Masked array operations#
Constants#
alias of |
Creation#
From existing data#
alias of |
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An array class with possibly masked values. |
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Return a copy of the array. |
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Interpret a buffer as a 1-dimensional array. |
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Construct an array by executing a function over each coordinate. |
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Return a copy of the array. |
Create a two-dimensional array with the flattened input as a diagonal. |
Ones and zeros#
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Return a new array of given shape and type, without initializing entries. |
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Return a new array with the same shape and type as a given array. |
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Empty masked array with all elements masked. |
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Empty masked array with the properties of an existing array. |
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Return a new array of given shape and type, filled with ones. |
Return an array of ones with the same shape and type as a given array. |
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Return a new array of given shape and type, filled with zeros. |
Return an array of zeros with the same shape and type as a given array. |
Inspecting the array#
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Returns True if all elements evaluate to True. |
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Returns True if any of the elements of a evaluate to True. |
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Count the non-masked elements of the array along the given axis. |
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Count the number of masked elements along the given axis. |
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Return the mask of a masked array, or nomask. |
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Return the mask of a masked array, or full boolean array of False. |
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Return the data of a masked array as an ndarray. |
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Return the indices of unmasked elements that are not zero. |
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Return the shape of an array. |
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Return the number of elements along a given axis. |
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Determine whether input has masked values. |
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Return True if m is a valid, standard mask. |
Test whether input is an instance of MaskedArray. |
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Test whether input is an instance of MaskedArray. |
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Test whether input is an instance of MaskedArray. |
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Calculates element in test_elements, broadcasting over element only. |
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Test whether each element of an array is also present in a second array. |
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Finds the unique elements of an array. |
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Returns True if all elements evaluate to True. |
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Returns True if any of the elements of a evaluate to True. |
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Count the non-masked elements of the array along the given axis. |
Return the indices of unmasked elements that are not zero. |
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Return the shape of an array. |
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Return the number of elements along a given axis. |
Returns the underlying data, as a view of the masked array. |
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Current mask. |
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Get or set the mask of the array if it has no named fields. |
Manipulating a MaskedArray#
Changing the shape#
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Returns a 1D version of self, as a view. |
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Returns an array containing the same data with a new shape. |
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Return a new masked array with the specified size and shape. |
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Return a copy of the array collapsed into one dimension. |
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Returns a 1D version of self, as a view. |
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Give a new shape to the array without changing its data. |
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Modifying axes#
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Return a view of the array with axis1 and axis2 interchanged. |
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Permute the dimensions of an array. |
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Return a view of the array with axis1 and axis2 interchanged. |
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Returns a view of the array with axes transposed. |
Changing the number of dimensions#
Convert inputs to arrays with at least one dimension. |
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View inputs as arrays with at least two dimensions. |
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View inputs as arrays with at least three dimensions. |
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Expand the shape of an array. |
Remove axes of length one from a. |
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Remove axes of length one from a. |
Join a sequence of arrays along a new axis. |
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Stack 1-D arrays as columns into a 2-D array. |
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Concatenate a sequence of arrays along the given axis. |
Stack arrays in sequence depth wise (along third axis). |
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Stack arrays in sequence horizontally (column wise). |
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Split an array into multiple sub-arrays horizontally (column-wise). |
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Translate slice objects to concatenation along the first axis. |
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Stack arrays in sequence vertically (row wise). |
Joining arrays#
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Concatenate a sequence of arrays along the given axis. |
Join a sequence of arrays along a new axis. |
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Stack arrays in sequence vertically (row wise). |
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Stack arrays in sequence horizontally (column wise). |
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Stack arrays in sequence depth wise (along third axis). |
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Stack 1-D arrays as columns into a 2-D array. |
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Append values to the end of an array. |
Operations on masks#
Creating a mask#
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Create a boolean mask from an array. |
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Return a boolean mask of the given shape, filled with False. |
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Combine two masks with the |
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Construct a dtype description list from a given dtype. |
Accessing a mask#
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Return the mask of a masked array, or nomask. |
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Return the mask of a masked array, or full boolean array of False. |
Current mask. |
Finding masked data#
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Multidimensional index iterator. |
Find contiguous unmasked data in a masked array. |
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Find the indices of the first and last unmasked values. |
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Find contiguous unmasked data in a masked array along the given axis. |
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Find the indices of the first and last unmasked values along an axis. |
Returns a list of slices corresponding to the masked clumps of a 1-D array. |
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Return list of slices corresponding to the unmasked clumps of a 1-D array. |
Modifying a mask#
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Mask columns of a 2D array that contain masked values. |
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Combine two masks with the |
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Mask rows and/or columns of a 2D array that contain masked values. |
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Mask rows of a 2D array that contain masked values. |
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Force the mask to hard, preventing unmasking by assignment. |
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Force the mask to soft (default), allowing unmasking by assignment. |
Force the mask to hard, preventing unmasking by assignment. |
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Force the mask to soft (default), allowing unmasking by assignment. |
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Reduce a mask to nomask when possible. |
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Copy the mask and set the sharedmask flag to |
Conversion operations#
> to a masked array#
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Convert the input to a masked array of the given data-type. |
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Convert the input to a masked array, conserving subclasses. |
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Return input with invalid data masked and replaced by a fill value. |
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Mask an array where equal to a given value. |
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Mask an array where greater than a given value. |
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Mask an array where greater than or equal to a given value. |
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Mask an array inside a given interval. |
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Mask an array where invalid values occur (NaNs or infs). |
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Mask an array where less than a given value. |
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Mask an array where less than or equal to a given value. |
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Mask an array where not equal to a given value. |
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Mask the array x where the data are exactly equal to value. |
