SlideShare a Scribd company logo
1 of 8
Download to read offline
DEEP ANALYSIS
#SpotleAIthon
MENTAL HEALTH OF INDIA DURING
COVID-19
-by SHIVAM KUMAR GIRI
INTRODUCTION
PROBLEM STATEMENT
• COVID-19 is a humanitarian crisis on a global scale.
• Covid-19 pandemic has severely affected countries around the world.
• sudden outbreaks of such pandemics affect public mental states and emotions.
• results in either constructive or destructive behavioral changes among people.
• Anger, Sadness, fear are the most common emotions witnessed among the people during pandemics.
• Social media platform like Twitter and others have rich sources of information from people.
Here we are going to build a Machine Learning application which can understand emotions of people and classify it
based on their sentiments of tweets.
Study the twitter data to understand the emotions of people against Covid-19 and
classify the emotion based on tweets.
OBSERVATION
Total 496448 Data Analysed
Classified into 13 Emotion
11800
10380
6777
3797
1765
239
212541
133096
28991
27667
26232
17901
15262
42.8 %
26.8 %
5.8 %
5.6 %
5.3 %
3.6 %
3.1 %
2.4 %
2.1 %
1.4 %
0.8 %
0.4 %
0.0 %
Tweets Percentage PercentageTweets
#corona, #covid19, #coronavirus are
among Leading Hashtags
HASHTAGS
Use of hashtags
increases with Time
Total 1360194 Hashtags Used
7675 Unique Hashtag
LOCATION
Maximum Tweet Location are from
India, Switzerland and UK & US
Total 3439 Locations of Activity
54,213 Tweets from India, Switzerland and UK
DATES
Number of tweets
increases with Dates
TIME
Maximum Tweets are
between 12 PM to 4 PM
Total 24 Hours of Activity
123,969 Tweets between 12 PM to 4 PM
Total 10 Days of Activity
86558 Tweets on September 21
MAJOR EMOTIONS
Emotion
Max Tweet of a
Location and Date
Remarks Date/
Location
Pattern with
total count &
‘Percentage %’
WORRY
Sep 21
32000+
India
22000+
212541 42.8%
Dates of the Worry tweets increases constantly
India clearly Emotion tops the list of Worry with 22000+ tweets
5000+ from India and almost same from Switzerland are being Neutral about COVID
NEUTRAL
Sep 21
26000+
India
5000+
133096 26.8%
Neutral Emotion peaks on 21 Sep in the Tweets
HATE
Sep 21
4800+
India
1000+
28991 5.8%
Emotion
Max Tweet of a
Location and Date
Remarks Date/
Location
Pattern with
total count &
‘Percentage %’
Hate Tweets are on its peak on 21 and 22 September
India leads the row with 1000 tweets in Hate Emotion, followed by
Switzerland
SADNESS
India
1100+
Sep 21
5500+
27667 5.6%
21st September is the day with Sad Tweets
India followed by Switzerland has the most sad sentiments in Tweets
SURPRISE
Sep 21
800+
India
1000+
26232 5.2%
Surprise tweets are on its exceptional peak with 800+ (which is double the
average of 300+) on 21st September.
India and Switzerland are leading in surprise emotion
CONCLUSION
Hence, we analyzed the given tweets
and try to carry out most of the Analysis with
different aspects of location, time, tweets, date,
hashtags and Emotions.
Data is well Visualized and interpolated
in various graphs, data is well studied and
concluded that Mental Health of Indian During
COVID is Well prone to fear, sadness and hate,
with a good amount to be neutral to COVID
Epidemic. Fear(Worry) can also be visualized as
top trending hashtags are related to corona or
covid-19.

