[5] https://www.linkedin.com/pulse/four-responsibilities-people-analytics-hr-david-green/
[5] https://www.townscript.com/e/online-training-on-hr-analytics-221403
[4] https://www.littalics.com/people-analytics-hr-tech-reading-list/

Top URLs in Tweet in G4:
[1] https://insight.kellogg.northwestern.edu/article/labor-market-pandemic-trends?utm_source=akwyz
[1] https://www.forbes.com/sites/simonchandler/2019/10/01/artificial-intelligence-has-become-a-tool-for-classifying-and-ranking-people/
[1] https://www.forbes.com/sites/emmawoollacott/2021/08/11/facebook-shuts-down-russian-campaign-that-claimed-vaccine-turned-people-into-chimpanzees/
[1] https://venturebeat.com/2021/07/31/pledgela-los-angeles-tops-u-s-funding-for-women-and-people-of-color-led-businesses/
[1] https://www.forbes.com/sites/coronavirusfrontlines/2021/07/30/why-vaccinated-people-should-wear-masks-indoors-for-the-foreseeable-future/
[1] https://www.forbes.com/sites/coronavirusfrontlines/2021/08/06/how-does-covid-19-impact-people-with-hiv-its-not-completely-clear-yet/
[1] https://www.forbes.com/sites/forbestechcouncil/2021/08/10/building-teams-where-people-thrive/
[1] https://neurosciencenews.com/fight-or-flight-covid-19089/
[1] https://neurosciencenews.com/als-alzheimers-drug-19033/
[1] https://neurosciencenews.com/stress-conclusions-19017/

Top URLs in Tweet in G5:
[1] https://forms.aweber.com/form/20/1577577320.htm
[1] https://forms.aweber.com/form/73/32456373.htm
[1] https://forms.aweber.com/form/58/136116958.htm
[1] https://utiva.io/events/60e32e6e2ea7470015bb009b
[1] https://www.udacity.com/scholarships/accessbank

Top URLs in Tweet in G6:
[1] https://www.livemint.com/companies/people/pwc-india-to-invest-rs1-600-crore-over-five-years-11628688599842.html

Top URLs in Tweet in G7:
[2] https://twitter.com/ottawakev/status/1422772899333742593
[1] https://twitter.com/grantmccagg/status/1425466244690497552

Top URLs in Tweet in G9:
[1] https://twitter.com/alexsalvinews/status/1425437271357075457
[1] https://twitter.com/disclosetv/status/1425435129787396105
[1] https://twitter.com/door2theknown/status/1424877105490313219?s=20
[1] https://twitter.com/JackPosobiec/status/1423416302069235717
[1] https://twitter.com/ChristopherHahn/status/1421953736780435462
[1] https://twitter.com/MacFarlaneNews/status/1423655777311592452
[1] https://www.nytimes.com/2021/07/26/technology/qr-codes-tracking.html
[1] https://twitter.com/CalebHowe/status/1424159871319134215
[1] https://twitter.com/ggreenwald/status/1421214322848579584
[1] https://www.washingtonpost.com/health/2021/07/29/cdc-mask-guidance/

Top Domains
Top Domains in Tweet in Entire Graph:
[349] synctrics.com
[186] co.uk
[175] twitter.com
[66] linkedin.com
[58] businessinsider.com
[55] forbes.com
[41] udemycoupons.me
[34] hbr.org
[28] medium.com
[26] firstsitesolutions.com

Top Domains in Tweet in G1:
[69] twitter.com
[23] linkedin.com
[11] hrexecutive.com
[10] co.uk
[10] visier.com
[10] accenture.com
[8] dy.si
[8] forbes.com
[6] workology.com
[5] youtube.com

Top Domains in Tweet in G2:
[145] co.uk
[54] businessinsider.com
[41] udemycoupons.me
[41] forbes.com
[27] medium.com
[26] firstsitesolutions.com
[24] technologyreview.com
[16] jadirectives.com
[15] haufe-akademie.de
[15] linkedin.com

