From b3db2703aa7f5983c0d34064e11d758f6ee29194 Mon Sep 17 00:00:00 2001 From: VinodNimbalkar Date: Wed, 9 Jan 2019 17:10:15 +0530 Subject: [PATCH 01/13] all code in python3 now --- pytldr/nlp/preprocess.py | 4 ++-- pytldr/nlp/tokenizer.py | 10 +++++----- pytldr/summarize/baseclass.py | 4 +--- pytldr/summarize/lsa.py | 4 ++-- pytldr/summarize/textrank.py | 4 ++-- 5 files changed, 12 insertions(+), 14 deletions(-) diff --git a/pytldr/nlp/preprocess.py b/pytldr/nlp/preprocess.py index 2b3b37f..3694c7c 100644 --- a/pytldr/nlp/preprocess.py +++ b/pytldr/nlp/preprocess.py @@ -5,14 +5,14 @@ def unicode_to_ascii(unicodestr): if isinstance(unicodestr, str): return unicodestr - elif isinstance(unicodestr, unicode): + elif isinstance(unicodestr, str): return unicodedata.normalize('NFKD', unicodestr).encode('ascii', 'ignore') else: raise ValueError('Input text must be of type str or unicode.') def parse_input(text, extractor='newspaper'): - if isinstance(text, str) or isinstance(text, unicode): + if isinstance(text, str) or isinstance(text, str): if text.startswith(('http://', 'https://')): # Input is a link - need to extract the text from html if extractor.lower() == 'goose': diff --git a/pytldr/nlp/tokenizer.py b/pytldr/nlp/tokenizer.py index 5874c84..d0e1a15 100644 --- a/pytldr/nlp/tokenizer.py +++ b/pytldr/nlp/tokenizer.py @@ -4,7 +4,7 @@ from nltk.stem import SnowballStemmer from nltk.tokenize.punkt import PunktSentenceTokenizer, PunktParameters from string import punctuation -from preprocess import unicode_to_ascii +from .preprocess import unicode_to_ascii class Tokenizer(object): @@ -17,7 +17,7 @@ def __init__(self, language='english', stopwords=None, stemming=True): if isinstance(stopwords, list): self._stopwords = stopwords - elif isinstance(stopwords, (str, unicode)): + elif isinstance(stopwords, str): # stopwords argument is a path try: self._stopwords = self._load_stopwords(stopwords) @@ -42,7 +42,7 @@ def stemmer(self): @staticmethod def _load_stopwords(file_path): try: - with open(file_path, 'rb') as stopwords_file: + with open(file_path, 'r') as stopwords_file: stopwords = [word.strip('\n') for word in stopwords_file.readlines()] except IOError: stopwords = [] @@ -109,7 +109,7 @@ def _remove_whitespace(text): if not non_spaces: return text - first_non_space = non_spaces.next() + first_non_space = next(non_spaces) first_non_space = first_non_space.start() last_non_space = None @@ -179,4 +179,4 @@ def tokenize_paragraphs(cls, text): # Remove empty strings from list paragraphs = [p for p in paragraphs if p] - return paragraphs \ No newline at end of file + return paragraphs diff --git a/pytldr/summarize/baseclass.py b/pytldr/summarize/baseclass.py index 7913228..d56d12c 100644 --- a/pytldr/summarize/baseclass.py +++ b/pytldr/summarize/baseclass.py @@ -5,9 +5,7 @@ from abc import ABCMeta, abstractmethod -class BaseSummarizer(object): - __metaclass__ = ABCMeta - +class BaseSummarizer(object, metaclass=ABCMeta): def __init__(self, tokenizer=Tokenizer('english')): self._tokenizer = tokenizer diff --git a/pytldr/summarize/lsa.py b/pytldr/summarize/lsa.py index 19a1b54..1ad5420 100644 --- a/pytldr/summarize/lsa.py +++ b/pytldr/summarize/lsa.