{
    "info": {
        "author": "Luca Cappelletti",
        "author_email": "cappelletti.luca94@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Information Technology",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Topic :: Scientific/Engineering :: Information Analysis"
        ],
        "description": "====\nZIPF\n====\n\n|travis| |coveralls| |sonar_quality| |sonar_maintainability| |code_climate_maintainability| |pip|\n\n--------------------------------------\nWhat does it do?\n--------------------------------------\nThe zipf package was realized to simplify creations and operations with zipf distributions, like sum, subtraction, multiplications, divisions, statical operations such as mean, variance and much more.\n\n--------------------------------------\nHow do I get it?\n--------------------------------------\nJust type into your terminal:\n\n.. code:: shell\n\n    pip install zipf\n\n\n--------------------------------------\nCalculating distances and divergence\n--------------------------------------\nI wrote another package called `dictances`_ which calculates various distances and divergences between discrete distributions such as zipf. Here's an example:\n\n.. code:: python\n\n    from zipf import Zipf\n    from dictances import *\n\n    a = zipf.load(\"my_first_zipf.json\")\n    b = zipf.load(\"my_second_zipf.json\")\n\n    euclidean(a, b)\n    chebyshev(a, b)\n    hamming(a, b)\n    kullback_leibler(a, b)\n    jensen_shannon(a, b)\n\n\n--------------------------------------\nCreating a zipf using a zipf_factory\n--------------------------------------\nHere's a couple of examples:\n\nZipf from a list\n-------------------------\n.. code:: python\n\n    from zipf.factories import ZipfFromList\n\n    my_factory = ZipfFromList()\n    my_zipf = my_factory.run([\"one\", \"one\", \"two\", \"my\", \"oh\", \"my\", 1, 2, 3])\n\n    print(my_zipf)\n\n    '''\n    {\n      \"one\": 0.22222222222222215,\n      \"my\": 0.22222222222222215,\n      \"two\": 0.11111111111111108,\n      \"oh\": 0.11111111111111108,\n      \"1\": 0.11111111111111108,\n      \"2\": 0.11111111111111108,\n      \"3\": 0.11111111111111108\n    }\n    '''\n\n\nZipf from a text\n-------------------------\n.. code:: python\n\n    from zipf.factories import ZipfFromText\n\n    my_factory = ZipfFromText()\n    my_factory.set_word_filter(lambda w: len(w) > 3)\n    my_zipf = my_factory.run(\n        \"\"\"You've got to find what you love.\n           And that is as true for your work as it is for your lovers.\n           Keep looking. Don't settle.\"\"\")\n\n    print(my_zipf)\n\n    '''\n    {\n      \"your\": 0.16666666666666666,\n      \"find\": 0.08333333333333333,\n      \"what\": 0.08333333333333333,\n      \"love\": 0.08333333333333333,\n      \"that\": 0.08333333333333333,\n      \"true\": 0.08333333333333333,\n      \"work\": 0.08333333333333333,\n      \"lovers\": 0.08333333333333333,\n      \"Keep\": 0.08333333333333333,\n      \"looking\": 0.08333333333333333,\n      \"settle\": 0.08333333333333333\n    }\n    '''\n\n\nZipf from a k-sequence\n-------------------------\n.. code:: python\n\n    from zipf.factories import ZipfFromKSequence\n\n    sequence_fraction_len = 5\n    my_factory = ZipfFromKSequence(sequence_fraction_len)\n    my_zipf = my_factory.run(\n        \"ACTGGAAATGATGGDTGATDGATGAGTDGATGGGGGAAAGDTGATDGATDGATGDTGGGGADDDGATAGDTAGTDGAGAGAGDTGATDGAAAGDTG\")\n\n    print(my_zipf)\n\n    '''\n    {\n      \"TGGGG\": 0.1,\n      \"ACTGG\": 0.05,\n      \"AAATG\": 0.05,\n      \"ATGGD\": 0.05,\n      \"TGATD\": 0.05,\n      \"GATGA\": 0.05,\n      \"GTDGA\": 0.05,\n      \"GAAAG\": 0.05,\n      \"DTGAT\": 0.05,\n      \"DGATD\": 0.05,\n      \"GATGD\": 0.05,\n      \"ADDDG\": 0.05,\n      \"ATAGD\": 0.05,\n      \"TAGTD\": 0.05,\n      \"GAGAG\": 0.05,\n      \"AGDTG\": 0.05,\n      \"ATDGA\": 0.05,\n      \"AAGDT\": 0.05,\n      \"G\": 0.05\n    }\n    '''\n\n\n\nZipf from a text file\n-------------------------\n.. code:: python\n\n    from zipf.factories import ZipfFromFile\n\n    my_factory = ZipfFromFile()\n    