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        "description": "[![PyPI version](https://img.shields.io/pypi/v/extratools.svg)](https://pypi.python.org/pypi/extratools/)\n[![PyPI pyversions](https://img.shields.io/pypi/pyversions/extratools.svg)](https://pypi.python.org/pypi/extratools/)\n[![PyPI license](https://img.shields.io/pypi/l/extratools.svg)](https://pypi.python.org/pypi/extratools/)\n\n**Featured on GitHub's Trending Python repos on May 25, 2018. Thank you so much for support!**\n\n145+ extra higher-level functional tools that go beyond standard library's `itertools`, `functools`, etc. and popular third-party libraries like [`toolz`](https://github.com/pytoolz/toolz), [`funcy`](https://github.com/Suor/funcy), and [`more-itertools`](https://github.com/erikrose/more-itertools).\n\n- Like `toolz` and others, most of the tools are designed to be efficient, pure, and lazy. Several useful yet non-functional tools are also included.\n\n- While `toolz` and others target basic scenarios, this library targets more advanced and higher-level scenarios.\n\n- A few useful CLI tools for respective functions are also installed. They are available as `extratools-[func]`.\n\n**Full documentation is available [here](https://www.chuancong.site/extratools/).**\n\n## Why this library?\n\nTypical pseudocode has less than 20 lines, where each line is a higher-level description. However, when implementing, many lower-level details have to be filled in.\n\nThis library reduces the burden of writing and refining the lower-level details again and again, by including an extensive set of carefully designed general purpose higher-level tools.\n\n## Current status and future plans?\n\nThere are currently 140+ functions among 17 categories, 3 data structures, and 3 CLI tools.\n\n- Currently adopted by [TopSim](https://github.com/chuanconggao/TopSim) and [PrefixSpan-py](https://github.com/chuanconggao/PrefixSpan-py).\n\nThis library is under active development, and new tools are added on weekly basis.\n\n- Any idea or contribution is highly welcome.\n\nBesides many other interesting ideas, I am planning to make the following updates in recent days/weeks/months.\n\n- Add `dicttools.unflatten` and `jsontools.unflatten`.\n\n- Add `trie` and `suffixtree` (according to [generalized suffix tree](https://en.wikipedia.org/wiki/Generalized_suffix_tree)).\n\n- Update `seqtools.align` to support more than two sequences.\n\nNo plan to implement tools that are well covered by other popular libraries.\n\n## Which tools are available?\n\n- Function Categories:\n[`debugtools`](https://chuanconggao.github.io/extratools/functions/debugtools)\n[`dicttools`](https://chuanconggao.github.io/extratools/functions/dicttools)\n[`gittools`](https://chuanconggao.github.io/extratools/functions/gittools)\n[`graphtools`](https://chuanconggao.github.io/extratools/functions/graphtools)\n[`htmltools`](https://chuanconggao.github.io/extratools/functions/htmltools)\n[`jsontools`](https://chuanconggao.github.io/extratools/functions/jsontools)\n[`mathtools`](https://chuanconggao.github.io/extratools/functions/mathtools)\n[`misctools`](https://chuanconggao.github.io/extratools/functions/misctools)\n[`printtools`](https://chuanconggao.github.io/extratools/functions/printtools)\n[`rangetools`](https://chuanconggao.github.io/extratools/functions/rangetools)\n[`recttools`](https://chuanconggao.github.io/extratools/functions/recttools)\n[`seqtools`](https://chuanconggao.github.io/extratools/functions/seqtools)\n[`settools`](https://chuanconggao.github.io/extratools/functions/settools)\n[`sortedtools`](https://chuanconggao.github.io/extratools/functions/sortedtools)\n[`stattools`](https://chuanconggao.github.io/extratools/functions/stattools)\n[`strtools`](https://chuanconggao.github.io/extratools/functions/strtools)\n[`tabletools`](https://chuanconggao.github.io/extratools/functions/tabletools)\n\n- Data