From 9907948d116d9768fca8dc1f34561082bda2fe3c Mon Sep 17 00:00:00 2001 From: Rob Speer Date: Thu, 21 Jan 2016 14:07:01 -0500 Subject: [PATCH] add Zipf scale --- wordfreq/__init__.py | 65 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 65 insertions(+) diff --git a/wordfreq/__init__.py b/wordfreq/__init__.py index e6a4849..3d656ce 100644 --- a/wordfreq/__init__.py +++ b/wordfreq/__init__.py @@ -8,6 +8,7 @@ import itertools import pathlib import random import logging +import math logger = logging.getLogger(__name__) @@ -146,6 +147,42 @@ def cB_to_freq(cB): return 10 ** (cB / 100) +def cB_to_zipf(cB): + """ + Convert a word frequency from centibels to the Zipf scale + (see `zipf_to_freq`). + + The Zipf scale is related to centibels, the logarithmic unit that wordfreq + uses internally, because the Zipf unit is simply the bel, with a different + zero point. To convert centibels to Zipf, add 900 and divide by 100. + """ + return (cB + 900) / 100 + + +def zipf_to_freq(zipf): + """ + Convert a word frequency from the Zipf scale to a proportion between 0 and + 1. + + The Zipf scale is a logarithmic frequency scale proposed by Marc Brysbaert, + who compiled the SUBTLEX data. The goal of the Zipf scale is to map + reasonable word frequencies to understandable, small positive numbers. + + A word rates as x on the Zipf scale when it occurs 10**x times per billion + words. For example, a word that occurs once per million words is at 3.0 on + the Zipf scale. + """ + return 10 ** zipf / 1e9 + + +def freq_to_zipf(freq): + """ + Convert a word frequency from a proportion between 0 and 1 to the + Zipf scale (see `zipf_to_freq`). + """ + return math.log(freq, 10) + 9 + + @lru_cache(maxsize=None) def get_frequency_dict(lang, wordlist='combined', match_cutoff=30): """ @@ -202,6 +239,7 @@ def _word_frequency(word, lang, wordlist, minimum): return max(freq, minimum) + def word_frequency(word, lang, wordlist='combined', minimum=0.): """ Get the frequency of `word` in the language with code `lang`, from the @@ -240,6 +278,33 @@ def word_frequency(word, lang, wordlist='combined', minimum=0.): return _wf_cache[args] +def zipf_frequency(word, lang, wordlist='combined', minimum=0.): + """ + Get the frequency of `word`, in the language with code `lang`, on the Zipf + scale. + + The Zipf scale is a logarithmic frequency scale proposed by Marc Brysbaert, + who compiled the SUBTLEX data. The goal of the Zipf scale is to map + reasonable word frequencies to understandable, small positive numbers. + + A word rates as x on the Zipf scale when it occurs 10**x times per billion + words. For example, a word that occurs once per million words is at 3.0 on + the Zipf scale. + + Zipf values for reasonable words are between 0 and 8. The value this + function returns will always be at last as large as `minimum`, even for a + word that never appears. The default minimum is 0, representing words + that appear once per billion words or less. + + wordfreq internally quantizes its frequencies to centibels, which are + 1/100 of a Zipf unit. The output of `zipf_frequency` will be rounded to + the nearest hundredth to match this quantization. + """ + freq_min = zipf_to_freq(minimum) + freq = word_frequency(word, lang, wordlist, freq_min) + return round(freq_to_zipf(freq), 2) + + @lru_cache(maxsize=100) def top_n_list(lang, n, wordlist='combined', ascii_only=False): """