Top Domains in Tweet in G3:
[349] synctrics.com
[22] linkedin.com
[12] hrforecast.com
[11] hrzone.com
[8] littalics.com
[8] careerarc.com
[7] aihr.com
[7] peoplehum.com
[7] thehrdirector.com
[6] bit.ly

Top Domains in Tweet in G4:
[5] forbes.com
[4] neurosciencenews.com
[1] northwestern.edu
[1] venturebeat.com
[1] edge.org

Top Domains in Tweet in G5:
[3] aweber.com
[1] utiva.io
[1] udacity.com

Top Domains in Tweet in G6:
[1] livemint.com

Top Domains in Tweet in G7:
[3] twitter.com

Top Domains in Tweet in G9:
[9] twitter.com
[1] nytimes.com
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[533] analytics
[432] ai
[421] python
[400] machinelearning
[381] bigdata
[365] peopleanalytics
[311] datascience
[254] hr
[216] rstats
[209] hrtech



Top Hashtags in Tweet in G1:
[47] analytics
[28] peopleanalytics
[16] data
[16] ai
[13] hrtech
[12] datascience
[11] hr
[10] bigdata
[9] machinelearning
[8] iot

Top Hashtags in Tweet in G2:
[410] python
[390] analytics
[383] ai
[370] machinelearning
[342] bigdata
[264] datascience
[215] rstats
[186] iiot
[152] 100daysofcode
[146] iot

Top Hashtags in Tweet in G3:
[312] peopleanalytics
[220] hr
[189] hrtech
[174] goals
[156] goalvana
[141] reputation
[140] synctrics
[132] leadership
[121] personability
[107] synchievement

Top Hashtags in Tweet in G4:
[45] internet
[13] ff
[11] bigdata
[10] analytics
[10] ai
[9] artificialintelligence
[9] machinelearning
[8] ml
[8] als
[8] alzheimers

Top Hashtags in Tweet in G9:
[2] capitolpolice
[1] baghdadbob
[1] january6th
[1] occupycongress
[1] defundpennstate

Top Words
Top Words in Tweet in Entire Graph:
[4640] people
[3384] analytics
[1016] data
[620] more
[533] #analytics
[524] need
[421] #python
[400] #machinelearning
[397] many
[390] #ai

Top Words in Tweet in G1:
[656] people
[608] analytics
[164] data
[81] more
[69] know
[51] hr
[47] use
[47] #analytics
[47] see
[46] make

Top Words in Tweet in G2:
[757] people
[410] #python
[390] #analytics
[370] #machinelearning
[344] #ai
[342] #bigdata
[264] #datascience
[207] #rstats
[164] #iiot
[152] #100daysofcode

Top Words in Tweet in G3:
[871] people
[644] analytics
[392] need
[355] mitchzenger
[347] data
[331] synctrics
[308] #peopleanalytics
[220] #hr
[191] better
[189] #hrtech

Top Words in Tweet in G4:
[61] one
[60] happens
[60] minute
[60] 9k
[60] connections
[60] made
[60] 21
[60] 1m
[60] text
[60] content

Top Words in Tweet in G5:
[150] people
[150] analytics
[101] hannytalker
[77] iâ
[61] learn
[61] python
[60] everything
[60] happening
[60] today
[60] tech

Top Words in Tweet in G6:
[92] pwc_in
[92] planning
[92] invest
[92] rs
[92] 600
[92] crore
[92] create
[92] 10
[92] 000
[92] more

Top Words in Tweet in G7:
[79] people
[75] analytics
[18] jfreshhockey
[17] understand
[15] make
[13] player
[11] try
[11] good
[10] top
[9] adamsonhockey

Top Words in Tweet in G8:
[61] people
[54] dear
[54] pakistani
[54] digital
[54] media
[54] wing
[54] geniuses
[54] cant
[54] publish
[54] screenshots

Top Words in Tweet in G9:
[85] people
[12] same
[12] covid
[10] vaccinated
[8] really
[8] racist
[8] trump
[8] right
[8] time
[7] government

