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predictive analytics_2021-11-27_21-56-56.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2021
Short Description:
predictive analytics via NodeXL https://bit.ly/3pagN4W
@villainpinks
@officialindiaai
@yvesmulkers
@junjudapi
@mckinsey
@satyajit1910
@sauain
@technews25
@ml_tweet_bot
@ipfconline1

Top hashtags:
#lisa
#ai
#analytics
#predictiveanalytics
#machinelearning

Description:
Description
The graph represents a network of 3,050 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, 28 November 2021 at 06:02 UTC.

The requested start date was Sunday, 28 November 2021 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, 22-hour, 48-minute period from Sunday, 14 November 2021 at 01:02 UTC to Saturday, 27 November 2021 at 23:50 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 : 3050
Unique Edges : 1257
Edges With Duplicates : 4728
Total Edges : 5985
Number of Edge Types : 5
Retweet : 2133
MentionsInRetweet : 2387
Replies to : 88
Mentions : 539
Tweet : 838
Self-Loops : 870
Reciprocated Vertex Pair Ratio : 0.0162103746397695
Reciprocated Edge Ratio : 0.0319035802906771
Connected Components : 650
Single-Vertex Connected Components : 413
Maximum Vertices in a Connected Component : 994
Maximum Edges in a Connected Component : 2261
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.540975
Graph Density : 0.000303351273462409
Modularity : 0.473087
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,050 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, 28 November 2021 at 06:02 UTC.

The requested start date was Sunday, 28 November 2021 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, 22-hour, 48-minute period from Sunday, 14 November 2021 at 01:02 UTC to Saturday, 27 November 2021 at 23:50 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:
[46] https://www.aitrends.com/predictive-analytics/predictive-maintenance-proving-out-as-successful-ai-use-case/
[27] https://venturebeat.com/2021/11/16/how-predictive-analytics-improves-health-equity-outcomes/
[19] https://www.toprankblog.com/2021/11/b2b-marketing-news-112621/
[19] https://dzone.com/articles/complete-guide-to-predictive-analytics-and-big-dat
[18] https://blogs.cisco.com/networking/5-things-you-should-know-about-predictive-analytics-in-networking
[15] https://youthtoday.org/2021/11/predictive-analytics-in-child-welfare-raise-concerns/
[14] https://healthitanalytics.com/news/machine-learning-predictive-analytics-determine-drug-response
[12] https://www.appleacademicpress.com/artificial-intelligence-and-computing-logic-affective-haptics-neurocognition-and-emotional-recognition-for-androids-and-machine-learning/722
[11] https://www.information-age.com/how-financial-services-can-invest-in-the-future-with-predictive-analytics-123497137/
[11] https://infolksgroup.medium.com/predictive-analytics-in-healthcare-f184f03fbc8f?source=rss------artificial_intelligence-5&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[31] https://www.aitrends.com/predictive-analytics/predictive-maintenance-proving-out-as-successful-ai-use-case/
[16] https://blogs.cisco.com/networking/5-things-you-should-know-about-predictive-analytics-in-networking
[15] https://www.toprankblog.com/2021/11/b2b-marketing-news-112621/
[8] https://venturebeat.com/2021/11/16/how-predictive-analytics-improves-health-equity-outcomes/
[7] https://searchenterpriseai.techtarget.com/feature/Machine-learning-and-predictive-analytics-work-better-together
[7] https://ravenpredictiveanalytics.com/contact/
[6] https://youthtoday.org/2021/11/predictive-analytics-in-child-welfare-raise-concerns/
[5] https://martech.org/6-marketing-attribution-and-predictive-analytics-platforms-your-organization-should-consider/?utm_source=dlvr.it&utm_medium=twitter
[5] https://martech.org/6-marketing-attribution-and-predictive-analytics-platforms-your-organization-should-consider/
[5] https://www.toprankblog.com/2021/11/b2b-marketing-news-112621/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[15] https://www.aitrends.com/predictive-analytics/predictive-maintenance-proving-out-as-successful-ai-use-case/
[11] https://www.information-age.com/how-financial-services-can-invest-in-the-future-with-predictive-analytics-123497137/
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266200
[9] https://venturebeat.com/2021/11/16/how-predictive-analytics-improves-health-equity-outcomes/
[9] https://inoxoft.com/blog/complete-guide-to-predictive-analytics-and-big-data-analytics/
[8] https://dzone.com/articles/complete-guide-to-predictive-analytics-and-big-dat
[8] https://www.hdatasystems.com/blog/how-does-predictive-analytics-help-to-understand-the-future
[8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpub.towardsai.net%2Fuse-predictive-analytics-to-build-an-optimal-stock-portfolio-ecb474be9a5f%3Fsource%3Drss----98111c9905da---4
[7] https://healthitanalytics.com/news/machine-learning-predictive-analytics-determine-drug-response
[5] https://www.dataversity.net/case-study-predictive-analytics-and-data-science-keep-an-eye-on-the-weather/#disqus_thread

