1.A seemingly linear relationship does exist between the amount of vacant houses in the Hill District and the condition of those houses.

2.The effect of these vacant houses on the median sale price of houses in the area is also visible given that neighborhoods with higher vacancy rates selling houses at lower prices and those with lower vacancy rates selling high.

3.The pre-conception that Owner Occupied housing is generally in a better condition than rentals and higher valued was not supported by the visualizations. Houses with low owner occupancy were sold both at higher and lower ends of the spectrum. This led this data visualization to be inconclusive.