Assessing the NumPy namespace

README.md

Downloading both files and running the cells (takes a while) should give you drop downs with the NumPy namespace (dark green names should be the ones that end up in the main numpy namespace).

After clicking one of them, tab will go to the next, and 1, 2, 3 , and 4 will allow to fairly quickly choose how you feel about the function. I left many blank (at least the ones that are not part of the main namespace). Then you press "save" and after gathering a few of them, maybe we can get some nice result out of the data.

Unfortunately the Jupyter widgets are failry slow, although with the keyboard it was not an issue for me.

My take on the categories:

1. Core: Functions that are core to numpy, many functions in Minimal may be written based on the core implementations.
2. Minimal: Minimal set of features that library authors may expect a numpy-like library to implement.
3. Full: Functions that are useful, but often more utilities around a more Minimal set.
4. Discouraged: Functions we might even remove (or at least rename) did we have the choice.

namespace.ipynb

numpy_api_by_module.yaml

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  - false
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  - false
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  - false
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  - false
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  - negative
  - false
- !!python/tuple
  - nomask
  - true
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  - nonzero
  - false
- !!python/tuple
  - not_equal
  - false
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  - ones
  - false
- !!python/tuple
  - outer
  - false
- !!python/tuple
  - power
  - false
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  - prod
  - false
- !!python/tuple
  - product
  - false
- !!python/tuple
  - ptp
  - false
- !!python/tuple
  - put
  - false
- !!python/tuple
  - putmask
  - false
- !!python/tuple
  - ravel
  - false
- !!python/tuple
  - remainder
  - false
- !!python/tuple
  - repeat
  - false
- !!python/tuple
  - reshape
  - false
- !!python/tuple
  - resize
  - false
- !!python/tuple
  - right_shift
  - false
- !!python/tuple
  - round
  - false
- !!python/tuple
  - set_fill_value
  - false
- !!python/tuple
  - shape
  - false
- !!python/tuple
  - sin
  - false
- !!python/tuple
  - sinh
  - false
- !!python/tuple
  - size
  - false
- !!python/tuple
  - soften_mask
  - false
- !!python/tuple
  - sometrue
  - false
- !!python/tuple
  - sort
  - false
- !!python/tuple
  - sqrt
  - false
- !!python/tuple
  - squeeze
  - true
- !!python/tuple
  - std
  - false
- !!python/tuple
  - subtract
  - false
- !!python/tuple
  - sum
  - false
- !!python/tuple
  - swapaxes
  - false
- !!python/tuple
  - take
  - false
- !!python/tuple
  - tan
  - false
- !!python/tuple
  - tanh
  - false
- !!python/tuple
  - trace
  - false
- !!python/tuple
  - transpose
  - false
- !!python/tuple
  - true_divide
  - false
- !!python/tuple
  - var
  - false
- !!python/tuple
  - where
  - false
- !!python/tuple
  - zeros
  - false
numpy.ma.extras:
- !!python/tuple
  - apply_along_axis
  - false
- !!python/tuple
  - apply_over_axes
  - false
- !!python/tuple
  - atleast_1d
  - false
- !!python/tuple
  - atleast_2d
  - false
- !!python/tuple
  - atleast_3d
  - false
- !!python/tuple
  - average
  - false
- !!python/tuple
  - clump_masked
  - false
- !!python/tuple
  - clump_unmasked
  - false
- !!python/tuple
  - column_stack
  - false
- !!python/tuple
  - compress_cols
  - false
- !!python/tuple
  - compress_nd
  - false
- !!python/tuple
  - compress_rowcols
  - false
- !!python/tuple
  - compress_rows
  - false
- !!python/tuple
  - count_masked
  - false
- !!python/tuple
  - corrcoef
  - false
- !!python/tuple
  - cov
