predictive analytics, Twitter, 4/17/2022 12:33:09 PM, 274937


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predictive analytics_2022-04-16_21-56-56.xlsx
predictive analytics_2022-04-16_21-56-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 17, 2022
Short Description:
predictive analytics via NodeXL https://bit.ly/3xziM94
@catherineadenle
@chidambara09
@xeronbot
@gp_pulipaka
@hakomtimeseries
@forbes
@this0499154500
@fabriciosx
@thecuriousluke
@ricardo_ik_ahau

Top hashtags:
#ai
#datascience
#analytics
#data
#bigdata

Description:
Description
The graph represents a network of 1,565 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, 17 April 2022 at 05:00 UTC.

The requested start date was Sunday, 17 April 2022 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, 14-minute period from Sunday, 03 April 2022 at 00:32 UTC to Saturday, 16 April 2022 at 23:46 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 : 1565
Unique Edges : 1127
Edges With Duplicates : 1616
Total Edges : 2743
Number of Edge Types : 5
Retweet : 684
MentionsInRetweet : 856
Tweet : 657
Mentions : 454
Replies to : 92
Self-Loops : 679
Reciprocated Vertex Pair Ratio : 0.0239043824701195
Reciprocated Edge Ratio : 0.0466926070038911
Connected Components : 578
Single-Vertex Connected Components : 345
Maximum Vertices in a Connected Component : 329
Maximum Edges in a Connected Component : 1110
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.377241
Graph Density : 0.000524991216100275
Modularity : 0.522711
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,565 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, 17 April 2022 at 05:00 UTC.

The requested start date was Sunday, 17 April 2022 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, 14-minute period from Sunday, 03 April 2022 at 00:32 UTC to Saturday, 16 April 2022 at 23:46 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:
[22] https://www.bbntimes.com/technology/how-predictive-analytics-is-changing-risk-management
[20] https://www.couponed12.com/2021/03/data-science-predictive-analytics-theory.html
[13] https://www.forbes.com/sites/splunk/2022/04/01/the-6-myths-and-realities-of-aiops/?sh=6e9160e05dd3&utm_source=TWITTER&utm_medium=social&utm_content=6759696641&utm_campaign=sprinklrForbesMainTwitter
[11] http://www.primeclasses.in/blog/2019/08/26/the-need-for-data-science-in-healthcare-industry/
[11] https://blog.minitab.com/en/feature-engineering-for-machine-learning-and-predictive-analytics
[11] https://ravenpredictiveanalytics.com/contact/
[10] https://www.healthcareitnews.com/news/predictive-analytics-machine-learning-and-computer-vision-are-transforming-virtual-care-patient
[9] https://7wdata.be/predictive-analytics/can-ai-emulate-human-creativity/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-24-7wBlog
[8] https://twinybots.ch/
[8] https://pubricahealthcare.medium.com/deep-learning-for-predictive-analytics-in-healthcare-pubrica-24b4454b6934?source=rss------deep_learning-5

Top URLs in Tweet in G1:
[6] https://vox.veritas.com/t5/Protection/Optimize-Veritas-Appliance-management-with-predictive-analytics/ba-p/894102
[5] https://twinybots.ch/
[4] https://www.healthcareitnews.com/news/predictive-analytics-machine-learning-and-computer-vision-are-transforming-virtual-care-patient
[4] https://dailyhodl.com/2022/04/06/swiss-defi-first-bank-alternative-fluid-finance-sa-joins-forces-with-predictive-blockchain-analytics-partner-merkle-science/
[4] https://dailyhodl.com/2022/04/06/swiss-defi-first-bank-alternative-fluid-finance-sa-joins-forces-with-predictive-blockchain-analytics-partner-merkle-science/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.techmeme.com/220405/p35
[3] https://www.linkedin.com/feed/update/urn:li:activity:6917153963591041024?utm_source=bambu&medium=social&campaign=advocacy
[3] https://www.indiumsoftware.com/blog/predictive-analytics-in-2022/
[3] https://www.couponed12.com/2021/03/data-science-predictive-analytics-theory.html
[3] https://remotepracticemanagers.com/using-predictive-analytics-to-grow-your-practice/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G2:
[22] https://www.bbntimes.com/technology/how-predictive-analytics-is-changing-risk-management
[14] https://www.couponed12.com/2021/03/data-science-predictive-analytics-theory.html
[11] http://www.primeclasses.in/blog/2019/08/26/the-need-for-data-science-in-healthcare-industry/
[8] https://arxiv.org/abs/2203.04955
[5] https://www.techtarget.com/searchenterpriseai/definition/machine-learning-ML?es_id=13647d9e82
[3] https://twinybots.ch/
[2] https://www.frontiersin.org/articles/10.3389/fpsyg.2011.00395/full
[2] https://www.cioapplications.com/news/why-is-predictive-analytics-the-cornerstone-for-insurers-nid-6837.html
[1] https://finnstats.com/index.php/2022/03/13/predictive-analytics-models-in-r/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://pubricahealthcare.medium.com/deep-learning-for-predictive-analytics-in-healthcare-pubrica-24b4454b6934?source=rss------deep_learning-5

