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Hi there! I am Divya Sharma 👋

Divya Sharma

Apart from panicking over the disturbed alignment of text in a document, I am inclined towards developing Flutter + FireBase based mobile apps.

  • Pursuing Java as the programming language
  • Practicing my hands on AWS
  • Currently learning Spanish (Hola Amigos!)
  • Content Writer

Divya Sharma's Projects

bmiapp icon bmiapp

A simple app to calculate your BMI

covisa icon covisa

A COVID-19 based Twitter sentiment analysis

flashchat icon flashchat

Flutter and Firebase based chat application

myprofile icon myprofile

A simple MyProfile app created using Flutter to learn the basics

quizapp icon quizapp

A simple quiz app created using Flutter

resume icon resume

Resume website made using Flutter Web

sentiment-analysis-of-text-data-tweets- icon sentiment-analysis-of-text-data-tweets-

This project addresses the problem of sentiment analysis on Twitter. The goal of this project was to predict sentiment for the given Twitter post using Python. Sentiment analysis can predict many different emotions attached to the text, but in this report, only 3 major were considered: positive, negative and neutral. The training dataset was small (just over 5900 examples) and the data within it was highly skewed, which greatly impacted on the difficulty of building a good classifier. After creating a lot of custom features, utilizing bag-of-words representations and applying the Extreme Gradient Boosting algorithm, the classification accuracy at the level of 58% was achieved. Analysing the public sentiment as firms trying to find out the response of their products in the market, predicting political elections and predicting socioeconomic phenomena like the stock exchange.

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