api: "YAML JSON TOON Database" version: 1.0.0 format: json dataset: slug: statistics-basics title: "Statistics Basics" description: "Fundamental statistical measures and concepts." category: Mathematics category_slug: mathematics tags: "math,statistics,probability,data-science" view_count: 0 data [7]{measure,description,formula}: "Mean (Average)","Sum of all values divided by count.","xbar = Sum(xi) / n" Median,"Middle value when data is sorted. Robust to outliers.","Middle element (or avg of two)" Mode,"Most frequently occurring value in the dataset.","argmax frequency" Variance,"Average squared deviation from the mean.","sigma2 = Sum(xi - xbar)2 / n" "Standard Deviation","Square root of variance; measures spread in original units.","sigma = sqrt(variance)" Correlation,"Measure of linear relationship between two variables.","r = Cov(X,Y) / (sigma_x * sigma_y)" Z-Score,"Number of standard deviations a value is from the mean.","z = (x - xbar) / sigma"