As my snowflake trial has run out i cannot constantly query snowflake and therefore the actual dashboard no longer works. The images below are of what the final product looked like. Ideally to help with this i would deploy the streamlit dashboard on a docker container on an EC2 instance or somthing like that so that the dashboard can be viewed etc.