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Title: The N-dimensional array (ndarray) — NumPy v2.6.dev0 Manual

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numpy.ndarrayhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.html
numpy.ndarray.flagshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.flags.html
numpy.ndarray.shapehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.shape.html
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numpy.ndarray.__mul__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__mul__.html
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numpy.ndarray.__matmul__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__matmul__.html
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numpy.ndarray.__class_getitem__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__class_getitem__.html
Scalarshttps://numpy.org/devdocs/reference/arrays.scalars.html
Data type objects (dtype)https://numpy.org/devdocs/reference/arrays.dtypes.html
Data type promotion in NumPyhttps://numpy.org/devdocs/reference/arrays.promotion.html
Iterating over arrayshttps://numpy.org/devdocs/reference/arrays.nditer.html
Standard array subclasseshttps://numpy.org/devdocs/reference/arrays.classes.html
Masked arrayshttps://numpy.org/devdocs/reference/maskedarray.html
The array interface protocolhttps://numpy.org/devdocs/reference/arrays.interface.html
Datetimes and timedeltashttps://numpy.org/devdocs/reference/arrays.datetime.html
Universal functions (ufunc)https://numpy.org/devdocs/reference/ufuncs.html
Routines and objects by topichttps://numpy.org/devdocs/reference/routines.html
Typing (numpy.typing)https://numpy.org/devdocs/reference/typing.html
NumPy C-APIhttps://numpy.org/devdocs/reference/c-api/index.html
Array API standard compatibilityhttps://numpy.org/devdocs/reference/array_api.html
CPU/SIMD optimizationshttps://numpy.org/devdocs/reference/simd/index.html
Thread Safetyhttps://numpy.org/devdocs/reference/thread_safety.html
Global Configuration Optionshttps://numpy.org/devdocs/reference/global_state.html
NumPy securityhttps://numpy.org/devdocs/reference/security.html
Testing guidelineshttps://numpy.org/devdocs/reference/testing.html
Status of numpy.distutils and migration advicehttps://numpy.org/devdocs/reference/distutils_status_migration.html
NumPy and SWIGhttps://numpy.org/devdocs/reference/swig.html
https://numpy.org/devdocs/index.html
NumPy referencehttps://numpy.org/devdocs/reference/index.html
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ndarray.dtypehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.dtype.html#numpy.ndarray.dtype
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ndarray.Thttps://numpy.org/devdocs/reference/generated/numpy.ndarray.T.html#numpy.ndarray.T
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The array interface protocolhttps://numpy.org/devdocs/reference/arrays.interface.html#arrays-interface
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sorthttps://numpy.org/devdocs/reference/generated/numpy.sort.html#numpy.sort
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#https://numpy.org/devdocs/reference/arrays.ndarray.html#array-conversion
ndarray.itemhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.item.html#numpy.ndarray.item
ndarray.tolisthttps://numpy.org/devdocs/reference/generated/numpy.ndarray.tolist.html#numpy.ndarray.tolist
ndarray.tobyteshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.tobytes.html#numpy.ndarray.tobytes
ndarray.tofilehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.tofile.html#numpy.ndarray.tofile
ndarray.dumphttps://numpy.org/devdocs/reference/generated/numpy.ndarray.dump.html#numpy.ndarray.dump
ndarray.dumpshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.dumps.html#numpy.ndarray.dumps
ndarray.astypehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.astype.html#numpy.ndarray.astype
ndarray.byteswaphttps://numpy.org/devdocs/reference/generated/numpy.ndarray.byteswap.html#numpy.ndarray.byteswap
ndarray.copyhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.copy.html#numpy.ndarray.copy
ndarray.viewhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.view.html#numpy.ndarray.view
ndarray.getfieldhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.getfield.html#numpy.ndarray.getfield
ndarray.setflagshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.setflags.html#numpy.ndarray.setflags
ndarray.fillhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.fill.html#numpy.ndarray.fill
#https://numpy.org/devdocs/reference/arrays.ndarray.html#shape-manipulation
