S2 and S3. As can be seen, the causal structure is significant at a level of 99%. We have tried 100 and 200 surrogates for each series and the results are similar. Comparing to the rough estimate in the bivariate case (see Supplementary Fig. S1d), Fig. 1a has a horseshoe structure ...