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        "author": "John Vinyard",
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        "description": "|Build Status| |Coverage Status| |PyPI| |Docs| |License: MIT|\n\nMotivation\n==========\n\nZounds is a python library for working with sound. Its primary goals are\nto:\n\n-  layer semantically meaningful audio manipulations on top of numpy\n   arrays\n-  `help to organize the definition and persistence of audio processing\n   pipelines and machine learning experiments with\n   sound <https://github.com/JohnVinyard/zounds/tree/master/zounds/learn>`__\n\nAudio processing graphs and machine learning pipelines are defined using\n`featureflow <https://github.com/JohnVinyard/featureflow>`__.\n\nA Quick Example\n===============\n\n.. code:: python\n\n   import zounds\n\n   Resampled = zounds.resampled(resample_to=zounds.SR11025())\n\n\n   @zounds.simple_in_memory_settings\n   class Sound(Resampled):\n       \"\"\"\n       A simple pipeline that computes a perceptually weighted modified discrete\n       cosine transform, and \"persists\" feature data in an in-memory store.\n       \"\"\"\n\n       windowed = zounds.ArrayWithUnitsFeature(\n           zounds.SlidingWindow,\n           needs=Resampled.resampled,\n           wscheme=zounds.HalfLapped(),\n           wfunc=zounds.OggVorbisWindowingFunc(),\n           store=True)\n\n       mdct = zounds.ArrayWithUnitsFeature(\n           zounds.MDCT,\n           needs=windowed)\n\n       weighted = zounds.ArrayWithUnitsFeature(\n           lambda x: x * zounds.AWeighting(),\n           needs=mdct)\n\n   if __name__ == '__main__':\n\n       # produce some audio to test our pipeline, and encode it as FLAC\n       synth = zounds.SineSynthesizer(zounds.SR44100())\n       samples = synth.synthesize(zounds.Seconds(5), [220., 440., 880.])\n       encoded = samples.encode(fmt='FLAC')\n\n       # process the audio, and fetch features from our in-memory store\n       _id = Sound.process(meta=encoded)\n       sound = Sound(_id)\n\n       # grab all the frequency information, for a subset of the duration\n       start = zounds.Milliseconds(500)\n       end = start + zounds.Seconds(2)\n       snippet = sound.weighted[start: end, :]\n\n       # grab a subset of frequency information for the duration of the sound\n       freq_band = slice(zounds.Hertz(400), zounds.Hertz(500))\n       a440 = sound.mdct[:, freq_band]\n\n       # produce a new set of coefficients where only the 440hz sine wave is\n       # present\n       filtered = sound.mdct.zeros_like()\n       filtered[:, freq_band] = a440\n\n       # apply a geometric scale, which more closely matches human pitch\n       # perception, and apply it to the linear frequency axis\n       scale = zounds.GeometricScale(50, 4000, 0.05, 100)\n       log_coeffs = scale.apply(sound.mdct, zounds.HanningWindowingFunc())\n\n       # reconstruct audio from the MDCT coefficients\n       mdct_synth = zounds.MDCTSynthesizer()\n       reconstructed = mdct_synth.synthesize(sound.mdct)\n       filtered_reconstruction = mdct_synth.synthesize(filtered)\n\n       # start an in-browser REPL that will allow you to listen to and visualize\n       # the variables defined above (and any new ones you create in the session)\n       app = zounds.ZoundsApp(\n           model=Sound,\n           audio_feature=Sound.ogg,\n           visualization_feature=Sound.weighted,\n           globals=globals(),\n           locals=locals())\n       app.start(9999)\n\nFind more inspiration in the `examples\nfolder <https://github.com/JohnVinyard/zounds/tree/master/examples>`__,\nor on the `blog <http://johnvinyard.github.io/>`__.\n\nInstallation\n============\n\nLibsndfile Issues\n-----------------\n\nInstallation currently requires you to build lbiflac and libsndfile from\nsource, because of `an outstanding\nissue <https://github.com/bastibe/PySoundFile/issues/130>`__ that will\nbe corrected when the apt package is updated to ``libsndfile 1.0.26``.\nDownload and run `this\nscript <https://raw.githubusercontent.com/JohnVinyard/zounds/master/setup.sh>`__\nto handle this step.\n\nNumpy and Scipy\n---------------\n\nThe `Anaconda <https://www.continuum.io/downloads>`__ python\ndistribution is highly recommended.\n\nZounds\n------\n\nFinally, just:\n\n.. code:: bash\n\n   pip install zounds\n\n.. |Build Status| image:: https://travis-ci.org/JohnVinyard/zounds.svg?branch=master\n   :target: https://travis-ci.org/JohnVinyard/zounds\n.. |Coverage Status| image:: https://coveralls.io/repos/github/JohnVinyard/zounds/badge.svg?branch=master\n   :target: https://coveralls.io/github/JohnVinyard/zounds?branch=master\n.. |PyPI| image:: https://img.shields.io/pypi/v/zounds.svg\n   :target: https://pypi.python.org/pypi/zounds\n.. |Docs| image:: https://img.shields.io/badge/docs-latest-brightgreen.svg?style=flat&maxAge=86400\n   :target: http://zounds.readthedocs.io/en/latest/?badge=latest\n.. |License: MIT| image:: https://img.shields.io/badge/License-MIT-yellow.svg\n   :target: https://opensource.org/licenses/MIT",
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