predictive analytics, Twitter, 10/31/2021 5:29:06 AM, 265158


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predictive analytics_2021-10-30_21-56-56.xlsx
predictive analytics_2021-10-30_21-56-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 31, 2021
Short Description:
predictive analytics via NodeXL https://bit.ly/2ZHKPEs
@botsecx
@stpiindia
@oracle
@the404code
@pank90576241
@ipfconline1
@ronald_vanloon
@khulood_almani
@ceo_aisoma
@iiot_world

Top hashtags:
#analytics
#ai
#iot
#datascience
#predictiveanalytics
#machinelearning

Description:
Description
The graph represents a network of 2,436 Twitter users whose tweets in the requested range contained "predictive analytics", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 31 October 2021 at 05:01 UTC.

The requested start date was Sunday, 31 October 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, 22-hour, 0-minute period from Sunday, 17 October 2021 at 01:41 UTC to Saturday, 30 October 2021 at 23:41 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 : 2436
Unique Edges : 1631
Edges With Duplicates : 3184
Total Edges : 4815
Number of Edge Types : 5
Tweet : 957
Retweet : 1306
MentionsInRetweet : 1634
Mentions : 805
Replies to : 113
Self-Loops : 1001
Reciprocated Vertex Pair Ratio : 0.0188159706287288
Reciprocated Edge Ratio : 0.0369369369369369
Connected Components : 799
Single-Vertex Connected Components : 527
Maximum Vertices in a Connected Component : 775
Maximum Edges in a Connected Component : 2490
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.191546
Graph Density : 0.000374262853905989
Modularity : 0.493543
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,436 Twitter users whose tweets in the requested range contained "predictive analytics", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 31 October 2021 at 05:01 UTC.

The requested start date was Sunday, 31 October 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, 22-hour, 0-minute period from Sunday, 17 October 2021 at 01:41 UTC to Saturday, 30 October 2021 at 23:41 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 : predictive 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:
[92] https://blogs.cisco.com/networking/5-things-you-should-know-about-predictive-analytics-in-networking
[59] https://dzone.com/articles/complete-guide-to-predictive-analytics-and-big-dat
[56] https://www.information-age.com/how-financial-services-can-invest-in-the-future-with-predictive-analytics-123497137/
[45] https://biztechmagazine.com/article/2020/03/guide-predictive-analytics-retail-perfcon
[19] https://www.aitrends.com/predictive-analytics/predictive-maintenance-proving-out-as-successful-ai-use-case/
[18] https://www.hrbartender.com/2021/strategy-planning/predictive-analytics-measurements/
[17] https://www.marketingaiinstitute.com/blog/ai-for-predictive-analytics
[16] https://www.raconteur.net/infographics/the-power-of-predictive-analytics/
[14] https://replug.link/14db2fc0
[14] https://twinybots.ch/

Top URLs in Tweet in G1:
[87] https://blogs.cisco.com/networking/5-things-you-should-know-about-predictive-analytics-in-networking
[11] https://www.aitrends.com/predictive-analytics/predictive-maintenance-proving-out-as-successful-ai-use-case/
[8] https://www.medtronic.com/us-en/our-company/healthcare-innovation-puts-people-first.html?cmpid=EMP_TECH_MVP41_FY22
[8] https://www.haleymarketing.com/2021/10/24/using-predictive-analytics-to-improve-staffing-cx/?utm_content=&utm_campaign=NetSocial&utm_source=twitter&utm_term=&utm_medium=social
[6] https://deadline.com/2021/10/liquid-media-group-teams-with-slated-on-predictive-analytics-for-film-tv-1234858641/
[6] https://ravenpredictiveanalytics.com/contact/
[5] https://www.mobihealthnews.com/news/mental-health-startup-sondermind-buys-predictive-analytics-tool-qntfy
[5] https://www.aitrends.com/predictive-analytics/predictive-maintenance-proving-out-as-successful-ai-use-case/?utm_source=dlvr.it&utm_medium=twitter
[4] https://healthitanalytics.com/news/predictive-analytics-finds-genetic-biomarkers-tied-to-severe-covid-19
[3] https://twinybots.ch/