More Related Content

Similar to Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Shivam Giri - NIT Puducherry

Kony 2012
Kony 2012Kony 2012
Kony 2012saidWot
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...Spotle.ai
 
Digital Diplomacy and Twitter
Digital Diplomacy and TwitterDigital Diplomacy and Twitter
Digital Diplomacy and TwitterAndreas Sandre
 
The power of social media: The Kony story
The power of social media: The Kony storyThe power of social media: The Kony story
The power of social media: The Kony storysaidWot
 
Responding to Crisis in 140 Characters
Responding to Crisis in 140 CharactersResponding to Crisis in 140 Characters
Responding to Crisis in 140 CharactersAndi Narvaez
 
2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan
2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan
2021 Edelman Trust Barometer Spring Update: A World in Trauma - JapanEdelman Japan
 
Community Engagement, Arizona Digital Government Summit 2015
Community Engagement, Arizona Digital Government Summit 2015Community Engagement, Arizona Digital Government Summit 2015
Community Engagement, Arizona Digital Government Summit 2015Jennifer Tweedy
 
Falcon.io | 2021 Trends Virtual Summit - Social-in-Place
Falcon.io | 2021 Trends Virtual Summit - Social-in-PlaceFalcon.io | 2021 Trends Virtual Summit - Social-in-Place
Falcon.io | 2021 Trends Virtual Summit - Social-in-PlaceFalcon.io
 
627-Article Text-3193-1-10-20200430.pdf
627-Article Text-3193-1-10-20200430.pdf627-Article Text-3193-1-10-20200430.pdf
627-Article Text-3193-1-10-20200430.pdfLaxmiKhatri5
 
The state of social media 2021
The state of social media 2021The state of social media 2021
The state of social media 2021rvdkleads
 
Golden Gate University PR Class
Golden Gate University PR ClassGolden Gate University PR Class
Golden Gate University PR ClassHolly Potter
 
McKinsey Survey: European consumer sentiment during the coronavirus crisis
McKinsey Survey: European consumer sentiment during the coronavirus crisisMcKinsey Survey: European consumer sentiment during the coronavirus crisis
McKinsey Survey: European consumer sentiment during the coronavirus crisisMcKinsey on Marketing & Sales
 
HDFC Life tops the list of most social life insurance brands
HDFC Life tops the list of most social life insurance brandsHDFC Life tops the list of most social life insurance brands
HDFC Life tops the list of most social life insurance brandsSimplify360
 
Reputation, Crisis and Social Media
Reputation, Crisis and Social MediaReputation, Crisis and Social Media
Reputation, Crisis and Social MediaLars Voedisch
 
Managing the uncontrollable - Integrated Communications in the Age of Social ...
Managing the uncontrollable - Integrated Communications in the Age of Social ...Managing the uncontrollable - Integrated Communications in the Age of Social ...
Managing the uncontrollable - Integrated Communications in the Age of Social ...Lars Voedisch
 
Australia and Social Media
Australia and Social MediaAustralia and Social Media
Australia and Social MediaBrooke Nash
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...Spotle.ai
 
2014 iSentia Social Media Survey Australia
2014 iSentia Social Media Survey Australia2014 iSentia Social Media Survey Australia
2014 iSentia Social Media Survey AustraliaClaire Waddington
 

Similar to Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Shivam Giri - NIT Puducherry (20)

Kony 2012
Kony 2012Kony 2012
Kony 2012
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team La c...
 
Digital Diplomacy and Twitter
Digital Diplomacy and TwitterDigital Diplomacy and Twitter
Digital Diplomacy and Twitter
 
The power of social media: The Kony story
The power of social media: The Kony storyThe power of social media: The Kony story
The power of social media: The Kony story
 
Responding to Crisis in 140 Characters
Responding to Crisis in 140 CharactersResponding to Crisis in 140 Characters
Responding to Crisis in 140 Characters
 
2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan
2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan
2021 Edelman Trust Barometer Spring Update: A World in Trauma - Japan
 
Community Engagement, Arizona Digital Government Summit 2015
Community Engagement, Arizona Digital Government Summit 2015Community Engagement, Arizona Digital Government Summit 2015
Community Engagement, Arizona Digital Government Summit 2015
 
Falcon.io | 2021 Trends Virtual Summit - Social-in-Place
Falcon.io | 2021 Trends Virtual Summit - Social-in-PlaceFalcon.io | 2021 Trends Virtual Summit - Social-in-Place
Falcon.io | 2021 Trends Virtual Summit - Social-in-Place
 
627-Article Text-3193-1-10-20200430.pdf
627-Article Text-3193-1-10-20200430.pdf627-Article Text-3193-1-10-20200430.pdf
627-Article Text-3193-1-10-20200430.pdf
 
