<commit_before>from __future__ import division
from scipy.stats import norm
from scipy.optimize import leastsq
from scipy.special import erfc
from numpy import sqrt
from numpy import arange
from numpy import array
from numpy import linspace


class IdealObs(object):

    """Docstring for IdealObs. """

    def __init__(self, k=sqrt(1.2), q=0.5, sigma_s=0.6, m=8000.):
        """@todo: to be defined1.

        :k: @todo
        :sigma_s: @todo
        :q: @todo
        :m: @todo

        """
        self.k = k
        self.q = q
        self.sigma_s = sigma_s
        self.m = m
<commit_msg>Removed unnecessary import in numpy<commit_after>from __future__ import division
from scipy.stats import norm
from scipy.optimize import leastsq
from scipy.special import erfc
from numpy import sqrt
from numpy import arange
from numpy import linspace


class IdealObs(object):

    """Docstring for IdealObs. """

    def __init__(self, k=sqrt(1.2), q=0.5, sigma_s=0.6, m=8000.):
        """@todo: to be defined1.

        :k: @todo
        :sigma_s: @todo
        :q: @todo
        :m: @todo

        """
        self.k = k
        self.q = q
        self.sigma_s = sigma_s
        self.m = m

{'fraction_non_alphanumeric': 0.10420168067226891, 'fraction_numerical': 0.018487394957983194, 'mean_word_length': 2.3739376770538243, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '1139047', 'n_tokens_mistral': 433, 'n_tokens_neox': 408, 'n_words': 126}