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Fix typos discovered by codespell (#651)
* Fix typos discovered by codespell
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demo/batch_processing.py

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"""
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Demo: Parallel processing accross images
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Demo: Parallel processing across images
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Multithreading can be used to run transforms on a set of images in parallel.
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This will give a net performance benefit if the images to be transformed are

demo/fswavedecn_mondrian.py

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# convert coefficient dictionary to a single array
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coeff_array_dwt, _ = pywt.coeffs_to_array(coeffs_dwt)
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# perform fully seperable DWT
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# perform fully separable DWT
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fswavedecn_result = pywt.fswavedecn(img, wavelet='db1')
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nnz_dwt = np.sum(coeff_array_dwt != 0)

doc/release/0.5.0-notes.rst

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New features
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============
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1D Continous Wavelet Transforms
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1D Continuous Wavelet Transforms
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-------------------------------
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A wide range of continous wavelets are now available. These include the
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A wide range of continuous wavelets are now available. These include the
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following:
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- Gaussian wavelets (``gaus1``...``gaus8``)
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Issues closed for v0.5.0
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------------------------
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- `#48 <https://github.com/PyWavelets/pywt/issues/48>`__: Continous wavelet transform?
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- `#48 <https://github.com/PyWavelets/pywt/issues/48>`__: Continuous wavelet transform?
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- `#127 <https://github.com/PyWavelets/pywt/issues/127>`__: Reorganize _pywt
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- `#160 <https://github.com/PyWavelets/pywt/issues/160>`__: Appveyor failing on recent PRs
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- `#163 <https://github.com/PyWavelets/pywt/issues/163>`__: Set up coveralls
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- `#166 <https://github.com/PyWavelets/pywt/issues/166>`__: Wavelet coefficients to single array (and vice versa?)
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- `#177 <https://github.com/PyWavelets/pywt/issues/177>`__: Fail to install pywt due to the use of index_t which conflict with the defination in /usr/include/sys/types.h on smartos sysmte(open solaris like system)
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- `#177 <https://github.com/PyWavelets/pywt/issues/177>`__: Fail to install pywt due to the use of index_t which conflict with the definition in /usr/include/sys/types.h on smartos system(open solaris like system)
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- `#180 <https://github.com/PyWavelets/pywt/issues/180>`__: Memory leak
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- `#187 <https://github.com/PyWavelets/pywt/issues/187>`__: 'reflect' signal extension mode
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- `#189 <https://github.com/PyWavelets/pywt/issues/189>`__: bump minimum numpy version?
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- `#209 <https://github.com/PyWavelets/pywt/issues/209>`__: broken doctests
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- `#210 <https://github.com/PyWavelets/pywt/issues/210>`__: Run doctests in CI setup
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- `#211 <https://github.com/PyWavelets/pywt/issues/211>`__: Typo in iswt documentation
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- `#217 <https://github.com/PyWavelets/pywt/issues/217>`__: `blank_discrete_wavelet` does not properly intiailize some properties
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- `#217 <https://github.com/PyWavelets/pywt/issues/217>`__: `blank_discrete_wavelet` does not properly initialize some properties
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- `#231 <https://github.com/PyWavelets/pywt/issues/231>`__: I can't compile pywt
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doc/release/0.5.2-notes.rst

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The ``pywt.data.nino`` data reader is now compatible with numpy 1.12. (#273)
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The ``wp_scalogram.py`` demo is now compatibile with matplotlib 2.0. (#276)
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The ``wp_scalogram.py`` demo is now compatible with matplotlib 2.0. (#276)
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Fixed a sporadic segmentation fault affecting stationary wavelet transforms of
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multi-dimensional data. (#289)