Dev com covid 19
Dev com covid 19Dev com covid 19
Dev com covid 19
 
The state of social media 2021
The state of social media 2021The state of social media 2021
The state of social media 2021
 
Digital News Report 2022
Digital News Report 2022Digital News Report 2022
Digital News Report 2022
 
Golden Gate University PR Class
Golden Gate University PR ClassGolden Gate University PR Class
Golden Gate University PR Class
 
McKinsey Survey: European consumer sentiment during the coronavirus crisis
McKinsey Survey: European consumer sentiment during the coronavirus crisisMcKinsey Survey: European consumer sentiment during the coronavirus crisis
McKinsey Survey: European consumer sentiment during the coronavirus crisis
 
HDFC Life tops the list of most social life insurance brands
HDFC Life tops the list of most social life insurance brandsHDFC Life tops the list of most social life insurance brands
HDFC Life tops the list of most social life insurance brands
 
Reputation, Crisis and Social Media
Reputation, Crisis and Social MediaReputation, Crisis and Social Media
Reputation, Crisis and Social Media
 
Managing the uncontrollable - Integrated Communications in the Age of Social ...
Managing the uncontrollable - Integrated Communications in the Age of Social ...Managing the uncontrollable - Integrated Communications in the Age of Social ...
Managing the uncontrollable - Integrated Communications in the Age of Social ...
 
Australia and Social Media
Australia and Social MediaAustralia and Social Media
Australia and Social Media
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls...
 
2014 iSentia Social Media Survey Australia
2014 iSentia Social Media Survey Australia2014 iSentia Social Media Survey Australia
2014 iSentia Social Media Survey Australia
 

More from Spotle.ai

Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...
Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...
Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...Spotle.ai
 
Spotle AI-thon - AI For Good Business Plan Showcase - Cummins College
Spotle AI-thon - AI For Good Business Plan Showcase - Cummins CollegeSpotle AI-thon - AI For Good Business Plan Showcase - Cummins College
Spotle AI-thon - AI For Good Business Plan Showcase - Cummins CollegeSpotle.ai
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...Spotle.ai
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...Spotle.ai
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...Spotle.ai
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer...
 Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer... Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer...Spotle.ai
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...Spotle.ai
 
Artificial intelligence in fintech
Artificial intelligence in fintechArtificial intelligence in fintech
Artificial intelligence in fintechSpotle.ai
 
Semi-supervised Machine Learning
Semi-supervised Machine LearningSemi-supervised Machine Learning
Semi-supervised Machine LearningSpotle.ai
 
Basics of Reinforcement Learning
Basics of Reinforcement LearningBasics of Reinforcement Learning
Basics of Reinforcement LearningSpotle.ai
 
Tableau And Data Visualization - Get Started
Tableau And Data Visualization - Get StartedTableau And Data Visualization - Get Started
Tableau And Data Visualization - Get StartedSpotle.ai
 
Artificial Intelligence in FinTech
Artificial Intelligence in FinTechArtificial Intelligence in FinTech
Artificial Intelligence in FinTechSpotle.ai
 
Supervised and Unsupervised Machine Learning
Supervised and Unsupervised Machine LearningSupervised and Unsupervised Machine Learning
Supervised and Unsupervised Machine LearningSpotle.ai
 
Growing-up With AI
Growing-up With AIGrowing-up With AI
Growing-up With AISpotle.ai
 
AI And Cyber-security Threats
AI And Cyber-security ThreatsAI And Cyber-security Threats
AI And Cyber-security ThreatsSpotle.ai
 
Robotic Process Automation With Blue Prism
Robotic Process Automation With Blue PrismRobotic Process Automation With Blue Prism
Robotic Process Automation With Blue PrismSpotle.ai
 
Get started with Microsoft Azure
Get started with Microsoft AzureGet started with Microsoft Azure
Get started with Microsoft AzureSpotle.ai
 
Google Cloud Platform Bootcamp
Google Cloud Platform BootcampGoogle Cloud Platform Bootcamp
Google Cloud Platform BootcampSpotle.ai
 
Bigdata and Hadoop Bootcamp
Bigdata and Hadoop BootcampBigdata and Hadoop Bootcamp
Bigdata and Hadoop BootcampSpotle.ai
 
Aws Foundation Bootcamp
Aws Foundation BootcampAws Foundation Bootcamp
Aws Foundation BootcampSpotle.ai
 

More from Spotle.ai (20)

Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...
Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...
Spotle AI-thon - AI For Good Business Plan Showcase - Team IIM Indore - AI Ro...
 