Top URLs in Tweet in G3:
[13] https://www.forbes.com/sites/splunk/2022/04/01/the-6-myths-and-realities-of-aiops/?sh=6e9160e05dd3&utm_source=TWITTER&utm_medium=social&utm_content=6759696641&utm_campaign=sprinklrForbesMainTwitter
[8] https://7wdata.be/predictive-analytics/can-ai-emulate-human-creativity/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-24-7wBlog
[5] https://7wdata.be/predictive-analytics/can-ai-emulate-human-creativity/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[5] https://www.deccanchronicle.com/in-focus/111121/predictive-analysis-and-data-mining-are-not-the-same.html
[4] https://www.cioapplications.com/news/why-is-predictive-analytics-the-cornerstone-for-insurers-nid-6837.html
[4] https://7wdata.be/predictive-analytics/three-critical-steps-for-data-driven-success/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-24-7wBlog
[4] https://7wdata.be/predictive-analytics/why-external-data-is-so-important-for-every-business/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-24-7wBlog
[3] https://blog.minitab.com/en/feature-engineering-for-machine-learning-and-predictive-analytics
[3] https://7wdata.be/predictive-analytics/why-external-data-is-so-important-for-every-business/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[3] https://minitabinsights.cventevents.com/event/a904417d-4dc3-4419-82dd-06053cf21cae

Top URLs in Tweet in G5:
[1] https://twitter.com/arapaho415/status/1136406114247925760
[1] https://www.calcalistech.com/ctech/articles/0,7340,L-3752186,00.html

Top URLs in Tweet in G6:
[1] https://twitter.com/aaronjschaffer/status/1511309484228059139

Top URLs in Tweet in G7:
[1] https://sloangroups.mit.edu/Blockchain/rsvp_boot?id=1568644

Top URLs in Tweet in G8:
[2] https://www.washingtonpost.com/politics/2022/04/05/fbi-is-spending-millions-social-media-tracking-software/
[1] https://www.techmeme.com/220405/p35

Top URLs in Tweet in G9:
[2] https://link.medium.com/HoFSeKf0zob?utm_medium=article
[2] https://www.ingliguori.com/predictive-maintenance-with-modelops/
[1] https://finance.yahoo.com/news/corvel-releases-integrated-claims-risk-112200921.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://pubricahealthcare.medium.com/deep-learning-for-predictive-analytics-in-healthcare-pubrica-24b4454b6934?source=rss------deep_learning-5
[1] https://www.couponed12.com/2021/03/data-science-predictive-analytics-theory.html
[1] https://www.cioinsight.com/big-data/machine-learning-predictive-analytics/?utm_campaign=Social
[1] Media
[1] -
[1] General&utm_content=203427441&utm_medium=social&utm_source=twitter&hss_channel=tw-4374393735
[1] https://www.onprocess.com/blog/anticipate-the-future-the-power-of-predictive-analytics/

Top URLs in Tweet in G10:
[3] https://www.intel.com/content/www/us/en/internet-of-things/white-papers/industrial-optimizing-manufacturing-with-iot-paper.html
[2] 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://software.intel.com/content/www/us/en/develop/articles/increasing-efficiency-and-uptime-with-predictive-maintenance.html?cid=em-elq-35722&utm_source=elq&utm_medium=email&utm_campaign=35722&elq_cid=3686477

