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.gitignore
vendored
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.gitignore
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# Created by https://www.toptal.com/developers/gitignore/api/visualstudiocode
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# Edit at https://www.toptal.com/developers/gitignore?templates=visualstudiocode
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### VisualStudioCode ###
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.vscode/*
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### VisualStudioCode Patch ###
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# Ignore all local history of files
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.history
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# End of https://www.toptal.com/developers/gitignore/api/visualstudiocode
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# Created by https://www.toptal.com/developers/gitignore/api/python
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# Edit at https://www.toptal.com/developers/gitignore?templates=python
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### Python ###
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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pip-wheel-metadata/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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.hypothesis/
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.pytest_cache/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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.python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don’t work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# celery beat schedule file
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celerybeat-schedule
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# End of https://www.toptal.com/developers/gitignore/api/python
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1
README.md
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1
README.md
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# Word-Vectors-Basics
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26
src/colors2vec.py
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src/colors2vec.py
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import requests
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import json
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from vector_utils import Vector
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def hex_to_int(s):
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s = s.lstrip('#')
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return [int(s[:2], 16), int(s[2:4], 16), int(s[4:6], 16)]
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def get_json(url):
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response = requests.get(url)
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content = response.content.decode()
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data = json.loads(content)
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return data
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def parse_colors(data_set):
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return dict((item['color'], hex_to_int(item['hex'])) for item in data_set['colors'])
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if __name__ == '__main__':
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data_set_url = "https://raw.githubusercontent.com/dariusk/corpora/master/data/colors/xkcd.json"
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data_set = get_json(data_set_url)
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colors = parse_colors(data_set)
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src/vector_utils.py
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src/vector_utils.py
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import math
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from functools import reduce
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class Vector:
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@staticmethod
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def distance(v1, v2):
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return math.sqrt(sum((i - j)**2 for i, j in zip(v1, v2)))
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@staticmethod
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def add(*vecs):
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return [i + j for i, j in zip(*vecs)]
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@staticmethod
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def subs(*vecs):
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return [i - j for i, j in zip(*vecs)]
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@staticmethod
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def mean(*vecs):
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return [float(coord) / len(vecs) for coord in reduce(Vector.add, vecs)]
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test/test_vector.py
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test/test_vector.py
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import unittest
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from src.vector_utils import Vector
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class TestStringMethods(unittest.TestCase):
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def test_add(self):
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v1 = [2, 3]
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v2 = [3, 4]
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self.assertEqual([5, 7], Vector.add(v1, v2))
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v1 = [5, 12, 32, 12]
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v2 = [34, 3, 4, 2]
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self.assertEqual([39, 15, 36, 14], Vector.add(v1, v2))
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def test_substract(self):
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v1 = [2, 3]
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v2 = [3, 4]
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self.assertEqual([-1, -1], Vector.subs(v1, v2))
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v1 = [5, 12, 32, 12]
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v2 = [34, 3, 4, 2]
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self.assertEqual([-29, 9, 28, 10], Vector.subs(v1, v2))
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def test_distance(self):
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v1 = [7, 4, 3]
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v2 = [17, 6, 2]
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self.assertAlmostEqual(10.24695, Vector.distance(v1, v2), places=4)
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v1 = [23, 43, 12]
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v2 = [45, 21, 10]
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self.assertAlmostEqual(31.176915, Vector.distance(v1, v2), places=4)
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def test_mean(self):
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self.assertEqual([2.0, 2.0], Vector.mean([0, 1], [2, 2], [4, 3]))
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if __name__ == '__main__':
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unittest.main()
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