To prevent an expensive data-loading function from re-running every time a widget changes, use:

In regex, what does the ? quantifier mean?

Why is df.iterrows() usually NOT the right way to operate on a DataFrame?

Which regex matches a 4-digit year exactly?

Which widget lets a user upload a CSV file to your Streamlit app?

To find rows where an “order_id” column has duplicated values, use:

When should st.radio be preferred over st.selectbox?

To display a Plotly figure with full interactivity in Streamlit:

You apply str.contains to a column that has some NaN values. Without the na argument, what happens?

Streamlit was preferred over Dash for this course because: