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Detecting whether a particular tweet contains negative emotions attached with it or not from the given dataset

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natural-language-processing machine-learning text-mining twitter-sentiment-analysis data-visualization wordcloud python jupyter-notebook

twitter_sentiment_analysis's Introduction

Twitter_Sentiment_Analysis

Cyber bullying and hate speech has been a menace for quite a long time,So our objective for this task is to detect tweets associated with negative sentiments. From this dataset we classify a tweet as hate speech if it has racist or sexist tweets associated with it.

So our task here is to classify racist and sexist tweets from other tweets and filter them out. With the given twitter dataset consisting of train.csv and test.csv files where we have 31962 labeled tweets and 17191 unlabeled tweets where we train and validate on the train.csv file and then test our best possible model on the test.csv file.

The image file present in this repository is used for super-imposing the twitter logo on the generated wordcloud.

Medium Article link

Part 1: “Social Media Sentiment Analysis using Machine Learning : Part — I” by Deepak Das https://link.medium.com/dvr0UN1Zr6

Part 2: “Social Media Sentiment Analysis using Machine Learning : Part — II” by Deepak Das https://link.medium.com/fhTGul4Zr6

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twitter_sentiment_analysis's Issues

ELEVATED API KEYS

kindly provide twitter api keys due to now a days twitter don't gives api key with free.
my college project submission last date is monday so please request you to provide asap.

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