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As you increase the algorithm's memory footprint, the standard error of estimation results decreases dramatically.\n\nThis implementation accepts bit sample sizes that fall within the range `[4, 12]`. This allows you to customize the algorithm's standard error between 1.625% and 26%. Each register is an element of the [Buffer class][nodebuffer].\n\n|Bit Sample Size (b) |Number of Registers (m=2^b) |Standard Error (σ=1.04/√m)|\n|--------------------|----------------------------|--------------------------|\n|4                   |16                          |26%\n|5                   |32                          |18.385%\n|6                   |64                          |13%\n|7                   |128                         |9.192%\n|8                   |256                         |6.5%\n|9                   |512                         |4.596%\n|10                  |1024                        |3.25%\n|11                  |2048                        |2.298%\n|12                  |4096                        |1.625%\n\nEstimated values are expected to be Normally distributed and to fall within σ, 2σ, and 3σ of the exact count 65%, 95%, and 99% of the time, respectively.\n\nThis implementation uses MurmurHash3, a fast, non-cryptographic hash function and supports both 32-bit and 128-bit digest variants. The 32-bit MurmurHash3 variant is available for those that prefer performance over accuracy.\n\n## Usage\n```js\n> var hll = require('hll');\n\n// initialize a new hyperloglog data structure\n> var h = hll();\n\n// check out your standard error\n> h.standardError\n0.01625\n\n// insert some values\n> ['1', '2', '3', '4', '1', '2'].forEach(h.insert);\n\n// crunch the numbers\nh.estimate();\n> 4\n\n// then insert some more numbers and crunch them again!\n```\n\n## API Specification\n\n### hll(*opts*)\n\nReturns a new instance of a HyperLogLog data structure.\n\n|Option         |Definition                                                                                                               |Default|\n|:-------------:|:-----------------------------------------------------------------------------------------------------------------------:|:-----:|\n|bitSampleSize  |The number of bits that shall be sampled when determining register index. Integers that fall within the range `[4, 12]`. |12     |\n|digestSize     |The bit size of each input's MurmurHash3 digest. Must be one of {`32`, `128`}.                                           |128    |\n\nIf unacceptable input is provided, a `RangeError` is thrown.\n\n### Data Structure Methods\n\n#### myHll.insert(*value*)\n\nInsert a value. This value **must** be a string. Returns a summary of the operation.\n\nIf unacceptable input is provided, a `TypeError` is thrown.\n\n#### myHll.estimate()\n\nIterates over the data structure's registers and returns the estimated cardinality of the data set.\n\n#### myHll.standardError\n\nFetch the data structure's known standard error.\n\n\n[whitepaper]: http://algo.inria.fr/flajolet/Publications/FlFuGaMe07.pdf\n[nodebuffer]: http://nodejs.org/api/buffer.html\n[travis-image]: https://img.shields.io/travis/davidgwking/hll.svg?style=flat&branch=master\n[travis-url]: https://travis-ci.org/davidgwking/hll\n[npm-image]: http://img.shields.io/npm/v/hll.svg\n[npm-url]: https://www.npmjs.com/package/hll\n","maintainers":[{"name":"davidgwking","email":"davidgwking@gmail.com"}],"time":{"modified":"2022-06-18T20:56:20.706Z","created":"2015-01-25T03:36:31.156Z","0.0.1":"2015-01-25T03:36:31.156Z","0.0.2":"2015-01-25T05:17:33.311Z","0.0.3":"2015-01-25T05:54:28.387Z","0.0.4":"2015-01-25T06:18:47.721Z","0.0.5":"2015-01-25T06:24:29.249Z","0.0.6":"2015-01-25T07:08:17.931Z","0.0.7":"2015-01-25T07:23:07.683Z","0.0.8":"2015-01-25T07:43:11.028Z","0.0.9":"2015-02-03T02:33:27.434Z","1.0.0":"2015-02-04T02:36:18.079Z","1.1.0":"2015-10-21T00:08:43.533Z","1.1.1":"2018-11-12T20:41:20.926Z","2.0.0":"2020-12-12T23:24:14.990Z"},"homepage":"https://github.com/davidgwking/hll#readme","keywords":["hll","loglog","distinct","hyperloglog","cardinality"],"repository":{"type":"git","url":"git+ssh://git@github.com/davidgwking/hll.git"},"author":{"name":"David King","email":"davidgwking@gmail.com"},"bugs":{"url":"https://github.com/davidgwking/hll/issues"},"license":"MIT","readmeFilename":"README.md"}