# Compatibility with numpy functions
The following table describes the compatibilities between numpy and dask.array
functions.
Please be aware that some inconsistencies with the two versions may exist.
This table has been compiled manually and may not reflect the current Dask state.
Update contributions are welcome.
* A blank entry indicates that the function is not implemented in Dask.
* Direct implementations are direct calls to numpy functions.
* Element-wise implementations are derived from numpy but applied element-wise: the
argument should be a dask array.
* Dask equivalent are Dask implementations, which may lack or add parameters with respect
to the numpy function.
A more in-depth comparison in the framework of the [Array API](https://data-apis.org/array-api/latest/)
is available via the [Array API Comparison repository](https://github.com/data-apis/array-api-comparison).
| NumPy | Dask | Implementation |
|------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------|
| [`numpy.absolute`](https://numpy.org/doc/stable/reference/generated/numpy.absolute.html#numpy.absolute) | [`dask.array.absolute`](generated/dask.array.absolute.html.md#dask.array.absolute) or [`dask.array.abs`](generated/dask.array.abs.html.md#dask.array.abs) | direct (ufunc) |
| [`numpy.add`](https://numpy.org/doc/stable/reference/generated/numpy.add.html#numpy.add) | [`dask.array.add`](generated/dask.array.add.html.md#dask.array.add) | direct (ufunc) |
| [`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) | [`dask.array.all`](generated/dask.array.all.html.md#dask.array.all) [21](#id64) | dask equivalent |
| [`numpy.allclose`](https://numpy.org/doc/stable/reference/generated/numpy.allclose.html#numpy.allclose) | [`dask.array.allclose`](generated/dask.array.allclose.html.md#dask.array.allclose) | dask equivalent |
| [`numpy.amax`](https://numpy.org/doc/stable/reference/generated/numpy.amax.html#numpy.amax) | [`dask.array.max`](generated/dask.array.max.html.md#dask.array.max) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.amin`](https://numpy.org/doc/stable/reference/generated/numpy.amin.html#numpy.amin) | [`dask.array.min`](generated/dask.array.min.html.md#dask.array.min) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.angle`](https://numpy.org/doc/stable/reference/generated/numpy.angle.html#numpy.angle) | [`dask.array.angle`](generated/dask.array.angle.html.md#dask.array.angle) [23](#id66) | dask equivalent |
| [`numpy.any`](https://numpy.org/doc/stable/reference/generated/numpy.any.html#numpy.any) | [`dask.array.any`](generated/dask.array.any.html.md#dask.array.any) [21](#id64) | dask equivalent |
| [`numpy.append`](https://numpy.org/doc/stable/reference/generated/numpy.append.html#numpy.append) | [`dask.array.append`](generated/dask.array.append.html.md#dask.array.append) | dask equivalent |
| [`numpy.apply_along_axis`](https://numpy.org/doc/stable/reference/generated/numpy.apply_along_axis.html#numpy.apply_along_axis) | [`dask.array.apply_along_axis`](generated/dask.array.apply_along_axis.html.md#dask.array.apply_along_axis) | dask equivalent |
| [`numpy.apply_over_axes`](https://numpy.org/doc/stable/reference/generated/numpy.apply_over_axes.html#numpy.apply_over_axes) | [`dask.array.apply_over_axes`](generated/dask.array.apply_over_axes.html.md#dask.array.apply_over_axes) | dask equivalent |
| [`numpy.arange`](https://numpy.org/doc/stable/reference/generated/numpy.arange.html#numpy.arange) | [`dask.array.arange`](generated/dask.array.arange.html.md#dask.array.arange) | dask equivalent |
| [`numpy.arccos`](https://numpy.org/doc/stable/reference/generated/numpy.arccos.html#numpy.arccos) | [`dask.array.arccos`](generated/dask.array.arccos.html.md#dask.array.arccos) | direct (ufunc) |
| [`numpy.arccosh`](https://numpy.org/doc/stable/reference/generated/numpy.arccosh.html#numpy.arccosh) | [`dask.array.arccosh`](generated/dask.array.arccosh.html.md#dask.array.arccosh) | direct (ufunc) |
| [`numpy.arcsin`](https://numpy.org/doc/stable/reference/generated/numpy.arcsin.html#numpy.arcsin) | [`dask.array.arcsin`](generated/dask.array.arcsin.html.md#dask.array.arcsin) | direct (ufunc) |
| [`numpy.arcsinh`](https://numpy.org/doc/stable/reference/generated/numpy.arcsinh.html#numpy.arcsinh) | [`dask.array.arcsinh`](generated/dask.array.arcsinh.html.md#dask.array.arcsinh) | direct (ufunc) |
| [`numpy.arctan`](https://numpy.org/doc/stable/reference/generated/numpy.arctan.html#numpy.arctan) | [`dask.array.arctan`](generated/dask.array.arctan.html.md#dask.array.arctan) | direct (ufunc) |
| [`numpy.arctan2`](https://numpy.org/doc/stable/reference/generated/numpy.arctan2.html#numpy.arctan2) | [`dask.array.arctan2`](generated/dask.array.arctan2.html.md#dask.array.arctan2) | direct (ufunc) |
| [`numpy.arctanh`](https://numpy.org/doc/stable/reference/generated/numpy.arctanh.html#numpy.arctanh) | [`dask.array.arctanh`](generated/dask.array.arctanh.html.md#dask.array.arctanh) | direct (ufunc) |
| [`numpy.argmax`](https://numpy.org/doc/stable/reference/generated/numpy.argmax.html#numpy.argmax) | [`dask.array.argmax`](generated/dask.array.argmax.html.md#dask.array.argmax) | dask equivalent |
| [`numpy.argmin`](https://numpy.org/doc/stable/reference/generated/numpy.argmin.html#numpy.argmin) | [`dask.array.argmin`](generated/dask.array.argmin.html.md#dask.array.argmin) | dask equivalent |
| [`numpy.argpartition`](https://numpy.org/doc/stable/reference/generated/numpy.argpartition.html#numpy.argpartition) | - | |
| [`numpy.argsort`](https://numpy.org/doc/stable/reference/generated/numpy.argsort.html#numpy.argsort) | [`dask.array.argtopk`](generated/dask.array.argtopk.html.md#dask.array.argtopk) [25](#id68) | |
| [`numpy.argwhere`](https://numpy.org/doc/stable/reference/generated/numpy.argwhere.html#numpy.argwhere) | [`dask.array.argwhere`](generated/dask.array.argwhere.html.md#dask.array.argwhere) | dask equivalent |
| [`numpy.around`](https://numpy.org/doc/stable/reference/generated/numpy.around.html#numpy.around) | [`dask.array.around`](generated/dask.array.around.html.md#dask.array.around) [23](#id66) [26](#id69) or [`dask.array.round`](generated/dask.array.round.html.md#dask.array.round) | dask equivalent |
| [`numpy.array`](https://numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array) | [`dask.array.array`](generated/dask.array.array.html.md#dask.array.array) | dask equivalent |
| [`numpy.array2string`](https://numpy.org/doc/stable/reference/generated/numpy.array2string.html#numpy.array2string) | - | |
| [`numpy.array_equal`](https://numpy.org/doc/stable/reference/generated/numpy.array_equal.html#numpy.array_equal) | - | |
| [`numpy.array_equiv`](https://numpy.org/doc/stable/reference/generated/numpy.array_equiv.html#numpy.array_equiv) | - | |
| [`numpy.array_repr`](https://numpy.org/doc/stable/reference/generated/numpy.array_repr.html#numpy.array_repr) | - | |
| [`numpy.array_split`](https://numpy.org/doc/stable/reference/generated/numpy.array_split.html#numpy.array_split) | - | |
| [`numpy.array_str`](https://numpy.org/doc/stable/reference/generated/numpy.array_str.html#numpy.array_str) | - | |
| [`numpy.asanyarray`](https://numpy.org/doc/stable/reference/generated/numpy.asanyarray.html#numpy.asanyarray) | [`dask.array.asanyarray`](generated/dask.array.asanyarray.html.md#dask.array.asanyarray) | dask equivalent |
| [`numpy.asarray`](https://numpy.org/doc/stable/reference/generated/numpy.asarray.html#numpy.asarray) | [`dask.array.asarray`](generated/dask.array.asarray.html.md#dask.array.asarray) | dask equivalent |
| [`numpy.asarray_chkfinite`](https://numpy.org/doc/stable/reference/generated/numpy.asarray_chkfinite.html#numpy.asarray_chkfinite) | - | |
| [`numpy.ascontiguousarray`](https://numpy.org/doc/stable/reference/generated/numpy.ascontiguousarray.html#numpy.ascontiguousarray) | - | |