Top URLs in Tweet in G4:
[1] https://indiaai.gov.in/article/ghanan-ghanan-and-the-modern-ai-equipped-farmer?utm_source=Twitter&utm_medium=Generic&utm_campaign=WBS_ghanan-ghanan-and-the-modern-ai-equipped-farmer_27_November

Top URLs in Tweet in G5:
[1] https://ft.trib.al/lRreYPr

Top URLs in Tweet in G6:
[2] https://econsultancy.com/what-is-predictive-analytics-and-what-are-its-main-uses-for-marketers/
[1] https://biztechmagazine.com/article/2020/03/guide-predictive-analytics-retail-perfcon

Top URLs in Tweet in G7:
[12] https://www.appleacademicpress.com/artificial-intelligence-and-computing-logic-affective-haptics-neurocognition-and-emotional-recognition-for-androids-and-machine-learning/722
[7] https://lnkd.in/gprAnEF
[5] https://healthitanalytics.com/news/machine-learning-predictive-analytics-determine-drug-response
[3] https://www.plantservices.com/articles/2021/bpi-who-is-using-artificial-intelligence-machine-learning-and-for-what-assets/
[3] https://www.kuebix.com/artificial-intelligence-machine-learning-and-predictive-analytics-whats-best-for-my-business/
[3] http://bigdataldn.com/intelligence/predictive-analytics-vs-machine-learning/
[2] http://www.appleacademicpress.com/artificial-intelligence-and-computing-logic-affective-haptics-neurocognition-and-emotional-recognition-for-androids-and-machine-learning/722
[2] https://7wdata.be/predictive-analytics/enabling-citizen-data-scientists-to-reach-their-full-potential/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[2] https://7wdata.be/predictive-analytics/putting-data-to-work-to-deliver-the-best-care-everywhere/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[2] https://healthitanalytics.com/news/machine-learning-tool-predicts-kidney-function-response-to-treatment

Top URLs in Tweet in G8:
[2] https://blogs.cisco.com/networking/5-things-you-should-know-about-predictive-analytics-in-networking
[2] https://www.issquaredinc.com/predictive-analytics
[2] https://www.jabil.com/blog/the-rise-of-the-intelligent-digital-supply-chain.html
[1] https://www.bcg.com/featured-insights/how-to/roi-of-ai?utm_source=twitter&utm_medium=social&utm_campaign=how_to&utm_description=organic&utm_topic=ht_roi_of_ai&utm_geo=global&utm_content=how_to_ai&linkId=82361002&redir=true
[1] https://www.linkedin.com/pulse/understanding-cancer-cell-behavior-predictive-analytics-ciieco

Top URLs in Tweet in G9:
[1] https://twitter.com/MarkQuarter/status/1462560728183816193
[1] https://twitter.com/EiranGorodeski/status/676973563786694656
[1] https://twitter.com/EiranGorodeski/status/676971808445345795
[1] https://gcn.com/articles/2021/02/12/5-tech-trends.aspx

Top URLs in Tweet in G10:
[1] https://bmcmedicine.biomedcentral.com/articles/10.1186/s12916-019-1466-7

Top Domains
Top Domains in Tweet in Entire Graph:
[46] aitrends.com
[40] venturebeat.com
[33] healthitanalytics.com
[33] medium.com
[31] twitter.com
[30] toprankblog.com
[29] 7wdata.be
[24] linkedin.com
[20] martech.org
[20] azurewebsites.net

Top Domains in Tweet in G2:
[31] aitrends.com
[21] toprankblog.com
[20] linkedin.com
[16] venturebeat.com
[16] cisco.com
[14] twitter.com
[14] ravenpredictiveanalytics.com
[12] martech.org
[12] contentmx.com
[8] okt.to

