diff --git a/README.md b/README.md
index f1bee04dfaad7e405257b2b484130d7f8ebf1044..aad64be8cbc10bfe7d4e6fbb28cc0bec55fe2276 100644
--- a/README.md
+++ b/README.md
@@ -12,9 +12,9 @@ Newseye Jupyter Notebook: János Békési, Martin Gasteiner
 
 Sometimes the generating of topic models is rather tedious, since difficulties can arise regarding
 input data (datetime series with different starting or ending points, unforeseen gaps, etc.), or 
-the output formatting has to consider presentation quirks or sequence fittings. Though time aufgewendet 
-will mostly be more than estimated, any of those obstructions will be mastered (?) with a bit of
-patience and thoughtfulness.
+the output formatting has to consider presentation quirks or sequence fittings. Though time spent 
+will probably be more than estimated, any of those obstacles will be overcome with a bit of
+patience and insistence.
 
 When preparing data for topic modelling, especially when using scanned data, it is crucious to allow for
 some document structure (pages, sections, documents).