A metaphor for private data analysis: Perturbing each bit of the image on the left by flipping it with a random probability of 25% prevents inferring with high probability whether each single bit was originally an “M” or a “.”, while still allowing to observe conclusions from the big picture. Figure adapted from slides presentation of Ulfar Erlingsson [Nam17].