| // configuration for a set of data points | |
| // strings are descriptors for the set | |
| // numbers are used for synthetic data generation) | |
| type BoxPlotConfig = { | |
| group: string | |
| subgroup?: string | |
| mu: number | |
| sd: number | |
| n: number | |
| } | |
| // create a random number from a distribution that has a mean and some spread | |
| // (uses Math.atanh instead of normal distribution - only meant for test cases) | |
| const randomValue = (mu = 0, sigma = 1) => { | |
| const z = (Math.random() - 0.5) * 2 | |
| return Math.atanh(z) * sigma + mu | |
| } | |
| export const generateBoxPlotData = (config: BoxPlotConfig[]) => { | |
| return config | |
| .map(x => { | |
| const values = Array(x.n) | |
| .fill(0) | |
| .map(() => randomValue(x.mu, x.sd)) | |
| return values.map(v => { | |
| return { ...x, value: v } | |
| }) | |
| }) | |
| .flat() | |
| } | |