Source code for cosinorage.datahandlers.ukbdatahandler

###########################################################################
# Copyright (C) 2025 ETH Zurich
# CosinorAge: Prediction of biological age based on accelerometer data
# using the CosinorAge method proposed by Shim, Fleisch and Barata
# (https://www.nature.com/articles/s41746-024-01111-x)
#
# Authors: Jacob Leo Oskar Hunecke
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#         http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
##########################################################################

import os

from .datahandler import DataHandler, clock
from .utils.ukb import filter_ukb_data, read_ukb_data, resample_ukb_data


[docs] class UKBDataHandler(DataHandler): """ Data handler for UK Biobank accelerometer data. This class handles loading, filtering, and processing of UK Biobank accelerometer data. Attributes ---------- qa_file_path : str Path to quality assessment file. ukb_file_dir : str Directory containing UK Biobank data files. eid : int Participant ID. """
[docs] def __init__( self, qa_file_path: str, ukb_file_dir: str, eid: int, verbose: bool = False, ): super().__init__() if not os.path.isfile(qa_file_path): raise ValueError("The QA file path should be a file path") if not os.path.isdir(ukb_file_dir): raise ValueError( "The UKB file directory should be a directory path" ) self.qa_file_path = qa_file_path self.ukb_file_dir = ukb_file_dir self.eid = eid self.meta_dict["datasource"] = "uk-biobank" self.__load_data(verbose=verbose)
@clock def __load_data(self, verbose: bool = False): """ Internal method to load and process UK Biobank data. Parameters ---------- verbose : bool, optional Whether to print processing information. Defaults to False. """ self.raw_data = read_ukb_data( self.qa_file_path, self.ukb_file_dir, self.eid, meta_dict=self.meta_dict, verbose=verbose, ) self.sf_data = filter_ukb_data( self.raw_data, meta_dict=self.meta_dict, verbose=verbose ) self.sf_data = resample_ukb_data( self.sf_data, meta_dict=self.meta_dict, verbose=verbose ) self.ml_data = self.sf_data