A common problem

• Detected a set of objects
• Galaxies, stars, asteroids
• Measured some property
• Luminosity, Mass, Obscuration, Metallicity
• With uncertainty, upper limits, missing data
• Limited sample size
• What is the distribution of that property in the underlying population