| This step involves cleaning your gathered data. The drop_dups_and_na notebook shows how you can remove duplicate articles and Null values. | |
| If you want to follow our approach, you will have to manually inspect the text you scraped from each unique website and make a set of regex rules. Notebook Regex shows an example. | |
| The next step invloves cleaning and prepending the articles title to its body. Notebook Titles shows an example. | |
| Lastly, we add 1 space between every punctuation and apply a global rule that allows for 1 space at most between characters. Notebook Punct shows an example. | |