diff --git a/README.Rmd b/README.Rmd
index 6e70089..11a5830 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -6,7 +6,7 @@ bibliography: "vignettes/packages.bib"
-# The oceanexplorer
+# The oceanexplorer
```{r, include = FALSE}
@@ -71,8 +71,8 @@ bibtex::write.bib(
[![Codecov test coverage](https://codecov.io/gh/UtrechtUniversity/Oceanexplorer/branch/master/graph/badge.svg)](https://app.codecov.io/gh/UtrechtUniversity/Oceanexplorer?branch=master)
-The goal of oceanexplorer is to enable easy access and exploration of the [World Ocean Atlas](https://www.nodc.noaa.gov/OC5/SELECT/woaselect/woaselect.html) of the US agency [NOAA](https://www.ncei.noaa.gov/).
+The goal of oceanexplorer is to enable easy access and exploration of the [World Ocean Atlas](https://www.nodc.noaa.gov/OC5/SELECT/woaselect/woaselect.html) of the US agency [NOAA](https://www.ncei.noaa.gov/).
![Demo of the ocean explorer app](man/figures/oceanexplorer-demo.gif){width=95%}
@@ -107,7 +107,7 @@ install.packages("oceanexplorer")
## Example
-The package allows extraction of global databases of several physical and chemical parameters of the ocean from the NOAA WORLD OCEAN ATLAS.
+The package allows extraction of global databases of several physical and chemical parameters of the ocean from the NOAA World Ocean Atlas.
```{r load}
library(oceanexplorer)
@@ -150,7 +150,7 @@ NOAA_app()
```
-Or, the RStudio addin can be launched within the RStudio viewer pain by executing the following code, or by using the `Addins` drop down menu in the taskbar.
+The RStudio addin can be launched within the RStudio viewer pain by executing the following code, or by using the `Addins` drop down menu in the task-bar.
```{r addin, eval = FALSE}
# launch an interactive shiny session
diff --git a/README.md b/README.md
index 157b1e8..896e91c 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
-# The oceanexplorer
+# The oceanexplorer
@@ -74,7 +74,7 @@ install.packages("oceanexplorer")
## Example
The package allows extraction of global databases of several physical
-and chemical parameters of the ocean from the NOAA WORLD OCEAN ATLAS.
+and chemical parameters of the ocean from the NOAA World Ocean Atlas.
``` r
library(oceanexplorer)
@@ -127,9 +127,9 @@ of the datasets.
NOAA_app()
```
-Or, the RStudio addin can be launched within the RStudio viewer pain by
+The RStudio addin can be launched within the RStudio viewer pain by
executing the following code, or by using the `Addins` drop down menu in
-the taskbar.
+the task-bar.
``` r
# launch an interactive shiny session