Top Domains in Tweet in G3:
[15] aitrends.com
[14] medium.com
[11] information-age.com
[10] venturebeat.com
[10] nodexlgraphgallery.org
[10] datacamp.com
[9] inoxoft.com
[8] healthitanalytics.com
[8] dzone.com
[8] hdatasystems.com

Top Domains in Tweet in G4:
[1] gov.in

Top Domains in Tweet in G5:
[1] trib.al

Top Domains in Tweet in G6:
[2] econsultancy.com
[1] biztechmagazine.com

Top Domains in Tweet in G7:
[15] salestechstar.com
[14] appleacademicpress.com
[9] healthitanalytics.com
[7] lnkd.in
[6] 7wdata.be
[6] azurewebsites.net
[3] okt.to
[3] plantservices.com
[3] kuebix.com
[3] bigdataldn.com

Top Domains in Tweet in G8:
[2] cisco.com
[2] issquaredinc.com
[2] jabil.com
[1] bcg.com
[1] linkedin.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] gcn.com

Top Domains in Tweet in G10:
[1] biomedcentral.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[994] lisa
[195] ai
[177] analytics
[139] predictiveanalytics
[129] machinelearning
[101] artificialintelligence
[99] datascience
[96] data
[86] bigdata
[65] ml



Top Hashtags in Tweet in G1:
[994] lisa

Top Hashtags in Tweet in G2:
[37] predictiveanalytics
[30] analytics
[17] data
[13] ai
[12] bigdata
[11] machinelearning
[11] azuremachinelearning
[8] ml
[6] dataanalytics
[6] datascience

Top Hashtags in Tweet in G3:
[106] ai
[84] machinelearning
[75] analytics
[70] datascience
[59] artificialintelligence
[53] bigdata
[45] predictiveanalytics
[38] ml
[36] algorithms
[34] python

Top Hashtags in Tweet in G4:
[1] aiwordplay
[1] aigames

Top Hashtags in Tweet in G5:
[1] ftdigitaldialogues

Top Hashtags in Tweet in G7:
[14] salestech
[14] news
[13] salestechnologies
[13] tech
[12] artificialintelligence
[12] ai
[9] data
[6] 7wdata
[5] ml
[5] bigdata

Top Hashtags in Tweet in G8:
[11] infographic
[8] ai
[7] analytics
[5] business
[4] dataanalytics
[4] security
[3] technology
[3] biotech
[3] startup
[3] cancer

Top Words
Top Words in Tweet in Entire Graph:
[2002] 2022
[1988] pandora
[1751] predictive
[1641] analytics
[1039] see
[1009] 10
[999] developed
[995] artists
[995] combination
[994] selects

Top Words in Tweet in G1:
[1988] pandora
[1988] 2022
[995] artists
[994] selects
[994] #lisa
[994] 10
[994] see
[994] ten
[994] developed
[994] combination

Top Words in Tweet in G2:
[468] predictive
[449] analytics
[104] data
[95] more
[86] ai
[61] learn
[59] use
[55] marketers
[54] marketing
[52] b2b

Top Words in Tweet in G3:
[255] predictive
[229] analytics
[106] #ai
[106] data
[84] #machinelearning
[75] #analytics
[70] #datascience
[59] #artificialintelligence
[53] #bigdata
[52] use

Top Words in Tweet in G4:
[158] predictive
[158] models
[157] analytics
[157] tools
[157] powered
[157] several
[157] different
[157] algorithms
[157] applied
[157] wide

Top Words in Tweet in G5:
[123] value
[111] predictive
[111] analytics
[110] change
[110] mindsets
[110] build
[110] accuracy
[110] focus
[110] transform
[110] business

Top Words in Tweet in G6:
[93] top
[93] artificial
[93] intelligence
[93] machine
[93] learning
[93] applications
[93] healthcare
[93] ai
[93] symptom
[93] checker

Top Words in Tweet in G7:
[77] predictive
[77] analytics
[46] intelligence
[45] artificial
[39] machine
[37] learning
[33] ai
[29] vol
[29] published
[24] 2021