| `numpy.asfarray` | - | |
| [`numpy.asfortranarray`](https://numpy.org/doc/stable/reference/generated/numpy.asfortranarray.html#numpy.asfortranarray) | - | |
| [`numpy.asmatrix`](https://numpy.org/doc/stable/reference/generated/numpy.asmatrix.html#numpy.asmatrix) | - [27](#id70) | |
| [`numpy.atleast_1d`](https://numpy.org/doc/stable/reference/generated/numpy.atleast_1d.html#numpy.atleast_1d) | [`dask.array.atleast_1d`](generated/dask.array.atleast_1d.html.md#dask.array.atleast_1d) | dask equivalent |
| [`numpy.atleast_2d`](https://numpy.org/doc/stable/reference/generated/numpy.atleast_2d.html#numpy.atleast_2d) | [`dask.array.atleast_2d`](generated/dask.array.atleast_2d.html.md#dask.array.atleast_2d) | dask equivalent |
| [`numpy.atleast_3d`](https://numpy.org/doc/stable/reference/generated/numpy.atleast_3d.html#numpy.atleast_3d) | [`dask.array.atleast_3d`](generated/dask.array.atleast_3d.html.md#dask.array.atleast_3d) | dask equivalent |
| [`numpy.average`](https://numpy.org/doc/stable/reference/generated/numpy.average.html#numpy.average) | [`dask.array.average`](generated/dask.array.average.html.md#dask.array.average) | dask equivalent |
| [`numpy.bartlett`](https://numpy.org/doc/stable/reference/generated/numpy.bartlett.html#numpy.bartlett) | - | |
| [`numpy.bincount`](https://numpy.org/doc/stable/reference/generated/numpy.bincount.html#numpy.bincount) | [`dask.array.bincount`](generated/dask.array.bincount.html.md#dask.array.bincount) | dask equivalent |
| [`numpy.bitwise_and`](https://numpy.org/doc/stable/reference/generated/numpy.bitwise_and.html#numpy.bitwise_and) | [`dask.array.bitwise_and`](generated/dask.array.bitwise_and.html.md#dask.array.bitwise_and) | direct (ufunc) |
| [`numpy.bitwise_or`](https://numpy.org/doc/stable/reference/generated/numpy.bitwise_or.html#numpy.bitwise_or) | [`dask.array.bitwise_or`](generated/dask.array.bitwise_or.html.md#dask.array.bitwise_or) | direct (ufunc) |
| [`numpy.bitwise_xor`](https://numpy.org/doc/stable/reference/generated/numpy.bitwise_xor.html#numpy.bitwise_xor) | [`dask.array.bitwise_xor`](generated/dask.array.bitwise_xor.html.md#dask.array.bitwise_xor) | direct (ufunc) |
| [`numpy.blackman`](https://numpy.org/doc/stable/reference/generated/numpy.blackman.html#numpy.blackman) | - | |
| [`numpy.block`](https://numpy.org/doc/stable/reference/generated/numpy.block.html#numpy.block) | [`dask.array.block`](generated/dask.array.block.html.md#dask.array.block) | dask equivalent |
| [`numpy.bmat`](https://numpy.org/doc/stable/reference/generated/numpy.bmat.html#numpy.bmat) | - [27](#id70) | |
| [`numpy.broadcast`](https://numpy.org/doc/stable/reference/generated/numpy.broadcast.html#numpy.broadcast) | - | |
| [`numpy.broadcast_arrays`](https://numpy.org/doc/stable/reference/generated/numpy.broadcast_arrays.html#numpy.broadcast_arrays) | [`dask.array.broadcast_arrays`](generated/dask.array.broadcast_arrays.html.md#dask.array.broadcast_arrays) | dask equivalent |
| [`numpy.broadcast_shapes`](https://numpy.org/doc/stable/reference/generated/numpy.broadcast_shapes.html#numpy.broadcast_shapes) | - | |
| [`numpy.broadcast_to`](https://numpy.org/doc/stable/reference/generated/numpy.broadcast_to.html#numpy.broadcast_to) | [`dask.array.broadcast_to`](generated/dask.array.broadcast_to.html.md#dask.array.broadcast_to) | dask equivalent |
| `numpy.byte_bounds` | - | |
| [`numpy.c_`](https://numpy.org/doc/stable/reference/generated/numpy.c_.html#numpy.c_) | - | |
| [`numpy.can_cast`](https://numpy.org/doc/stable/reference/generated/numpy.can_cast.html#numpy.can_cast) | - | |
| [`numpy.cbrt`](https://numpy.org/doc/stable/reference/generated/numpy.cbrt.html#numpy.cbrt) | [`dask.array.cbrt`](generated/dask.array.cbrt.html.md#dask.array.cbrt) | direct (ufunc) |
| [`numpy.ceil`](https://numpy.org/doc/stable/reference/generated/numpy.ceil.html#numpy.ceil) | [`dask.array.ceil`](generated/dask.array.ceil.html.md#dask.array.ceil) | direct (ufunc) |
| [`numpy.choose`](https://numpy.org/doc/stable/reference/generated/numpy.choose.html#numpy.choose) | [`dask.array.choose`](generated/dask.array.choose.html.md#dask.array.choose) [28](#id71) | dask equivalent |
| [`numpy.clip`](https://numpy.org/doc/stable/reference/generated/numpy.clip.html#numpy.clip) | [`dask.array.clip`](generated/dask.array.clip.html.md#dask.array.clip) [23](#id66) [26](#id69) | direct (non-ufunc elementwise) |
| [`numpy.column_stack`](https://numpy.org/doc/stable/reference/generated/numpy.column_stack.html#numpy.column_stack) | - | |
| [`numpy.common_type`](https://numpy.org/doc/stable/reference/generated/numpy.common_type.html#numpy.common_type) | - | |
| [`numpy.compress`](https://numpy.org/doc/stable/reference/generated/numpy.compress.html#numpy.compress) | [`dask.array.compress`](generated/dask.array.compress.html.md#dask.array.compress) [26](#id69) | dask equivalent |
| [`numpy.concatenate`](https://numpy.org/doc/stable/reference/generated/numpy.concatenate.html#numpy.concatenate) | [`dask.array.concatenate`](generated/dask.array.concatenate.html.md#dask.array.concatenate) | dask equivalent |
| [`numpy.conj`](https://numpy.org/doc/stable/reference/generated/numpy.conj.html#numpy.conj) | [`dask.array.conj`](generated/dask.array.conj.html.md#dask.array.conj) | direct (ufunc) |
| [`numpy.conjugate`](https://numpy.org/doc/stable/reference/generated/numpy.conjugate.html#numpy.conjugate) | [`dask.array.conj`](generated/dask.array.conj.html.md#dask.array.conj) | direct (ufunc) |
| [`numpy.convolve`](https://numpy.org/doc/stable/reference/generated/numpy.convolve.html#numpy.convolve) | - | |
| [`numpy.copy`](https://numpy.org/doc/stable/reference/generated/numpy.copy.html#numpy.copy) | - | |
| [`numpy.copysign`](https://numpy.org/doc/stable/reference/generated/numpy.copysign.html#numpy.copysign) | [`dask.array.copysign`](generated/dask.array.copysign.html.md#dask.array.copysign) | direct (ufunc) |
| [`numpy.copyto`](https://numpy.org/doc/stable/reference/generated/numpy.copyto.html#numpy.copyto) | - | |
| [`numpy.corrcoef`](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html#numpy.corrcoef) | [`dask.array.corrcoef`](generated/dask.array.corrcoef.html.md#dask.array.corrcoef) | dask equivalent |
| [`numpy.correlate`](https://numpy.org/doc/stable/reference/generated/numpy.correlate.html#numpy.correlate) | - | |
| [`numpy.cos`](https://numpy.org/doc/stable/reference/generated/numpy.cos.html#numpy.cos) | [`dask.array.cos`](generated/dask.array.cos.html.md#dask.array.cos) | direct (ufunc) |
| [`numpy.cosh`](https://numpy.org/doc/stable/reference/generated/numpy.cosh.html#numpy.cosh) | [`dask.array.cosh`](generated/dask.array.cosh.html.md#dask.array.cosh) | direct (ufunc) |
| [`numpy.count_nonzero`](https://numpy.org/doc/stable/reference/generated/numpy.count_nonzero.html#numpy.count_nonzero) | [`dask.array.count_nonzero`](generated/dask.array.count_nonzero.html.md#dask.array.count_nonzero) [29](#id72) | dask equivalent |
| [`numpy.cov`](https://numpy.org/doc/stable/reference/generated/numpy.cov.html#numpy.cov) | [`dask.array.cov`](generated/dask.array.cov.html.md#dask.array.cov) [30](#id73) | dask equivalent |
| [`numpy.cross`](https://numpy.org/doc/stable/reference/generated/numpy.cross.html#numpy.cross) | - | |
| [`numpy.cumprod`](https://numpy.org/doc/stable/reference/generated/numpy.cumprod.html#numpy.cumprod) | [`dask.array.cumprod`](generated/dask.array.cumprod.html.md#dask.array.cumprod) [23](#id66) [38](#id81) | dask equivalent |
| [`numpy.cumsum`](https://numpy.org/doc/stable/reference/generated/numpy.cumsum.html#numpy.cumsum) | [`dask.array.cumsum`](generated/dask.array.cumsum.html.md#dask.array.cumsum) [23](#id66) [38](#id81) | dask equivalent |
| [`numpy.datetime_as_string`](https://numpy.org/doc/stable/reference/generated/numpy.datetime_as_string.html#numpy.datetime_as_string) | - | |