Top URLs in Tweet in G2:
[59] https://dzone.com/articles/complete-guide-to-predictive-analytics-and-big-dat
[55] https://www.information-age.com/how-financial-services-can-invest-in-the-future-with-predictive-analytics-123497137/
[45] https://biztechmagazine.com/article/2020/03/guide-predictive-analytics-retail-perfcon
[16] https://www.marketingaiinstitute.com/blog/ai-for-predictive-analytics
[14] https://www.raconteur.net/infographics/the-power-of-predictive-analytics/
[12] https://replug.link/14db2fc0
[8] https://www.reinsurancene.ws/tigerrisk-partners-with-data-analytics-firm-pinpoint-predictive/
[8] https://econsultancy.com/what-is-predictive-analytics-and-what-are-its-main-uses-for-marketers/
[7] https://towardsdatascience.com/an-introduction-to-decision-trees-and-predictive-analytics-92924a8a77e7?source=rss------python-5&utm_source=dlvr.it&utm_medium=twitter
[7] https://appinventiv.com/blog/predictive-analytics-for-growing-business/

Top URLs in Tweet in G3:
[3] http://www.fasal.stpi.in

Top URLs in Tweet in G4:
[2] https://channeldrive.in/cloud-computing/construction-industry-looks-to-predictive-analytics-to-improve-outcomes-oracle/
[1] https://dy.si/VTXxbE2
[1] https://dy.si/Tpu5dY2
[1] https://dy.si/bkFPSf
[1] https://dy.si/MTBdA
[1] https://dy.si/Xvjif
[1] https://dy.si/X4Y2y3
[1] https://dy.si/ydHAQ
[1] https://dy.si/MMrX6t
[1] https://dy.si/XQvpE

Top URLs in Tweet in G5:
[6] https://www.mobihealthnews.com/news/mental-health-startup-sondermind-buys-predictive-analytics-tool-qntfy?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.iiot-world.com/predictive-analytics/predictive-maintenance/how-to-achieve-overall-equipment-effectiveness-oee-using-real-time-maintenance-rtm/?utm_source=IIoTWorldSocialMedia
[4] https://t.co/XLf8NupFkO
[4] https://blog.autonomoustrading.io/predictive-analytics-and-machine-learning-on-best-portfolio-to-invest-in-electric-vehicles/
[3] https://www.itweb.co.za/content/nWJad7be23rvbjO1
[3] https://www.insight.tech/industry/ai-driven-predictive-analytics-powers-machine-health?utm_source=twitter&utm_medium=organic-social&utm_campaign=insightdottech
[2] https://grjenkin.com/articles/category/predictive-analytics/698622/10/30/2021/a-shortcut-guide-to-machine-learning-and-ai-in-the-enterprise
[2] https://www.solenis.com/en/resources/blog/benefits-of-ai-driven-autonomous-chemistry-control
[2] https://www.pymnts.com/technology/2021/artificial-intelligence-predictive-analytics-allows-contractors-know-your-home-better-than-you/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.pymnts.com/technology/2021/artificial-intelligence-predictive-analytics-allows-contractors-know-your-home-better-than-you/

Top URLs in Tweet in G6:
[1] https://twitter.com/whowpro/status/1453240599319023618
[1] https://jobs.undp.org/cj_view_job.cfm?cur_job_id=102760

Top URLs in Tweet in G8:
[2] https://www.esri.com/training/catalog/5d76dcf7e9ccda09bef61294/spatial-data-science%3A-the-new-frontier-in-analytics/
[1] https://www.information-age.com/how-financial-services-can-invest-in-the-future-with-predictive-analytics-123497137/

Top URLs in Tweet in G9:
[1] https://www.morgan.edu/news/endowed-research-professorships
[1] https://www.diverseeducation.com/news-roundup/article/15280204/morgan-state-creates-three-endowed-research-professorships-with-3m-from-md-dept-of-commerce

Top Domains
Top Domains in Tweet in Entire Graph:
[175] dy.si
[92] cisco.com
[64] information-age.com
[59] dzone.com
[45] biztechmagazine.com
[32] towardsdatascience.com
[30] twitter.com
[28] aitrends.com
[25] linkedin.com
[24] mobihealthnews.com

