diff --git a/README.md b/README.md
index 757e897..5f0df5a 100644
--- a/README.md
+++ b/README.md
@@ -1,17 +1,17 @@
-# BalanceOfPlantSurogate
+# BalanceOfPlantSurrogate
 
-The BalanceOfPlantSurogate is a surogate model to the FUSE.ActorBalanceOfPlant actor in FUSE, this is done by simple interpolate/extrapolate of a hypercube
+The BalanceOfPlantSurrogate is a surogate model to the FUSE.ActorBalanceOfPlant actor in FUSE, this is done by simple interpolate/extrapolate of a hypercube
 
-The data generation is done inside the ```BalanceOfPlantSurogate/src/data``` folder , checkout the notebook in that folder!
+The data generation is done inside the ```BalanceOfPlantSurrogate/src/data``` folder , checkout the notebook in that folder!
 
 To run the surogate model::
 
 ```julia
-using BalanceOfPlantSurogate
+using BalanceOfPlantSurrogate
 
-bop_sur = BalanceOfPlantSurogate.BOPSurogate(:rankine)
+bop_sur = BalanceOfPlantSurrogate.BOPSurogate(:rankine)
 total_heat_load = 5e8
 breeder_heat_load = 4e8
 divertor_heat_load = 0.5e8
-plant_efficiency = BalanceOfPlantSurogate.predict_thermal_efficiency(bop_sur, total_heat_load, breeder_heat_load/total_heat_load, divertor_heat_load / (total_heat_load - breeder_heat_load))
+plant_efficiency = BalanceOfPlantSurrogate.predict_thermal_efficiency(bop_sur, total_heat_load, breeder_heat_load/total_heat_load, divertor_heat_load / (total_heat_load - breeder_heat_load))
 ```