Top Words in Tweet in G8:
[43] predictive
[33] analytics
[14] antgrasso
[14] understand
[11] power
[11] let's
[11] help
[11] #infographic
[11] cc
[10] enfusesolution

Top Words in Tweet in G9:
[8] potus
[8] predictive
[8] analytics
[7] statedept
[7] covid
[7] aapl
[6] markquarter
[6] example
[6] biosensor
[5] curatively

Top Words in Tweet in G10:
[2] maartenvsmeden
[2] argenscore
[2] djc795
[2] 1987andrewk
[2] gscollins
[2] rahatheart1
[2] mmamas1973
[2] victordayan1
[2] pomyers
[2] dr_benoy_n_shah

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1287] predictive,analytics
[994] pandora,selects
[994] selects,#lisa
[994] #lisa,10
[994] 10,artists
[994] artists,see
[994] see,2022
[994] 2022,pandora
[994] pandora,ten
[994] ten,2022

Top Word Pairs in Tweet in G1:
[994] pandora,selects
[994] selects,#lisa
[994] #lisa,10
[994] 10,artists
[994] artists,see
[994] see,2022
[994] 2022,pandora
[994] pandora,ten
[994] ten,2022
[994] 2022,developed

Top Word Pairs in Tweet in G2:
[337] predictive,analytics
[37] predictive,maintenance
[33] machine,learning
[31] ai,use
[31] use,case
[27] learn,more
[26] analytics,more
[26] b2b,marketing
[25] marketing,news
[25] news,b2b

Top Word Pairs in Tweet in G3:
[148] predictive,analytics
[41] machine,learning
[36] predictive,#analytics
[36] top,machine
[35] learning,#algorithms
[35] #algorithms,predictions
[35] predictions,higher
[35] higher,resolution
[35] resolution,table
[35] table,downloaded

Top Word Pairs in Tweet in G4:
[157] predictive,analytics
[157] analytics,tools
[157] tools,powered
[157] powered,several
[157] several,different
[157] different,models
[157] models,algorithms
[157] algorithms,applied
[157] applied,wide
[157] wide,range

Top Word Pairs in Tweet in G5:
[111] predictive,analytics
[110] change,mindsets
[110] mindsets,build
[110] build,accuracy
[110] accuracy,focus
[110] focus,value
[110] value,predictive
[110] analytics,transform
[110] transform,business
[110] business,unlock

Top Word Pairs in Tweet in G6:
[93] top,artificial
[93] artificial,intelligence
[93] intelligence,machine
[93] machine,learning
[93] learning,applications
[93] applications,healthcare
[93] healthcare,ai
[93] ai,symptom
[93] symptom,checker
[93] checker,cancer

Top Word Pairs in Tweet in G7:
[68] predictive,analytics
[45] artificial,intelligence
[37] machine,learning
[28] vol,published
[23] intelligence,predictive
[15] intelligence,machine
[14] learning,predictive
[14] v3,2021
[14] 2021,vol
[14] published,2017

Top Word Pairs in Tweet in G8:
[33] predictive,analytics
[11] power,predictive
[11] analytics,let's
[11] let's,understand
[11] understand,help
[11] help,#infographic
[11] #infographic,cc
[11] cc,antgrasso
[10] enfusesolution,power
[10] antgrasso,lindag

Top Word Pairs in Tweet in G9:
[8] predictive,analytics
[6] statedept,potus
[4] one,example
[4] example,biosensor
[4] biosensor,technology
[4] technology,make
[4] make,big
[4] big,difference
[4] difference,curatively
[4] curatively,treating

Top Word Pairs in Tweet in G10:
[2] maartenvsmeden,argenscore
[2] argenscore,djc795
[2] djc795,1987andrewk
[2] 1987andrewk,gscollins
[2] gscollins,rahatheart1
[2] rahatheart1,mmamas1973
[2] mmamas1973,victordayan1
[2] victordayan1,pomyers
[2] pomyers,dr_benoy_n_shah

Top Replied-To
Top Replied-To in Entire Graph:
@cryptocityspot7
@statedept
@willthepigg
@wwright88
@iohk_charles
@cryptotitans1
@cricketaakash
@sonaam1234
@laserlikemike
@bass8151

Top Replied-To in G7:
@wiredscience
@7wdata
@androidauth
@wwd
@hightechcampus
@dashlane
@idc
@trendmicro
@bidopsinc
@syncfusion