Top Domains in Tweet in G1:
[87] cisco.com
[20] dy.si
[20] marketbeam.io
[16] linkedin.com
[16] aitrends.com
[15] okt.to
[12] ravenpredictiveanalytics.com
[11] haleymarketing.com
[8] twitter.com
[8] deadline.com

Top Domains in Tweet in G2:
[59] dzone.com
[55] information-age.com
[45] biztechmagazine.com
[23] towardsdatascience.com
[17] replug.link
[16] marketingaiinstitute.com
[14] raconteur.net
[14] datanami.com
[8] medium.com
[8] reinsurancene.ws

Top Domains in Tweet in G3:
[3] stpi.in

Top Domains in Tweet in G4:
[153] dy.si
[4] martechseries.com
[2] channeldrive.in
[1] skypointcloud.com

Top Domains in Tweet in G5:
[8] grjenkin.com
[8] mobihealthnews.com
[5] iiot-world.com
[5] information-age.com
[4] linkedin.com
[4] t.co
[4] pymnts.com
[4] autonomoustrading.io
[3] co.za
[3] insight.tech

Top Domains in Tweet in G6:
[1] twitter.com
[1] undp.org

Top Domains in Tweet in G8:
[2] esri.com
[1] information-age.com

Top Domains in Tweet in G9:
[1] morgan.edu
[1] diverseeducation.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[394] analytics
[317] ai
[239] iot
[236] datascience
[204] predictiveanalytics
[181] machinelearning
[173] bigdata
[158] supplychain
[153] thegreatresignation
[153] oraclelive



Top Hashtags in Tweet in G1:
[60] analytics
[49] predictiveanalytics
[41] ai
[25] healthcare
[14] medtronicemployee
[13] data
[12] bigdata
[11] healthit
[10] whitepaper
[10] woundcare

Top Hashtags in Tweet in G2:
[222] datascience
[211] analytics
[164] ai
[145] machinelearning
[134] bigdata
[95] iot
[88] predictiveanalytics
[85] python
[83] predictive
[57] financial

Top Hashtags in Tweet in G3:
[131] iot
[13] ocp1
[3] stpifasal
[3] stpicoes
[3] stpiindia

Top Hashtags in Tweet in G4:
[153] thegreatresignation
[153] supplychain
[153] oraclelive
[4] martech
[4] marketingtechnology
[4] tech
[2] oracle
[1] predictiveanalytics

Top Hashtags in Tweet in G5:
[45] ai
[24] ml
[15] predictiveanalytics
[9] machinelearning
[9] bigdata
[8] aiio
[8] nlu
[8] futureofwork
[6] artificialintelligence
[6] digitalhealth

Top Hashtags in Tweet in G8:
[1] blacktechtwitter
[1] 100daysofcode
[1] financial
[1] services
[1] predictive
[1] analytics
[1] fintech

Top Hashtags in Tweet in G9:
[1] r2nextstopr1
[1] morganmomentum
[1] hbcus

Top Hashtags in Tweet in G10:
[1] shegone
[1] overnerding
[1] savethegame

Top Words
Top Words in Tweet in Entire Graph:
[2162] predictive
[1935] analytics
[636] data
[564] more
[417] ai
[394] #analytics
[317] #ai
[304] build
[244] help
[239] #iot

Top Words in Tweet in G1:
[614] predictive
[585] analytics
[151] data
[94] know
[93] things
[89] networking
[86] more
[72] ai
[69] learn
[60] #analytics

Top Words in Tweet in G2:
[400] predictive
[306] analytics
[222] #datascience
[211] #analytics
[164] #ai
[151] data
[145] #machinelearning
[134] #bigdata
[100] guide
[95] #iot

Top Words in Tweet in G3:
[271] build
[142] predictive
[142] analytics
[139] stpiindia
[131] #iot
[131] based
[131] time
[129] empower
[126] system
[126] collect

Top Words in Tweet in G4:
[339] more
[173] predictive
[169] businesses
[169] need
[169] plan
[169] better
[169] agile
[169] response
[169] external
[169] factors