Top Words in Tweet in G10:
[2] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[946] people,analytics
[328] mitchzenger,synctrics
[256] many,people
[243] analytics,data
[224] analytics,people
[185] data,analytics
[184] people,see
[172] #bigdata,#analytics
[136] #python,#bigdata
[129] #python,#rstats

Top Word Pairs in Tweet in G1:
[118] people,analytics
[48] data,analytics
[39] google,analytics
[37] analytics,people
[28] many,people
[19] people,know
[18] link,bio
[17] twitter,analytics
[16] look,people
[15] submit,quit

Top Word Pairs in Tweet in G2:
[162] #bigdata,#analytics
[129] #python,#rstats
[127] #python,#bigdata
[118] #analytics,#machinelearning
[112] #iiot,#python
[106] #artificialintelligence,#analytics
[105] 15,people
[105] people,see
[105] see,'face'
[105] #machinelearning,#iiot

Top Word Pairs in Tweet in G3:
[596] people,analytics
[328] mitchzenger,synctrics
[226] analytics,data
[115] transparent,people
[113] need,better
[71] many,people
[69] data,identify
[66] companies,creating
[66] creating,such
[66] analytics,strategies

Top Word Pairs in Tweet in G4:
[60] happens,one
[60] minute,9k
[60] 9k,connections
[60] connections,made
[60] made,21
[60] 21,1m
[60] 1m,text
[60] content,uploaded
[60] uploaded,414
[60] 414,7k

Top Word Pairs in Tweet in G5:
[60] people,everything
[60] everything,happening
[60] happening,today
[60] today,learn
[60] learn,tech
[60] tech,skills
[60] skills,require
[60] require,coding
[60] coding,analytics
[60] analytics,python

Top Word Pairs in Tweet in G6:
[92] pwc_in,planning
[92] planning,invest
[92] invest,rs
[92] rs,600
[92] 600,crore
[92] crore,create
[92] create,10
[92] 10,000
[92] 000,more
[92] more,jobs

Top Word Pairs in Tweet in G7:
[17] analytics,people
[9] found,99
[9] 99,people
[9] people,completely
[9] completely,throw
[9] throw,away
[9] away,analytics
[9] analytics,make
[9] make,attempt
[9] attempt,try

Top Word Pairs in Tweet in G8:
[54] dear,pakistani
[54] pakistani,digital
[54] digital,media
[54] media,wing
[54] wing,geniuses
[54] geniuses,cant
[54] cant,publish
[54] publish,screenshots
[54] screenshots,thousands
[54] thousands,tweets

Top Word Pairs in Tweet in G9:
[10] same,people
[4] american,people
[4] people,really
[4] white,people
[4] people,telling
[4] people,made
[4] vaccinated,people
[4] people,use
[4] written,protect
[3] delta,variant

Top Replied-To
Top Replied-To in Entire Graph:
@varro_analytics
@utd_analytics
@jfreshhockey
@pgr_analytics
@stevenacohen2
@youtubecreators
@torontoff8
@sharleneisenia
@evasmartai
@kgill39

Top Replied-To in G2:
@dr_keithmcnulty
@kostadinoffmd

Top Replied-To in G3:
@hrmagazine
@staceyharrishr
@dghindia
@kolseb
@cristinamshr

Top Replied-To in G4:
@sharleneisenia
@evasmartai
@enilev
@ragusosergio
@pchamard
@bimedotcom
@biscorecard

Top Replied-To in G7:
@jfreshhockey
@kgill39
@oilersnerdalert
@zjlaing
@stephen_burtch
@canjetsfan
@golifromczech
@rickfoon
@garrethohl
@foome8

Top Replied-To in G9:
@off_analytics
@scottadamssays
@anstruthermary
@loyallnine1775

Top Replied-To in G10:
@skepticalmutant

Top Mentioned
Top Mentioned in Entire Graph:
@mitchzenger
@synctrics
@philip_d_hughes
@durgapalseema
@gypotech
@hannytalker
@pwc_in
@omkar_raii
@forbes
@aqilshah_