Top Domains
Top Domains in Tweet in Entire Graph:
[42] 7wdata.be
[32] azurewebsites.net
[28] medium.com
[24] forbes.com
[24] linkedin.com
[22] bbntimes.com
[22] ravenpredictiveanalytics.com
[20] couponed12.com
[16] twitter.com
[12] youtube.com

Top Domains in Tweet in G1:
[22] linkedin.com
[9] twitter.com
[9] marketbeam.io
[8] dailyhodl.com
[6] ituser.es
[6] postbeyond.com
[6] veritas.com
[5] co.uk
[5] youtube.com
[5] twinybots.ch

Top Domains in Tweet in G2:
[22] bbntimes.com
[14] couponed12.com
[11] primeclasses.in
[8] arxiv.org
[5] techtarget.com
[3] twinybots.ch
[2] medium.com
[2] frontiersin.org
[2] cioapplications.com
[1] finnstats.com

Top Domains in Tweet in G3:
[38] 7wdata.be
[32] azurewebsites.net
[16] forbes.com
[11] google.com
[8] pecan.ai
[5] cioapplications.com
[5] deccanchronicle.com
[4] grjenkin.com
[3] minitab.com
[3] cventevents.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] calcalistech.com

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

Top Domains in Tweet in G7:
[1] mit.edu

Top Domains in Tweet in G8:
[2] washingtonpost.com
[1] techmeme.com

Top Domains in Tweet in G9:
[3] medium.com
[2] ingliguori.com
[1] yahoo.com
[1] couponed12.com
[1] cioinsight.com
[1] onprocess.com

Top Domains in Tweet in G10:
[4] intel.com
[2] bcg.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[298] ai
[216] datascience
[206] analytics
[166] data
[158] bigdata
[123] machinelearning
[108] deeplearning
[95] ml
[83] predictiveanalytics
[75] predictive



Top Hashtags in Tweet in G1:
[46] analytics
[33] predictiveanalytics
[22] ai
[19] data
[13] predictive
[12] dataanalytics
[9] woundcare
[8] technology
[6] ml
[6] learning

Top Hashtags in Tweet in G2:
[167] datascience
[153] ai
[107] bigdata
[95] analytics
[94] deeplearning
[90] data
[72] ml
[60] machinelearning
[55] python
[37] datasets

Top Hashtags in Tweet in G3:
[59] ai
[39] data
[26] bigdata
[21] machinelearning
[19] artificialintelligence
[18] analytics
[18] predictiveanalytics
[17] datascience
[16] cloud
[16] 7wdata

Top Hashtags in Tweet in G9:
[10] predictive
[9] ai
[9] tech
[6] iot
[6] analytics
[6] machinelearning
[4] datascience
[4] bigdata
[4] industry40
[3] digital

Top Hashtags in Tweet in G10:
[6] analytics
[5] bigdata
[4] intelinnovator
[4] iot
[4] iiot
[2] ai
[2] data
[1] business
[1] cloudcomputing
[1] edgecomputing

Top Words
Top Words in Tweet in Entire Graph:
[1141] predictive
[1082] analytics
[398] data
[297] #ai
[219] ai
[218] more
[216] #datascience
[205] #analytics
[180] catherineadenle
[166] #data

Top Words in Tweet in G1:
[375] analytics
[369] predictive
[113] data
[69] more
[45] #analytics
[39] learn
[37] use
[36] insights
[33] #predictiveanalytics
[29] care

Top Words in Tweet in G2:
[171] catherineadenle
[167] #datascience
[153] #ai
[108] predictive
[107] #bigdata
[102] infographic
[98] data
[95] science
[95] #analytics
[94] #deeplearning

Top Words in Tweet in G3:
[126] analytics
[121] predictive
[59] #ai
[54] machine
[43] learning
[40] data
[39] #data
[27] office
[27] business
[26] #bigdata

Top Words in Tweet in G4:
[2] people

Top Words in Tweet in G5:
[7] arapaho415
[6] ydanasmithdutra
[6] carrybeyond
[6] teresaccarter2
[6] amys_here
[6] rhonda_harbison
[6] ambienstupor
[6] theerougarou
[6] ashoutoutfrommn
[5] sisâ