| [`numpy.deg2rad`](https://numpy.org/doc/stable/reference/generated/numpy.deg2rad.html#numpy.deg2rad) | [`dask.array.deg2rad`](generated/dask.array.deg2rad.html.md#dask.array.deg2rad) | direct (ufunc) |
| [`numpy.degrees`](https://numpy.org/doc/stable/reference/generated/numpy.degrees.html#numpy.degrees) | [`dask.array.degrees`](generated/dask.array.degrees.html.md#dask.array.degrees) | direct (ufunc) |
| [`numpy.delete`](https://numpy.org/doc/stable/reference/generated/numpy.delete.html#numpy.delete) | [`dask.array.delete`](generated/dask.array.delete.html.md#dask.array.delete) | dask equivalent |
| [`numpy.diag`](https://numpy.org/doc/stable/reference/generated/numpy.diag.html#numpy.diag) | [`dask.array.diag`](generated/dask.array.diag.html.md#dask.array.diag) | dask equivalent |
| [`numpy.diag_indices`](https://numpy.org/doc/stable/reference/generated/numpy.diag_indices.html#numpy.diag_indices) | - | |
| [`numpy.diag_indices_from`](https://numpy.org/doc/stable/reference/generated/numpy.diag_indices_from.html#numpy.diag_indices_from) | - | |
| [`numpy.diagflat`](https://numpy.org/doc/stable/reference/generated/numpy.diagflat.html#numpy.diagflat) | - | |
| [`numpy.diagonal`](https://numpy.org/doc/stable/reference/generated/numpy.diagonal.html#numpy.diagonal) | [`dask.array.diagonal`](generated/dask.array.diagonal.html.md#dask.array.diagonal) | dask equivalent |
| [`numpy.diff`](https://numpy.org/doc/stable/reference/generated/numpy.diff.html#numpy.diff) | [`dask.array.diff`](generated/dask.array.diff.html.md#dask.array.diff) | dask equivalent |
| [`numpy.digitize`](https://numpy.org/doc/stable/reference/generated/numpy.digitize.html#numpy.digitize) | [`dask.array.digitize`](generated/dask.array.digitize.html.md#dask.array.digitize) [23](#id66) | dask equivalent |
| [`numpy.divide`](https://numpy.org/doc/stable/reference/generated/numpy.divide.html#numpy.divide) | [`dask.array.divide`](generated/dask.array.divide.html.md#dask.array.divide) | direct (ufunc) |
| [`numpy.divmod`](https://numpy.org/doc/stable/reference/generated/numpy.divmod.html#numpy.divmod) | [`dask.array.divmod`](generated/dask.array.divmod.html.md#dask.array.divmod) | dask equivalent |
| [`numpy.dot`](https://numpy.org/doc/stable/reference/generated/numpy.dot.html#numpy.dot) | [`dask.array.dot`](generated/dask.array.dot.html.md#dask.array.dot) [26](#id69) | dask equivalent |
| [`numpy.dsplit`](https://numpy.org/doc/stable/reference/generated/numpy.dsplit.html#numpy.dsplit) | - | |
| [`numpy.dstack`](https://numpy.org/doc/stable/reference/generated/numpy.dstack.html#numpy.dstack) | [`dask.array.dstack`](generated/dask.array.dstack.html.md#dask.array.dstack) | dask equivalent |
| [`numpy.ediff1d`](https://numpy.org/doc/stable/reference/generated/numpy.ediff1d.html#numpy.ediff1d) | [`dask.array.ediff1d`](generated/dask.array.ediff1d.html.md#dask.array.ediff1d) | dask equivalent |
| [`numpy.einsum`](https://numpy.org/doc/stable/reference/generated/numpy.einsum.html#numpy.einsum) | [`dask.array.einsum`](generated/dask.array.einsum.html.md#dask.array.einsum) [26](#id69) | dask equivalent |
| [`numpy.einsum_path`](https://numpy.org/doc/stable/reference/generated/numpy.einsum_path.html#numpy.einsum_path) | - | |
| [`numpy.empty`](https://numpy.org/doc/stable/reference/generated/numpy.empty.html#numpy.empty) | [`dask.array.empty`](generated/dask.array.empty.html.md#dask.array.empty) | dask equivalent |
| [`numpy.empty_like`](https://numpy.org/doc/stable/reference/generated/numpy.empty_like.html#numpy.empty_like) | [`dask.array.empty_like`](generated/dask.array.empty_like.html.md#dask.array.empty_like) | dask equivalent |
| [`numpy.equal`](https://numpy.org/doc/stable/reference/generated/numpy.equal.html#numpy.equal) | [`dask.array.equal`](generated/dask.array.equal.html.md#dask.array.equal) | direct (ufunc) |
| [`numpy.exp`](https://numpy.org/doc/stable/reference/generated/numpy.exp.html#numpy.exp) | [`dask.array.exp`](generated/dask.array.exp.html.md#dask.array.exp) | direct (ufunc) |
| [`numpy.exp2`](https://numpy.org/doc/stable/reference/generated/numpy.exp2.html#numpy.exp2) | [`dask.array.exp2`](generated/dask.array.exp2.html.md#dask.array.exp2) | direct (ufunc) |
| [`numpy.expand_dims`](https://numpy.org/doc/stable/reference/generated/numpy.expand_dims.html#numpy.expand_dims) | [`dask.array.expand_dims`](generated/dask.array.expand_dims.html.md#dask.array.expand_dims) | dask equivalent |
| [`numpy.expm1`](https://numpy.org/doc/stable/reference/generated/numpy.expm1.html#numpy.expm1) | [`dask.array.expm1`](generated/dask.array.expm1.html.md#dask.array.expm1) | direct (ufunc) |
| [`numpy.extract`](https://numpy.org/doc/stable/reference/generated/numpy.extract.html#numpy.extract) | [`dask.array.extract`](generated/dask.array.extract.html.md#dask.array.extract) | dask equivalent |
| [`numpy.eye`](https://numpy.org/doc/stable/reference/generated/numpy.eye.html#numpy.eye) | [`dask.array.eye`](generated/dask.array.eye.html.md#dask.array.eye) | dask equivalent |
| [`numpy.fabs`](https://numpy.org/doc/stable/reference/generated/numpy.fabs.html#numpy.fabs) | [`dask.array.fabs`](generated/dask.array.fabs.html.md#dask.array.fabs) | direct (ufunc) |
| [`numpy.fill_diagonal`](https://numpy.org/doc/stable/reference/generated/numpy.fill_diagonal.html#numpy.fill_diagonal) | - | |
| [`numpy.fix`](https://numpy.org/doc/stable/reference/generated/numpy.fix.html#numpy.fix) | [`dask.array.fix`](generated/dask.array.fix.html.md#dask.array.fix) | direct (non-ufunc elementwise) |
| [`numpy.flatnonzero`](https://numpy.org/doc/stable/reference/generated/numpy.flatnonzero.html#numpy.flatnonzero) | [`dask.array.flatnonzero`](generated/dask.array.flatnonzero.html.md#dask.array.flatnonzero) | dask equivalent |
| [`numpy.flip`](https://numpy.org/doc/stable/reference/generated/numpy.flip.html#numpy.flip) | [`dask.array.flip`](generated/dask.array.flip.html.md#dask.array.flip) | dask equivalent |
| [`numpy.fliplr`](https://numpy.org/doc/stable/reference/generated/numpy.fliplr.html#numpy.fliplr) | [`dask.array.fliplr`](generated/dask.array.fliplr.html.md#dask.array.fliplr) | dask equivalent |
| [`numpy.flipud`](https://numpy.org/doc/stable/reference/generated/numpy.flipud.html#numpy.flipud) | [`dask.array.flipud`](generated/dask.array.flipud.html.md#dask.array.flipud) | dask equivalent |
| [`numpy.float_power`](https://numpy.org/doc/stable/reference/generated/numpy.float_power.html#numpy.float_power) | [`dask.array.float_power`](generated/dask.array.float_power.html.md#dask.array.float_power) | direct (ufunc) |
| [`numpy.floor`](https://numpy.org/doc/stable/reference/generated/numpy.floor.html#numpy.floor) | [`dask.array.floor`](generated/dask.array.floor.html.md#dask.array.floor) | direct (ufunc) |
| [`numpy.floor_divide`](https://numpy.org/doc/stable/reference/generated/numpy.floor_divide.html#numpy.floor_divide) | [`dask.array.floor_divide`](generated/dask.array.floor_divide.html.md#dask.array.floor_divide) | direct (ufunc) |
| [`numpy.fmax`](https://numpy.org/doc/stable/reference/generated/numpy.fmax.html#numpy.fmax) | [`dask.array.fmax`](generated/dask.array.fmax.html.md#dask.array.fmax) | direct (ufunc) |
| [`numpy.fmin`](https://numpy.org/doc/stable/reference/generated/numpy.fmin.html#numpy.fmin) | [`dask.array.fmin`](generated/dask.array.fmin.html.md#dask.array.fmin) | direct (ufunc) |
| [`numpy.fmod`](https://numpy.org/doc/stable/reference/generated/numpy.fmod.html#numpy.fmod) | [`dask.array.fmod`](generated/dask.array.fmod.html.md#dask.array.fmod) | direct (ufunc) |
| [`numpy.frexp`](https://numpy.org/doc/stable/reference/generated/numpy.frexp.html#numpy.frexp) | [`dask.array.frexp`](generated/dask.array.frexp.html.md#dask.array.frexp) | dask equivalent |
| [`numpy.from_dlpack`](https://numpy.org/doc/stable/reference/generated/numpy.from_dlpack.html#numpy.from_dlpack) | - | |
