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MENTAL HEALTH
OF INDIA DURING
COVID-19
Spotle AIthon 2020
Team: Tech Owls
Members: Deepti Boddeda
Soundarya Devi
Vruddhi Satra
Chennai Mathematical Institute
PROBLEM
STATEMENT
▪ Gauge and analyse the mental
health of India during COVID 19
using Twitter data
▪ Classify the tweets as per
emotions into “Fear”, “Joy”,
“Sadness” and “Surprise”
APPROACH
▪ Pre-processing: Removing duplicates, Sentence Encoding
▪ Classification: Pretrained model ‘classifierdl_use_emotion’
from python library ‘sparknlp’
▪ The class ‘fear’ of this model was not quite reliable.
▪ Used a vocabulary of words for ‘joy’ or ‘sadness’ to
reclassify the tweets previously classified into ‘fear’.
Distribution of
Emotions for Tweets
across the World
Fear
Joy
Sadness
Surprise
FINDINGS
1
Distribution of
Emotions for Tweets
across India
Fear
Joy
Sadness
Surprise
FINDINGS
2
Top 10
cities in India
with the
highest
number of
tweets
3
Distribution
of Emotions
4 Hyderabad
Bangalore
Mumbai
New Delhi
Noida
Punjab
Jaipur
Chennai
Vellore
Pune
The news about
successful vaccine
trials can be one of the
main reasons of
happiness among the
people.
Our country entering
the unlock phase has
brought hope for
people in various
aspects.
Even though there is
fear of the virus among
the people, people are
eventually adjusting to
the new normal.
CONCLUSION
THANK YOU

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Spotle AI-thon Top 10 Showcase - Analysing Mental Health Of India - Tech Owls - CMI

  • 1. MENTAL HEALTH OF INDIA DURING COVID-19 Spotle AIthon 2020 Team: Tech Owls Members: Deepti Boddeda Soundarya Devi Vruddhi Satra Chennai Mathematical Institute
  • 2. PROBLEM STATEMENT ▪ Gauge and analyse the mental health of India during COVID 19 using Twitter data ▪ Classify the tweets as per emotions into “Fear”, “Joy”, “Sadness” and “Surprise”
  • 3. APPROACH ▪ Pre-processing: Removing duplicates, Sentence Encoding ▪ Classification: Pretrained model ‘classifierdl_use_emotion’ from python library ‘sparknlp’ ▪ The class ‘fear’ of this model was not quite reliable. ▪ Used a vocabulary of words for ‘joy’ or ‘sadness’ to reclassify the tweets previously classified into ‘fear’.
  • 4. Distribution of Emotions for Tweets across the World Fear Joy Sadness Surprise FINDINGS 1
  • 5. Distribution of Emotions for Tweets across India Fear Joy Sadness Surprise FINDINGS 2
  • 6. Top 10 cities in India with the highest number of tweets 3
  • 7. Distribution of Emotions 4 Hyderabad Bangalore Mumbai New Delhi Noida Punjab Jaipur Chennai Vellore Pune
  • 8. The news about successful vaccine trials can be one of the main reasons of happiness among the people. Our country entering the unlock phase has brought hope for people in various aspects. Even though there is fear of the virus among the people, people are eventually adjusting to the new normal. CONCLUSION