diff --git a/build-graph.sh b/build-graph.sh
index f1de5822..468b2946 100755
--- a/build-graph.sh
+++ b/build-graph.sh
@@ -14,7 +14,7 @@ OTP_IMAGE=docker.io/opentripplanner/opentripplanner:2.5.0_2024-01-19T14-50
 
 # when on github actions then install the required tools
 if [ -n "${CI+isset}" ]; then
-  sudo apt-get -qq install osmium-tool wget gdal-bin python3-gdal
+  sudo apt-get -qq install osmium-tool wget
 fi
 
 mkdir -p data
@@ -23,7 +23,7 @@ if [ ! -f "${NORTH_EAST_PBF}" ]; then
   wget --progress=bar:force:noscroll ${NORTH_EAST_URL} -O ${NORTH_EAST_PBF}
 fi
 
-# cut out South Tyrol from the large South East Italy extract
+# cut out South Tyrol from the large North East Italy extract
 osmium extract ${NORTH_EAST_PBF} --polygon south-tyrol.geojson -o ${SOUTH_TYROL_PBF} --overwrite
 
 # actually do graph build