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- import numpy as np -from baseclass import BaseSummarizer +from .baseclass import BaseSummarizer from scipy.sparse.linalg import svds from warnings import warn @@ -168,4 +168,4 @@ def summarize(self, text, topics=4, length=5, binary_matrix=True, topic_sigma_th # Default LsaSummarizer just uses the Ozsoy method -LsaSummarizer = LsaOzsoy \ No newline at end of file +LsaSummarizer = LsaOzsoy diff --git a/pytldr/summarize/textrank.py b/pytldr/summarize/textrank.py index 767080c..b70b326 100644 --- a/pytldr/summarize/textrank.py +++ b/pytldr/summarize/textrank.py @@ -1,5 +1,5 @@ # -*- coding: utf-8 -*- -from __future__ import division + import networkx from .baseclass import BaseSummarizer @@ -40,7 +40,7 @@ def summarize(self, text, length=5, weighting='frequency', norm=None): scores = networkx.pagerank(similarity_graph) ranked_sentences = sorted( - ((score, ndx) for ndx, score in scores.items()), reverse=True + ((score, ndx) for ndx, score in list(scores.items())), reverse=True ) top_sentences = [ranked_sentences[i][1] for i in range(length)] From c3c4d3111d4792052bfab1a3c47fff78def8b2fc Mon Sep 17 00:00:00 2001 From: VinodNimbalkar Date: Wed, 9 Jan 2019 17:12:25 +0530 Subject: [PATCH 02/13] print statement changed --- example.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/example.py b/example.py index 56f8a80..1ae1d35 100644 --- a/example.py +++ b/example.py @@ -76,26 +76,26 @@ relevance = RelevanceSummarizer() textrank = TextRankSummarizer() - print '\n\nLSA Ozsoy:\n' + print('\n\nLSA Ozsoy:\n') summary = lsa_o.summarize(txt, length=5) for sentence in summary: - print sentence + print(sentence) - print '\n\nLSA Steinberger:\n' + print('\n\nLSA Steinberger:\n') summary = lsa_s.summarize(txt, length=5) for sentence in summary: - print sentence + print(sentence) - print '\n\nRelevance:\n' + print('\n\nRelevance:\n') summary = relevance.summarize(txt, length=5) for sentence in summary: - print sentence + print(sentence) - print '\n\nTextRank:\n' + print('\n\nTextRank:\n') summary = textrank.summarize(txt, length=5) for sentence in summary: - print sentence \ No newline at end of file + print(sentence) \ No newline at end of file From 92c11f3e44dd7c3808960524c6a52285b4546b42 Mon Sep 17 00:00:00 2001 From: VinodNimbalkar Date: Wed, 9 Jan 2019 17:14:34 +0530 Subject: [PATCH 03/13] module dependency version updated --- ez_setup.py | 2 +- requirements.txt | 12 +++++------- setup.py | 14 ++++++-------- 3 files changed, 12 insertions(+), 16 deletions(-) diff --git a/ez_setup.py b/ez_setup.py index 5f5f49e..baec1cb 100644 --- a/ez_setup.py +++ b/ez_setup.py @@ -29,7 +29,7 @@ try: from urllib.request import urlopen except ImportError: - from urllib2 import urlopen + from urllib.request import urlopen try: from site import USER_SITE diff --git a/requirements.txt b/requirements.txt index 4c48e17..0782dcb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,5 @@ -numpy==1.8.0 -nltk==2.0.5 -scipy==0.13.2 -scikit-learn==0.15.2 -goose-extractor==1.0.25 -newspaper==0.0.9.8 -networkx==1.9.1 \ No newline at end of file +numpy==1.14.3 +nltk==3.4 +scipy==1.1.0 +scikit-learn==0.20.1 +networkx==2.2 \ No newline at end of file diff --git a/setup.py b/setup.py index ab423ea..a27ffc1 100644 --- a/setup.py +++ b/setup.py @@ -54,13 +54,11 @@ def read(filename): 'Programming Language :: Python' ], install_requires=[ - 'numpy==1.8.0', - 'nltk==2.0.5', - 'scipy==0.13.2', - 'scikit-learn==0.15.2', - 'goose-extractor==1.0.25', - 'newspaper==0.0.9.8', - 'networkx==1.9.1' + 'numpy==1.14.3', + 'nltk==3.4', + 'scipy==1.1.0', + 'scikit-learn==0.20.1' + 'networkx==2.2' ], include_package_data=True, package_data={PACKAGE_NAME: ['stopwords/*.txt'], @@ -70,4 +68,4 @@ def read(filename): 'coverage', ], test_suite='nose.collector' -) \ No newline at end of file +) From 2ee760b3bad256dbd22312f52b509550e5cd0c0c Mon Sep 17 00:00:00 2001 From: VinodNimbalkar Date: Wed, 9 Jan 2019 17:28:36 +0530 