The heating bills for a selected sample of houses using various forms of heating are given below $($values are in dollars$).$

Gas Heated Homes Central Electric Heat Pump

$839081$

$808883$

$828780$

$838282$

$828379$

Use a suitable preprocessing technique for the dataset.

Based on the preprocessed dataset, using an appropriate visualization, assess the relationship between the variables.