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Outliers could also be evidence of a sample population that has a non-normal distribution or of a contaminated population data set. Consequently, as is the basic idea of descriptive statistics , when encountering an outlier , we have to explain this value by further analysis of the cause or origin of the outlier.
However, a normal distribution can be trivially perturbed to maintain its Q1 and Q2 std. scores at 0.67 and −0.67 and not be normally distributed (so the above test would produce a false positive). A better test of normality, such as Q–Q plot would be indicated here.
For any population probability distribution on finitely many values, and generally for any probability distribution with a mean and variance, it is the case that +, where Q(p) is the value of the p-quantile for 0 < p < 1 (or equivalently is the k-th q-quantile for p = k/q), where μ is the distribution's arithmetic mean, and where σ is the ...
This example calculates the five-number summary for the following set of observations: 0, 0, 1, 2, 63, 61, 27, 13. These are the number of moons of each planet in the Solar System . It helps to put the observations in ascending order: 0, 0, 1, 2, 13, 27, 61, 63.
Second quarter (Q2): Jan. 1 through March 31. Third quarter (Q3): April 1 through June 30. Fourth quarter (Q4): July 1 through Sept. 30. Caitlyn Moorhead contributed to the reporting for this article.
The Cauchy distribution, an example of a distribution which does not have an expected value or a variance. In physics it is usually called a Lorentzian profile, and is associated with many processes, including resonance energy distribution, impact and natural spectral line broadening and quadratic stark line broadening.
Image source: The Motley Fool. Dollar Tree (NASDAQ: DLTR) Q3 2024 Earnings Call Dec 04, 2024, 8:00 a.m. ET. Contents: Prepared Remarks. Questions and Answers. Call ...
Image source: The Motley Fool. Alaska Air Group (NYSE: ALK) Q4 2024 Earnings Call Jan 23, 2025, 11:30 a.m. ET. Contents: Prepared Remarks. Questions and Answers. Call Participants