Subject: [PATCH 04/13] document updated --- README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index cbd116b..891f144 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,7 @@ [![Build Status](https://travis-ci.org/jaijuneja/PyTLDR.svg?branch=master)](https://travis-ci.org/jaijuneja/PyTLDR) [![PyPI version](https://badge.fury.io/py/pytldr.svg)](https://pypi.python.org/pypi/pytldr) A Python module to perform automatic summarization of articles, text files and web pages. +This repository is fork of Jai Juneja's original repo PyTLDR ## License @@ -18,17 +19,16 @@ You should have received a copy of the GNU General Public License along with thi ### Using pip or easy_install -You can download the latest release version using `pip` or `easy_install`: - +~~You can download the latest release version using `pip` or `easy_install`:~~ +see issue [here](https://github.com/jaijuneja/PyTLDR/issues/1) ``` pip install pytldr ``` - -### Latest development version -You can alternatively download the latest development version directly from GitHub: +### Latest development version in python3 +You can alternatively download the latest development version directly from GitHub for python3: ``` -git clone https://github.com/jaijuneja/PyTLDR.git +git clone https://github.com/vinodnimbalkar/PyTLDR.git ``` Change into the root directory: From e47db1ebd28aeae3adcdc3a8b33eb9ceb066030c Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 15:18:32 +0530 Subject: [PATCH 05/13] Update .travis.yml python version changed to 3.7 --- .travis.yml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/.travis.yml b/.travis.yml index 966671d..92fb13f 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,7 +1,6 @@ language: python python: - - "2.6" - - "2.7" + - "3.7" before_install: # install NumPy dependencies - sudo apt-get update -qq @@ -10,4 +9,4 @@ before_install: install: - python setup.py install script: - - nosetests tests \ No newline at end of file + - nosetests tests From eddf99b3c60c5ec37c4016315c5376f3849ab648 Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 15:20:58 +0530 Subject: [PATCH 06/13] Update .travis.yml --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 92fb13f..ce52d7c 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,6 +1,6 @@ language: python python: - - "3.7" + - "3.6" before_install: # install NumPy dependencies - sudo apt-get update -qq From a34a325e394db8ceb07832f6e3a27c06777032a9 Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 15:36:20 +0530 Subject: [PATCH 07/13] Update setup.py --- setup.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/setup.py b/setup.py index a27ffc1..f31bf54 100644 --- a/setup.py +++ b/setup.py @@ -55,9 +55,9 @@ def read(filename): ], install_requires=[ 'numpy==1.14.3', - 'nltk==3.4', - 'scipy==1.1.0', - 'scikit-learn==0.20.1' + 'nltk==3.4', + 'scipy==1.1.0', + 'scikit-learn==0.20.1' 'networkx==2.2' ], include_package_data=True, From 4a92170e7baef147e9ab640f8f982af11b8700bf Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 16:11:42 +0530 Subject: [PATCH 08/13] Update .travis.yml pip3 install added --- .travis.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.travis.yml b/.travis.yml index ce52d7c..9386c7d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -2,6 +2,7 @@ language: python python: - "3.6" before_install: + - sudo apt-get -y install python3-pip # install NumPy dependencies - sudo apt-get update -qq - sudo apt-get install -qq gfortran libatlas-base-dev From 607d9557e138a98a2c6a86ad1be6b81ec279045f Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 16:15:27 +0530 Subject: [PATCH 09/13] Update .travis.yml --- .travis.