AP STATS DENSITY CURVES AND THE NORMAL DISTRIBUTIONS Chapter 2.1 The histogram displays the Grade equivalent vocabulary scores for 7th graders on the Iowa Test of Basic Skills. The scores of students on this national test have a regular distribution. This histogram is mostly symmetric Both tails fall of smoothly from the center peak There are no obvious gaps or outliers. THE SMOOTH CURVE IS A GOOD DESCRIPTION OF THE OVERALL PATTERN To change from a histogram to a smooth curve – Use PROPORTIONS of the observations fall in each range rather than actual counts of observations. Each bar area will represent the proportion of observations in that class For the curve, the area under the curve represents the proportions of the observations. Adjust the scale of the graph so that the total area under the curve is equal to 1. DENSITY CURVES Describe the overall shape of distributions Idealized mathematical models for distributions Show patterns that are accurate enough for practical purposes Always on or above the horizontal axis The total area under the curve is exactly 1 Areas under the curve represent relative frequencies of observations MEASURES OF CENTER ON DENSITY CURVES The MEDIAN (M) is the point with half the observations on either side. The QUARTILES divide the area under the curve into quarters. The MEAN (or arithmetic average) is the point at which the curve would balance is made of a solid material. DENSITY CURVES can be symmetrical or skewed. Remember that for symmetrical distributions, the Median and Mean are equal. Because a Density Curve is an idealized description of the distribution of data, we must distinguish between the mean ( x ) and standard deviation (s) computed from the actual observations and the mean ( ) and standard deviation ( ) of the idealized distribution. EXAMPLES: Consider the unusual density curve. Find the % of the data in the following intervals. 0 < X < 0.6 ? 0.2 < X < 0.4 ? 0 < X < 0.8 ? What would the density curve for a uniform distribution look like? HW: Chapter 2 – 2.1 through 2.5