diff --git a/vignettes/getting_started.Rmd b/vignettes/getting_started.Rmd
index 6a2582e..8da167e 100644
--- a/vignettes/getting_started.Rmd
+++ b/vignettes/getting_started.Rmd
@@ -224,7 +224,7 @@ The function `refit_Growth()` can be used to generate plots of the growth parame
 <!-- # # data(fits1);data(fits2) -->
 <!-- # ``` -->
 
-Then, run the function with the breakpoints as-is and inspect the outputs.
+Run the function with the breakpoints as-is and inspect the outputs.
 
 ```{r, echo = TRUE, include = TRUE, warning = FALSE} 
 # fits1 <- refit_Growth(simulated_data, breakpoints, showPlot = FALSE)
@@ -247,7 +247,7 @@ fits1$fits_plot
 
 # Updating and re-fitting the breakpoints
 
-Based on the exploration above, you may decide to manually combine the second and third strata, using just a single breakpoint north to south. In this case, we would do away with the breakpoint at $-141^{\circ}$)W, replacing it with `-Inf`:
+Based on the exploration above, you may decide to manually combine the second and third strata, using just a single breakpoint north to south. In this case, we would do away with the breakpoint at $-141^{\circ}$)W, replacing it with `-Inf`. 
 
 
 ```{r, echo = TRUE, include = TRUE, warning = FALSE} 
@@ -257,7 +257,7 @@ breakpoints$long <- -Inf
 #                       showPlot = FALSE) ## refit the curves
 ```
 
-We can repeat the visualization and see that 1) the parameter values are now more distinct from one another and 2) so are the curves.
+We can repeat the visualization and see that 1) the key parameter values are now more distinct from one another and 2) so are the curves.
 
 ```{r, echo = TRUE, include = TRUE, warning = FALSE} 
 fits2$pars_plot