ndarray(shape, dtype=float, buffer=None, offset=0, strides=None, order=None)Transpose of the array.
The array's elements, in memory.
Describes the format of the elements in the array.
Dictionary containing information related to memory use, e.g., 'C_CONTIGUOUS', 'OWNDATA', 'WRITEABLE', etc.
Flattened version of the array as an iterator.  The iterator allows assignments, e.g.,         x.flat = 3
 (See :None:None:`ndarray.flat` for assignment examples; TODO).
Imaginary part of the array.
Real part of the array.
Number of elements in the array.
The memory use of each array element in bytes.
The total number of bytes required to store the array data, i.e.,         itemsize * size
.
The array's number of dimensions.
Shape of the array.
The step-size required to move from one element to the next in memory. For example, a contiguous         (3, 4)
 array of type         int16
 in C-order has strides         (8, 2)
.  This implies that to move from element to element in memory requires jumps of 2 bytes. To move from row-to-row, one needs to jump 8 bytes at a time (        2 * 4
).
Class containing properties of the array needed for interaction with ctypes.
If the array is a view into another array, that array is its :None:None:`base` (unless that array is also a view).  The :None:None:`base` array is where the array data is actually stored.
Arrays should be constructed using array
, zeros
 or empty
 (refer to the See Also section below).  The parameters given here refer to a low-level method (:None:None:`ndarray(...)`) for instantiating an array.
For more information, refer to the numpy
 module and examine the methods and attributes of an array.
There are two modes of creating an array using         __new__
:
If :None:None:`buffer` is None, then only shape
, dtype
, and :None:None:`order`    are used.
If :None:None:`buffer` is an object exposing the buffer interface, then    all keywords are interpreted.
No         __init__
 method is needed because the array is fully initialized after the         __new__
 method.
Shape of created array.
Any object that can be interpreted as a numpy data type.
Used to fill the array with data.
Offset of array data in buffer.
Strides of data in memory.
Row-major (C-style) or column-major (Fortran-style) order.
An array object represents a multidimensional, homogeneous array of fixed-size items. An associated data-type object describes the format of each element in the array (its byte-order, how many bytes it occupies in memory, whether it is an integer, a floating point number, or something else, etc.)
array
Construct an array.
dtype
Create a data-type.
empty
Create an array, but leave its allocated memory unchanged (i.e., it contains "garbage").
numpy.typing.NDArray
An ndarray alias :None:term:`generic <generic type>` w.r.t. its :None:None:`dtype.type <numpy.dtype.type>`.
zeros
Create an array, each element of which is zero.
These examples illustrate the low-level ndarray
 constructor.  Refer to the :None:None:`See Also` section above for easier ways of constructing an ndarray.
First mode, :None:None:`buffer` is None:
>>> np.ndarray(shape=(2,2), dtype=float, order='F') array([[0.0e+000, 0.0e+000], # random [ nan, 2.5e-323]])
Second mode:
>>> np.ndarray((2,), buffer=np.array([1,2,3]),See :
... offset=np.int_().itemsize,
... dtype=int) # offset = 1*itemsize, i.e. skip first element array([2, 3])
The following pages refer to to this document either explicitly or contain code examples using this.
scipy.linalg._solvers.solve_continuous_arescipy.stats._stats_py.scoreatpercentilescipy.sparse.csgraph._shortest_path.bellman_fordscipy.signal._filter_design.gammatonescipy.spatial._qhull.ConvexHullscipy.linalg._matfuncs_sqrtm.sqrtmscipy.linalg._expm_frechet.expm_frechetscipy.signal._signaltools.order_filterscipy.special._basic.factorialscipy.spatial.transform._rotation_spline.RotationSplinescipy.interpolate._polyint.barycentric_interpolatescipy.signal._waveforms.squarescipy.signal._bsplines.cspline1dscipy.signal.windows._windows.chebwinscipy.linalg._matfuncs.tanmscipy.interpolate._interpolate.interp2dscipy.signal._filter_design.buttordscipy.sparse.csgraph._laplacian.laplacianscipy.signal._filter_design.iirfilterscipy.spatial.transform._rotation.Rotationscipy.linalg._decomp.eigscipy.signal._lti_conversion.tf2ssscipy.signal._fir_filter_design.minimum_phasescipy.special._orthogonal.jacobiscipy.optimize._nonlin.newton_krylovscipy.linalg._decomp.eigvalshscipy.linalg._matfuncs.sinhmscipy.linalg._misc.normscipy.fft._basic.fft2scipy.signal._filter_design.butterscipy.spatial._kdtree.KDTree.query_ball_pointscipy.linalg._solvers.solve_discrete_lyapunovscipy.linalg._decomp_svd.null_spacescipy.signal._filter_design.group_delayscipy.sparse.linalg._dsolve.linsolve.spluscipy.linalg._basic.solve_bandedscipy.interpolate._fitpack_impl.splrepscipy.signal._ltisys.StateSpaceContinuousscipy.signal._filter_design.besselscipy.signal.hannscipy.signal._signaltools.correlatescipy.signal._ltisys.stepscipy.sparse.linalg._eigen.arpack.arpack.eigsscipy.linalg._decomp.eighscipy.signal._spectral_py.istftscipy.signal._wavelets.cwtscipy.linalg._decomp_qr.qr_multiplyscipy.linalg._basic.solve_toeplitzscipy.linalg._matfuncs.cosmscipy.signal._signaltools.wienerscipy.linalg._matfuncs.khatri_raoscipy.signal._signaltools.sosfilt_ziscipy.optimize._nonlin.KrylovJacobianscipy.linalg._matfuncs.sinmscipy.sparse.linalg._eigen.arpack.arpack.eigshscipy.linalg._basic.lstsqscipy.interpolate._polyint.KroghInterpolatorscipy.interpolate._fitpack_py.insertscipy.optimize._numdiff.approx_derivativescipy.signal._ltisys.StateSpacescipy.interpolate._interpolate.RegularGridInterpolatorscipy.special._basic.bernoulliscipy.interpolate._fitpack2.LSQUnivariateSplinescipy.sparse.linalg._eigen._svds.svdsscipy.signal._signaltools.deconvolvescipy.integrate._quadrature.rombscipy.sparse.linalg._isolve.tfqmr.tfqmrscipy.fft._basic.ifftnscipy.signal._filter_design.zpk2sosscipy.linalg._procrustes.orthogonal_procrustesscipy.linalg._matfuncs.expmscipy.linalg._decomp_lu.lu_solvescipy.signal.windows._windows.bohmanscipy.sparse._arrays.csr_arrayscipy.interpolate._fitpack_impl.splderscipy.optimize._minpack_py.curve_fitscipy.interpolate._cubic.pchip_interpolatescipy.signal.blackmanscipy.optimize._numdiff.check_derivativescipy.fft._basic.hfftnscipy.linalg._decomp_lu.luscipy.signal.kaiserscipy.signal._spectral_py.coherencescipy.signal.general_gaussianscipy.sparse.csgraph._matching.min_weight_full_bipartite_matchingscipy.linalg._decomp_qz.ordqzscipy.signal._peak_finding.peak_prominencesscipy.interpolate._fitpack2.LSQSphereBivariateSplinescipy.signal._filter_design.freqs_zpkscipy.linalg._matfuncs.tanhmscipy.signal._filter_design.ellipordscipy.signal._filter_design.cheby2scipy.linalg._special_matrices.block_diagscipy.signal._ltisys.dbodescipy.signal.windows._windows.boxcarscipy.sparse._coo.coo_matrix.tocsrscipy.linalg._decomp_svd.svdvalsscipy.signal._bsplines.cspline1d_evalscipy.optimize._basinhopping.basinhoppingscipy.special._basic.ynp_zerosscipy.interpolate._bsplines.make_lsq_splinescipy.sparse._csc.csc_matrixscipy.sparse._arrays.dia_arrayscipy.linalg._solvers.solve_sylvesterscipy.sparse.csgraph._shortest_path.shortest_pathscipy.signal._czt.CZTscipy.signal.boxcarscipy.linalg._basic.invscipy.signal.windows._windows.hannscipy.interpolate._fitpack2.SmoothSphereBivariateSplinescipy.optimize._optimize.rosenscipy.fft._basic.fftscipy.signal._ltisys.dfreqrespscipy.signal.windows._windows.dpssscipy.linalg._matfuncs.logmscipy.linalg.blas.find_best_blas_typescipy.linalg._decomp_svd.subspace_anglesscipy.sparse.linalg._eigen.lobpcg.lobpcg.lobpcgscipy.signal._ltisys.dlti.bodescipy.linalg._decomp.eigvalsscipy.linalg._expm_frechet.expm_condscipy.signal._spectral_py.check_NOLAscipy.signal._filter_design.ellipscipy.linalg._decomp.hessenbergscipy.interpolate._fitpack2.UnivariateSpline.derivativescipy.special._orthogonal.genlaguerrescipy.optimize._nnls.nnlsscipy.signal.gaussianscipy.signal._spectral_py.csdscipy.linalg._decomp_update.qr_updatescipy.linalg._decomp_ldl.ldlscipy.signal.bohmanscipy.sparse.linalg._isolve.lgmres.lgmresscipy.linalg._basic.matrix_balancescipy.sparse.csgraph._shortest_path.dijkstrascipy.linalg._solvers.solve_continuous_lyapunovscipy.misc._common.electrocardiogramscipy.signal._ltisys.lti.bodescipy.optimize._nonlin.BroydenFirstscipy.special._orthogonal.chebyuscipy.signal._ltisys.StateSpaceDiscretescipy.integrate._quadrature.simpsonscipy.signal._bsplines.qspline1dscipy.spatial._qhull.tsearch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to see nodes names; edges to Self not shown, Caped at 50 nodes.
Using a canvas is more power efficient and can get hundred of nodes ; but does not allow hyperlinks; , arrows or text (beyond on hover)
SVG is more flexible but power hungry; and does not scale well to 50 + nodes.
All aboves nodes referred to, (or are referred from) current nodes; Edges from Self to other have been omitted (or all nodes would be connected to the central node "self" which is not useful). Nodes are colored by the library they belong to, and scaled with the number of references pointing them