diff --git a/README.md b/README.md
index 471d719..fe0529e 100644
--- a/README.md
+++ b/README.md
@@ -32,7 +32,7 @@ can be installed from the Github repo  with ``pip``:
 
 ```bash
 
-  pip install pathways
+  pip git+https://github.com/polca/pathways.git
 
 ```
 
@@ -88,7 +88,7 @@ p.calculate(
     regions=regions,
     years=years,
     variables=variables,
-    use_distributions=0 # optional, number of iterations for Monte Carlo analysis
+    use_distributions=0 # optional, if >0 : number of iterations for Monte Carlo analysis
 )
 
 ```
@@ -139,7 +139,7 @@ methods of ``xarray``.
 
 ```
 
-Or the result cna be exoprted as a Parquet file:
+Or the result can be exported as a Parquet file to be loaded into `pandas` later on:
 
 ```python