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transform.py
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55 lines (49 loc) · 1.73 KB
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#
# MobilityData 2024
#
# 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.
#
from typing import List, Optional
def to_boolean(value):
"""
Convert a value to a boolean.
"""
if isinstance(value, bool):
return value
if isinstance(value, str):
return value.lower() in ["true", "1", "yes", "y"]
return False
def get_nested_value(
data: dict, keys: List[str], default_value: Optional[any] = None
) -> Optional[any]:
"""
Retrieve the value from a nested dictionary given a list of keys.
Args:
data (dict): The dictionary to search.
keys (List[str]): The list of keys representing the path to the field.
default_value: The value to return if the field is not found.
Returns:
Optional[any]: The value if found and valid, otherwise None. The str values are trimmed.
"""
if not keys:
return default_value
current_data = data
for key in keys:
if isinstance(current_data, dict) and key in current_data:
current_data = current_data[key]
else:
return default_value
if isinstance(current_data, str):
result = current_data.strip()
return result if result else default_value
return current_data