Density Curves and the Normal Distributions

A density curve is a curve that

  • is always on or above the horizontal axis, and
  • has an area exactly 1 underneath it

A density curve describes the overall pattern of a distribution. The area under the curve and above any range of values it eh proportion of all observations that fall in that range. 

  • The mode is the peak point of the curve
  • The median of a density curve is the equal-areas point
  • The mean of a density curve is the balance point
  • The median and the mean are always equal on a symmetric density curve

Example of a density curve: 

image

 A density curve is an idealized description of a distribution of data

  • The mean of the density curve is denoted as and the standard deviation is denoted as
  • When we take actual observations (a sample), we distinguish the mean of the distribution of these observations as x and the standard deviation as s

image

The area under the density curve and above any range of values is the proportion of all observations that fall in that range

The median of a density curve is the equal-areas point, the point that divides the area under the curve in half

The median and the mean are the same for a symmetric density curve. They both lie at the center of the curve

Notes

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