| [`numpy.frombuffer`](https://numpy.org/doc/stable/reference/generated/numpy.frombuffer.html#numpy.frombuffer) | - | |
| [`numpy.fromfile`](https://numpy.org/doc/stable/reference/generated/numpy.fromfile.html#numpy.fromfile) | - | |
| [`numpy.fromfunction`](https://numpy.org/doc/stable/reference/generated/numpy.fromfunction.html#numpy.fromfunction) | [`dask.array.fromfunction`](generated/dask.array.fromfunction.html.md#dask.array.fromfunction) [31](#id74) | dask equivalent |
| [`numpy.fromiter`](https://numpy.org/doc/stable/reference/generated/numpy.fromiter.html#numpy.fromiter) | - | |
| [`numpy.frompyfunc`](https://numpy.org/doc/stable/reference/generated/numpy.frompyfunc.html#numpy.frompyfunc) | [`dask.array.frompyfunc`](generated/dask.array.frompyfunc.html.md#dask.array.frompyfunc) [32](#id75) | dask equivalent |
| [`numpy.fromregex`](https://numpy.org/doc/stable/reference/generated/numpy.fromregex.html#numpy.fromregex) | - | |
| [`numpy.fromstring`](https://numpy.org/doc/stable/reference/generated/numpy.fromstring.html#numpy.fromstring) | - | |
| [`numpy.full`](https://numpy.org/doc/stable/reference/generated/numpy.full.html#numpy.full) | [`dask.array.full`](generated/dask.array.full.html.md#dask.array.full) | dask equivalent |
| [`numpy.full_like`](https://numpy.org/doc/stable/reference/generated/numpy.full_like.html#numpy.full_like) | [`dask.array.full_like`](generated/dask.array.full_like.html.md#dask.array.full_like) | dask equivalent |
| [`numpy.gcd`](https://numpy.org/doc/stable/reference/generated/numpy.gcd.html#numpy.gcd) | - | |
| [`numpy.genfromtxt`](https://numpy.org/doc/stable/reference/generated/numpy.genfromtxt.html#numpy.genfromtxt) | - | |
| [`numpy.geomspace`](https://numpy.org/doc/stable/reference/generated/numpy.geomspace.html#numpy.geomspace) | - | |
| [`numpy.gradient`](https://numpy.org/doc/stable/reference/generated/numpy.gradient.html#numpy.gradient) | [`dask.array.gradient`](generated/dask.array.gradient.html.md#dask.array.gradient) [33](#id76) | dask equivalent |
| [`numpy.greater`](https://numpy.org/doc/stable/reference/generated/numpy.greater.html#numpy.greater) | [`dask.array.greater`](generated/dask.array.greater.html.md#dask.array.greater) | direct (ufunc) |
| [`numpy.greater_equal`](https://numpy.org/doc/stable/reference/generated/numpy.greater_equal.html#numpy.greater_equal) | [`dask.array.greater_equal`](generated/dask.array.greater_equal.html.md#dask.array.greater_equal) | direct (ufunc) |
| [`numpy.hamming`](https://numpy.org/doc/stable/reference/generated/numpy.hamming.html#numpy.hamming) | - | |
| [`numpy.hanning`](https://numpy.org/doc/stable/reference/generated/numpy.hanning.html#numpy.hanning) | - | |
| [`numpy.heaviside`](https://numpy.org/doc/stable/reference/generated/numpy.heaviside.html#numpy.heaviside) | - | |
| [`numpy.histogram`](https://numpy.org/doc/stable/reference/generated/numpy.histogram.html#numpy.histogram) | [`dask.array.histogram`](generated/dask.array.histogram.html.md#dask.array.histogram) | dask equivalent |
| [`numpy.histogram2d`](https://numpy.org/doc/stable/reference/generated/numpy.histogram2d.html#numpy.histogram2d) | [`dask.array.histogram2d`](generated/dask.array.histogram2d.html.md#dask.array.histogram2d) | dask equivalent |
| [`numpy.histogram_bin_edges`](https://numpy.org/doc/stable/reference/generated/numpy.histogram_bin_edges.html#numpy.histogram_bin_edges) | - | |
| [`numpy.histogramdd`](https://numpy.org/doc/stable/reference/generated/numpy.histogramdd.html#numpy.histogramdd) | [`dask.array.histogramdd`](generated/dask.array.histogramdd.html.md#dask.array.histogramdd) [34](#id77) | dask equivalent |
| [`numpy.hsplit`](https://numpy.org/doc/stable/reference/generated/numpy.hsplit.html#numpy.hsplit) | - | |
| [`numpy.hstack`](https://numpy.org/doc/stable/reference/generated/numpy.hstack.html#numpy.hstack) | [`dask.array.hstack`](generated/dask.array.hstack.html.md#dask.array.hstack) | dask equivalent |
| [`numpy.hypot`](https://numpy.org/doc/stable/reference/generated/numpy.hypot.html#numpy.hypot) | [`dask.array.hypot`](generated/dask.array.hypot.html.md#dask.array.hypot) | direct (ufunc) |
| [`numpy.i0`](https://numpy.org/doc/stable/reference/generated/numpy.i0.html#numpy.i0) | [`dask.array.i0`](generated/dask.array.i0.html.md#dask.array.i0) | direct (non-ufunc elementwise) |
| [`numpy.identity`](https://numpy.org/doc/stable/reference/generated/numpy.identity.html#numpy.identity) | - | |
| [`numpy.imag`](https://numpy.org/doc/stable/reference/generated/numpy.imag.html#numpy.imag) | [`dask.array.imag`](generated/dask.array.imag.html.md#dask.array.imag) | direct (non-ufunc elementwise) |
| `numpy.in1d` | - | |
| [`numpy.indices`](https://numpy.org/doc/stable/reference/generated/numpy.indices.html#numpy.indices) | [`dask.array.indices`](generated/dask.array.indices.html.md#dask.array.indices) | dask equivalent |
| [`numpy.inner`](https://numpy.org/doc/stable/reference/generated/numpy.inner.html#numpy.inner) | - | |
| [`numpy.insert`](https://numpy.org/doc/stable/reference/generated/numpy.insert.html#numpy.insert) | [`dask.array.insert`](generated/dask.array.insert.html.md#dask.array.insert) [35](#id78) | dask equivalent |
| [`numpy.interp`](https://numpy.org/doc/stable/reference/generated/numpy.interp.html#numpy.interp) | - | |
| [`numpy.intersect1d`](https://numpy.org/doc/stable/reference/generated/numpy.intersect1d.html#numpy.intersect1d) | - | |
| [`numpy.invert`](https://numpy.org/doc/stable/reference/generated/numpy.invert.html#numpy.invert) | [`dask.array.invert`](generated/dask.array.invert.html.md#dask.array.invert) or [`dask.array.bitwise_not`](generated/dask.array.bitwise_not.html.md#dask.array.bitwise_not) | direct (ufunc) |
| [`numpy.is_busday`](https://numpy.org/doc/stable/reference/generated/numpy.is_busday.html#numpy.is_busday) | - | |
| [`numpy.isclose`](https://numpy.org/doc/stable/reference/generated/numpy.isclose.html#numpy.isclose) | [`dask.array.isclose`](generated/dask.array.isclose.html.md#dask.array.isclose) | dask equivalent |
| [`numpy.iscomplex`](https://numpy.org/doc/stable/reference/generated/numpy.iscomplex.html#numpy.iscomplex) | [`dask.array.iscomplex`](generated/dask.array.iscomplex.html.md#dask.array.iscomplex) | direct (non-ufunc elementwise) |
| [`numpy.iscomplexobj`](https://numpy.org/doc/stable/reference/generated/numpy.iscomplexobj.html#numpy.iscomplexobj) | - | |
| [`numpy.isfinite`](https://numpy.org/doc/stable/reference/generated/numpy.isfinite.html#numpy.isfinite) | [`dask.array.isfinite`](generated/dask.array.isfinite.html.md#dask.array.isfinite) | direct (ufunc) |
| [`numpy.isfortran`](https://numpy.org/doc/stable/reference/generated/numpy.isfortran.html#numpy.isfortran) | - | |
| [`numpy.isin`](https://numpy.org/doc/stable/reference/generated/numpy.isin.html#numpy.isin) | [`dask.array.isin`](generated/dask.array.isin.html.md#dask.array.isin) | dask equivalent |
| [`numpy.isinf`](https://numpy.org/doc/stable/reference/generated/numpy.isinf.html#numpy.isinf) | [`dask.array.isinf`](generated/dask.array.isinf.html.md#dask.array.isinf) | direct (ufunc) |
| [`numpy.isnan`](https://numpy.org/doc/stable/reference/generated/numpy.isnan.html#numpy.isnan) | [`dask.array.isnan`](generated/dask.array.isnan.html.md#dask.array.isnan) | direct (ufunc) |
| [`numpy.isnat`](https://numpy.org/doc/stable/reference/generated/numpy.isnat.html#numpy.isnat) | - | |
| [`numpy.isneginf`](https://numpy.org/doc/stable/reference/generated/numpy.isneginf.html#numpy.isneginf) | [`dask.array.isneginf`](generated/dask.array.isneginf.html.md#dask.array.isneginf) | direct (ufunc) |
| [`numpy.isposinf`](https://numpy.org/doc/stable/reference/generated/numpy.isposinf.html#numpy.isposinf) | [`dask.array.isposinf`](generated/dask.array.isposinf.html.md#dask.array.isposinf) | direct (ufunc) |