Structures:\n[`defaultlist`](https://chuanconggao.github.io/extratools/datastructures/defaultlist)\n[`disjointsets`](https://chuanconggao.github.io/extratools/datastructures/disjointsets)\n[`segmenttree`](https://chuanconggao.github.io/extratools/datastructures/segmenttree)\n\n- CLI Tools:\n[`dicttools.remap`](https://chuanconggao.github.io/extratools/cli)\n[`jsontools.flatten`](https://chuanconggao.github.io/extratools/cli)\n[`stattools.teststats`](https://chuanconggao.github.io/extratools/cli)\n\n## Any example?\n\nHere are ten examples out of our hundreds of tools.\n\n- [`jsontools.flatten(data, force=False)`](https://chuanconggao.github.io/extratools/functions/jsontools#flatten) flattens a JSON object by returning all the tuples, each with a path and the respective value.\n\n``` python\nimport json\nfrom extratools.jsontools import flatten\n\nflatten(json.loads(\"\"\"{\n  \"name\": \"John\",\n  \"address\": {\n    \"streetAddress\": \"21 2nd Street\",\n    \"city\": \"New York\"\n  },\n  \"phoneNumbers\": [\n    {\n      \"type\": \"home\",\n      \"number\": \"212 555-1234\"\n    },\n    {\n      \"type\": \"office\",\n      \"number\": \"646 555-4567\"\n    }\n  ],\n  \"children\": [],\n  \"spouse\": null\n}\"\"\"))\n# {'name': 'John',\n#  'address.streetAddress': '21 2nd Street',\n#  'address.city': 'New York',\n#  'phoneNumbers[0].type': 'home',\n#  'phoneNumbers[0].number': '212 555-1234',\n#  'phoneNumbers[1].type': 'office',\n#  'phoneNumbers[1].number': '646 555-4567',\n#  'children': [],\n#  'spouse': None}\n```\n\n- [`rangetools.gaps(covered, whole=(-inf, inf))`](https://chuanconggao.github.io/extratools/functions/rangetools#gaps) computes the uncovered ranges of the whole range `whole`, given the covered ranges `covered`.\n\n``` python\nfrom math import inf\nfrom extratools.rangetools import gaps\n\nlist(gaps(\n    [(-inf, 0), (0.1, 0.2), (0.5, 0.7), (0.6, 0.9)],\n    (0, 1)\n))\n# [(0, 0.1), (0.2, 0.5), (0.9, 1)]\n```\n\n- [`recttools.heatmap(rect, rows, cols, points, usepos=False)`](https://chuanconggao.github.io/extratools/functions/recttools#heatmap) computes the heatmap within rectangle `rect` by a grid of `rows` rows and `cols` columns.\n\n``` python\nfrom extratools.recttools import heatmap\n\nheatmap(\n    ((1, 1), (3, 4)),\n    3, 4,\n    [(1.5, 1.25), (1.5, 1.75), (2.75, 2.75), (2.75, 3.5), (3.5, 2.5)]\n)\n# {1: 2, 7: 1, 11: 1, None: 1}\n\nheatmap(\n    ((1, 1), (3, 4)),\n    3, 4,\n    [(1.5, 1.25), (1.5, 1.75), (2.75, 2.75), (2.75, 3.5), (3.5, 2.5)],\n    usepos=True\n)\n# {(0, 1): 2, (1, 3): 1, (2, 3): 1, None: 1}\n```\n\n- [`setcover(whole, covered, key=len)`](https://chuanconggao.github.io/extratools/functions/settools#setcover) solves the [set cover problem](https://en.wikipedia.org/wiki/Set_cover_problem) by covering the universe set `whole` as best as possible, using a subset of the covering sets `covered`.\n\n``` python\nfrom extratools.settools import setcover\n\nlist(setcover(\n    { 1, 2, 3,         4,         5},\n    [{1, 2, 3}, {2, 3, 4}, {2, 4, 5}]\n))\n# [{1, 2, 3}, {2, 4, 5}]\n```\n\n- [`seqtools.compress(data, key=None)`](https://chuanconggao.github.io/extratools/functions/seqtools/encode#compress) compresses the sequence `data` by encoding continuous identical items to a tuple of item and count, according to [run-length encoding](https://en.wikipedia.org/wiki/Run-length_encoding).