  - false
- !!python/tuple
  - diagflat
  - false
- !!python/tuple
  - dot
  - false
- !!python/tuple
  - dstack
  - false
- !!python/tuple
  - ediff1d
  - false
- !!python/tuple
  - flatnotmasked_contiguous
  - false
- !!python/tuple
  - flatnotmasked_edges
  - false
- !!python/tuple
  - hsplit
  - false
- !!python/tuple
  - hstack
  - false
- !!python/tuple
  - isin
  - false
- !!python/tuple
  - in1d
  - false
- !!python/tuple
  - intersect1d
  - false
- !!python/tuple
  - mask_cols
  - false
- !!python/tuple
  - mask_rowcols
  - false
- !!python/tuple
  - mask_rows
  - false
- !!python/tuple
  - masked_all
  - false
- !!python/tuple
  - masked_all_like
  - false
- !!python/tuple
  - median
  - false
- !!python/tuple
  - mr_
  - false
- !!python/tuple
  - notmasked_contiguous
  - false
- !!python/tuple
  - notmasked_edges
  - false
- !!python/tuple
  - polyfit
  - false
- !!python/tuple
  - row_stack
  - false
- !!python/tuple
  - setdiff1d
  - false
- !!python/tuple
  - setxor1d
  - false
- !!python/tuple
  - stack
  - false
- !!python/tuple
  - unique
  - false
- !!python/tuple
  - union1d
  - false
- !!python/tuple
  - vander
  - false
numpy.ma.mrecords:
- !!python/tuple
  - MaskedRecords
  - false
- !!python/tuple
  - fromarrays
  - false
- !!python/tuple
  - fromrecords
  - false
- !!python/tuple
  - fromtextfile
  - false
- !!python/tuple
  - addfield
  - false
numpy.ma.testutils:
- !!python/tuple
  - almost
  - false
- !!python/tuple
  - approx
  - false
- !!python/tuple
  - assert_almost_equal
  - false
- !!python/tuple
  - assert_array_almost_equal
  - false
- !!python/tuple
  - assert_array_approx_equal
  - false
- !!python/tuple
  - assert_array_compare
  - false
- !!python/tuple
  - assert_array_equal
  - false
- !!python/tuple
  - assert_array_less
  - false
- !!python/tuple
  - assert_equal
  - false
- !!python/tuple
  - assert_equal_records
  - false
- !!python/tuple
  - assert_mask_equal
  - false
- !!python/tuple
  - assert_not_equal
  - false
- !!python/tuple
  - fail_if_array_equal
  - false
- !!python/tuple
  - TestCase
  - false
numpy.ma.timer_comparison:
- !!python/tuple
  - ModuleTester
  - false
- !!python/tuple
  - float_
  - true
- !!python/tuple
  - pi
  - true
- !!python/tuple
  - reduce
  - false
numpy.matlib:
- !!python/tuple
  - ModuleDeprecationWarning
  - true
- !!python/tuple
  - VisibleDeprecationWarning
  - true
- !!python/tuple
  - show_config
  - true
- !!python/tuple
  - zeros
  - false
- !!python/tuple
  - empty
  - false
- !!python/tuple
  - ones
  - false
- !!python/tuple
  - identity
  - false
- !!python/tuple
  - chararray
  - true
- !!python/tuple
  - eye
  - false
- !!python/tuple
  - rand
  - false
- !!python/tuple
  - randn
  - false
- !!python/tuple
  - repmat
  - false
numpy.matrixlib: []
numpy.matrixlib.defmatrix:
- !!python/tuple
  - matrix
  - true
- !!python/tuple
  - bmat
  - true
- !!python/tuple
  - mat
  - true
numpy.polynomial:
- !!python/tuple
  - test
  - false
numpy.polynomial.chebyshev:
- !!python/tuple
  - chebzero
  - false
- !!python/tuple
  - chebone
  - false
- !!python/tuple
  - chebx
  - false
- !!python/tuple
  - chebdomain
  - false
- !!python/tuple
  - chebline
  - false
- !!python/tuple
  - chebadd
  - false
- !!python/tuple
  - chebsub
  - false
- !!python/tuple
  - chebmulx
  - false
- !!python/tuple
  - chebmul
  - false
- !!python/tuple
  - chebdiv
  - false
- !!python/tuple
  - chebpow
  - false
- !!python/tuple
  - chebval
  - false
- !!python/tuple
  - chebder
  - false
- !!python/tuple
  - chebint
  - false
- !!python/tuple
  - cheb2poly
  - false
- !!python/tuple
  - poly2cheb
  - false
- !!python/tuple
  - chebfromroots
  - false
- !!python/tuple
  - chebvander
  - false
- !!python/tuple
  - chebfit
  - false
- !!python/tuple
  - chebroots
  - false
- !!python/tuple
  - chebpts1