| [`numpy.isreal`](https://numpy.org/doc/stable/reference/generated/numpy.isreal.html#numpy.isreal) | [`dask.array.isreal`](generated/dask.array.isreal.html.md#dask.array.isreal) | direct (non-ufunc elementwise) |
| [`numpy.ix_`](https://numpy.org/doc/stable/reference/generated/numpy.ix_.html#numpy.ix_) | - | |
| [`numpy.kaiser`](https://numpy.org/doc/stable/reference/generated/numpy.kaiser.html#numpy.kaiser) | - | |
| [`numpy.kron`](https://numpy.org/doc/stable/reference/generated/numpy.kron.html#numpy.kron) | - | |
| [`numpy.lcm`](https://numpy.org/doc/stable/reference/generated/numpy.lcm.html#numpy.lcm) | - | |
| [`numpy.ldexp`](https://numpy.org/doc/stable/reference/generated/numpy.ldexp.html#numpy.ldexp) | [`dask.array.ldexp`](generated/dask.array.ldexp.html.md#dask.array.ldexp) | direct (ufunc) |
| [`numpy.left_shift`](https://numpy.org/doc/stable/reference/generated/numpy.left_shift.html#numpy.left_shift) | [`dask.array.left_shift`](generated/dask.array.left_shift.html.md#dask.array.left_shift) | direct (ufunc) |
| [`numpy.less`](https://numpy.org/doc/stable/reference/generated/numpy.less.html#numpy.less) | [`dask.array.less`](generated/dask.array.less.html.md#dask.array.less) | direct (ufunc) |
| [`numpy.less_equal`](https://numpy.org/doc/stable/reference/generated/numpy.less_equal.html#numpy.less_equal) | [`dask.array.less_equal`](generated/dask.array.less_equal.html.md#dask.array.less_equal) | direct (ufunc) |
| [`numpy.lexsort`](https://numpy.org/doc/stable/reference/generated/numpy.lexsort.html#numpy.lexsort) | - | |
| [`numpy.linspace`](https://numpy.org/doc/stable/reference/generated/numpy.linspace.html#numpy.linspace) | [`dask.array.linspace`](generated/dask.array.linspace.html.md#dask.array.linspace) | dask equivalent |
| [`numpy.load`](https://numpy.org/doc/stable/reference/generated/numpy.load.html#numpy.load) | - | |
| [`numpy.loadtxt`](https://numpy.org/doc/stable/reference/generated/numpy.loadtxt.html#numpy.loadtxt) | - | |
| [`numpy.log`](https://numpy.org/doc/stable/reference/generated/numpy.log.html#numpy.log) | [`dask.array.log`](generated/dask.array.log.html.md#dask.array.log) | direct (ufunc) |
| [`numpy.log10`](https://numpy.org/doc/stable/reference/generated/numpy.log10.html#numpy.log10) | [`dask.array.log10`](generated/dask.array.log10.html.md#dask.array.log10) | direct (ufunc) |
| [`numpy.log1p`](https://numpy.org/doc/stable/reference/generated/numpy.log1p.html#numpy.log1p) | [`dask.array.log1p`](generated/dask.array.log1p.html.md#dask.array.log1p) | direct (ufunc) |
| [`numpy.log2`](https://numpy.org/doc/stable/reference/generated/numpy.log2.html#numpy.log2) | [`dask.array.log2`](generated/dask.array.log2.html.md#dask.array.log2) | direct (ufunc) |
| [`numpy.logaddexp`](https://numpy.org/doc/stable/reference/generated/numpy.logaddexp.html#numpy.logaddexp) | [`dask.array.logaddexp`](generated/dask.array.logaddexp.html.md#dask.array.logaddexp) | direct (ufunc) |
| [`numpy.logaddexp2`](https://numpy.org/doc/stable/reference/generated/numpy.logaddexp2.html#numpy.logaddexp2) | [`dask.array.logaddexp2`](generated/dask.array.logaddexp2.html.md#dask.array.logaddexp2) | direct (ufunc) |
| [`numpy.logical_and`](https://numpy.org/doc/stable/reference/generated/numpy.logical_and.html#numpy.logical_and) | [`dask.array.logical_and`](generated/dask.array.logical_and.html.md#dask.array.logical_and) | direct (ufunc) |
| [`numpy.logical_not`](https://numpy.org/doc/stable/reference/generated/numpy.logical_not.html#numpy.logical_not) | [`dask.array.logical_not`](generated/dask.array.logical_not.html.md#dask.array.logical_not) | direct (ufunc) |
| [`numpy.logical_or`](https://numpy.org/doc/stable/reference/generated/numpy.logical_or.html#numpy.logical_or) | [`dask.array.logical_or`](generated/dask.array.logical_or.html.md#dask.array.logical_or) | direct (ufunc) |
| [`numpy.logical_xor`](https://numpy.org/doc/stable/reference/generated/numpy.logical_xor.html#numpy.logical_xor) | [`dask.array.logical_xor`](generated/dask.array.logical_xor.html.md#dask.array.logical_xor) | direct (ufunc) |
| [`numpy.logspace`](https://numpy.org/doc/stable/reference/generated/numpy.logspace.html#numpy.logspace) | - | |
| [`numpy.mask_indices`](https://numpy.org/doc/stable/reference/generated/numpy.mask_indices.html#numpy.mask_indices) | - | |
| `numpy.mat` | - [27](#id70) | |
| [`numpy.matmul`](https://numpy.org/doc/stable/reference/generated/numpy.matmul.html#numpy.matmul) | [`dask.array.matmul`](generated/dask.array.matmul.html.md#dask.array.matmul) | dask equivalent |
| [`numpy.matrix`](https://numpy.org/doc/stable/reference/generated/numpy.matrix.html#numpy.matrix) | - [27](#id70) | |
| [`numpy.maximum`](https://numpy.org/doc/stable/reference/generated/numpy.maximum.html#numpy.maximum) | [`dask.array.maximum`](generated/dask.array.maximum.html.md#dask.array.maximum) | direct (ufunc) |
| [`numpy.may_share_memory`](https://numpy.org/doc/stable/reference/generated/numpy.may_share_memory.html#numpy.may_share_memory) | - | |
| [`numpy.mean`](https://numpy.org/doc/stable/reference/generated/numpy.mean.html#numpy.mean) | [`dask.array.mean`](generated/dask.array.mean.html.md#dask.array.mean) [21](#id64) | dask equivalent |
| [`numpy.median`](https://numpy.org/doc/stable/reference/generated/numpy.median.html#numpy.median) | [`dask.array.median`](generated/dask.array.median.html.md#dask.array.median) [36](#id79) | dask equivalent |
| [`numpy.memmap`](https://numpy.org/doc/stable/reference/generated/numpy.memmap.html#numpy.memmap) | - | |
| [`numpy.meshgrid`](https://numpy.org/doc/stable/reference/generated/numpy.meshgrid.html#numpy.meshgrid) | [`dask.array.meshgrid`](generated/dask.array.meshgrid.html.md#dask.array.meshgrid) [37](#id80) | dask equivalent |
| [`numpy.mgrid`](https://numpy.org/doc/stable/reference/generated/numpy.mgrid.html#numpy.mgrid) | - | |
| [`numpy.minimum`](https://numpy.org/doc/stable/reference/generated/numpy.minimum.html#numpy.minimum) | [`dask.array.minimum`](generated/dask.array.minimum.html.md#dask.array.minimum) | direct (ufunc) |
| [`numpy.mintypecode`](https://numpy.org/doc/stable/reference/generated/numpy.mintypecode.html#numpy.mintypecode) | - | |
| [`numpy.mod`](https://numpy.org/doc/stable/reference/generated/numpy.mod.html#numpy.mod) | [`dask.array.mod`](generated/dask.array.mod.html.md#dask.array.mod) | direct (ufunc) |
| [`numpy.modf`](https://numpy.org/doc/stable/reference/generated/numpy.modf.html#numpy.modf) | [`dask.array.modf`](generated/dask.array.modf.html.md#dask.array.modf) | dask equivalent |
| [`numpy.moveaxis`](https://numpy.org/doc/stable/reference/generated/numpy.moveaxis.html#numpy.moveaxis) | [`dask.array.moveaxis`](generated/dask.array.moveaxis.html.md#dask.array.moveaxis) | dask equivalent |
| [`numpy.multiply`](https://numpy.org/doc/stable/reference/generated/numpy.multiply.html#numpy.multiply) | [`dask.array.multiply`](generated/dask.array.multiply.html.md#dask.array.multiply) | direct (ufunc) |
| [`numpy.nan_to_num`](https://numpy.org/doc/stable/reference/generated/numpy.nan_to_num.html#numpy.nan_to_num) | [`dask.array.nan_to_num`](generated/dask.array.nan_to_num.html.md#dask.array.nan_to_num) | direct (non-ufunc elementwise) |
| [`numpy.nanargmax`](https://numpy.org/doc/stable/reference/generated/numpy.nanargmax.html#numpy.nanargmax) | [`dask.array.nanargmax`](generated/dask.array.nanargmax.html.md#dask.array.nanargmax) | dask equivalent |
| [`numpy.nanargmin`](https://numpy.org/doc/stable/reference/generated/numpy.nanargmin.html#numpy.nanargmin) | [`dask.array.nanargmin`](generated/dask.array.nanargmin.html.md#dask.array.nanargmin) | dask equivalent |
| [`numpy.nancumprod`](https://numpy.org/doc/stable/reference/generated/numpy.nancumprod.html#numpy.nancumprod) | [`dask.array.nancumprod`](generated/dask.array.nancumprod.html.md#dask.array.nancumprod) [23](#id66) [38](#id81) | dask equivalent |
