How to use neural networks for Tweet classification


I want to use tweets for classifying according to whether they contain uncertainty or not. I have a neural network defined, however I do not know how to encoded the data to make it processable... I used the text_vectorizatiom but I think this does not work very well because I have thousands of tweets to analyze.. can you help me?

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