Spotle AI-thon - AI For Good Business Plan Showcase - Cummins College
Spotle AI-thon - AI For Good Business Plan Showcase - Cummins CollegeSpotle AI-thon - AI For Good Business Plan Showcase - Cummins College
Spotle AI-thon - AI For Good Business Plan Showcase - Cummins College
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Elit...
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India- Ankur chat...
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Temp...
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer...
 Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer... Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Team Zer...
 
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...
Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Cyber Pun...
 
Artificial intelligence in fintech
Artificial intelligence in fintechArtificial intelligence in fintech
Artificial intelligence in fintech
 
Semi-supervised Machine Learning
Semi-supervised Machine LearningSemi-supervised Machine Learning
Semi-supervised Machine Learning
 
Basics of Reinforcement Learning
Basics of Reinforcement LearningBasics of Reinforcement Learning
Basics of Reinforcement Learning
 
Tableau And Data Visualization - Get Started
Tableau And Data Visualization - Get StartedTableau And Data Visualization - Get Started
Tableau And Data Visualization - Get Started
 
Artificial Intelligence in FinTech
Artificial Intelligence in FinTechArtificial Intelligence in FinTech
Artificial Intelligence in FinTech
 
Supervised and Unsupervised Machine Learning
Supervised and Unsupervised Machine LearningSupervised and Unsupervised Machine Learning
Supervised and Unsupervised Machine Learning
 
Growing-up With AI
Growing-up With AIGrowing-up With AI
Growing-up With AI
 
AI And Cyber-security Threats
AI And Cyber-security ThreatsAI And Cyber-security Threats
AI And Cyber-security Threats
 
Robotic Process Automation With Blue Prism
Robotic Process Automation With Blue PrismRobotic Process Automation With Blue Prism
Robotic Process Automation With Blue Prism
 
Get started with Microsoft Azure
Get started with Microsoft AzureGet started with Microsoft Azure
Get started with Microsoft Azure
 
Google Cloud Platform Bootcamp
Google Cloud Platform BootcampGoogle Cloud Platform Bootcamp
Google Cloud Platform Bootcamp
 
Bigdata and Hadoop Bootcamp
Bigdata and Hadoop BootcampBigdata and Hadoop Bootcamp
Bigdata and Hadoop Bootcamp
 
Aws Foundation Bootcamp
Aws Foundation BootcampAws Foundation Bootcamp
Aws Foundation Bootcamp
 

Recently uploaded

💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...vershagrag
 
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...SOFTTECHHUB
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNKTimothy Spann
 
20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdfkhraisr
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制vexqp
 
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptxRESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptxronsairoathenadugay
 
Ranking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRanking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRajesh Mondal
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...gajnagarg
 
Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numberssuginr1
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.pptibrahimabdi22
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...kumargunjan9515
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...gajnagarg
 
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...gajnagarg
 
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...HyderabadDolls
 
Case Study 4 Where the cry of rebellion happen?
Case Study 4 Where the cry of rebellion happen?Case Study 4 Where the cry of rebellion happen?
Case Study 4 Where the cry of rebellion happen?RemarkSemacio
 
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...HyderabadDolls
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Klinik kandungan
 
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangePredicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangeThinkInnovation
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...kumargunjan9515
 

Recently uploaded (20)

💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
💞 Safe And Secure Call Girls Agra Call Girls Service Just Call 🍑👄6378878445 🍑...
 
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
 
20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf20240412-SmartCityIndex-2024-Full-Report.pdf
20240412-SmartCityIndex-2024-Full-Report.pdf
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
 
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptxRESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
RESEARCH-FINAL-DEFENSE-PPT-TEMPLATE.pptx
 
Ranking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRanking and Scoring Exercises for Research
Ranking and Scoring Exercises for Research
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
 
Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbers
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt
 
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...Fun all Day Call Girls in Jaipur   9332606886  High Profile Call Girls You Ca...
Fun all Day Call Girls in Jaipur 9332606886 High Profile Call Girls You Ca...
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
 
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Nandurbar [ 7014168258 ] Call Me For Genuine Models...
 