ndarray.reshapehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.reshape.html#numpy.ndarray.reshape
ndarray.resizehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.resize.html#numpy.ndarray.resize
ndarray.transposehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.transpose.html#numpy.ndarray.transpose
ndarray.swapaxeshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.swapaxes.html#numpy.ndarray.swapaxes
ndarray.flattenhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.flatten.html#numpy.ndarray.flatten
ndarray.ravelhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.ravel.html#numpy.ndarray.ravel
ndarray.squeezehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.squeeze.html#numpy.ndarray.squeeze
#https://numpy.org/devdocs/reference/arrays.ndarray.html#item-selection-and-manipulation
ndarray.takehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.take.html#numpy.ndarray.take
ndarray.puthttps://numpy.org/devdocs/reference/generated/numpy.ndarray.put.html#numpy.ndarray.put
ndarray.repeathttps://numpy.org/devdocs/reference/generated/numpy.ndarray.repeat.html#numpy.ndarray.repeat
ndarray.choosehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.choose.html#numpy.ndarray.choose
ndarray.sorthttps://numpy.org/devdocs/reference/generated/numpy.ndarray.sort.html#numpy.ndarray.sort
ndarray.argsorthttps://numpy.org/devdocs/reference/generated/numpy.ndarray.argsort.html#numpy.ndarray.argsort
ndarray.partitionhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.partition.html#numpy.ndarray.partition
ndarray.argpartitionhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.argpartition.html#numpy.ndarray.argpartition
ndarray.searchsortedhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.searchsorted.html#numpy.ndarray.searchsorted
ndarray.nonzerohttps://numpy.org/devdocs/reference/generated/numpy.ndarray.nonzero.html#numpy.ndarray.nonzero
ndarray.compresshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.compress.html#numpy.ndarray.compress
ndarray.diagonalhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.diagonal.html#numpy.ndarray.diagonal
#https://numpy.org/devdocs/reference/arrays.ndarray.html#calculation
ndarrayhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray
ndarray.maxhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.max.html#numpy.ndarray.max
ndarray.argmaxhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.argmax.html#numpy.ndarray.argmax
ndarray.minhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.min.html#numpy.ndarray.min
ndarray.argminhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.argmin.html#numpy.ndarray.argmin
ndarray.cliphttps://numpy.org/devdocs/reference/generated/numpy.ndarray.clip.html#numpy.ndarray.clip
ndarray.conjhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.conj.html#numpy.ndarray.conj
ndarray.roundhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.round.html#numpy.ndarray.round
ndarray.tracehttps://numpy.org/devdocs/reference/generated/numpy.ndarray.trace.html#numpy.ndarray.trace
ndarray.sumhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.sum.html#numpy.ndarray.sum
ndarray.cumsumhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.cumsum.html#numpy.ndarray.cumsum
ndarray.meanhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.mean.html#numpy.ndarray.mean
ndarray.varhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.var.html#numpy.ndarray.var
ndarray.stdhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.std.html#numpy.ndarray.std
ndarray.prodhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.prod.html#numpy.ndarray.prod
ndarray.cumprodhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.cumprod.html#numpy.ndarray.cumprod
ndarray.allhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.all.html#numpy.ndarray.all
ndarray.anyhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.any.html#numpy.ndarray.any
#https://numpy.org/devdocs/reference/arrays.ndarray.html#arithmetic-matrix-multiplication-and-comparison-operations
ndarrayshttps://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray
ndarrayhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray
ufunchttps://numpy.org/devdocs/glossary.html#term-ufunc
Universal Functionshttps://numpy.org/devdocs/reference/ufuncs.html#ufuncs
ndarray.__lt__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__lt__.html#numpy.ndarray.__lt__
ndarray.__le__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__le__.html#numpy.ndarray.__le__
ndarray.__gt__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__gt__.html#numpy.ndarray.__gt__
