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Statistics Formulas
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Standard Deviation
Formula: for a sample, for a population. Example: The sample standard deviation of 1, 2, 3 is .
Median
Formula: Middle value of a sorted list or if the list has an even number of observations. Example: The median of 1, 3, 3, 6, 7, 8, 9 is 6.
Interquartile Range (IQR)
Formula: , where and are the third and first quartiles, respectively. Example: If is 25 and is 75, then .
Cumulative Distribution Function (CDF)
Formula: For a random variable , the function . Example: If a random variable's PDF is for , then for .
Mode
Formula: The value(s) that appear most frequently in the data set. Example: The mode of 1, 2, 4, 4, 5 is 4.
Variance
Formula: for a sample, for a population. Example: The sample variance of 1, 2, 3 is .
Probability Density Function (PDF)
Formula: For a continuous random variable , the function such that the probability . Example: Uniform distribution has PDF for .
Range
Formula: . Example: The range of 5, 7, 10, 20 is .
Chi-square Statistic
Formula: , where are observed values and are expected values. Example: If observed values are 10, 20, 30 and expected values are 15, 15, 30, then .
Correlation Coefficient (Pearson)
Formula: for a sample. Example: If the covariance is 10, standard deviations are 3 and 2, then (note that correlation coefficients are between -1 and 1, this is just for illustration).
Mean (Arithmetic Mean)
Formula: . Example: The mean of 2, 3, 4 is .
Covariance
Formula: for sample data, for population data. Example: Given two samples (1, 2) and (3, 4), the sample covariance is .
Coefficient of Variation
Formula: (for sample), (for population). Example: If the mean is 50 and standard deviation is 5, .
Percentile
Formula: th value for the kth percentile. Example: The 50th percentile (median) of an ordered data list with 9 numbers is the th number.
Z-Score
Formula: for a sample, for a population. Example: With a mean of 20 and standard deviation of 5, the z-score of 25 is .
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