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Add ability to cache ETL data sources (#2169)
* Add a rough prototype allowing a developer to pre-download data sources for all ETLs * Update code to be more production-ish * Move fetch to Extract part of ETL * Create a downloader to house all downloading operations * Remove unnecessary "name" in data source * Format source files with black * Fix issues from pylint and get the tests working with the new folder structure * Clean up files with black * Fix unzip test * Add caching notes to README * Fix tests (linting and case sensitivity bug) * Address PR comments and add API keys for census where missing * Merging comparator changes from main into this branch for the sake of the PR * Add note on using cache (-u) during pipeline
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52 changed files with 1787 additions and 686 deletions
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@ -1,10 +1,9 @@
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import pandas as pd
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from data_pipeline.etl.base import ExtractTransformLoad
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from data_pipeline.etl.sources.census_acs.etl_utils import (
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retrieve_census_acs_data,
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)
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from data_pipeline.score import field_names
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from data_pipeline.utils import get_module_logger
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from data_pipeline.etl.datasource import DataSource
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from data_pipeline.etl.datasource import CensusDataSource
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logger = get_module_logger(__name__)
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@ -18,6 +17,9 @@ class CensusACS2010ETL(ExtractTransformLoad):
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"""
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def __init__(self):
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self.census_acs_source = self.get_sources_path() / "acs_2010.csv"
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self.ACS_YEAR = 2010
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self.ACS_TYPE = "acs5"
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self.OUTPUT_PATH = (
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@ -99,7 +101,7 @@ class CensusACS2010ETL(ExtractTransformLoad):
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self.df: pd.DataFrame
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def extract(self) -> None:
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def get_data_sources(self) -> [DataSource]:
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# Define the variables to retrieve
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variables = (
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self.UNEMPLOYED_FIELDS
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@ -107,13 +109,26 @@ class CensusACS2010ETL(ExtractTransformLoad):
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+ self.POVERTY_FIELDS
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)
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# Use the method defined on CensusACSETL to reduce coding redundancy.
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self.df = retrieve_census_acs_data(
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acs_year=self.ACS_YEAR,
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variables=variables,
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tract_output_field_name=self.GEOID_TRACT_FIELD_NAME,
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data_path_for_fips_codes=self.DATA_PATH,
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acs_type=self.ACS_TYPE,
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return [
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CensusDataSource(
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source=None,
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destination=self.census_acs_source,
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acs_year=self.ACS_YEAR,
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variables=variables,
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tract_output_field_name=self.GEOID_TRACT_FIELD_NAME,
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data_path_for_fips_codes=self.DATA_PATH,
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acs_type=self.ACS_TYPE,
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)
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]
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def extract(self, use_cached_data_sources: bool = False) -> None:
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super().extract(
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use_cached_data_sources
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) # download and extract data sources
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self.df = pd.read_csv(
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self.census_acs_source, dtype={"GEOID10_TRACT": "string"}
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)
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def transform(self) -> None:
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