Quantiles are values that cut a sorted series into parts with equal counts. Quartiles divide it into four parts, deciles into ten and percentiles into a hundred. The median is the second quartile. They describe the distribution without depending on the mean.
Example
df['x'].quantile([0.25, 0.5, 0.75])