ndarray.__ge__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ge__.html#numpy.ndarray.__ge__
ndarray.__eq__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__eq__.html#numpy.ndarray.__eq__
ndarray.__ne__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ne__.html#numpy.ndarray.__ne__
bool()https://numpy.org/devdocs/reference/arrays.scalars.html#numpy.bool
ndarray.__bool__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__bool__.html#numpy.ndarray.__bool__
ndarray.__bool__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__bool__.html#numpy.ndarray.__bool__
.any()https://numpy.org/devdocs/reference/generated/numpy.ndarray.any.html#numpy.ndarray.any
.all()https://numpy.org/devdocs/reference/generated/numpy.ndarray.all.html#numpy.ndarray.all
ndarray.__neg__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__neg__.html#numpy.ndarray.__neg__
ndarray.__pos__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__pos__.html#numpy.ndarray.__pos__
ndarray.__abs__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__abs__.html#numpy.ndarray.__abs__
ndarray.__invert__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__invert__.html#numpy.ndarray.__invert__
ndarray.__add__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__add__.html#numpy.ndarray.__add__
ndarray.__sub__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__sub__.html#numpy.ndarray.__sub__
ndarray.__mul__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__mul__.html#numpy.ndarray.__mul__
ndarray.__truediv__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__truediv__.html#numpy.ndarray.__truediv__
ndarray.__floordiv__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__floordiv__.html#numpy.ndarray.__floordiv__
ndarray.__mod__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__mod__.html#numpy.ndarray.__mod__
ndarray.__divmod__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__divmod__.html#numpy.ndarray.__divmod__
ndarray.__pow__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__pow__.html#numpy.ndarray.__pow__
ndarray.__lshift__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__lshift__.html#numpy.ndarray.__lshift__
ndarray.__rshift__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__rshift__.html#numpy.ndarray.__rshift__
ndarray.__and__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__and__.html#numpy.ndarray.__and__
ndarray.__or__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__or__.html#numpy.ndarray.__or__
ndarray.__xor__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__xor__.html#numpy.ndarray.__xor__
powhttps://numpy.org/devdocs/reference/generated/numpy.pow.html#numpy.pow
ufunchttps://numpy.org/devdocs/reference/generated/numpy.power.html#numpy.power
ndarrayhttps://numpy.org/devdocs/reference/generated/numpy.ndarray.html#numpy.ndarray
__array_ufunc__https://numpy.org/devdocs/reference/arrays.classes.html#numpy.class.__array_ufunc__
ndarray.__iadd__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__iadd__.html#numpy.ndarray.__iadd__
ndarray.__isub__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__isub__.html#numpy.ndarray.__isub__
ndarray.__imul__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__imul__.html#numpy.ndarray.__imul__
ndarray.__itruediv__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__itruediv__.html#numpy.ndarray.__itruediv__
ndarray.__ifloordiv__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ifloordiv__.html#numpy.ndarray.__ifloordiv__
ndarray.__imod__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__imod__.html#numpy.ndarray.__imod__
ndarray.__ipow__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ipow__.html#numpy.ndarray.__ipow__
ndarray.__ilshift__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ilshift__.html#numpy.ndarray.__ilshift__
ndarray.__irshift__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__irshift__.html#numpy.ndarray.__irshift__
ndarray.__iand__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__iand__.html#numpy.ndarray.__iand__
ndarray.__ior__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ior__.html#numpy.ndarray.__ior__
ndarray.__ixor__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__ixor__.html#numpy.ndarray.__ixor__
ndarray.__matmul__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__matmul__.html#numpy.ndarray.__matmul__
self@valuehttps://numpy.org/cdn-cgi/l/email-protection#aad9cfc6cc8c89999d918c899f98918c899e9291dccbc6dfcf
PEP 465https://peps.python.org/pep-0465/
matmulhttps://numpy.org/devdocs/reference/generated/numpy.matmul.html#numpy.matmul