  - false
- !!python/tuple
  - chebpts2
  - false
- !!python/tuple
  - Chebyshev
  - false
- !!python/tuple
  - chebval2d
  - false
- !!python/tuple
  - chebval3d
  - false
- !!python/tuple
  - chebgrid2d
  - false
- !!python/tuple
  - chebgrid3d
  - false
- !!python/tuple
  - chebvander2d
  - false
- !!python/tuple
  - chebvander3d
  - false
- !!python/tuple
  - chebcompanion
  - false
- !!python/tuple
  - chebgauss
  - false
- !!python/tuple
  - chebweight
  - false
- !!python/tuple
  - chebinterpolate
  - false
numpy.polynomial.hermite:
- !!python/tuple
  - hermzero
  - false
- !!python/tuple
  - hermone
  - false
- !!python/tuple
  - hermx
  - false
- !!python/tuple
  - hermdomain
  - false
- !!python/tuple
  - hermline
  - false
- !!python/tuple
  - hermadd
  - false
- !!python/tuple
  - hermsub
  - false
- !!python/tuple
  - hermmulx
  - false
- !!python/tuple
  - hermmul
  - false
- !!python/tuple
  - hermdiv
  - false
- !!python/tuple
  - hermpow
  - false
- !!python/tuple
  - hermval
  - false
- !!python/tuple
  - hermder
  - false
- !!python/tuple
  - hermint
  - false
- !!python/tuple
  - herm2poly
  - false
- !!python/tuple
  - poly2herm
  - false
- !!python/tuple
  - hermfromroots
  - false
- !!python/tuple
  - hermvander
  - false
- !!python/tuple
  - hermfit
  - false
- !!python/tuple
  - hermroots
  - false
- !!python/tuple
  - Hermite
  - false
- !!python/tuple
  - hermval2d
  - false
- !!python/tuple
  - hermval3d
  - false
- !!python/tuple
  - hermgrid2d
  - false
- !!python/tuple
  - hermgrid3d
  - false
- !!python/tuple
  - hermvander2d
  - false
- !!python/tuple
  - hermvander3d
  - false
- !!python/tuple
  - hermcompanion
  - false
- !!python/tuple
  - hermgauss
  - false
- !!python/tuple
  - hermweight
  - false
numpy.polynomial.hermite_e:
- !!python/tuple
  - hermezero
  - false
- !!python/tuple
  - hermeone
  - false
- !!python/tuple
  - hermex
  - false
- !!python/tuple
  - hermedomain
  - false
- !!python/tuple
  - hermeline
  - false
- !!python/tuple
  - hermeadd
  - false
- !!python/tuple
  - hermesub
  - false
- !!python/tuple
  - hermemulx
  - false
- !!python/tuple
  - hermemul
  - false
- !!python/tuple
  - hermediv
  - false
- !!python/tuple
  - hermepow
  - false
- !!python/tuple
  - hermeval
  - false
- !!python/tuple
  - hermeder
  - false
- !!python/tuple
  - hermeint
  - false
- !!python/tuple
  - herme2poly
  - false
- !!python/tuple
  - poly2herme
  - false
- !!python/tuple
  - hermefromroots
  - false
- !!python/tuple
  - hermevander
  - false
- !!python/tuple
  - hermefit
  - false
- !!python/tuple
  - hermeroots
  - false
- !!python/tuple
  - HermiteE
  - false
- !!python/tuple
  - hermeval2d
  - false
- !!python/tuple
  - hermeval3d
  - false
- !!python/tuple
  - hermegrid2d
  - false
- !!python/tuple
  - hermegrid3d
  - false
- !!python/tuple
  - hermevander2d
  - false
- !!python/tuple
  - hermevander3d
  - false
- !!python/tuple
  - hermecompanion
  - false
- !!python/tuple
  - hermegauss
  - false
- !!python/tuple
  - hermeweight
  - false
numpy.polynomial.laguerre:
- !!python/tuple
  - lagzero
  - false
- !!python/tuple
  - lagone
  - false
- !!python/tuple
  - lagx
  - false
- !!python/tuple
  - lagdomain
  - false
- !!python/tuple
  - lagline
  - false
- !!python/tuple
  - lagadd
  - false
- !!python/tuple
  - lagsub
  - false
- !!python/tuple
  - lagmulx
  - false
- !!python/tuple
  - lagmul
  - false
- !!python/tuple
  - lagdiv
  - false
- !!python/tuple
  - lagpow
  - false
- !!python/tuple
  - lagval
  - false
- !!python/tuple
  - lagder
  - false
- !!python/tuple
  - lagint
  - false
- !!python/tuple
  - lag2poly
  - false
- !!python/tuple
  - poly2lag
  - false
- !!python/tuple
  - lagfromroots
  - false
- !!python/tuple
  - lagvander
  - false
- !!python/tuple
  - lagfit
  - false
- !!python/tuple
  - lagroots
