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`@@ -4,9 +4,14 @@ This repo provides the submission entry for an in-class NLP sentiment analysis c`
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`5`	`5`	`Data for this in-class competition comes from the Sentiment140 dataset where the training and test data consists of randomly sampled 10% and 5% of the Sentiment140 dataset.`
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	`8`	`+![jpg](images/inclass-competition.jpg)`
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`7`	`11`	`View the codes in Google Colab [here](https://drive.google.com/open?id=1d_po5AQDFRovk4livi2kvv1hhjPLxqAC) or download the SentimentAnalysis.ipynb`
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`9`		`-# Walk Through of the codes:`
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	`14`	`+# Walk-through of the submission entry:`
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`12`	`17`	`## 1. Adding imports & installing neccessay packages ##`

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