<commit_before># emacs: -*- mode: python; py-indent-offset: 4; indent-tabs-mode: nil -*-
# vi: set ft=python sts=4 ts=4 sw=4 et:
"""The fsl module provides classes for interfacing with the `FSL
<http://www.fmrib.ox.ac.uk/fsl/index.html>`_ command line tools.  This
was written to work with FSL version 4.1.4.

    Change directory to provide relative paths for doctests
    >>> import os
    >>> filepath = os.path.dirname( os.path.realpath( __file__ ) )
    >>> datadir = os.path.realpath(os.path.join(filepath, '../../testing/data'))
    >>> os.chdir(datadir)
"""

import os
from glob import glob
import warnings
from shutil import rmtree

import numpy as np

from nipype.interfaces.fsl.base import (FSLCommand, FSLCommandInputSpec, Info)
from nipype.interfaces.base import (load_template, File, traits, isdefined,
                                    TraitedSpec, BaseInterface, Directory,
                                    InputMultiPath, OutputMultiPath,
                                    BaseInterfaceInputSpec)
from nipype.utils.filemanip import (list_to_filename, filename_to_list)
from nibabel import load

warn = warnings.warn
warnings.filterwarnings('always', category=UserWarning)


class Level1DesignInputSpec(BaseInterfaceInputSpec):
    interscan_interval = traits.Float(mandatory=True,
                desc='Interscan  interval (in secs)')
    session_info = traits.Any(mandatory=True,
                desc='Session specific information generated by ``modelgen.SpecifyModel``')
    bases = traits.Either(traits.Dict(traits.Enum('dgamma'), traits.Dict(traits.Enum('derivs'), traits.Bool)),
                          traits.Dict(traits.Enum('gamma'), traits.Dict(traits.Enum('derivs'), traits.Bool)),
                          traits.Dict(traits.Enum('none'), traits.Enum(None)),
                          mandatory=True,<commit_msg>importfix<commit_after># emacs: -*- mode: python; py-indent-offset: 4; indent-tabs-mode: nil -*-
# vi: set ft=python sts=4 ts=4 sw=4 et:
"""The fsl module provides classes for interfacing with the `FSL
<http://www.fmrib.ox.ac.uk/fsl/index.html>`_ command line tools.  This
was written to work with FSL version 4.1.4.

    Change directory to provide relative paths for doctests
    >>> import os
    >>> filepath = os.path.dirname( os.path.realpath( __file__ ) )
    >>> datadir = os.path.realpath(os.path.join(filepath, '../../testing/data'))
    >>> os.chdir(datadir)
"""

import os
from glob import glob
import warnings
from shutil import rmtree

import numpy as np

from nipype.interfaces.fsl.base import (FSLCommand, FSLCommandInputSpec, Info)
from nipype.interfaces.base import (load_template, File, traits, isdefined,
                                    TraitedSpec, BaseInterface, Directory,
                                    InputMultiPath, OutputMultiPath,
                                    BaseInterfaceInputSpec)
from nipype.utils.filemanip import (list_to_filename, filename_to_list, split_filename)
from nibabel import load

warn = warnings.warn
warnings.filterwarnings('always', category=UserWarning)


class Level1DesignInputSpec(BaseInterfaceInputSpec):
    interscan_interval = traits.Float(mandatory=True,
                desc='Interscan  interval (in secs)')
    session_info = traits.Any(mandatory=True,
                desc='Session specific information generated by ``modelgen.SpecifyModel``')
    bases = traits.Either(traits.Dict(traits.Enum('dgamma'), traits.Dict(traits.Enum('derivs'), traits.Bool)),
                          traits.Dict(traits.Enum('gamma'), traits.Dict(traits.Enum('derivs'), traits.Bool)),
                          traits.Dict(traits.Enum('none'), traits.Enum(None)),
                          mandatory=True,
{'fraction_non_alphanumeric': 0.11557112068965517, 'fraction_numerical': 0.004310344827586207, 'mean_word_length': 2.966880341880342, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 29, 'https://': 0, 'lorem ipsum': 0, 'www.': 2, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 6, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '7196303', 'n_tokens_mistral': 1094, 'n_tokens_neox': 1053, 'n_words': 260}