\n\n``` python\nfrom extratools.seqtools import compress\n\nlist(compress([1, 2, 2, 3, 3, 3, 4, 4, 4, 4]))\n# [(1, 1), (2, 2), (3, 3), (4, 4)]\n```\n\n- [`mergeseqs(seqs, default=None, key=None)`](https://chuanconggao.github.io/extratools/functions/seqtools#mergeseqs) merges the sequences of equal length in `seqs` into a single sequences. Returns `None` if there is conflict in any position.\n\n``` python\nfrom extratools.seqtools import mergeseqs\n\nseqs = [\n    (0   , 0   , None, 0   ),\n    (None, 1   , 1   , None),\n    (2   , None, None, None),\n    (None, None, None, None)\n]\n\nlist(mergeseqs(seqs[1:]))\n# [2,\n#  1,\n#  1,\n#  None]\n\nlist(mergeseqs(seqs))\n# None\n```\n\n- [`strtools.smartsplit(s)`]((https://chuanconggao.github.io/extratools/functions/strtools#smartsplit)) finds the best delimiter to automatically split string `s`. Returns a tuple of delimiter and split substrings.\n\n``` python\nfrom extratools.strtools import smartsplit\n\nsmartsplit(\"abcde\")\n# (None,\n#  ['abcde'])\n\nsmartsplit(\"a b c d e\")\n# (' ',\n#  ['a', 'b', 'c', 'd', 'e'])\n\nsmartsplit(\"/usr/local/lib/\")\n# ('/',\n#  ['', 'usr', 'local', 'lib', ''])\n\nsmartsplit(\"a ::b:: c :: d\")\n# ('::',\n#  ['a ', 'b', ' c ', ' d'])\n\nsmartsplit(\"{1, 2, 3, 4, 5}\")\n# (', ',\n#  ['{1', '2', '3', '4', '5}'])\n```\n\n- [`strtools.learnrewrite(src, dst, minlen=3)`](https://chuanconggao.github.io/extratools/functions/strtools#learnrewrite) learns the respective regular expression and template to rewrite `src` to `dst`.\n\n``` python\nfrom extratools.strtools import learnrewrite\n\nlearnrewrite(\n    \"Elisa likes Apple.\",\n    \"Apple is Elisa's favorite.\"\n)\n# ('(.*) likes (.*).',\n#  \"{1} is {0}'s favorite.\")\n```\n\n- [`tabletools.parsebymarkdown(text)`](https://chuanconggao.github.io/extratools/functions/tabletools#parsebymarkdown) parses a text of multiple lines to a table, according to [Markdown](https://github.github.com/gfm/#tables-extension-) format.\n\n\n``` python\nfrom extratools.tabletools import parsebymarkdown\n\nlist(parsebymarkdown(\"\"\"\n| foo | bar |\n| --- | --- |\n| baz | bim |\n\"\"\"))\n# [['foo', 'bar'],\n#  ['baz', 'bim']]\n```\n\n- [`tabletools.hasheader(data)`](https://chuanconggao.github.io/extratools/functions/tabletools#hasheader) returns the confidence (between `0` and `1`) of whether the first row of the table `data` is header.\n\n``` python\nfrom extratools.tabletools import hasheader\n\nt = [\n    ['Los Angeles'  , '34\u00b003\u2032'   , '118\u00b015\u2032'  ],\n    ['New York City', '40\u00b042\u203246\u2033', '74\u00b000\u203221\u2033'],\n    ['Paris'        , '48\u00b051\u203224\u2033', '2\u00b021\u203203\u2033' ]\n]\n\nhasheader(t)\n# 0.0\n\nhasheader([\n    ['City', 'Latitude', 'Longitude']\n] + t)\n# 0.6666666666666666\n\nhasheader([\n    ['C1', 'C2', 'C3']\n] + t)\n# 1.0\n```\n\n## How to install?\n\nThis package is available on PyPI. Just use `pip3 install -U extratools` to install it.\n\nTo enable all the features, please install extra dependencies by `pip3 install -U sh RegexOrder TagStats`.\n\n## How to cite?\n\nWhen using for research purpose, please cite this library as follows.\n\n``` tex\n@misc{extratools,\n  author = {Chuancong Gao},\n  title = {{extratools}},\n  howpublished = \"\\url{https://github.com/chuanconggao/extratools}\",\n  year = {2018}\n}\n```\n\n## Any recommended library?\n\nThere are several great libraries recommended to use together with `extratools`:\n[`regex`](https://pypi.org/project/regex/) [`sortedcontainers`](http://www.grantjenks.com/docs/sortedcontainers/index.html) [`toolz`](https://github.com/pytoolz/toolz) [`sh`](https://amoffat.github.io/sh/index.html)",
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