Top Mentioned in G1:
@dodonerd
@sarahdoody
@pixentia
@hrtrainonline
@cpamichaelsmith
@swooptalent
@sourgrapeva
@thoughtmods
@icgame2

Top Mentioned in G2:
@philip_d_hughes
@gypotech
@durgapalseema
@forbes
@icymi_py
@gp_pulipaka
@udemy_coupons1
@dr_keithmcnulty
@microsoft
@flyspaceships

Top Mentioned in G3:
@mitchzenger
@synctrics
@david_green_uk
@hrcurator
@dave_ulrich
@durgapalseema
@sageuk
@staciag
@peopleforecast
@jaferrar

Top Mentioned in G4:
@supplychain2030
@mvollmer1
@evasmartai
@analytics_699
@bimedotcom
@enilev
@nicochan33
@betamoroney
@tlloydjones
@curieuxexplorer

Top Mentioned in G5:
@hannytalker
@marrgarritah

Top Mentioned in G6:
@pwc_in
@omkar_raii

Top Mentioned in G7:
@jfreshhockey
@adamsonhockey
@nhl_sid
@jamiewrighto3
@garrethohl
@thnmattlarkin
@dkingbh
@zjlaing
@ade780
@nelsonaw78

Top Mentioned in G8:
@aqilshah_
@desmukh

Top Mentioned in G9:
@mattwalshblog
@dineshdsouza
@aghamilton29
@ggreenwald
@benwakana46
@erinkwoo
@jessekellydc
@conceptualjames
@bretbaier
@off_analytics

Top Mentioned in G10:
@stephenjanitor
@tony__heller
@geoffschuler
@estespga
@genxlf
@yeahnaa333
@agtcnews
@kathmarval
@chickaboy
@rhmck1

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dynamocooligan
@cybersec_feeds
@chidambara09
@moonbootica
@teamyoutube
@femtech_
@xaelbot
@codedailybot
@evankirstel

Top Tweeters in G1:
@jules_clarke
@isaacfromfl
@suriyasubraman
@juscallmewill
@cas_main_stream
@7wdata
@d0lphin_ebooks
@steele131
@infojobstelemkt
@rioempregocerto

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@codedailybot
@sandradunn1955
@cybersecurityn8
@thedeveloperbot
@friday_js_bot

Top Tweeters in G3:
@hollowmanseries
@mrtallerjerry
@o_g_log
@humanre41270855
@quick13
@paulmcclintock
@michaelbathurst
@ianmcalvert
@hrcurator
@editaola

Top Tweeters in G4:
@trippbraden
@akwyz
@shi4tech
@rwang0
@data_nerd
@rldi_lamy
@radovanstojano3
@kuriharan
@mdrechsler
@metropulseusa

Top Tweeters in G5:
@dahmolah
@marrgarritah
@simplemacsmith
@ogbeni_peter
@adebolaa_o
@teclef
@kolokennethk
@msayomidele
@phoenvvx
@vivalaceecee

Top Tweeters in G6:
@shrikant_stpib
@rramkumar1976
@sidd_raii
@manjupm1987
@bhaweshkj
@anuragdubey777
@skv_sanjay
@yvaraprasad1
@baishyaamal11
@stpibengaluru

Top Tweeters in G7:
@stephen_burtch
@nickzararis
@yolo_pinyato
@dkingbh
@newwaveoil
@zjlaing
@ade780
@geofitz4
@cityofchamps14
@noobish1

Top Tweeters in G8:
@ibnefaiz
@ssaleem08
@bushragohar
@ms98gm
@mazdaki
@gulbukhari
@mirsabmusab
@titojourno
@afiasalam
@themuhandiss

Top Tweeters in G9:
@foxnews
@waynedupreeshow
@aghamilton29
@davereaboi
@conceptualjames
@ggreenwald
@rising_serpent
@bretbaier
@scottadamssays
@willchamberlain

Top Tweeters in G10:
@doritmi
@_mamadeb
@tony__heller
@littlelishka
@takethatct
@mcfunny
@joltdude
@wendyorent
@omotforest
@geoffschuler


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