diff --git a/src/main/asciidoc/analytics/twitter-analytics/main.adoc b/src/main/asciidoc/analytics/twitter-analytics/main.adoc
index 8cd27c7..1007580 100644
--- a/src/main/asciidoc/analytics/twitter-analytics/main.adoc
+++ b/src/main/asciidoc/analytics/twitter-analytics/main.adoc
@@ -25,8 +25,8 @@ $ export STREAM_APPS_URI=https://dataflow.spring.io/kafka-maven-einstein
 $ docker-compose -f ./docker-compose.yml -f ./docker-compose-prometheus.yml up
 ```
 +
-NOTE: Tish sample requires the https://dataflow.spring.io/docs/applications/pre-packaged2x/[2.x pre-build applications (e.g. Einstein apps)]!
-Depending on your installation platform (local, k8s or CF) and binder (RabbitMQ or Kafka) you can set the `STREAM_APPS_URI` environment variable to one of the following options:
+NOTE: This sample requires the https://dataflow.spring.io/docs/applications/pre-packaged2x/[2.x pre-build applications (e.g. Einstein apps)]!
+Depending on the platform (local, k8s or CF) and the binder (RabbitMQ or Kafka) on can install (or use the `STREAM_APPS_URI` environment variable for this demo) apps from the following pre-build lists:
 (1) Kafka: `https://dataflow.spring.io/kafka-docker-einstein`, `https://dataflow.spring.io/kafka-maven-einstein`, (2) RabbitMQ: `https://dataflow.spring.io/rabbitmq-docker-einstein`, `https://dataflow.spring.io/rabbitmq-maven-einstein`.
 +
 * A running link:https://dataflow.spring.io/docs/installation/local/docker/#shell[Data Flow Shell]