| [`numpy.nancumsum`](https://numpy.org/doc/stable/reference/generated/numpy.nancumsum.html#numpy.nancumsum) | [`dask.array.nancumsum`](generated/dask.array.nancumsum.html.md#dask.array.nancumsum) [23](#id66) [38](#id81) | dask equivalent |
| [`numpy.nanmax`](https://numpy.org/doc/stable/reference/generated/numpy.nanmax.html#numpy.nanmax) | [`dask.array.nanmax`](generated/dask.array.nanmax.html.md#dask.array.nanmax) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.nanmean`](https://numpy.org/doc/stable/reference/generated/numpy.nanmean.html#numpy.nanmean) | [`dask.array.nanmean`](generated/dask.array.nanmean.html.md#dask.array.nanmean) [21](#id64) | dask equivalent |
| [`numpy.nanmedian`](https://numpy.org/doc/stable/reference/generated/numpy.nanmedian.html#numpy.nanmedian) | [`dask.array.nanmedian`](generated/dask.array.nanmedian.html.md#dask.array.nanmedian) [36](#id79) | dask equivalent |
| [`numpy.nanmin`](https://numpy.org/doc/stable/reference/generated/numpy.nanmin.html#numpy.nanmin) | [`dask.array.nanmin`](generated/dask.array.nanmin.html.md#dask.array.nanmin) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.nanpercentile`](https://numpy.org/doc/stable/reference/generated/numpy.nanpercentile.html#numpy.nanpercentile) | [`dask.array.nanpercentile`](generated/dask.array.nanpercentile.html.md#dask.array.nanpercentile) | |
| [`numpy.nanprod`](https://numpy.org/doc/stable/reference/generated/numpy.nanprod.html#numpy.nanprod) | [`dask.array.nanprod`](generated/dask.array.nanprod.html.md#dask.array.nanprod) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.nanquantile`](https://numpy.org/doc/stable/reference/generated/numpy.nanquantile.html#numpy.nanquantile) | [`dask.array.nanquantile`](generated/dask.array.nanquantile.html.md#dask.array.nanquantile) | |
| [`numpy.nanstd`](https://numpy.org/doc/stable/reference/generated/numpy.nanstd.html#numpy.nanstd) | [`dask.array.nanstd`](generated/dask.array.nanstd.html.md#dask.array.nanstd) [21](#id64) | dask equivalent |
| [`numpy.nansum`](https://numpy.org/doc/stable/reference/generated/numpy.nansum.html#numpy.nansum) | [`dask.array.nansum`](generated/dask.array.nansum.html.md#dask.array.nansum) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.nanvar`](https://numpy.org/doc/stable/reference/generated/numpy.nanvar.html#numpy.nanvar) | [`dask.array.nanvar`](generated/dask.array.nanvar.html.md#dask.array.nanvar) [21](#id64) | dask equivalent |
| [`numpy.ndenumerate`](https://numpy.org/doc/stable/reference/generated/numpy.ndenumerate.html#numpy.ndenumerate) | - | |
| [`numpy.ndindex`](https://numpy.org/doc/stable/reference/generated/numpy.ndindex.html#numpy.ndindex) | - | |
| [`numpy.nditer`](https://numpy.org/doc/stable/reference/generated/numpy.nditer.html#numpy.nditer) | - | |
| [`numpy.negative`](https://numpy.org/doc/stable/reference/generated/numpy.negative.html#numpy.negative) | [`dask.array.negative`](generated/dask.array.negative.html.md#dask.array.negative) | direct (ufunc) |
| [`numpy.nested_iters`](https://numpy.org/doc/stable/reference/generated/numpy.nested_iters.html#numpy.nested_iters) | - | |
| [`numpy.nextafter`](https://numpy.org/doc/stable/reference/generated/numpy.nextafter.html#numpy.nextafter) | [`dask.array.nextafter`](generated/dask.array.nextafter.html.md#dask.array.nextafter) | direct (ufunc) |
| [`numpy.nonzero`](https://numpy.org/doc/stable/reference/generated/numpy.nonzero.html#numpy.nonzero) | [`dask.array.nonzero`](generated/dask.array.nonzero.html.md#dask.array.nonzero) | dask equivalent |
| [`numpy.not_equal`](https://numpy.org/doc/stable/reference/generated/numpy.not_equal.html#numpy.not_equal) | [`dask.array.not_equal`](generated/dask.array.not_equal.html.md#dask.array.not_equal) | direct (ufunc) |
| [`numpy.ogrid`](https://numpy.org/doc/stable/reference/generated/numpy.ogrid.html#numpy.ogrid) | - | |
| [`numpy.ones`](https://numpy.org/doc/stable/reference/generated/numpy.ones.html#numpy.ones) | [`dask.array.ones`](generated/dask.array.ones.html.md#dask.array.ones) | dask equivalent |
| [`numpy.ones_like`](https://numpy.org/doc/stable/reference/generated/numpy.ones_like.html#numpy.ones_like) | [`dask.array.ones_like`](generated/dask.array.ones_like.html.md#dask.array.ones_like) | dask equivalent |
| [`numpy.outer`](https://numpy.org/doc/stable/reference/generated/numpy.outer.html#numpy.outer) | [`dask.array.outer`](generated/dask.array.outer.html.md#dask.array.outer) | dask equivalent |
| [`numpy.packbits`](https://numpy.org/doc/stable/reference/generated/numpy.packbits.html#numpy.packbits) | - | |
| [`numpy.pad`](https://numpy.org/doc/stable/reference/generated/numpy.pad.html#numpy.pad) | [`dask.array.pad`](generated/dask.array.pad.html.md#dask.array.pad) | dask equivalent |
| [`numpy.partition`](https://numpy.org/doc/stable/reference/generated/numpy.partition.html#numpy.partition) | - | |
| [`numpy.percentile`](https://numpy.org/doc/stable/reference/generated/numpy.percentile.html#numpy.percentile) | [`dask.array.percentile`](generated/dask.array.percentile.html.md#dask.array.percentile) | dask equivalent |
| [`numpy.piecewise`](https://numpy.org/doc/stable/reference/generated/numpy.piecewise.html#numpy.piecewise) | [`dask.array.piecewise`](generated/dask.array.piecewise.html.md#dask.array.piecewise) | dask equivalent |
| [`numpy.place`](https://numpy.org/doc/stable/reference/generated/numpy.place.html#numpy.place) | - | |
| [`numpy.poly`](https://numpy.org/doc/stable/reference/generated/numpy.poly.html#numpy.poly) | - | |
| [`numpy.poly1d`](https://numpy.org/doc/stable/reference/generated/numpy.poly1d.html#numpy.poly1d) | - | |
| [`numpy.polyadd`](https://numpy.org/doc/stable/reference/generated/numpy.polyadd.html#numpy.polyadd) | - | |
| [`numpy.polyder`](https://numpy.org/doc/stable/reference/generated/numpy.polyder.html#numpy.polyder) | - | |
| [`numpy.polydiv`](https://numpy.org/doc/stable/reference/generated/numpy.polydiv.html#numpy.polydiv) | - | |
| [`numpy.polyfit`](https://numpy.org/doc/stable/reference/generated/numpy.polyfit.html#numpy.polyfit) | - | |
| [`numpy.polyint`](https://numpy.org/doc/stable/reference/generated/numpy.polyint.html#numpy.polyint) | - | |
| [`numpy.polymul`](https://numpy.org/doc/stable/reference/generated/numpy.polymul.html#numpy.polymul) | - | |
| [`numpy.polysub`](https://numpy.org/doc/stable/reference/generated/numpy.polysub.html#numpy.polysub) | - | |
| [`numpy.polyval`](https://numpy.org/doc/stable/reference/generated/numpy.polyval.html#numpy.polyval) | - | |
| [`numpy.positive`](https://numpy.org/doc/stable/reference/generated/numpy.positive.html#numpy.positive) | [`dask.array.positive`](generated/dask.array.positive.html.md#dask.array.positive) | direct (ufunc) |
| [`numpy.power`](https://numpy.org/doc/stable/reference/generated/numpy.power.html#numpy.power) | [`dask.array.power`](generated/dask.array.power.html.md#dask.array.power) | direct (ufunc) |
| [`numpy.prod`](https://numpy.org/doc/stable/reference/generated/numpy.prod.html#numpy.prod) | [`dask.array.prod`](generated/dask.array.prod.html.md#dask.array.prod) | dask equivalent |
| [`numpy.ptp`](https://numpy.org/doc/stable/reference/generated/numpy.ptp.html#numpy.ptp) | [`dask.array.ptp`](generated/dask.array.ptp.html.md#dask.array.ptp) | dask equivalent |
| [`numpy.put`](https://numpy.org/doc/stable/reference/generated/numpy.put.html#numpy.put) | - | |
| [`numpy.put_along_axis`](https://numpy.org/doc/stable/reference/generated/numpy.put_along_axis.html#numpy.put_along_axis) | - | |
| [`numpy.putmask`](https://numpy.org/doc/stable/reference/generated/numpy.putmask.html#numpy.putmask) | - | |
