Load The Full Dataset

Lesson 12 of 17

So far, we have been working with a subset of the New York TLC dataset. The subset contains the first 10,000 taxi trips made in the early hours of the morning on December 1st, 2018. This is not a representative subset of all the trips made in December, but it allowed us to quickly design a data transformation pipeline and train a regression model on the data.

Now, let’s download the full dataset.

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Please provide your access code to unlock and read the remainder of this lesson. Your code will be securely stored in your browser, so you only need to enter it once. If you do not have an access code for this lab, you can get one here.

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