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To get the minimum value along each column of a 2D array, you use np.min(arr, axis=__).

What is the result of np.any(arr > 10) for arr = np.array([5, 8, 12, 3])?

What does boolean indexing allow you to do?

To stack two 1D arrays vertically into a 2D array, you use __.

A quality control analyst has measurements from 100 products across 5 different sensors (a 100×5 array). Explain how you would use NumPy to find: (1) the average reading for each sensor, (2) products where any sensor reading exceeds a threshold, and (3) the sensor with the highest variability. Which axis parameter would you use for each calculation and why?

Which method creates a new column in a DataFrame?

You have sales data with columns: date, store_id, product, quantity, revenue. Explain how you would use Pandas to: (1) calculate total revenue per store, (2) find the top 5 best-selling products by quantity, and (3) create a new column showing revenue per unit.

You have sales data with columns: date, store_id, product, quantity, revenue. Explain how you would use Pandas to: (1) calculate total revenue per store, (2) find the top 5 best-selling products by quantity, and (3) create a new column showing revenue per unit.

What method would you use to sort a DataFrame by the ‘Price’ column in descending order?

What method would you use to sort a DataFrame by the ‘Price’ column in descending order?