Top Replied-To in G9:
@statedept
@ashishkjha
@chrisvanhollen
@shawnjvandiver

Top Replied-To in G10:
@maartenvsmeden

Top Mentioned
Top Mentioned in Entire Graph:
@villainpinks
@officialindiaai
@mckinsey
@sauain
@aisoma_ag
@ipfconline1
@ascentt
@antgrasso
@akbarth3great
@ruben_arce_s

Top Mentioned in G1:
@villainpinks

Top Mentioned in G2:
@bobby_gratz
@cubbycub15
@cloudatalytics
@elitequantumllc
@upgrad_na
@ishitas03
@pistakkiomktg
@steem_curator

Top Mentioned in G3:
@aisoma_ag
@ipfconline1
@ascentt
@ruben_arce_s
@dzoneinc
@aiworldexpo
@balavenkatesh22
@iainljbrown
@this0499154500
@ceo_aisoma

Top Mentioned in G4:
@officialindiaai

Top Mentioned in G5:
@mckinsey
@ultabeauty
@footlocker
@judithrevans

Top Mentioned in G6:
@sauain
@dd_jessica_

Top Mentioned in G7:
@acdmkrd
@cgtmagazine
@wavehealthapp
@monster85008500
@sauain
@rosemarynorlu
@eweyhrauch_mf
@millioninsight
@bitaamani1
@eagerbeavertech

Top Mentioned in G8:
@antgrasso
@enfusesolution
@lindag
@teradata
@visualinfortech
@issquaredinc
@mckinsey
@mestastop
@lindagrass0
@ciieindia

Top Mentioned in G9:
@potus
@markquarter
@statedept
@nih
@nihdirector
@repannaeshoo
@repfredupton
@joebiden
@ashishkjha
@senangusking

Top Mentioned in G10:
@argenscore
@djc795
@1987andrewk
@gscollins
@rahatheart1
@mmamas1973
@victordayan1
@pomyers
@dr_benoy_n_shah
@pash22

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@soslalisa
@chidambara09
@gambiste1
@piyuanker12
@xaelbot
@codedailybot
@zsinein
@thedeveloperbot

Top Tweeters in G1:
@soslalisa
@zsinein
@abilnk
@bpjjrllove
@_instagramqueen
@beelisamnb
@matzee_aim
@nongjuttt
@zzlovezz123
@nenosister

Top Tweeters in G2:
@it_securitynews
@pavelnosok
@suriyasubraman
@prison_health
@jamesvgingerich
@eprnetwork
@newsfrombw
@nwjs_jobs
@pressrelease_cc
@rehownet2

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@chidambara09
@piyuanker12
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@ipythonistabot
@morolswediu

Top Tweeters in G4:
@vhetal
@umesh97705207
@cool_bindra
@ramprasad43
@lyfesupermom
@friend_4eve
@stopthestart
@seemajain515
@godsowntalk
@kinjal__01

Top Tweeters in G5:
@cristin57273685
@ting11228
@waikikibeech
@footlocker
@cprimera
@pinapa5
@yanalyuzcategui
@ultabeauty
@cazadortrinos
@ahmed747hassan

Top Tweeters in G6:
@a_jaden_
@photolawn
@ladibalo
@juanbg
@deeperthrill
@binhan2401
@rebones
@dracokeem1
@dharmikrebel
@moein_wazir

Top Tweeters in G7:
@artificialbra1n
@ml_tweet_bot
@7wdata
@eagerbeavertech
@technojeder
@manifattura40
@richfield65
@ultrascan419
@mbohl07
@beefyspace

Top Tweeters in G8:
@nicochan33
@codewithtwitchi
@domingonarvaez1
@dpo_gdpr_ccpa
@mitsmr
@pawlowskimario
@starlasphinz1
@antgrasso
@jak7ltqoq3hjkfq
@konicnisa

Top Tweeters in G9:
@gambiste1
@infosechotspot
@markquarter
@statedept
@googlenesthelp
@trumanproject
@shawnjvandiver
@thebushcenter
@buffywicks
@krisgoldsmith85

Top Tweeters in G10:
@pash22
@mmamas1973
@rahatheart1
@iordananutarus1
@drjohnm
@escardio
@uniofoxford
@djc795
@maartenvsmeden
@gonzaeperez