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Mask an array outside a given interval. |
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Mask using floating point equality. |
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Mask an array where a condition is met. |
> to a ndarray#
Suppress whole columns of a 2-D array that contain masked values. |
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Suppress the rows and/or columns of a 2-D array that contain masked values. |
Suppress whole rows of a 2-D array that contain masked values. |
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Return all the non-masked data as a 1-D array. |
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Return input as an array with masked data replaced by a fill value. |
Return all the non-masked data as a 1-D array. |
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Return a copy of self, with masked values filled with a given value. |
> to another object#
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Save a masked array to a file in binary format. |
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Return the data portion of the masked array as a hierarchical Python list. |
Transforms a masked array into a flexible-type array. |
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Return the array data as a string containing the raw bytes in the array. |
Filling a masked array#
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Return the common filling value of two masked arrays, if any. |
Return the default fill value for the argument object. |
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Return the minimum value that can be represented by the dtype of an object. |
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Return the maximum value that can be represented by the dtype of an object. |
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Set the filling value of a, if a is a masked array. |
The filling value of the masked array is a scalar. |
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The filling value of the masked array is a scalar. |
Masked arrays arithmetic#
Arithmetic#
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Compute the anomalies (deviations from the arithmetic mean) along the given axis. |
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Compute the anomalies (deviations from the arithmetic mean) along the given axis. |
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Return the weighted average of array over the given axis. |
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Return the complex conjugate, element-wise. |
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Return Pearson product-moment correlation coefficients. |
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Estimate the covariance matrix. |
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Return the cumulative sum of the array elements over the given axis. |
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Return the cumulative product of the array elements over the given axis. |
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Returns the average of the array elements along given axis. |
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Compute the median along the specified axis. |
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Returns element-wise base array raised to power from second array. |
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Return the product of the array elements over the given axis. |
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Returns the standard deviation of the array elements along given axis. |
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Return the sum of the array elements over the given axis. |
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Compute the variance along the specified axis. |
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Compute the anomalies (deviations from the arithmetic mean) along the given axis. |
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Return the cumulative product of the array elements over the given axis. |
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Return the cumulative sum of the array elements over the given axis. |
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Returns the average of the array elements along given axis. |
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Return the product of the array elements over the given axis. |
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Returns the standard deviation of the array elements along given axis. |
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Return the sum of the array elements over the given axis. |
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Compute the variance along the specified axis. |
Minimum/maximum#
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Returns array of indices of the maximum values along the given axis. |
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Return array of indices to the minimum values along the given axis. |
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Return the maximum along a given axis. |
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Return the minimum along a given axis. |
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Return (maximum - minimum) along the given dimension (i.e. peak-to-peak value). |
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Calculate the n-th discrete difference along the given axis. |
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Returns array of indices of the maximum values along the given axis. |
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Return array of indices to the minimum values along the given axis. |
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Return the maximum along a given axis. |
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Return the minimum along a given axis. |
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Return (maximum - minimum) along the given dimension (i.e. peak-to-peak value). |
Sorting#
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Return an ndarray of indices that sort the array along the specified axis. |
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Return a sorted copy of the masked array. |
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Return an ndarray of indices that sort the array along the specified axis. |
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Sort the array, in-place |
Algebra#
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Extract a diagonal or construct a diagonal array. |
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Return the dot product of two arrays. |
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Return the identity array. |
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Inner product of two arrays. |
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Inner product of two arrays. |
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Compute the outer product of two vectors. |
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Compute the outer product of two vectors. |
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Return the sum along diagonals of the array. |
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Permute the dimensions of an array. |
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Return the sum along diagonals of the array. |
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Returns a view of the array with axes transposed. |
Polynomial fit#
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Generate a Vandermonde matrix. |
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Least squares polynomial fit. |
Clipping and rounding#
Round an array to the given number of decimals. |
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Clip (limit) the values in an array. |
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Return a copy of a, rounded to 'decimals' places. |
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Return an array whose values are limited to |
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Return each element rounded to the given number of decimals. |
Set operations#
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Returns the unique elements common to both arrays. |
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Set difference of 1D arrays with unique elements. |
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Set exclusive-or of 1-D arrays with unique elements. |
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Union of two arrays. |
Miscellanea#
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Return True if all entries of a and b are equal, using fill_value as a truth value where either or both are masked. |
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Returns True if two arrays are element-wise equal within a tolerance. |
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Return the maximum of an array or maximum along an axis. |
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Return the minimum of an array or minimum along an axis. |
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Apply a function to 1-D slices along the given axis. |
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Apply a function repeatedly over multiple axes. |
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Return evenly spaced values within a given interval. |
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Use an index array to construct a new array from a list of choices. |
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Suppress slices from multiple dimensions which contain masked values. |
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Returns the discrete, linear convolution of two one-dimensional sequences. |
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Cross-correlation of two 1-dimensional sequences. |
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Compute the differences between consecutive elements of an array. |
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Returns a completely flattened version of the mask, where nested fields are collapsed. |
Flatten a structured array. |
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Build a masked array from a suitable flexible-type array. |
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Return an array representing the indices of a grid. |
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Shift the bits of an integer to the left. |
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Return the number of dimensions of an array. |
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Set storage-indexed locations to corresponding values. |
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Changes elements of an array based on conditional and input values. |
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Shift the bits of an integer to the right. |
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Return a copy of a, rounded to 'decimals' places. |
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Return a masked array with elements from x or y, depending on condition. |