Top Words in Tweet in G6:
[28] documents
[28] fbi
[28] 'predictive
[28] analytics'
[28] feature
[28] 'point
[28] toward
[28] possible
[28] actions
[28] subject

Top Words in Tweet in G7:
[4] _birdmoney
[3] predictive
[3] analytics
[2] web3

Top Words in Tweet in G8:
[20] fbi
[11] aaronjschaffer
[11] asked
[11] software
[11] run
[11] œpersistent
[11] automated
[11] searches
[11] minutes
[10] œpreâ

Top Words in Tweet in G9:
[24] khulood_almani
[12] thank
[12] kind
[10] #predictive
[10] enilev
[9] ingliguori
[9] #ai
[9] fantastic
[9] research
[9] mitðÿ

Top Words in Tweet in G10:
[10] predictive
[6] analytics
[6] antgrasso
[6] #analytics
[5] maintenance
[5] #bigdata
[5] organizations
[5] starting
[5] integrate
[5] ai

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[762] predictive,analytics
[116] data,science
[106] machine,learning
[99] catherineadenle,infographic
[82] #ai,#deeplearning
[76] artificial,intelligence
[75] #datascience,#ai
[65] data,analytics
[63] #analytics,#datascience
[59] #bigdata,#analytics

Top Word Pairs in Tweet in G1:
[256] predictive,analytics
[30] learn,more
[24] data,analytics
[20] fluid,finance
[20] finance,sa
[18] swiss,defi
[18] defi,first
[18] first,bank
[18] bank,alternative
[18] alternative,fluid

Top Word Pairs in Tweet in G2:
[93] catherineadenle,infographic
[92] data,science
[75] #ai,#deeplearning
[64] #datascience,#ai
[52] #analytics,#datascience
[45] infographic,data
[45] science,helps
[45] helps,ai
[45] ai,catherineadenle
[45] catherineadenle,#datascience

Top Word Pairs in Tweet in G3:
[91] predictive,analytics
[38] machine,learning
[17] big,data
[16] #ai,emulate
[16] emulate,human
[16] human,creativity
[16] creativity,work
[16] work,office
[16] office,know
[16] know,coffee

Top Word Pairs in Tweet in G5:
[6] ydanasmithdutra,carrybeyond
[6] carrybeyond,teresaccarter2
[6] teresaccarter2,amys_here
[6] amys_here,rhonda_harbison
[6] rhonda_harbison,ambienstupor
[6] ambienstupor,theerougarou
[6] theerougarou,ashoutoutfrommn
[5] arapaho415,ydanasmithdutra
[5] ashoutoutfrommn,sisâ
[3] agenthades1,ushadrons

Top Word Pairs in Tweet in G6:
[28] documents,fbi
[28] fbi,'predictive
[28] 'predictive,analytics'
[28] analytics',feature
[28] feature,'point
[28] 'point,toward
[28] toward,possible
[28] possible,actions
[28] actions,subject
[27] justinhendrix,documents

Top Word Pairs in Tweet in G7:
[3] predictive,analytics
[2] analytics,web3

Top Word Pairs in Tweet in G8:
[11] fbi,asked
[11] asked,software
[11] software,run
[11] run,œpersistent
[11] œpersistent,automated
[11] automated,searches
[11] searches,minutes
[10] aaronjschaffer,fbi
[10] minutes,œpreâ
[8] records,show

Top Word Pairs in Tweet in G9:
[12] khulood_almani,kind
[10] enilev,khulood_almani
[9] khulood_almani,fantastic
[9] fantastic,research
[9] research,mitðÿ
[9] mitðÿ,œ
[9] œ,thank
[9] thank,dear
[9] dear,khulood_almani
[9] kind,mentionðÿ

Top Word Pairs in Tweet in G10:
[5] predictive,maintenance
[5] #bigdata,#analytics
[5] organizations,starting
[5] starting,integrate
[5] integrate,ai
[5] ai,businesses
[5] businesses,making
[5] making,use
[5] use,machine
[5] machine,learning

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@catherineadenle
@gp_pulipaka
@justinhendrix
@bbntimes_en
@hakomtimeseries
@forbes
@everythingcour1
@verticaunified
@enilev
@cttargeted

