This plot gives me an idea of the relationship between:
lead_time which is the number of days prior to arrival each customer book a hotel roomadr which represents the average daily rate the customer paidI filtered the records to get a more compact visualization and filtered to only display observations with a daily average rate greater than 0 and less then 500 and a lead time not equal to zero (there were some erroneous observations with a negative lead_time). The next step will be to see if this relationship is different between the two different hotel groups (resort hotels versus city hotels).