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
Kalyani ? Call Girl in Kolkata | Service-oriented sexy call girls 8005736733 ...
 
Case Study 4 Where the cry of rebellion happen?
Case Study 4 Where the cry of rebellion happen?Case Study 4 Where the cry of rebellion happen?
Case Study 4 Where the cry of rebellion happen?
 
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
 
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangePredicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
 

Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Shivam Giri - NIT Puducherry

  • 1. DEEP ANALYSIS #SpotleAIthon MENTAL HEALTH OF INDIA DURING COVID-19 -by SHIVAM KUMAR GIRI
  • 2. INTRODUCTION PROBLEM STATEMENT • COVID-19 is a humanitarian crisis on a global scale. • Covid-19 pandemic has severely affected countries around the world. • sudden outbreaks of such pandemics affect public mental states and emotions. • results in either constructive or destructive behavioral changes among people. • Anger, Sadness, fear are the most common emotions witnessed among the people during pandemics. • Social media platform like Twitter and others have rich sources of information from people. Here we are going to build a Machine Learning application which can understand emotions of people and classify it based on their sentiments of tweets. Study the twitter data to understand the emotions of people against Covid-19 and classify the emotion based on tweets.
  • 3. OBSERVATION Total 496448 Data Analysed Classified into 13 Emotion 11800 10380 6777 3797 1765 239 212541 133096 28991 27667 26232 17901 15262 42.8 % 26.8 % 5.8 % 5.6 % 5.3 % 3.6 % 3.1 % 2.4 % 2.1 % 1.4 % 0.8 % 0.4 % 0.0 % Tweets Percentage PercentageTweets
  • 4. #corona, #covid19, #coronavirus are among Leading Hashtags HASHTAGS Use of hashtags increases with Time Total 1360194 Hashtags Used 7675 Unique Hashtag LOCATION Maximum Tweet Location are from India, Switzerland and UK & US Total 3439 Locations of Activity 54,213 Tweets from India, Switzerland and UK
  • 5. DATES Number of tweets increases with Dates TIME Maximum Tweets are between 12 PM to 4 PM Total 24 Hours of Activity 123,969 Tweets between 12 PM to 4 PM Total 10 Days of Activity 86558 Tweets on September 21
  • 6. MAJOR EMOTIONS Emotion Max Tweet of a Location and Date Remarks Date/ Location Pattern with total count & ‘Percentage %’ WORRY Sep 21 32000+ India 22000+ 212541 42.8% Dates of the Worry tweets increases constantly India clearly Emotion tops the list of Worry with 22000+ tweets 5000+ from India and almost same from Switzerland are being Neutral about COVID NEUTRAL Sep 21 26000+ India 5000+ 133096 26.8% Neutral Emotion peaks on 21 Sep in the Tweets
  • 7. HATE Sep 21 4800+ India 1000+ 28991 5.8% Emotion Max Tweet of a Location and Date Remarks Date/ Location Pattern with total count & ‘Percentage %’ Hate Tweets are on its peak on 21 and 22 September India leads the row with 1000 tweets in Hate Emotion, followed by Switzerland SADNESS India 1100+ Sep 21 5500+ 27667 5.6% 21st September is the day with Sad Tweets India followed by Switzerland has the most sad sentiments in Tweets SURPRISE Sep 21 800+ India 1000+ 26232 5.2% Surprise tweets are on its exceptional peak with 800+ (which is double the average of 300+) on 21st September. India and Switzerland are leading in surprise emotion
  • 8. CONCLUSION Hence, we analyzed the given tweets and try to carry out most of the Analysis with different aspects of location, time, tweets, date, hashtags and Emotions. Data is well Visualized and interpolated in various graphs, data is well studied and concluded that Mental Health of Indian During COVID is Well prone to fear, sadness and hate, with a good amount to be neutral to COVID Epidemic. Fear(Worry) can also be visualized as top trending hashtags are related to corona or covid-19.