Top Words in Tweet in G5:
[102] predictive
[92] analytics
[49] ai
[45] #ai
[38] learning
[34] machine
[25] tool
[24] #ml
[23] data
[22] artificial

Top Words in Tweet in G6:
[48] health
[45] khairykj
[45] population
[45] wide
[45] enrollment
[45] mysj
[45] used
[45] deliver
[45] enhanced
[45] primary

Top Words in Tweet in G8:
[82] data
[43] free
[41] esri
[41] academy
[41] hosting
[41] training
[41] spatial
[41] science
[41] love
[41] expand

Top Words in Tweet in G9:
[30] morgan
[29] mdbiz
[28] morganstateu
[28] big
[28] things
[28] happening
[28] 3m
[28] support
[28] received
[28] adding

Top Words in Tweet in G10:
[2] predictive
[2] analytics
[2] mlb

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1362] predictive,analytics
[185] more,predictive
[176] analytics,help
[170] businesses,need
[170] external,factors
[169] need,plan
[169] plan,better
[169] better,more
[169] predictive,more
[169] more,agile

Top Word Pairs in Tweet in G1:
[469] predictive,analytics
[90] know,predictive
[88] things,know
[88] analytics,networking
[39] data,analytics
[30] machine,learning
[26] predictive,maintenance
[24] analytics,improve
[20] using,predictive
[18] liquid,media

Top Word Pairs in Tweet in G2:
[203] predictive,analytics
[78] machine,learning
[74] predictive,#analytics
[64] #predictive,#analytics
[59] #ai,#machinelearning
[57] #financial,#services
[57] #services,invest
[57] invest,future
[57] future,#predictive
[56] khulood_almani,#financial

Top Word Pairs in Tweet in G3:
[142] predictive,analytics
[139] stpiindia,build
[131] build,#iot
[131] #iot,based
[126] based,system
[126] system,collect
[126] collect,time
[126] time,dat
[126] dat,field
[126] field,build

Top Word Pairs in Tweet in G4:
[169] businesses,need
[169] need,plan
[169] plan,better
[169] better,more
[169] more,predictive
[169] predictive,more
[169] more,agile
[169] agile,response
[169] response,external
[169] external,factors

Top Word Pairs in Tweet in G5:
[80] predictive,analytics
[30] machine,learning
[21] ai,predictive
[19] artificial,intelligence
[16] much,conversation
[16] conversation,around
[16] around,#ai
[16] #ai,#ml
[16] #ml,describing
[16] describing,genuine

Top Word Pairs in Tweet in G6:
[45] population,wide
[45] wide,enrollment
[45] enrollment,mysj
[45] mysj,used
[45] used,deliver
[45] deliver,enhanced
[45] enhanced,primary
[45] primary,health
[45] health,care
[44] khairykj,population

Top Word Pairs in Tweet in G8:
[41] esri,academy
[41] academy,hosting
[41] hosting,free
[41] free,training
[41] training,spatial
[41] spatial,data
[41] data,science
[41] science,love
[41] love,data
[41] data,expand

Top Word Pairs in Tweet in G9:
[28] big,things
[28] things,happening
[28] happening,morgan
[28] morgan,3m
[28] 3m,support
[28] support,received
[28] received,mdbiz
[28] mdbiz,adding
[28] adding,endowed
[27] morganstateu,big

Top Replied-To
Top Replied-To in Entire Graph:
@alf_arteaga
@_birdmoney
@qlik_uk
@certilytics
@pepsico
@coachjeffleach
@commieberry
@dk13_chrisdano
@voiceislanderfn
@team_ipomantra

Top Replied-To in G1:
@cisquality

Top Replied-To in G2:
@datasciencedojo
@intocryptoverse
@certilytics

Top Replied-To in G4:
@marchex
@certilytics
@skypointcloud

Top Replied-To in G5:
@markyk

Top Replied-To in G6:
@khairykj

Top Replied-To in G7:
@rymc19

Top Replied-To in G10:
@jimmybronxny27

Top Mentioned
Top Mentioned in Entire Graph:
@oracle
@stpiindia
@khulood_almani
@ipfconline1
@pdh_scitechnews
@khairykj
@dzoneinc
@biztechmagazine
@teneikaask_you
@ronald_vanloon

