SlideShare una empresa de Scribd logo
1 de 14
Cognitive Politics
US ELECTIONS 2016
Cognitive News Analytics to predict the Next US president
Sankar Nagarajan, TEXTIENT Analytics
09, Nov 2016
Cognitive Analytics
• During the first two analysis , cognitive analytics was done on the
TEXTIENT platform powered by IBM Watson. You can see the details
in our blog https://cognitivepoliticsblog.wordpress.com/
• This time for the final analysis, Given the juncture of the US elections
(9, Nov’16) and the progress of the voting so far, I took a slightly
different approach to the analysis where I directly used aggregated
news content intelligence using IBM Watson to provide cues on who
is likely to be elected and here it goes..!
Data & Intelligence
Data ?
• Sampling and Aggregation of hundreds of Public News
articles (text content)
1. Analysis term  “Hillary Clinton”
Topics discovered Dominant Entities discovered
News Location context
1. Analysis term  “Clinton”
Topics discovered Dominant Entities discovered
News Location context
1. Analysis term  “White House”
Topics discovered Dominant Entities discovered
News Location context
1. Analysis term  “US Election”
Topics discovered Dominant Entity discovered
News Location context
1. Analysis term  “Barack Obama”
Topics discovered Dominant Entities discovered
News Location context
1. Analysis term  “Presidential”
Topics discovered Dominant Entities discovered
News Location context
1. Analysis term  “Trump”
Topics discovered Dominant Entities discovered
News Location context
The Dominant Indicator
US Election 2016 Prediction
The Next US president is “Mr.Donald Trump”
Caution: The above view is not deterministic. Anything could
change from my time of analysis till the election closing day as
there are a number of people centric and external variables in
play.
https://cognitivepoliticsblog.wordpress.com
You can read the analysis details at
THANK YOU
http://www.textient.com
Twitter: @_textient
Photo credits
Wikimedia Commons
Commons.Wikimedia.org
Cognitive Analytics by TEXTIENT using IBM Watson
Disclaimer
• The views mentioned here are our own
• Data if used for this article have been sourced from available information in the
public domain and has not been authenticated by any statutory authority.
• Although every reasonable effort is made to present current or appropriate
information, there are no guarantees of any kind. Data accuracy cannot be
guaranteed. All analysis included herein are based on data from public sources,
but no representation or warranty, expressed or implied, is made as to their
accuracy, completeness, timeliness, or correctness. We are not liable for any
errors or inaccuracies, regardless of cause to you (readers, users).

Más contenido relacionado

Similar a Cognitive Politics US elections'16 closing predictions

Data Science Poster Final
Data Science Poster FinalData Science Poster Final
Data Science Poster Final
Jesse Hinson
 
Being an Information Consumer of Information - Dr. Underwood's Argument Class...
Being an Information Consumer of Information - Dr. Underwood's Argument Class...Being an Information Consumer of Information - Dr. Underwood's Argument Class...
Being an Information Consumer of Information - Dr. Underwood's Argument Class...
Amanda Folk
 
WPAi Archimedes Brief
WPAi Archimedes BriefWPAi Archimedes Brief
WPAi Archimedes Brief
Austin Sheehy
 

Similar a Cognitive Politics US elections'16 closing predictions (20)

Fake news and fact finding
Fake news and fact findingFake news and fact finding
Fake news and fact finding
 
Data Science Poster Final
Data Science Poster FinalData Science Poster Final
Data Science Poster Final
 
Crimson Hexagon Leadership Press Examples
Crimson Hexagon Leadership Press ExamplesCrimson Hexagon Leadership Press Examples
Crimson Hexagon Leadership Press Examples
 
The Role of Innovation and Evidence-Based Decision Making in the 2016 U.S. El...
The Role of Innovation and Evidence-Based Decision Making in the 2016 U.S. El...The Role of Innovation and Evidence-Based Decision Making in the 2016 U.S. El...
The Role of Innovation and Evidence-Based Decision Making in the 2016 U.S. El...
 
The Truth, the Fake, and the Biased.pptx
The Truth, the Fake, and the Biased.pptxThe Truth, the Fake, and the Biased.pptx
The Truth, the Fake, and the Biased.pptx
 
Fact Checking & Information Retrieval
Fact Checking & Information RetrievalFact Checking & Information Retrieval
Fact Checking & Information Retrieval
 
Why I have finally quit Facebook and deleted all the data they hold about me ...
Why I have finally quit Facebook and deleted all the data they hold about me ...Why I have finally quit Facebook and deleted all the data they hold about me ...
Why I have finally quit Facebook and deleted all the data they hold about me ...
 