| [`numpy.quantile`](https://numpy.org/doc/stable/reference/generated/numpy.quantile.html#numpy.quantile) | [`dask.array.quantile`](generated/dask.array.quantile.html.md#dask.array.quantile) | |
| [`numpy.r_`](https://numpy.org/doc/stable/reference/generated/numpy.r_.html#numpy.r_) | - | |
| [`numpy.rad2deg`](https://numpy.org/doc/stable/reference/generated/numpy.rad2deg.html#numpy.rad2deg) | [`dask.array.rad2deg`](generated/dask.array.rad2deg.html.md#dask.array.rad2deg) | direct (ufunc) |
| [`numpy.radians`](https://numpy.org/doc/stable/reference/generated/numpy.radians.html#numpy.radians) | [`dask.array.radians`](generated/dask.array.radians.html.md#dask.array.radians) | direct (ufunc) |
| [`numpy.ravel`](https://numpy.org/doc/stable/reference/generated/numpy.ravel.html#numpy.ravel) | [`dask.array.ravel`](generated/dask.array.ravel.html.md#dask.array.ravel) [23](#id66) [24](#id67) | dask equivalent |
| [`numpy.ravel_multi_index`](https://numpy.org/doc/stable/reference/generated/numpy.ravel_multi_index.html#numpy.ravel_multi_index) | [`dask.array.ravel_multi_index`](generated/dask.array.ravel_multi_index.html.md#dask.array.ravel_multi_index) | dask equivalent |
| [`numpy.real`](https://numpy.org/doc/stable/reference/generated/numpy.real.html#numpy.real) | [`dask.array.real`](generated/dask.array.real.html.md#dask.array.real) | direct (non-ufunc elementwise) |
| [`numpy.real_if_close`](https://numpy.org/doc/stable/reference/generated/numpy.real_if_close.html#numpy.real_if_close) | - | |
| [`numpy.reciprocal`](https://numpy.org/doc/stable/reference/generated/numpy.reciprocal.html#numpy.reciprocal) | [`dask.array.reciprocal`](generated/dask.array.reciprocal.html.md#dask.array.reciprocal) | direct (ufunc) |
| [`numpy.remainder`](https://numpy.org/doc/stable/reference/generated/numpy.remainder.html#numpy.remainder) | [`dask.array.remainder`](generated/dask.array.remainder.html.md#dask.array.remainder) | direct (ufunc) |
| [`numpy.repeat`](https://numpy.org/doc/stable/reference/generated/numpy.repeat.html#numpy.repeat) | [`dask.array.repeat`](generated/dask.array.repeat.html.md#dask.array.repeat) | dask equivalent |
| [`numpy.require`](https://numpy.org/doc/stable/reference/generated/numpy.require.html#numpy.require) | - | |
| [`numpy.reshape`](https://numpy.org/doc/stable/reference/generated/numpy.reshape.html#numpy.reshape) | [`dask.array.reshape`](generated/dask.array.reshape.html.md#dask.array.reshape) | dask equivalent |
| [`numpy.resize`](https://numpy.org/doc/stable/reference/generated/numpy.resize.html#numpy.resize) | - | |
| [`numpy.result_type`](https://numpy.org/doc/stable/reference/generated/numpy.result_type.html#numpy.result_type) | [`dask.array.result_type`](generated/dask.array.result_type.html.md#dask.array.result_type) | dask equivalent |
| [`numpy.right_shift`](https://numpy.org/doc/stable/reference/generated/numpy.right_shift.html#numpy.right_shift) | [`dask.array.right_shift`](generated/dask.array.right_shift.html.md#dask.array.right_shift) | direct (ufunc) |
| [`numpy.rint`](https://numpy.org/doc/stable/reference/generated/numpy.rint.html#numpy.rint) | [`dask.array.rint`](generated/dask.array.rint.html.md#dask.array.rint) | direct (ufunc) |
| [`numpy.roll`](https://numpy.org/doc/stable/reference/generated/numpy.roll.html#numpy.roll) | [`dask.array.roll`](generated/dask.array.roll.html.md#dask.array.roll) | dask equivalent |
| [`numpy.rollaxis`](https://numpy.org/doc/stable/reference/generated/numpy.rollaxis.html#numpy.rollaxis) | [`dask.array.rollaxis`](generated/dask.array.rollaxis.html.md#dask.array.rollaxis) | dask equivalent |
| [`numpy.roots`](https://numpy.org/doc/stable/reference/generated/numpy.roots.html#numpy.roots) | - | |
| [`numpy.rot90`](https://numpy.org/doc/stable/reference/generated/numpy.rot90.html#numpy.rot90) | [`dask.array.rot90`](generated/dask.array.rot90.html.md#dask.array.rot90) | dask equivalent |
| `numpy.row_stack` | - | |
| [`numpy.save`](https://numpy.org/doc/stable/reference/generated/numpy.save.html#numpy.save) | - | |
| [`numpy.savetxt`](https://numpy.org/doc/stable/reference/generated/numpy.savetxt.html#numpy.savetxt) | - | |
| [`numpy.savez`](https://numpy.org/doc/stable/reference/generated/numpy.savez.html#numpy.savez) | - | |
| [`numpy.savez_compressed`](https://numpy.org/doc/stable/reference/generated/numpy.savez_compressed.html#numpy.savez_compressed) | - | |
| [`numpy.searchsorted`](https://numpy.org/doc/stable/reference/generated/numpy.searchsorted.html#numpy.searchsorted) | [`dask.array.searchsorted`](generated/dask.array.searchsorted.html.md#dask.array.searchsorted) | dask equivalent |
| [`numpy.select`](https://numpy.org/doc/stable/reference/generated/numpy.select.html#numpy.select) | [`dask.array.select`](generated/dask.array.select.html.md#dask.array.select) | dask equivalent |
| [`numpy.setdiff1d`](https://numpy.org/doc/stable/reference/generated/numpy.setdiff1d.html#numpy.setdiff1d) | - | |
| [`numpy.setxor1d`](https://numpy.org/doc/stable/reference/generated/numpy.setxor1d.html#numpy.setxor1d) | - | |
| [`numpy.shape`](https://numpy.org/doc/stable/reference/generated/numpy.shape.html#numpy.shape) | [`dask.array.shape`](generated/dask.array.shape.html.md#dask.array.shape) [23](#id66) | dask equivalent |
| [`numpy.shares_memory`](https://numpy.org/doc/stable/reference/generated/numpy.shares_memory.html#numpy.shares_memory) | - | |
| [`numpy.sign`](https://numpy.org/doc/stable/reference/generated/numpy.sign.html#numpy.sign) | [`dask.array.sign`](generated/dask.array.sign.html.md#dask.array.sign) | direct (ufunc) |
| [`numpy.signbit`](https://numpy.org/doc/stable/reference/generated/numpy.signbit.html#numpy.signbit) | [`dask.array.signbit`](generated/dask.array.signbit.html.md#dask.array.signbit) | direct (ufunc) |
| [`numpy.sin`](https://numpy.org/doc/stable/reference/generated/numpy.sin.html#numpy.sin) | [`dask.array.sin`](generated/dask.array.sin.html.md#dask.array.sin) | direct (ufunc) |
| [`numpy.sinc`](https://numpy.org/doc/stable/reference/generated/numpy.sinc.html#numpy.sinc) | [`dask.array.sinc`](generated/dask.array.sinc.html.md#dask.array.sinc) | direct (non-ufunc elementwise) |
| [`numpy.sinh`](https://numpy.org/doc/stable/reference/generated/numpy.sinh.html#numpy.sinh) | [`dask.array.sinh`](generated/dask.array.sinh.html.md#dask.array.sinh) | direct (ufunc) |
| [`numpy.sort`](https://numpy.org/doc/stable/reference/generated/numpy.sort.html#numpy.sort) | [`dask.array.topk`](generated/dask.array.topk.html.md#dask.array.topk) [25](#id68) | |
| [`numpy.sort_complex`](https://numpy.org/doc/stable/reference/generated/numpy.sort_complex.html#numpy.sort_complex) | - | |
| `numpy.source` | - | |
| [`numpy.spacing`](https://numpy.org/doc/stable/reference/generated/numpy.spacing.html#numpy.spacing) | [`dask.array.spacing`](generated/dask.array.spacing.html.md#dask.array.spacing) | direct (ufunc) |
| [`numpy.split`](https://numpy.org/doc/stable/reference/generated/numpy.split.html#numpy.split) | - | |
| [`numpy.sqrt`](https://numpy.org/doc/stable/reference/generated/numpy.sqrt.html#numpy.sqrt) | [`dask.array.sqrt`](generated/dask.array.sqrt.html.md#dask.array.sqrt) | direct (ufunc) |
| [`numpy.square`](https://numpy.org/doc/stable/reference/generated/numpy.square.html#numpy.square) | [`dask.array.square`](generated/dask.array.square.html.md#dask.array.square) | direct (ufunc) |
| [`numpy.squeeze`](https://numpy.org/doc/stable/reference/generated/numpy.squeeze.html#numpy.squeeze) | [`dask.array.squeeze`](generated/dask.array.squeeze.html.md#dask.array.squeeze) | dask equivalent |
| [`numpy.stack`](https://numpy.org/doc/stable/reference/generated/numpy.stack.html#numpy.stack) | [`dask.array.stack`](generated/dask.array.stack.html.md#dask.array.stack) | dask equivalent |
| [`numpy.std`](https://numpy.org/doc/stable/reference/generated/numpy.std.html#numpy.std) | [`dask.array.std`](generated/dask.array.std.html.md#dask.array.std) [21](#id64) | dask equivalent |