Top Mentioned in G1:
@housingitguy
@ume_kyd
@cloudatalytics
@bobby_gratz
@approvedamerica
@accolitedigital
@nmqf
@drtao
@bizswell
@lifeexistence31

Top Mentioned in G2:
@khulood_almani
@pdh_scitechnews
@dzoneinc
@biztechmagazine
@ipfconline1
@ronald_vanloon
@ceo_aisoma
@akbarth3great
@gp_pulipaka
@richardeudes

Top Mentioned in G3:
@stpiindia

Top Mentioned in G4:
@oracle
@oraclecloud
@skypointcloud
@agrundey
@oraclecx
@oracleopenworld
@oracledatabase
@oraclemarketing
@oracleparksf
@oracledevs

Top Mentioned in G5:
@iiot_world
@terence_mills
@ipfconline1
@_timos_
@nerd
@towards_ai
@predictanalytic
@arxiv__ml
@christoph445566
@strick35

Top Mentioned in G6:
@khairykj
@akrishnan23
@my_sejahtera

Top Mentioned in G7:
@nice_learning
@laurafwg
@realdylanknight
@rightstuff47
@veqdera
@robertn51219021
@somewhitegirl8
@angloceltss
@stingingman
@scorpio_globex

Top Mentioned in G8:
@teneikaask_you
@noble__3
@khulood_almani

Top Mentioned in G9:
@mdbiz
@morganstateu
@diverseissues
@morganpres

Top Mentioned in G10:
@mlb
@mlbpaa
@notgaetti
@bobfile
@twuench
@baseballscrap
@murphybb_ia
@iamrags
@under2catching
@tracyringolsby

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@knewz_currently
@chidambara09
@jatirado
@gambiste1
@andyvermaut
@xaelbot
@crweworld
@prpnews
@rosenchild

Top Tweeters in G1:
@knewz_currently
@andyvermaut
@crweworld
@prpnews
@newsfilterio
@flashalert_me
@frontendla
@rkeyserling
@thearticletrunk
@suriyasubraman

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@cybersecurityn8
@ipythonistabot
@discovertech3
@morolswediu
@djangobot_
@fabriciosx
@coderretweet

Top Tweeters in G3:
@shrikant_stpib
@r_shankar_gowda
@rramkumar1976
@dhkshenava
@sidd_raii
@stpiindia
@rahulssg
@jitenstpi
@bhaweshkj
@anuragdubey777

Top Tweeters in G4:
@kurtpimentel
@bengreenbergnyc
@martechseries
@oraclemarketing
@oraclecx
@oracle
@alexandroprado
@gtrauvit
@cdpinstitute
@ziaaskari

Top Tweeters in G5:
@rosenchild
@artificialbra1n
@ml_tweet_bot
@caring_mobile
@education_24x7
@kuriharan
@nonsellcom
@blkhwk0ps
@eagerbeavertech
@_timos_

Top Tweeters in G6:
@bernamaradio
@zeekay15
@chaaaaamps
@bernamatv
@tussun_
@eagleeye810
@jerarudo1
@changeist
@munisjothee2
@aqiraazemi

Top Tweeters in G7:
@billellson
@rightstuff47
@sansculottestoo
@your_pal_billy
@christie_malry
@terrynpirates
@beans_n_bops
@falklandswars
@nice_learning
@bobootobian

Top Tweeters in G8:
@jfsebastian146
@_funbot
@grlswntfunds
@mrf0_olish
@elysianhue
@youngkingjh
@mishimakitan
@botblacktech
@fliiestbiddy
@kayodefoloruns3

Top Tweeters in G9:
@tifethebawse
@jdavis1007
@taylor__be
@carolsott
@stevechristo_
@wrightlaw1977
@callme_bugg
@iamher_tee
@qfad31aka
@mvrk_516

Top Tweeters in G10:
@2021nygiants
@mlb
@judge2stanton
@navhazard88
@tracyringolsby
@phobiccarrot
@williammarquar8
@mjtorres1230
@big_puma1363742
@ubelcheryl