diff --git a/README.md b/README.md
index 47c3024..d5d72ee 100644
--- a/README.md
+++ b/README.md
@@ -50,7 +50,7 @@ print(cost) # In hr/ns
 ```
 You should then modify the `run_adaptive.py` script to match this cost (specifically the `reference_sim_cost` argument to `get_optimal_lam_vals`).
 
-## To Reproduce Analysis
+## To Reproduce Analyses
 
 The `analysis` directory contains the code and inputs required to perform analyses not already performed by `a3fe` by default (when `calc.analyse()` or `calc.analyse_convergence()` is run). Each sub-directory contains two notebooks - "analysis" notebooks use the pre-provided data in the `final_analysis` directories to generate the figures from the paper. These can be run without changes. The "preprocessing" notebooks show examples of the computationally-intensive analyses run on the simulation outputs (not included due to size) to generate the data which which is used in the "analysis" notebooks. These will not work without changes - they are intended to be adapted to run on outputs generated by the user.