  - false
- !!python/tuple
  - Laguerre
  - false
- !!python/tuple
  - lagval2d
  - false
- !!python/tuple
  - lagval3d
  - false
- !!python/tuple
  - laggrid2d
  - false
- !!python/tuple
  - laggrid3d
  - false
- !!python/tuple
  - lagvander2d
  - false
- !!python/tuple
  - lagvander3d
  - false
- !!python/tuple
  - lagcompanion
  - false
- !!python/tuple
  - laggauss
  - false
- !!python/tuple
  - lagweight
  - false
numpy.polynomial.legendre:
- !!python/tuple
  - legzero
  - false
- !!python/tuple
  - legone
  - false
- !!python/tuple
  - legx
  - false
- !!python/tuple
  - legdomain
  - false
- !!python/tuple
  - legline
  - false
- !!python/tuple
  - legadd
  - false
- !!python/tuple
  - legsub
  - false
- !!python/tuple
  - legmulx
  - false
- !!python/tuple
  - legmul
  - false
- !!python/tuple
  - legdiv
  - false
- !!python/tuple
  - legpow
  - false
- !!python/tuple
  - legval
  - false
- !!python/tuple
  - legder
  - false
- !!python/tuple
  - legint
  - false
- !!python/tuple
  - leg2poly
  - false
- !!python/tuple
  - poly2leg
  - false
- !!python/tuple
  - legfromroots
  - false
- !!python/tuple
  - legvander
  - false
- !!python/tuple
  - legfit
  - false
- !!python/tuple
  - legroots
  - false
- !!python/tuple
  - Legendre
  - false
- !!python/tuple
  - legval2d
  - false
- !!python/tuple
  - legval3d
  - false
- !!python/tuple
  - leggrid2d
  - false
- !!python/tuple
  - leggrid3d
  - false
- !!python/tuple
  - legvander2d
  - false
- !!python/tuple
  - legvander3d
  - false
- !!python/tuple
  - legcompanion
  - false
- !!python/tuple
  - leggauss
  - false
- !!python/tuple
  - legweight
  - false
numpy.polynomial.polynomial:
- !!python/tuple
  - polyzero
  - false
- !!python/tuple
  - polyone
  - false
- !!python/tuple
  - polyx
  - false
- !!python/tuple
  - polydomain
  - false
- !!python/tuple
  - polyline
  - false
- !!python/tuple
  - polyadd
  - false
- !!python/tuple
  - polysub
  - false
- !!python/tuple
  - polymulx
  - false
- !!python/tuple
  - polymul
  - false
- !!python/tuple
  - polydiv
  - false
- !!python/tuple
  - polypow
  - false
- !!python/tuple
  - polyval
  - false
- !!python/tuple
  - polyvalfromroots
  - false
- !!python/tuple
  - polyder
  - false
- !!python/tuple
  - polyint
  - false
- !!python/tuple
  - polyfromroots
  - false
- !!python/tuple
  - polyvander
  - false
- !!python/tuple
  - polyfit
  - false
- !!python/tuple
  - polyroots
  - false
- !!python/tuple
  - Polynomial
  - false
- !!python/tuple
  - polyval2d
  - false
- !!python/tuple
  - polyval3d
  - false
- !!python/tuple
  - polygrid2d
  - false
- !!python/tuple
  - polygrid3d
  - false
- !!python/tuple
  - polyvander2d
  - false
- !!python/tuple
  - polyvander3d
  - false
numpy.polynomial.polyutils:
- !!python/tuple
  - RankWarning
  - false
- !!python/tuple
  - PolyError
  - false
- !!python/tuple
  - PolyDomainError
  - false
- !!python/tuple
  - as_series
  - false
- !!python/tuple
  - trimseq
  - false
- !!python/tuple
  - trimcoef
  - false
- !!python/tuple
  - getdomain
  - false
- !!python/tuple
  - mapdomain
  - false
- !!python/tuple
  - mapparms
  - false
- !!python/tuple
  - PolyBase
  - false
numpy.random:
- !!python/tuple
  - Generator
  - false
- !!python/tuple
  - SeedSequence
  - false
- !!python/tuple
  - MT19937
  - false
- !!python/tuple
  - Philox
  - false
- !!python/tuple
  - PCG64
  - false
- !!python/tuple
  - SFC64
  - false
- !!python/tuple
  - default_rng
  - false
- !!python/tuple
  - BitGenerator
  - false
numpy.random.mtrand:
- !!python/tuple
  - beta
  - false
- !!python/tuple
  - binomial
  - false
- !!python/tuple
  - bytes
  - false
- !!python/tuple
  - chisquare
  - false
- !!python/tuple
  - choice
  - false
- !!python/tuple
  - dirichlet
  - false
- !!python/tuple
  - exponential
  - false
- !!python/tuple
  - f
