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        "author": "Robert Sharp",
        "author_email": "webmaster@sharpdesigndigital.com",
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        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Cython",
            "Programming Language :: Python :: 3.6",
            "Topic :: Software Development :: Libraries :: Python Modules"
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        "description": "# MonkeyScope\nDistribution Timer for Non-deterministic Value Generators\n\n### Sister Projects:\n- Fortuna: Collection of abstractions to make custom random generators. https://pypi.org/project/Fortuna/\n- Pyewacket: Drop-in replacement for the Python3 random module. https://pypi.org/project/Pyewacket/\n- RNG: Python3 API for the C++ Random Library. https://pypi.org/project/RNG/\n\nSupport these and other random projects: https://www.patreon.com/robertsharp\n\n### Quick Install `$ pip install MonkeyScope`\n\n\n### Installation may require the following:\n- Python 3.6 or later with dev tools (setuptools, pip, etc.)\n- Cython: `pip install Cython`\n- Modern C++17 compiler and standard library for your platform.\n\n---\n\n## MonkeyScope Specifications\n- `MonkeyScope.distribution_timer(func: staticmethod, *args, **kwargs) -> None`\n    - Logger for the statistical analysis of non-deterministic generators.\n    - @param func :: function, method or lambda to analyze. Evaluated as `func(*args, **kwargs)`\n    - @optional_kw num_cycles=10000 :: Total number of samples to use for analysis.\n    - @optional_kw post_processor=None :: Used to scale a large set of data into a smaller set of groupings for better visualization of the data, esp. useful for distributions of floats. For many functions in quick_test(), math.floor() is used, for others round() is more appropriate. For more complex post processing - lambdas work nicely. Post processing only affects the distribution, the statistics and performance results are unaffected.\n- `MonkeyScope.distribution(func: staticmethod, *args, **kwargs) -> None`\n    - Stats and distribution.\n- `MonkeyScope.timer(func: staticmethod, *args, **kwargs) -> None`\n    - Just the function timer.\n\n### MonkeyScope Script Example\n```python\nimport MonkeyScope, random\n\n\nx, y, z = 1, 10, 2\nMonkeyScope.distribution_timer(random.randint, x, y)\nMonkeyScope.distribution_timer(random.randrange, x, y)\nMonkeyScope.distribution_timer(random.randrange, x, y, z)\n```\n\n### Typical Script Output\n```\nOutput Analysis: Random.randint(1, 10)\nTypical Timing: 1270 \u00b1 88 ns\nStatistics of 1000 samples:\n Minimum: 1\n Median: 5.0\n Maximum: 10\n Mean: 5.425\n Std Deviation: 2.867468395641005\nDistribution of 100000 samples:\n 1: 10.0%\n 2: 10.073%\n 3: 10.046%\n 4: 10.07%\n 5: 10.032%\n 6: 9.991%\n 7: 9.978%\n 8: 10.115%\n 9: 9.836%\n 10: 9.859%\n\nOutput Analysis: Random.randrange(1, 10)\nTypical Timing: 1135 \u00b1 69 ns\nStatistics of 1000 samples:\n Minimum: 1\n Median: 5.0\n Maximum: 9\n Mean: 5.028\n Std Deviation: 2.605228588819031\nDistribution of 100000 samples:\n 1: 11.281%\n 2: 11.098%\n 3: 11.04%\n 4: 11.119%\n 5: 10.999%\n 6: 11.176%\n 7: 11.206%\n 8: 11.091%\n 9: 10.99%\n\nOutput Analysis: Random.randrange(1, 10, 2)\nTypical Timing: 1332 \u00b1 55 ns\nStatistics of 1000 samples:\n Minimum: 1\n Median: 5.0\n Maximum: 9\n Mean: 5.068\n Std Deviation: 2.771890329720857\nDistribution of 100000 samples:\n 1: 19.868%\n 3: 20.025%\n 5: 20.001%\n 7: 19.811%\n 9: 20.295%\n```\n\n\n### Development Log:\n\n##### MonkeyScope 1.2.6\n- Installer Update, will properly install numpy as needed.\n\n##### MonkeyScope 1.2.5\n- Fixed Typos\n\n##### MonkeyScope 1.2.4\n- More minor typos fixed\n\n##### MonkeyScope 1.2.3\n- Minor typos fixed.\n\n##### MonkeyScope 1.2.2\n- MonkeyScope is now compatible with python notebooks.\n\n##### MonkeyScope 1.2.1\n- Documentation update\n\n##### MonkeyScope 1.2.0\n- Minor performance improvement.\n\n##### MonkeyScope 1.1.5\n- Public Release\n\n##### MonkeyScope Beta 0.1.5\n- Installer Update\n\n##### MonkeyScope Beta 0.1.4\n- Minor Bug Fix\n\n##### MonkeyScope Beta 0.1.3\n- Continued Development\n\n##### MonkeyScope Beta 0.1.2\n- Renamed to MonkeyScope\n\n##### MonkeyTimer Beta 0.0.2\n- Changed to c++ compiler\n\n##### MonkeyTimer Beta 0.0.1\n- Initial Project Setup\n\n\n",
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