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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