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.travis.yml b/.travis.yml index 9386c7d..664d374 100644 --- a/.travis.yml +++ b/.travis.yml @@ -2,6 +2,7 @@ language: python python: - "3.6" before_install: + - sudo apt-get update - sudo apt-get -y install python3-pip # install NumPy dependencies - sudo apt-get update -qq From cb2ef9de6178db306c7167ecba9722c6acd1034a Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 16:27:58 +0530 Subject: [PATCH 10/13] Update .travis.yml --- .travis.yml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.travis.yml b/.travis.yml index 664d374..a226c03 100644 --- a/.travis.yml +++ b/.travis.yml @@ -9,6 +9,11 @@ before_install: - sudo apt-get install -qq gfortran libatlas-base-dev - sudo apt-get install -qq python-numpy install: + - pip3 install numpy + - pip3 install nltk + - pip3 install scipy + - pip3 install scikit-learn + - pip3 install networkx - python setup.py install script: - nosetests tests From ac1817b865baad680ab4934068e9175f9d19f525 Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 16:31:30 +0530 Subject: [PATCH 11/13] Update setup.py --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index f31bf54..c6f2aea 100644 --- a/setup.py +++ b/setup.py @@ -57,7 +57,7 @@ def read(filename): 'numpy==1.14.3', 'nltk==3.4', 'scipy==1.1.0', - 'scikit-learn==0.20.1' + 'scikit-learn==0.20.1', 'networkx==2.2' ], include_package_data=True, From 5b8841ca59af335e31565bde999fc7863f0f3bc7 Mon Sep 17 00:00:00 2001 From: Vinod Nimbalkar Date: Thu, 17 Jan 2019 16:34:16 +0530 Subject: [PATCH 12/13] Update .travis.yml --- .travis.yml | 7 ------- 1 file changed, 7 deletions(-) diff --git a/.travis.yml b/.travis.yml index a226c03..ce52d7c 100644 --- a/.travis.yml +++ b/.travis.yml @@ -2,18 +2,11 @@ language: python python: - "3.6" before_install: - - sudo apt-get update - - sudo apt-get -y install python3-pip # install NumPy dependencies - sudo apt-get update -qq - sudo apt-get install -qq gfortran libatlas-base-dev - sudo apt-get install -qq python-numpy install: - - pip3 install numpy - - pip3 install nltk - - pip3 install scipy - - pip3 install scikit-learn - - pip3 install networkx - python setup.py install script: - nosetests tests From 1b347e4deef344bb4d17927ed5b080fe292b96b3 Mon Sep 17 00:00:00 2001 From: vinodnimbalkar Date: Sat, 14 Mar 2026 16:40:24 +0530 Subject: [PATCH 13/13] =?UTF-8?q?docs:=20=F0=9F=93=9A=20Update=20documenta?= =?UTF-8?q?tion=20and=20improve=20Python=203=20compatibility?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Update installation instructions to use modern `uv` package manager - Add LICENSE.txt to package distribution - Improve unicode handling for Python 3 compatibility - Update TextRank summarizer for compatibility with networkx 3.0+ - Remove outdated requirements.txt in favor of modern packaging - Simplify setup.py by removing deprecated ez_setup and custom README conversion --- MANIFEST.in | 4 +- README.md | 6 +- pyproject.toml | 54 ++++++ pytldr/nlp/preprocess.py | 16 +- pytldr/summarize/textrank.py | 10 +- requirements.txt | 5 - setup.py | 71 +------ uv.lock | 352 +++++++++++++++++++++++++++++++++++ 8 files changed, 431 insertions(+), 87 deletions(-) create mode 100644 pyproject.toml delete mode 100644 requirements.txt create mode 100644 uv.lock diff --git a/MANIFEST.in b/MANIFEST.in index 90f9aeb..35070bb 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,3 +1,3 @@ include README.md -include ez_setup.py -recursive-include pytldr/stopwords * \ No newline at end of file +include LICENSE.txt +recursive-include pytldr/stopwords * diff --git a/README.md b/README.md index 891f144..c871163 100644 --- a/README.md +++ b/README.md @@ -40,7 +40,9 @@ cd pytldr Then install the package: ``` -python setup.py install +uv venv -p 3.12 +source .venv/bin/activate +uv pip install -e . ``` ## Usage @@ -154,4 +156,4 @@ help(RelevanceSummarizer) ## Contact -If you have any questions or have encountered an error, feel free to contact me at `jai -dot- juneja -at- gmail -dot- com`. \ No newline at end of file +If you have any questions or have encountered an error, feel free to contact me at `jai -dot- juneja -at- gmail -dot- com`. diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..92aefb3 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,54 @@ +[build-system] +requires = ["setuptools>=61.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "PyTLDR" +version = "0.1.5" +description = "A module to perform automatic article summarization." +readme = "README.md" +requires-python = ">=3.12" +license = { file = "LICENSE.txt" } +authors = [ + { name = "Jai Juneja", email = "jai.juneja@gmail.com" }, +] +keywords = [ + "summarizer", + "summarization", + "natural language processing", + "nlp", + "machine learning", + "data mining", + "latent semantic analysis", + "lsa", +] +classifiers = [ + "Development Status :: 3 - Alpha", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + "Topic :: Scientific/Engineering :: Information Analysis", + "Topic :: Text Processing :: Filters", + "Topic :: Text Processing :: Linguistic", + "Intended Audience :: Developers", + "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)", + "Operating System :: OS Independent", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3 :: Only", + "Programming Language :: Python :: 3.12", +] +urls = { Homepage = "https://github.com/vinodnimbalkar/PyTLDR", Repository = "https://github.com/vinodnimbalkar/PyTLDR" } +dependencies = [ + "numpy>=1.14.3", + "nltk>=3.4", + "scipy>=1.1.0", + "scikit-learn>=0.20.1", + "networkx>=2.2", +] + +[tool.setuptools] +include-package-data = true + +[tool.setuptools.packages.find] +include = ["pytldr*"] + +[tool.setuptools.package-data] +"pytldr" = ["stopwords/*.txt"] diff --git a/pytldr/nlp/preprocess.py b/pytldr/nlp/preprocess.py index 3694c7c..6b9432f 100644 --- a/pytldr/nlp/preprocess.py +++ b/pytldr/nlp/preprocess.py @@ -3,16 +3,18 @@ def unicode_to_ascii(unicodestr): + if isinstance(unicodestr, bytes): + unicodestr = unicodestr.decode('utf-8', errors='ignore') if isinstance(unicodestr, str): - return unicodestr - elif isinstance(unicodestr, str): - return unicodedata.normalize('NFKD', unicodestr).encode('ascii', 'ignore') - else: - raise ValueError('Input text must be of type str or unicode.') + normalized = unicodedata.normalize('NFKD', unicodestr) + return normalized.encode('ascii', 'ignore').decode('ascii') + raise ValueError('Input text must be of type str or bytes.') def parse_input(text, extractor='newspaper'): - if isinstance(text, str) or isinstance(text, str): + if isinstance(text, bytes): + text = text.decode('utf-8', errors='ignore') + if isinstance(text, str): if text.startswith(('http://', 'https://')): # Input is a link - need to extract the text from html if extractor.lower() == 'goose': @@ -36,4 +38,4 @@ def parse_input(text, extractor='newspaper'): # Input is a string containing the raw text return unicode_to_ascii(text) else: - raise ValueError('Input text must be of type str or unicode.') \ No newline at end of file + raise ValueError('Input text must be of type str or bytes.') diff --git a/pytldr/summarize/textrank.py b/pytldr/summarize/textrank.py index b70b326..a704c5a 100644 --- a/pytldr/summarize/textrank.py +++ b/pytldr/summarize/textrank.py @@ -4,6 +4,12 @@ from .baseclass import BaseSummarizer +try: + from networkx import from_scipy_sparse_array as _from_scipy_sparse +except ImportError: # networkx<3.0 + from networkx import from_scipy_sparse_matrix as _from_scipy_sparse + + class TextRankSummarizer(BaseSummarizer): def summarize(self, text, length=5, weighting='frequency', norm=None): @@ -36,7 +42,7 @@ def summarize(self, text, length=5, weighting='frequency', norm=None): # combinations of sentences. similarity_matrix = (word_matrix * word_matrix.T) - similarity_graph = networkx.from_scipy_sparse_matrix(similarity_matrix) + similarity_graph = _from_scipy_sparse(similarity_matrix) scores = networkx.pagerank(similarity_graph) ranked_sentences = sorted( @@ -46,4 +52,4 @@ def summarize(self, text, length=5, weighting='frequency', norm=None): top_sentences = [ranked_sentences[i][1] for i in range(length)] top_sentences.sort() - return [unprocessed_sentences[i] for i in top_sentences] \ No newline at end of file + return [unprocessed_sentences[i] for i in top_sentences] diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 0782dcb..0000000 --- a/requirements.txt +++ /dev/null @@ -1,5 +0,0 @@ -numpy==1.14.3 -nltk==3.4 -scipy==1.1.0 -scikit-learn==0.20.1 -networkx==2.2 \ No newline at end of file diff --git a/setup.py b/setup.py index c6f2aea..7f1a176 100644 --- a/setup.py +++ b/setup.py @@ -1,71 +1,4 @@ -# -*- coding: utf-8 -*- -import ez_setup -ez_setup.use_setuptools(version='0.7') - from setuptools import setup -import os - -PACKAGE_NAME = 'PyTLDR' -VERSION = '0.1.5' - - -def read(filename): - filepath = os.path.join(os.path.dirname(__file__), filename) - try: - # Convert GitHub markdown to restructured text (needed for upload to PyPI) - from pypandoc import convert - return convert(filepath, 'rst') - except ImportError: - return open(filepath).read() - -description = 'A module to perform automatic article summarization.' -try: - long_description = read('README.md') -except IOError: - long_description = description -setup( - name=PACKAGE_NAME, - version=VERSION, - author='Jai Juneja', - author_email='jai.juneja@gmail.com', - description=description, - license='BSD', - keywords= [ - 'summarizer', 'summarization', 'natural language processing', 'nlp', - 'machine learning', 'data mining', 'latent semantic analysis', 'lsa' - ], - url='https://github.com/jaijuneja/PyTLDR', - packages=[ - 'pytldr', - 'pytldr.nlp', - 'pytldr.summarize' - ], - long_description=long_description, - classifiers=[ - 'Development Status :: 3 - Alpha', - 'Topic :: Scientific/Engineering :: Artificial Intelligence', - 'Topic :: Scientific/Engineering :: Information Analysis', - 'Topic :: Text Processing :: Filters', - 'Topic :: Text Processing :: Linguistic', - 'Intended Audience :: Developers', - 'License :: OSI Approved :: BSD License', - 'Operating System :: OS Independent', - 'Programming Language :: Python' - ], - install_requires=[ - 'numpy==1.14.3', - 'nltk==3.4', - 'scipy==1.1.0', - 'scikit-learn==0.20.1', - 'networkx==2.2' - ], - include_package_data=True, - package_data={PACKAGE_NAME: ['stopwords/*.txt'], - '': ['README.md', 'ez_setup.py']}, - tests_require=[ - 'nose', - 'coverage', - ], - test_suite='nose.collector' -) +if __name__ == "__main__": + setup() diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000..a6be16f --- /dev/null +++ b/uv.lock @@ -0,0 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