my_factory.set_word_filter(lambda w: w != \"brown\")\n    my_zipf = my_factory.run()\n\n    print(my_zipf)\n\n    '''\n    {\n      \"The\": 0.125,\n      \"quick\": 0.125,\n      \"fox\": 0.125,\n      \"jumps\": 0.125,\n      \"over\": 0.125,\n      \"the\": 0.125,\n      \"lazy\": 0.125,\n      \"dog\": 0.125\n    }\n    '''\n\n\n\nZipf from webpage\n-------------------------\n.. code:: python\n\n    from zipf.factories import ZipfFromUrl\n    import json\n\n    my_factory = ZipfFromUrl()\n    my_factory.set_word_filter(lambda w: int(w) > 100)\n    my_factory.set_interface(lambda r: json.loads(r.text)[\"ip\"])\n    my_zipf = my_factory.run(\"https://api.ipify.org/?format=json\")\n\n    print(my_zipf)\n\n    '''\n    {\n      \"134\": 0.5,\n      \"165\": 0.5\n    }\n    '''\n\n\n\nZipf from directory\n-------------------------\n.. code:: python\n\n    from zipf.factories import ZipfFromDir\n    import json\n\n    my_factory = ZipfFromDir(use_cli=True)\n    my_factory.set_word_filter(lambda w: len(w) > 4)\n    my_zipf = my_factory.run(\"path/to/my/directory\", [\"txt\"])\n\n    '''\n    My directory contains 2 files with the following texts:\n\n    - You must not lose faith in humanity.\n      Humanity is an ocean; if a few drops of the ocean are dirty,\n      the ocean does not become dirty.\n    - Try not to become a man of success,\n      but rather try to become a man of value.\n    '''\n\n    print(my_zipf)\n\n    '''\n    {\n      \"ocean\": 0.20000000000000004,\n      \"become\": 0.20000000000000004,\n      \"dirty\": 0.13333333333333336,\n      \"faith\": 0.06666666666666668,\n      \"humanity\": 0.06666666666666668,\n      \"Humanity\": 0.06666666666666668,\n      \"drops\": 0.06666666666666668,\n      \"success\": 0.06666666666666668,\n      \"rather\": 0.06666666666666668,\n      \"value\": 0.06666666666666668\n    }\n    '''\n\n\n--------------------------------------\nOptions in creating a zipf\n--------------------------------------\n\nSome built in options are available, and you can read the options of any factory object by printing it:\n\n.. code:: python\n\n    from zipf.zipf.factories import ZipfFromList\n    print(ZipfFromList())\n\n    '''\n    {\n      \"remove_stop_words\": false, # Removes stop words (currently only Italian's)\n      \"minimum_count\": 0, # Removes words that appear less than 'minimum_count'\n      \"chain_min_len\": 1, # Chains up words, starting by a min of 'chain_min_len'\n      \"chain_max_len\": 1, # and ending to a maximum of 'chain_max_len'\n      \"chaining_character\": \" \", # The character to interpose between words\n      \"chain_after_filter\": false, # The chaining is done after filtering\n      \"chain_after_clean\": false # The chaining is done after cleaning\n    }\n    '''\n\n--------------------------------------\nLicense\n--------------------------------------\nThis library is released under MIT license.\n\n.. |travis| image:: https://travis-ci.org/LucaCappelletti94/zipf.png\n   :target: https://travis-ci.org/LucaCappelletti94/zipf\n\n.. |coveralls| image:: https://coveralls.io/repos/github/LucaCappelletti94/zipf/badge.svg?branch=master\n    :target: https://coveralls.io/github/LucaCappelletti94/zipf\n\n.. |sonar_quality| image:: https://sonarcloud.io/api/project_badges/measure?project=zipf.lucacappelletti&metric=alert_status\n    :target: https://sonarcloud.io/dashboard/index/zipf.lucacappelletti\n\n.. |sonar_maintainability| image:: https://sonarcloud.io/api/project_badges/measure?project=zipf.lucacappelletti&metric=sqale_rating\n    :target: https://sonarcloud.io/dashboard/index/zipf.lucacappelletti\n\n.. |pip| image:: https://badge.fury.io/py/zipf.svg\n    :target: https://badge.fury.io/py/zipf\n\n.. |code_climate_maintainability| image:: https://api.codeclimate.com/v1/badges/c758496736a2c9cecbff/maintainability\n   :target: https://codeclimate.com/github/LucaCappelletti94/zipf/maintainability\n   :alt: Maintainability\n\n.. _dictances: https://github.com/LucaCappelletti94/dictances",
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