  - false
- !!python/tuple
  - gamma
  - false
- !!python/tuple
  - geometric
  - false
- !!python/tuple
  - get_state
  - false
- !!python/tuple
  - gumbel
  - false
- !!python/tuple
  - hypergeometric
  - false
- !!python/tuple
  - laplace
  - false
- !!python/tuple
  - logistic
  - false
- !!python/tuple
  - lognormal
  - false
- !!python/tuple
  - logseries
  - false
- !!python/tuple
  - multinomial
  - false
- !!python/tuple
  - multivariate_normal
  - false
- !!python/tuple
  - negative_binomial
  - false
- !!python/tuple
  - noncentral_chisquare
  - false
- !!python/tuple
  - noncentral_f
  - false
- !!python/tuple
  - normal
  - false
- !!python/tuple
  - pareto
  - false
- !!python/tuple
  - permutation
  - false
- !!python/tuple
  - poisson
  - false
- !!python/tuple
  - power
  - false
- !!python/tuple
  - rand
  - false
- !!python/tuple
  - randint
  - false
- !!python/tuple
  - randn
  - false
- !!python/tuple
  - random
  - false
- !!python/tuple
  - random_integers
  - false
- !!python/tuple
  - random_sample
  - false
- !!python/tuple
  - ranf
  - false
- !!python/tuple
  - rayleigh
  - false
- !!python/tuple
  - sample
  - false
- !!python/tuple
  - seed
  - false
- !!python/tuple
  - set_state
  - false
- !!python/tuple
  - shuffle
  - false
- !!python/tuple
  - standard_cauchy
  - false
- !!python/tuple
  - standard_exponential
  - false
- !!python/tuple
  - standard_gamma
  - false
- !!python/tuple
  - standard_normal
  - false
- !!python/tuple
  - standard_t
  - false
- !!python/tuple
  - triangular
  - false
- !!python/tuple
  - uniform
  - false
- !!python/tuple
  - vonmises
  - false
- !!python/tuple
  - wald
  - false
- !!python/tuple
  - weibull
  - false
- !!python/tuple
  - zipf
  - false
- !!python/tuple
  - RandomState
  - false
numpy.testing:
- !!python/tuple
  - break_cycles
  - false
- !!python/tuple
  - run_module_suite
  - false
numpy.testing.print_coercion_tables:
- !!python/tuple
  - GenericObject
  - false
- !!python/tuple
  - print_cancast_table
  - false
- !!python/tuple
  - print_coercion_table
  - false
numpy.testing.utils:
- !!python/tuple
  - assert_equal
  - false
- !!python/tuple
  - assert_almost_equal
  - false
- !!python/tuple
  - assert_approx_equal
  - false
- !!python/tuple
  - assert_array_equal
  - false
- !!python/tuple
  - assert_array_less
  - false
- !!python/tuple
  - assert_string_equal
  - false
- !!python/tuple
  - assert_array_almost_equal
  - false
- !!python/tuple
  - assert_raises
  - false
- !!python/tuple
  - build_err_msg
  - false
- !!python/tuple
  - decorate_methods
  - false
- !!python/tuple
  - jiffies
  - false
- !!python/tuple
  - memusage
  - false
- !!python/tuple
  - print_assert_equal
  - false
- !!python/tuple
  - raises
  - false
- !!python/tuple
  - rundocs
  - false
- !!python/tuple
  - runstring
  - false
- !!python/tuple
  - measure
  - false
- !!python/tuple
  - assert_
  - false
- !!python/tuple
  - assert_array_almost_equal_nulp
  - false
- !!python/tuple
  - assert_raises_regex
  - false
- !!python/tuple
  - assert_array_max_ulp
  - false
- !!python/tuple
  - assert_warns
  - false
- !!python/tuple
  - assert_no_warnings
  - false
- !!python/tuple
  - assert_allclose
  - false
- !!python/tuple
  - IgnoreException
  - false
- !!python/tuple
  - clear_and_catch_warnings
  - false
- !!python/tuple
  - SkipTest
  - false
- !!python/tuple
  - KnownFailureException
  - false
- !!python/tuple
  - temppath
  - false
- !!python/tuple
  - tempdir
  - false
- !!python/tuple
  - suppress_warnings
  - false
- !!python/tuple
  - assert_array_compare
  - false
- !!python/tuple
  - assert_no_gc_cycles
  - false
numpy.version:
- !!python/tuple
  - full_version
  - true
- !!python/tuple
  - git_revision
  - true
- !!python/tuple
  - short_version
  - false
- !!python/tuple
  - version
  - true