Hey guys, it works well in theory but not so well in application. I'll attach the new data set to show you what I mean.

1. Entertainment Book's address field is the most accurate than the others but doesn't separate street number for street name.
2. Conoisseur Club and UrbanSpoon have extra fields like menu, logo, more Bio entries, meal price.
3. Entertainment Book has an Up To value for their discounts
4. I'd believe for a duplicate listing, Entertainment Book's phone number listing to be more right than the others and bio to be more right than the others.
5. In the event that the listings aren't spelt the exact same way, that's fine we can manually edit those if the other fields seem to be the same.
6. Entertainment Book's Type/Cuisine Type - Ideally these should have been merged to be the same field - either cuisine type or the others (retail, activity, travel).

I know it's a bit of work, happy to commission someone to help me get it perfect and clean.