doc/release/1.0.0-notes.rst

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More flexible specification of some continuous wavelets
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-------------------------------------------------------
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The continous wavelets ``"cmor"``, ``"shan"`` and ``"fbsp"`` now let the user
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The continuous wavelets ``"cmor"``, ``"shan"`` and ``"fbsp"`` now let the user
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specify attributes such as their center frequency and bandwidth that were
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previously fixed. See more on this in the section on deprecated features.
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Fully Separable Discrete Wavelet Transfrom
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Fully Separable Discrete Wavelet Transform
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------------------------------------------
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A new variant of the multilevel n-dimensional DWT has been implemented. It is
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known as the fully separable wavelet transform (FSWT). The functions
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Deprecated features
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===================
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The continous wavelets with names ``"cmor"``, ``"shan"`` and ``"fbsp"``
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The continuous wavelets with names ``"cmor"``, ``"shan"`` and ``"fbsp"``
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should now be modified to include formerly hard-coded attributes such as their
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center frequency and bandwidth. Use of the bare names "cmor". "shan" and
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"fbsp" is now deprecated. For "cmor" (and "shan"), the form of the wavelet
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* `#303 <https://github.com/PyWavelets/pywt/pull/303>`__: DOC: better document how to handle omitted coefficients in multilevel...
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* `#309 <https://github.com/PyWavelets/pywt/pull/309>`__: Document how max levels are determined for multilevel DWT and...
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* `#310 <https://github.com/PyWavelets/pywt/pull/310>`__: parse CWT wavelet names for parameters
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* `#314 <https://github.com/PyWavelets/pywt/pull/314>`__: TST: Explicity align data records in test_byte_offset()
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* `#314 <https://github.com/PyWavelets/pywt/pull/314>`__: TST: Explicitly align data records in test_byte_offset()
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* `#317 <https://github.com/PyWavelets/pywt/pull/317>`__: TST: specify rtol and atol for assert_allclose calls in test_swt_decomposition
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* `#320 <https://github.com/PyWavelets/pywt/pull/320>`__: Suggest using default conda channel to install
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* `#321 <https://github.com/PyWavelets/pywt/pull/321>`__: BLD: add pyproject.toml file (PEP 518 support).
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* `#369 <https://github.com/PyWavelets/pywt/pull/369>`__: remove iswt2's restriction on non-square inputs
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* `#376 <https://github.com/PyWavelets/pywt/pull/376>`__: add common 1d synthetic signals
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* `#377 <https://github.com/PyWavelets/pywt/pull/377>`__: minor update to demo_signals
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* `#378 <https://github.com/PyWavelets/pywt/pull/378>`__: numpy: 1.15 multiindexing warning. targetted fix
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* `#378 <https://github.com/PyWavelets/pywt/pull/378>`__: numpy: 1.15 multiindexing warning. targeted fix
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* `#380 <https://github.com/PyWavelets/pywt/pull/380>`__: BLD: fix doc build on ReadTheDocs, need matplotlib for plots...
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* `#381 <https://github.com/PyWavelets/pywt/pull/381>`__: Fix corner case for small scales in CWT
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* `#382 <https://github.com/PyWavelets/pywt/pull/382>`__: avoid FutureWarnings related to multiindexing in Numpy1.15

doc/release/1.0.1-notes.rst

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The order that the individual subband coefficients were stacked by the
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function ``pywt.ravel_coeffs`` is now guaranteed to be consistent across all
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supported Python versions. Explicit alphabetic ordering of subband coefficient
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names is used for consitent ordering regardless of Python version.
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names is used for consistent ordering regardless of Python version.
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Authors
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=======

doc/release/1.0.2-notes.rst

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- `#447 <https://github.com/PyWavelets/pywt/issues/447>`__: Issue using pywt.WaveletPacket2D
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- `#449 <https://github.com/PyWavelets/pywt/issues/449>`__: Coefficients arrays must have the same dtype error in iswt function
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- `#460 <https://github.com/PyWavelets/pywt/issues/460>`__: iswtn error when using axes and excluded dim is desn't comply to the level
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- `#460 <https://github.com/PyWavelets/pywt/issues/460>`__: iswtn error when using axes and excluded dim is doesn't comply to the level
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- `#438 <https://github.com/PyWavelets/pywt/issues/438>`__: Fix spelling of "Garrote"
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- `#446 <https://github.com/PyWavelets/pywt/issues/446>`__: Spelling correction
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- `#448 <https://github.com/PyWavelets/pywt/issues/448>`__: Properly trim wavelet packet node coefficients during reconstruction
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- `#450 <https://github.com/PyWavelets/pywt/issues/450>`__: handle mixed dtype cofficients correctly across inverse transforms
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- `#450 <https://github.com/PyWavelets/pywt/issues/450>`__: handle mixed dtype coefficients correctly across inverse transforms
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- `#452 <https://github.com/PyWavelets/pywt/issues/452>`__: bump minimum supported Cython version
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- `#462 <https://github.com/PyWavelets/pywt/issues/462>`__: fix bug in iswtn for data of arbitrary shape when using user-specified axes
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doc/release/1.1.0-notes.rst

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- For some boundary modes and data sizes, round-trip ``dwt``/``idwt`` can
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relese, this could cause a failure during ``WaveletPacket`` or
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release, this could cause a failure during ``WaveletPacket`` or
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- `#442 <https://github.com/PyWavelets/pywt/pull/442>`__: document the numpy.pad equivalent of 'antireflect'
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- `#446 <https://github.com/PyWavelets/pywt/pull/446>`__: Spelling correction
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- `#448 <https://github.com/PyWavelets/pywt/pull/448>`__: Properly trim wavelet packet node coefficients during reconstruction
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- `#450 <https://github.com/PyWavelets/pywt/pull/450>`__: handle mixed dtype cofficients correctly across inverse transforms
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- `#450 <https://github.com/PyWavelets/pywt/pull/450>`__: handle mixed dtype coefficients correctly across inverse transforms
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- `#462 <https://github.com/PyWavelets/pywt/pull/462>`__: fix bug in iswtn for data of arbitrary shape when using user-specified...
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- `#463 <https://github.com/PyWavelets/pywt/pull/463>`__: TST: fix misc. doctest failures (test_doc.py)
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- `#471 <https://github.com/PyWavelets/pywt/pull/471>`__: user-friendly error messages about multilevel DWT format

doc/source/dev/conduct/code_of_conduct.rst

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--------
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We are thankful to the SciPy developers for creating the code of conduct we
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have adapted here.
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- `Scipy Code of Conduct <http://scipy.github.io/devdocs/dev/conduct/code_of_conduct.html>`_
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doc/source/dev/testing.rst

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Testing
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=======
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Continous integration with Travis-CI
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Continuous integration with Travis-CI
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------------------------------------
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The project is using `Travis-CI <https://travis-ci.org/PyWavelets/pywt>`_ service

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