Top Mentioned in G1:
@bobby_gratz
@bizswell
@colinsumter
@ketos_h2o
@cloudatalytics
@eelrekab
@runmytech

Top Mentioned in G2:
@catherineadenle
@gp_pulipaka
@bbntimes_en
@hakomtimeseries
@everythingcour1
@nowbounce
@sh_hameed
@ravikikan
@pinakilaskar
@veracitiz

Top Mentioned in G3:
@forbes
@yvesmulkers
@chidambara09
@catherineadenle
@gp_pulipaka
@ascentt
@7wdata
@pecan_ai
@betamoroney
@enilev

Top Mentioned in G4:
@modernista64
@joe__312
@mdyankeefan1
@infoguru16
@yellowstoneran1
@jonrfleming
@john_iwas_
@wcsmith50952576
@magamuslim1
@angryfleas

Top Mentioned in G5:
@arapaho415
@carrybeyond
@teresaccarter2
@amys_here
@rhonda_harbison
@ambienstupor
@theerougarou
@ashoutoutfrommn
@ydanasmithdutra

Top Mentioned in G6:
@justinhendrix

Top Mentioned in G7:
@_birdmoney
@binancelabs
@starsharks_sss
@symbiosis_fi
@cerenetwork
@numbersprotocol
@ninechronicles
@dorafactory
@melos_studio
@mintclubpro

Top Mentioned in G8:
@aaronjschaffer
@techmeme

Top Mentioned in G9:
@enilev
@khulood_almani
@mit
@ingliguori
@techmenttech
@milocamj
@correlationone
@genericgranola
@everythingcour1

Top Mentioned in G10:
@antgrasso
@inteliot
@smartbizinsight
@bcg
@mitsmr
@yvesmulkers
@ayclearndigital
@fourdotone
@thedigitalecos

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@crweworld
@jacekwierzbicki
@cybersecurityn8
@newsfilterio
@jfsebastian146
@vonrosenchild

Top Tweeters in G1:
@crweworld
@jacekwierzbicki
@newsfilterio
@flashalert_me
@swissbusiness
@evanderburg
@webnowcompany
@stckpro
@thearticletrunk
@quantisnow

Top Tweeters in G2:
@xaelbot
@codedailybot
@jfsebastian146
@fabriciosx
@dataaugmented
@hubofml
@serverlessfan
@nicochan33
@rahul05ranjan
@neusamandrade

Top Tweeters in G3:
@chidambara09
@ml_tweet_bot
@botsecx
@ssxman2
@education_24x7
@o_g_log
@ricardo_ik_ahau
@biconnections
@suriyasubraman
@jamesvgingerich

Top Tweeters in G4:
@mdyankeefan1
@rgspol
@virtualgstorm
@angryfleas
@melissa5053
@artyshouse
@tomdoubting
@nickdone8
@fuarfearg
@pootdibou

Top Tweeters in G5:
@carrybeyond
@rhonda_harbison
@ydanasmithdutra
@zipillinois
@saysdana
@ushadrons
@ninaandtito
@honeybadgerla
@b_ofrights
@teresaccarter2

Top Tweeters in G6:
@netminnow
@maxamaxim
@bret_hitch
@msmariablack
@dulcimer1978
@moolahmitch
@lucid00
@polotek
@rzhongnotes
@lawless82711890

Top Tweeters in G7:
@ladyofcrypto1
@somastream
@hc_capital
@gat_network
@ninechronicles
@solana4africa
@binancelabs
@_birdmoney
@cerenetwork
@dorafactory

Top Tweeters in G8:
@bronxfanatic
@paulmick
@techmeme
@codeforpdx
@propcazhpm
@infination
@armavirumque
@quickfoundnet
@phoenix078
@hypervisible

Top Tweeters in G9:
@sectest9
@cybersecurityn8
@thecuriousluke
@newsneus
@milocamj
@sprint_code
@ritikag69283079
@booly_supply
@_oliviabot
@enilev

Top Tweeters in G10:
@82jjc
@mitsmr
@antgrasso
@tech2specialist
@ayclearndigital
@lostindigit
@cyberdigitaltec
@thedigitalecos
@strategyndigita
@bcg


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