Source code for abydos.fingerprint._position

# -*- coding: utf-8 -*-

# Copyright 2018 by Christopher C. Little.
# This file is part of Abydos.
#
# Abydos is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# Abydos is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with Abydos. If not, see <http://www.gnu.org/licenses/>.

"""abydos.fingerprint._position.

Cisłak & Grabowski's position fingerprint
"""

from __future__ import (
    absolute_import,
    division,
    print_function,
    unicode_literals,
)

from ._fingerprint import MOST_COMMON_LETTERS_CG, _Fingerprint

__all__ = ['Position', 'position_fingerprint']


[docs]class Position(_Fingerprint): """Position Fingerprint. Based on the position fingerprint from :cite:`Cislak:2017`. """
[docs] def fingerprint( self, word, n_bits=16, most_common=MOST_COMMON_LETTERS_CG, bits_per_letter=3, ): """Return the position fingerprint. Parameters ---------- word : str The word to fingerprint n_bits : int Number of bits in the fingerprint returned most_common : list The most common tokens in the target language, ordered by frequency bits_per_letter : int The bits to assign for letter position Returns ------- int The position fingerprint Examples -------- >>> bin(position_fingerprint('hat')) '0b1110100011111111' >>> bin(position_fingerprint('niall')) '0b1111110101110010' >>> bin(position_fingerprint('colin')) '0b1111111110010111' >>> bin(position_fingerprint('atcg')) '0b1110010001111111' >>> bin(position_fingerprint('entreatment')) '0b101011111111' """ position = {} for pos, letter in enumerate(word): if letter not in position and letter in most_common: position[letter] = min(pos, 2 ** bits_per_letter - 1) fingerprint = 0 for letter in most_common: if n_bits: fingerprint <<= min(bits_per_letter, n_bits) if letter in position: fingerprint += min(position[letter], 2 ** n_bits - 1) else: fingerprint += min( 2 ** bits_per_letter - 1, 2 ** n_bits - 1 ) n_bits -= min(bits_per_letter, n_bits) else: break for _ in range(n_bits): fingerprint <<= 1 fingerprint += 1 return fingerprint
[docs]def position_fingerprint( word, n_bits=16, most_common=MOST_COMMON_LETTERS_CG, bits_per_letter=3 ): """Return the position fingerprint. This is a wrapper for :py:meth:`Position.fingerprint`. Parameters ---------- word : str The word to fingerprint n_bits : int Number of bits in the fingerprint returned most_common : list The most common tokens in the target language, ordered by frequency bits_per_letter : int The bits to assign for letter position Returns ------- int The position fingerprint Examples -------- >>> bin(position_fingerprint('hat')) '0b1110100011111111' >>> bin(position_fingerprint('niall')) '0b1111110101110010' >>> bin(position_fingerprint('colin')) '0b1111111110010111' >>> bin(position_fingerprint('atcg')) '0b1110010001111111' >>> bin(position_fingerprint('entreatment')) '0b101011111111' """ return Position().fingerprint(word, n_bits, most_common, bits_per_letter)
if __name__ == '__main__': import doctest doctest.testmod()