| [`numpy.subtract`](https://numpy.org/doc/stable/reference/generated/numpy.subtract.html#numpy.subtract) | [`dask.array.subtract`](generated/dask.array.subtract.html.md#dask.array.subtract) | direct (ufunc) |
| [`numpy.sum`](https://numpy.org/doc/stable/reference/generated/numpy.sum.html#numpy.sum) | [`dask.array.sum`](generated/dask.array.sum.html.md#dask.array.sum) [21](#id64) [22](#id65) | dask equivalent |
| [`numpy.swapaxes`](https://numpy.org/doc/stable/reference/generated/numpy.swapaxes.html#numpy.swapaxes) | [`dask.array.swapaxes`](generated/dask.array.swapaxes.html.md#dask.array.swapaxes) | dask equivalent |
| [`numpy.take`](https://numpy.org/doc/stable/reference/generated/numpy.take.html#numpy.take) | [`dask.array.take`](generated/dask.array.take.html.md#dask.array.take) [28](#id71) | dask equivalent |
| [`numpy.take_along_axis`](https://numpy.org/doc/stable/reference/generated/numpy.take_along_axis.html#numpy.take_along_axis) | - | |
| [`numpy.tan`](https://numpy.org/doc/stable/reference/generated/numpy.tan.html#numpy.tan) | [`dask.array.tan`](generated/dask.array.tan.html.md#dask.array.tan) | direct (ufunc) |
| [`numpy.tanh`](https://numpy.org/doc/stable/reference/generated/numpy.tanh.html#numpy.tanh) | [`dask.array.tanh`](generated/dask.array.tanh.html.md#dask.array.tanh) | direct (ufunc) |
| [`numpy.tensordot`](https://numpy.org/doc/stable/reference/generated/numpy.tensordot.html#numpy.tensordot) | [`dask.array.tensordot`](generated/dask.array.tensordot.html.md#dask.array.tensordot) | dask equivalent |
| [`numpy.tile`](https://numpy.org/doc/stable/reference/generated/numpy.tile.html#numpy.tile) | [`dask.array.tile`](generated/dask.array.tile.html.md#dask.array.tile) | dask equivalent |
| [`numpy.trace`](https://numpy.org/doc/stable/reference/generated/numpy.trace.html#numpy.trace) | [`dask.array.trace`](generated/dask.array.trace.html.md#dask.array.trace) [26](#id69) | dask equivalent |
| [`numpy.transpose`](https://numpy.org/doc/stable/reference/generated/numpy.transpose.html#numpy.transpose) | [`dask.array.transpose`](generated/dask.array.transpose.html.md#dask.array.transpose) | dask equivalent |
| `numpy.trapz` | - | |
| [`numpy.tri`](https://numpy.org/doc/stable/reference/generated/numpy.tri.html#numpy.tri) | [`dask.array.tri`](generated/dask.array.tri.html.md#dask.array.tri) | dask equivalent |
| [`numpy.tril`](https://numpy.org/doc/stable/reference/generated/numpy.tril.html#numpy.tril) | [`dask.array.tril`](generated/dask.array.tril.html.md#dask.array.tril) | dask equivalent |
| [`numpy.tril_indices`](https://numpy.org/doc/stable/reference/generated/numpy.tril_indices.html#numpy.tril_indices) | [`dask.array.tril_indices`](generated/dask.array.tril_indices.html.md#dask.array.tril_indices) | dask equivalent |
| [`numpy.tril_indices_from`](https://numpy.org/doc/stable/reference/generated/numpy.tril_indices_from.html#numpy.tril_indices_from) | [`dask.array.tril_indices_from`](generated/dask.array.tril_indices_from.html.md#dask.array.tril_indices_from) | dask equivalent |
| [`numpy.trim_zeros`](https://numpy.org/doc/stable/reference/generated/numpy.trim_zeros.html#numpy.trim_zeros) | - | |
| [`numpy.triu`](https://numpy.org/doc/stable/reference/generated/numpy.triu.html#numpy.triu) | [`dask.array.triu`](generated/dask.array.triu.html.md#dask.array.triu) | dask equivalent |
| [`numpy.triu_indices`](https://numpy.org/doc/stable/reference/generated/numpy.triu_indices.html#numpy.triu_indices) | [`dask.array.triu_indices`](generated/dask.array.triu_indices.html.md#dask.array.triu_indices) | dask equivalent |
| [`numpy.triu_indices_from`](https://numpy.org/doc/stable/reference/generated/numpy.triu_indices_from.html#numpy.triu_indices_from) | [`dask.array.triu_indices_from`](generated/dask.array.triu_indices_from.html.md#dask.array.triu_indices_from) | dask equivalent |
| [`numpy.true_divide`](https://numpy.org/doc/stable/reference/generated/numpy.true_divide.html#numpy.true_divide) | [`dask.array.true_divide`](generated/dask.array.true_divide.html.md#dask.array.true_divide) | direct (ufunc) |
| [`numpy.trunc`](https://numpy.org/doc/stable/reference/generated/numpy.trunc.html#numpy.trunc) | [`dask.array.trunc`](generated/dask.array.trunc.html.md#dask.array.trunc) | direct (ufunc) |
| [`numpy.union1d`](https://numpy.org/doc/stable/reference/generated/numpy.union1d.html#numpy.union1d) | [`dask.array.union1d`](generated/dask.array.union1d.html.md#dask.array.union1d) | dask equivalent |
| [`numpy.unique`](https://numpy.org/doc/stable/reference/generated/numpy.unique.html#numpy.unique) | [`dask.array.unique`](generated/dask.array.unique.html.md#dask.array.unique) [39](#id82) | dask equivalent |
| [`numpy.unpackbits`](https://numpy.org/doc/stable/reference/generated/numpy.unpackbits.html#numpy.unpackbits) | - | |
| [`numpy.unravel_index`](https://numpy.org/doc/stable/reference/generated/numpy.unravel_index.html#numpy.unravel_index) | [`dask.array.unravel_index`](generated/dask.array.unravel_index.html.md#dask.array.unravel_index) | dask equivalent |
| [`numpy.unwrap`](https://numpy.org/doc/stable/reference/generated/numpy.unwrap.html#numpy.unwrap) | - | |
| [`numpy.vander`](https://numpy.org/doc/stable/reference/generated/numpy.vander.html#numpy.vander) | - | |
| [`numpy.var`](https://numpy.org/doc/stable/reference/generated/numpy.var.html#numpy.var) | [`dask.array.var`](generated/dask.array.var.html.md#dask.array.var) [21](#id64) | dask equivalent |
| [`numpy.vdot`](https://numpy.org/doc/stable/reference/generated/numpy.vdot.html#numpy.vdot) | [`dask.array.vdot`](generated/dask.array.vdot.html.md#dask.array.vdot) | dask equivalent |
| [`numpy.vsplit`](https://numpy.org/doc/stable/reference/generated/numpy.vsplit.html#numpy.vsplit) | - | |
| [`numpy.vstack`](https://numpy.org/doc/stable/reference/generated/numpy.vstack.html#numpy.vstack) | [`dask.array.vstack`](generated/dask.array.vstack.html.md#dask.array.vstack) [40](#id83) | dask equivalent |
| [`numpy.where`](https://numpy.org/doc/stable/reference/generated/numpy.where.html#numpy.where) | [`dask.array.where`](generated/dask.array.where.html.md#dask.array.where) | dask equivalent |
| [`numpy.zeros`](https://numpy.org/doc/stable/reference/generated/numpy.zeros.html#numpy.zeros) | [`dask.array.zeros`](generated/dask.array.zeros.html.md#dask.array.zeros) | dask equivalent |
| [`numpy.zeros_like`](https://numpy.org/doc/stable/reference/generated/numpy.zeros_like.html#numpy.zeros_like) | [`dask.array.zeros_like`](generated/dask.array.zeros_like.html.md#dask.array.zeros_like) | dask equivalent |
### Footnotes
* **[21]** `where` parameter not supported.
* **[22]** `initial` parameter not supported.
* **[23]** Input must be a dask array.
* **[24]** `order` parameter not supported.
* **[25]** Sort operations are notoriously difficult to do in parallel. Parallel-friendly alternatives sort the k largest elements.
* **[26]** `out` parameter not supported.
* **[27]** Use of numpy.matrix is discouraged in NumPy and thus there is no need to add it.
* **[28]** `mode` parameter not supported.
* **[29]** `keepdims` parameter not supported.
* **[30]** `fweights`, `aweights`, `dtype` parameters not supported.
* **[31]** `like` parameter not supported. Callable functions not supported.
* **[32]** Not implemented with more than one output.
* **[33]** `edge_order` parameter not supported.
* **[34]** Chunking of the input data (sample) is only allowed along the 0th (row) axis.
* **[35]** Only implemented for monotonic `obj` arguments.
* **[36]** `overwrite_input` parameter not supported.
* **[37]** `copy` parameter not supported.
* **[38]** Dask implementation introduces an additional parameter `method`.
* **[39]** `axis` parameter not supported.
* **[40]** `casting` parameter not supported.