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Density curves • Like drawing a curve through the tops of the bars in a histogram and smoothing out the irregular ups and downs. • Show the proportion of observations in any region by the area under the curve • Choose a scale so that the total area under the curve is 1 The center and spread of a density curve • The median is the equal-areas point—the point that divides the area under the curve in half • The mean is the balance point, at which the curve would balance if made of solid material • The mean and median of a symmetric curve are in the same place • The mean of a skewed curve is pulled toward the long tail The normal distribution • Normal curves are symmetric, single-peaked, and bell-shaped. • A normal curve can be described completely by its mean and standard deviation • The standard deviation determines the shape of the curve • Distributions of many scientific variables end up being normal • The 68-95-99.7% rule Standard scores • Standard scores are scores that are expressed in standard deviations above or below the mean • Standard score = (observation –mean) /std. dev Percentiles • The xth percentile of a distribtuion is a value such that x percent of the observations lie below it and the rest above it. • Median = 50% percentile • Quartiles = ? • Standard scores translate into specific percentiles that are not affected by the mean and standard deviation • Finding the observation that matches a percentile