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543d147e61
* initial checkin * gitignore and docker-compose update * readme update and error on hud * encoding issue * one more small README change * data roadmap re-strcuture * pyproject sort * small update to score output folders * checkpoint * couple of last fixes
63 lines
2 KiB
Python
63 lines
2 KiB
Python
from pathlib import Path
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import pathlib
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from config import settings
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from utils import unzip_file_from_url, remove_all_from_dir
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class ExtractTransformLoad(object):
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"""
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A class used to instantiate an ETL object to retrieve and process data from
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datasets.
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Attributes:
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DATA_PATH (pathlib.Path): Local path where all data will be stored
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TMP_PATH (pathlib.Path): Local path where temporary data will be stored
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GEOID_FIELD_NAME (str): The common column name for a Census Block Group identifier
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GEOID_TRACT_FIELD_NAME (str): The common column name for a Census Tract identifier
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"""
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DATA_PATH: Path = settings.APP_ROOT / "data"
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TMP_PATH: Path = DATA_PATH / "tmp"
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GEOID_FIELD_NAME: str = "GEOID10"
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GEOID_TRACT_FIELD_NAME: str = "GEOID10_TRACT"
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def get_yaml_config(self) -> None:
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"""Reads the YAML configuration file for the dataset and stores
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the properies in the instance (upcoming feature)"""
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pass
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def check_ttl(self) -> None:
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"""Checks if the ETL process can be run based on a the TLL value on the
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YAML config (upcoming feature)"""
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pass
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def extract(
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self, source_url: str = None, extract_path: Path = None
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) -> None:
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"""Extract the data from
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a remote source. By default it provides code to get the file from a source url,
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unzips it and stores it on an extract_path."""
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# this can be accessed via super().extract()
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if source_url and extract_path:
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unzip_file_from_url(source_url, self.TMP_PATH, extract_path)
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def transform(self) -> None:
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"""Transform the data extracted into a format that can be consumed by the
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score generator"""
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raise NotImplementedError
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def load(self) -> None:
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"""Saves the transformed data in the specified local data folder or remote AWS S3
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bucket"""
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raise NotImplementedError
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def cleanup(self) -> None:
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"""Clears out any files stored in the TMP folder"""
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remove_all_from_dir(self.TMP_PATH)
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