#https://numpy.org/devdocs/reference/arrays.ndarray.html#special-methods
ndarray.__copy__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__copy__.html#numpy.ndarray.__copy__
copy.copyhttps://docs.python.org/3/library/copy.html#copy.copy
ndarray.__deepcopy__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__deepcopy__.html#numpy.ndarray.__deepcopy__
copy.deepcopyhttps://docs.python.org/3/library/copy.html#copy.deepcopy
ndarray.__reduce__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__reduce__.html#numpy.ndarray.__reduce__
ndarray.__setstate__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__setstate__.html#numpy.ndarray.__setstate__
ndarray.__new__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__new__.html#numpy.ndarray.__new__
ndarray.__array__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__array__.html#numpy.ndarray.__array__
ndarray.__array_wrap__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__array_wrap__.html#numpy.ndarray.__array_wrap__
arrayhttps://numpy.org/devdocs/reference/generated/numpy.array.html#numpy.array
Indexinghttps://numpy.org/devdocs/reference/routines.indexing.html#arrays-indexing
ndarray.__len__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__len__.html#numpy.ndarray.__len__
ndarray.__getitem__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__getitem__.html#numpy.ndarray.__getitem__
ndarray.__setitem__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__setitem__.html#numpy.ndarray.__setitem__
ndarray.__contains__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__contains__.html#numpy.ndarray.__contains__
int()https://docs.python.org/3/library/functions.html#int
float()https://docs.python.org/3/library/functions.html#float
complex()https://docs.python.org/3/library/functions.html#complex
ndarray.__int__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__int__.html#numpy.ndarray.__int__
ndarray.__float__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__float__.html#numpy.ndarray.__float__
ndarray.__complex__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__complex__.html#numpy.ndarray.__complex__
ndarray.__str__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__str__.html#numpy.ndarray.__str__
ndarray.__repr__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__repr__.html#numpy.ndarray.__repr__
ndarray.__class_getitem__https://numpy.org/devdocs/reference/generated/numpy.ndarray.__class_getitem__.html#numpy.ndarray.__class_getitem__
#https://numpy.org/devdocs/reference/arrays.ndarray.html#structural-pattern-matching
structural pattern matchinghttps://peps.python.org/pep-0634/
previous Array objects https://numpy.org/devdocs/reference/arrays.html
next numpy.ndarray https://numpy.org/devdocs/reference/generated/numpy.ndarray.html
Constructing arrayshttps://numpy.org/devdocs/reference/arrays.ndarray.html#constructing-arrays
Indexing arrayshttps://numpy.org/devdocs/reference/arrays.ndarray.html#indexing-arrays
Internal memory layout of an ndarrayhttps://numpy.org/devdocs/reference/arrays.ndarray.html#internal-memory-layout-of-an-ndarray
Array attributeshttps://numpy.org/devdocs/reference/arrays.ndarray.html#array-attributes
Memory layouthttps://numpy.org/devdocs/reference/arrays.ndarray.html#id1
Data typehttps://numpy.org/devdocs/reference/arrays.ndarray.html#data-type
Other attributeshttps://numpy.org/devdocs/reference/arrays.ndarray.html#other-attributes
Array interfacehttps://numpy.org/devdocs/reference/arrays.ndarray.html#array-interface
ctypes foreign function interfacehttps://numpy.org/devdocs/reference/arrays.ndarray.html#ctypes-foreign-function-interface
Array methodshttps://numpy.org/devdocs/reference/arrays.ndarray.html#array-methods
Array conversionhttps://numpy.org/devdocs/reference/arrays.ndarray.html#array-conversion
Shape manipulationhttps://numpy.org/devdocs/reference/arrays.ndarray.html#shape-manipulation
Item selection and manipulationhttps://numpy.org/devdocs/reference/arrays.ndarray.html#item-selection-and-manipulation
Calculationhttps://numpy.org/devdocs/reference/arrays.ndarray.html#calculation
Arithmetic, matrix multiplication, and comparison operationshttps://numpy.org/devdocs/reference/arrays.ndarray.html#arithmetic-matrix-multiplication-and-comparison-operations
Special methodshttps://numpy.org/devdocs/reference/arrays.ndarray.html#special-methods
Structural pattern matchinghttps://numpy.org/devdocs/reference/arrays.ndarray.html#structural-pattern-matching
Sphinxhttps://www.sphinx-doc.org/
PyData Sphinx Themehttps://pydata-sphinx-theme.readthedocs.io/en/stable/index.html

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