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csv util with flexible headers
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import csv | |
from collections.abc import Iterator | |
from pathlib import Path | |
from tempfile import TemporaryDirectory | |
def _build_reverse_mapping(fields: list[str], mapping: dict[str, str] = None) -> dict[str, str]: | |
mapping = mapping or dict() | |
return {mapping.get(field, field): field for field in fields} | |
def read_csv(path: Path, fields: list, mapping: dict = None) -> Iterator[dict]: | |
""" | |
read csv with explicitly defined fields and optional mapping; the file must have a header. | |
example use case: | |
- csv file has header [a, b, x] and we want to read [b, c] where x is renamed to c | |
read_csv(path, fields=['b', 'c'], mapping={'c': 'x'}) | |
""" | |
reverse_mapping = _build_reverse_mapping(fields, mapping) | |
with path.open('r') as f: | |
reader = csv.DictReader(f) | |
for row in reader: | |
yield {field: row.get(key) for key, field in reverse_mapping.items()} | |
def iter_csv_from_s3(source_object, fields: list, mapping: dict = None) -> Iterator[dict]: | |
with TemporaryDirectory() as temp_dir: | |
local_path = Path(temp_dir) / source_object.key | |
with local_path.open('wb') as f: | |
source_object.download_fileobj(f) | |
yield from read_csv(path=local_path, fields=fields, mapping=mapping) |
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