Web Reference: Return the ceiling of the input, element-wise. The ceil of the scalar x is the smallest integer i, such that i >= x. It is often denoted as . Input data. A location into which the result is stored. If provided, it must have a shape that the inputs broadcast to. If not provided or None, a freshly-allocated array is returned. Jan 15, 2024 · You can use np.floor(), np.trunc(), and np.ceil() to round up and down the elements in a NumPy array (ndarray). Considering both positive and negative values, there are four main types of rounding: toward negative infinity, toward zero, toward positive infinity, and towards infinity. Sep 15, 2025 · This post will dive deep into NumPy”s essential rounding functions: np.round(), np.floor(), and np.ceil(). We”ll explore how each works, provide clear examples, and help you understand when to use which for optimal data manipulation.
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