<commit_before>import numpy as np
from scipy.ndimage import map_coordinates
from dipy.reconst.recspeed import pdf_to_odf
from scipy.fftpack import fftn, fftshift, ifftshift
from dipy.reconst.odf import OdfModel, OdfFit, gfa
from dipy.reconst.cache import Cache
from dipy.reconst.multi_voxel import multi_voxel_model
from dipy.reconst.recspeed import local_maxima, remove_similar_vertices


@multi_voxel_model
class DiffusionSpectrumModel(OdfModel, Cache):

    def __init__(self,
                 gtab,
                 qgrid_size=17,
                 r_start=2.1,
                 r_end=6.,
                 r_step=0.2,
                 filter_width=32,
                 normalize_peaks=False):<commit_msg>RF added spaces for pep8<commit_after>import numpy as np
from scipy.ndimage import map_coordinates
from dipy.reconst.recspeed import pdf_to_odf
from scipy.fftpack import fftn, fftshift, ifftshift
from dipy.reconst.odf import OdfModel, OdfFit, gfa
from dipy.reconst.cache import Cache
from dipy.reconst.multi_voxel import multi_voxel_model
from dipy.reconst.recspeed import local_maxima, remove_similar_vertices


@multi_voxel_model
class DiffusionSpectrumModel(OdfModel, Cache):

    def __init__(self, 
                 gtab, 
                 qgrid_size=17, 
                 r_start=2.1, 
                 r_end=6., 
                 r_step=0.2, 
                 filter_width=32,
                 normalize_peaks=False):
{'fraction_non_alphanumeric': 0.061495457721872815, 'fraction_numerical': 0.013277428371767994, 'mean_word_length': 2.662404092071611, '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': '7087241', 'n_tokens_mistral': 491, 'n_tokens_neox': 468, 'n_words': 103}