Political Poster Edit
Political Poster EditPolitical Poster Edit
Political Poster Edit
 
SANSFIRE - Elections, Deceptions and Political Breaches
SANSFIRE - Elections, Deceptions and Political BreachesSANSFIRE - Elections, Deceptions and Political Breaches
SANSFIRE - Elections, Deceptions and Political Breaches
 
Fake news and the economy of emotions
Fake news and the economy of emotionsFake news and the economy of emotions
Fake news and the economy of emotions
 
Inside the cave
Inside the caveInside the cave
Inside the cave
 
Evaluating Resources_final - rev. for online learning (3).pptx
Evaluating Resources_final - rev. for online learning (3).pptxEvaluating Resources_final - rev. for online learning (3).pptx
Evaluating Resources_final - rev. for online learning (3).pptx
 
Fake news scatter
Fake news scatterFake news scatter
Fake news scatter
 
Laurel crap osher
Laurel crap osherLaurel crap osher
Laurel crap osher
 
Laurel Osher
Laurel OsherLaurel Osher
Laurel Osher
 
Fake news polk
Fake news polkFake news polk
Fake news polk
 
Being an Information Consumer of Information - Dr. Underwood's Argument Class...
Being an Information Consumer of Information - Dr. Underwood's Argument Class...Being an Information Consumer of Information - Dr. Underwood's Argument Class...
Being an Information Consumer of Information - Dr. Underwood's Argument Class...
 
Cambridge analytica facebook
Cambridge analytica facebookCambridge analytica facebook
Cambridge analytica facebook
 
GlobalInferencer
GlobalInferencerGlobalInferencer
GlobalInferencer
 
WPAi Archimedes Brief
WPAi Archimedes BriefWPAi Archimedes Brief
WPAi Archimedes Brief
 

Más de Sankar Nagarajan

Más de Sankar Nagarajan (16)

AWS comprehend - NLP and Document Insights
AWS comprehend - NLP and Document InsightsAWS comprehend - NLP and Document Insights
AWS comprehend - NLP and Document Insights
 
Cognitive intelligence from Twitter: #ibmwow Event
Cognitive intelligence from Twitter: #ibmwow EventCognitive intelligence from Twitter: #ibmwow Event
Cognitive intelligence from Twitter: #ibmwow Event
 
Cognitive politics Uncovering the Second presidential debate
Cognitive politics   Uncovering the Second presidential debateCognitive politics   Uncovering the Second presidential debate
Cognitive politics Uncovering the Second presidential debate
 
PREDICTING BRAND INDIA FROM @TWITTER
PREDICTING BRAND INDIA FROM @TWITTERPREDICTING BRAND INDIA FROM @TWITTER
PREDICTING BRAND INDIA FROM @TWITTER
 
Behavioral intelligence: Predicting Pizza’ Market Pulse
Behavioral intelligence: Predicting Pizza’ Market PulseBehavioral intelligence: Predicting Pizza’ Market Pulse
Behavioral intelligence: Predicting Pizza’ Market Pulse
 
Understanding the ‘Coffee consumers’ through Behavioral Intelligence
Understanding the ‘Coffee consumers’ through Behavioral IntelligenceUnderstanding the ‘Coffee consumers’ through Behavioral Intelligence
Understanding the ‘Coffee consumers’ through Behavioral Intelligence
 
Predicting the 'Perfect' #heineken from Twitter
Predicting the 'Perfect' #heineken from TwitterPredicting the 'Perfect' #heineken from Twitter
Predicting the 'Perfect' #heineken from Twitter
 
London traffic through the lens of Behavioral economics
London traffic through the lens of Behavioral economicsLondon traffic through the lens of Behavioral economics
London traffic through the lens of Behavioral economics
 
Predicting Digital Brand Portrait at the Speed of thought
Predicting Digital Brand Portrait at the Speed of thoughtPredicting Digital Brand Portrait at the Speed of thought
Predicting Digital Brand Portrait at the Speed of thought
 
Predicting your employee feelings with data science
Predicting your employee feelings with data sciencePredicting your employee feelings with data science
Predicting your employee feelings with data science
 
