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        "author": "Cam Davidson-pilon",
        "author_email": "cam.davidson.pilon@gmail.com",
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        "classifiers": [
            "Development Status :: 4 - Beta",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python",
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            "Topic :: Scientific/Engineering"
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        "description": "# tdigest\n### Efficient percentile estimation of streaming or distributed data\n[![PyPI version](https://badge.fury.io/py/tdigest.svg)](https://badge.fury.io/py/tdigest)\n[![Build Status](https://travis-ci.org/CamDavidsonPilon/tdigest.svg?branch=master)](https://travis-ci.org/CamDavidsonPilon/tdigest)\n\n\nThis is a Python implementation of Ted Dunning's [t-digest](https://github.com/tdunning/t-digest) data structure. The t-digest data structure is designed around computing accurate estimates from either streaming data, or distributed data. These estimates are percentiles, quantiles, trimmed means, etc. Two t-digests can be added, making the data structure ideal for map-reduce settings, and can be serialized into much less than 10kB (instead of storing the entire list of data).\n\nSee a blog post about it here: [Percentile and Quantile Estimation of Big Data: The t-Digest](http://dataorigami.net/blogs/napkin-folding/19055451-percentile-and-quantile-estimation-of-big-data-the-t-digest)\n\n\n### Installation\n*tdigest* is compatible with both Python 2 and Python 3. \n\n```\npip install tdigest\n```\n\n### Usage\n\n#### Update the digest sequentially\n\n```\nfrom tdigest import TDigest\nfrom numpy.random import random\n\ndigest = TDigest()\nfor x in range(5000):\n    digest.update(random())\n\nprint(digest.percentile(15))  # about 0.15, as 0.15 is the 15th percentile of the Uniform(0,1) distribution\n```\n\n#### Update the digest in batches\n\n```\nanother_digest = TDigest()\nanother_digest.batch_update(random(5000))\nprint(another_digest.percentile(15))\n```\n\n#### Sum two digests to create a new digest\n\n```\nsum_digest = digest + another_digest \nsum_digest.percentile(30)  # about 0.3\n```\n\n#### To dict or serializing a digest with JSON\n\nYou can use the to_dict() method to turn a TDigest object into a standard Python dictionary.\n```\ndigest = TDigest()\ndigest.update(1)\ndigest.update(2)\ndigest.update(3)\nprint(digest.to_dict())\n```\nOr you can get only a list of Centroids with `centroids_to_list()`.\n```\ndigest.centroids_to_list()\n```\n\nSimilarly, you can restore a Python dict of digest values with `update_from_dict()`. Centroids are merged with any existing ones in the digest.\nFor example, make a fresh digest and restore values from a python dictionary.\n```\ndigest = TDigest()\ndigest.update_from_dict({'K': 25, 'delta': 0.01, 'centroids': [{'c': 1.0, 'm': 1.0}, {'c': 1.0, 'm': 2.0}, {'c': 1.0, 'm': 3.0}]})\n```\n\nK and delta values are optional, or you can provide only a list of centroids with `update_centroids_from_list()`.\n```\ndigest = TDigest()\ndigest.update_centroids([{'c': 1.0, 'm': 1.0}, {'c': 1.0, 'm': 2.0}, {'c': 1.0, 'm': 3.0}])\n```\n\nIf you want to serialize with other tools like JSON, you can first convert to_dict().\n```\njson.dumps(digest.to_dict())\n```\n\nAlternatively, make a custom encoder function to provide as default to the standard json module.\n```\ndef encoder(digest_obj):\n    return digest_obj.to_dict()\n```\nThen pass the encoder function as the default parameter.\n```\njson.dumps(digest, default=encoder)\n```\n\n\n### API \n\n`TDigest.`\n\n - `update(x, w=1)`: update the tdigest with value `x` and weight `w`.\n - `batch_update(x, w=1)`: update the tdigest with values in array `x` and weight `w`.\n - `compress()`: perform a compression on the underlying data structure that will shrink the memory footprint of it, without hurting accuracy. Good to perform after adding many values. \n - `percentile(p)`: return the `p`th percentile. Example: `p=50` is the median.\n - `cdf(x)`: return the CDF the value `x` is at. \n - `trimmed_mean(p1, p2)`: return the mean of data set without the values below and above the `p1` and `p2` percentile respectively. \n - `to_dict()`: return a Python dictionary of the TDigest and internal Centroid values.\n - `update_from_dict(dict_values)`: update from serialized dictionary values into the TDigest object.\n - `centroids_to_list()`: return a Python list of the TDigest object's internal Centroid values.\n - `update_centroids_from_list(list_values)`: update Centroids from a python list.\n\n\n\n\n\n\n\n",
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