‘Human perceptions’ behind a High growth Crowdsourced Project
‘Human perceptions’ behind a High growth Crowdsourced Project‘Human perceptions’ behind a High growth Crowdsourced Project
‘Human perceptions’ behind a High growth Crowdsourced Project
 
Evaluating Startup Investment Potential with Data science
Evaluating Startup Investment Potential with Data scienceEvaluating Startup Investment Potential with Data science
Evaluating Startup Investment Potential with Data science
 
Infosys Vs TCS Q3-2015 :: Through the Lens of Behavioral Economics
Infosys  Vs  TCS  Q3-2015 :: Through the Lens of Behavioral EconomicsInfosys  Vs  TCS  Q3-2015 :: Through the Lens of Behavioral Economics
Infosys Vs TCS Q3-2015 :: Through the Lens of Behavioral Economics
 
Uncovering the feelings of #givingtuesday campaign
Uncovering the feelings of #givingtuesday campaignUncovering the feelings of #givingtuesday campaign
Uncovering the feelings of #givingtuesday campaign
 
Uncovering the Feelings of Thanksgiving 2014
Uncovering the Feelings of Thanksgiving 2014 Uncovering the Feelings of Thanksgiving 2014
Uncovering the Feelings of Thanksgiving 2014
 
Real-time data integration to the cloud
Real-time data integration to the cloudReal-time data integration to the cloud
Real-time data integration to the cloud
 

Último

Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
JoseMangaJr1
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
amitlee9823
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
amitlee9823
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
amitlee9823
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 

Último (20)

Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
 
Anomaly detection and data imputation within time series
Anomaly detection and data imputation within time seriesAnomaly detection and data imputation within time series
Anomaly detection and data imputation within time series
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
 
Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
Capstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramCapstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics Program
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 

Cognitive Politics US elections'16 closing predictions

  • 1. Cognitive Politics US ELECTIONS 2016 Cognitive News Analytics to predict the Next US president Sankar Nagarajan, TEXTIENT Analytics 09, Nov 2016
  • 2. Cognitive Analytics • During the first two analysis , cognitive analytics was done on the TEXTIENT platform powered by IBM Watson. You can see the details in our blog https://cognitivepoliticsblog.wordpress.com/ • This time for the final analysis, Given the juncture of the US elections (9, Nov’16) and the progress of the voting so far, I took a slightly different approach to the analysis where I directly used aggregated news content intelligence using IBM Watson to provide cues on who is likely to be elected and here it goes..!
  • 3. Data & Intelligence Data ? • Sampling and Aggregation of hundreds of Public News articles (text content)
  • 4. 1. Analysis term  “Hillary Clinton” Topics discovered Dominant Entities discovered News Location context
  • 5. 1. Analysis term  “Clinton” Topics discovered Dominant Entities discovered News Location context
  • 6. 1. Analysis term  “White House” Topics discovered Dominant Entities discovered News Location context
  • 7. 1. Analysis term  “US Election” Topics discovered Dominant Entity discovered News Location context
  • 8. 1. Analysis term  “Barack Obama” Topics discovered Dominant Entities discovered News Location context
  • 9. 1. Analysis term  “Presidential” Topics discovered Dominant Entities discovered News Location context
  • 10. 1. Analysis term  “Trump” Topics discovered Dominant Entities discovered News Location context
  • 12. US Election 2016 Prediction The Next US president is “Mr.Donald Trump” Caution: The above view is not deterministic. Anything could change from my time of analysis till the election closing day as there are a number of people centric and external variables in play. https://cognitivepoliticsblog.wordpress.com You can read the analysis details at
  • 13. THANK YOU http://www.textient.com Twitter: @_textient Photo credits Wikimedia Commons Commons.Wikimedia.org Cognitive Analytics by TEXTIENT using IBM Watson
  • 14. Disclaimer • The views mentioned here are our own • Data if used for this article have been sourced from available information in the public domain and has not been authenticated by any statutory authority. • Although every reasonable effort is made to present current or appropriate information, there are no guarantees of any kind. Data accuracy cannot be guaranteed. All analysis included herein are based on data from public sources, but no representation or warranty, expressed or implied, is made as to their accuracy, completeness, timeliness, or correctness. We are not liable for any errors or inaccuracies, regardless of cause to you (readers, users).