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* starting PR * completed feature * checkpoint * adding new fips and updating counties to 2010 * updated sources to 2010 - 2019 * more cleanup * creating tiles score csv
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8 changed files with 425 additions and 54 deletions
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@ -11,10 +11,14 @@ logger = get_module_logger(__name__)
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class CensusACSETL(ExtractTransformLoad):
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def __init__(self):
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self.ACS_YEAR = 2019
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self.OUTPUT_PATH = self.DATA_PATH / "dataset" / f"census_acs_{self.ACS_YEAR}"
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self.OUTPUT_PATH = (
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self.DATA_PATH / "dataset" / f"census_acs_{self.ACS_YEAR}"
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)
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self.UNEMPLOYED_FIELD_NAME = "Unemployed civilians (percent)"
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self.LINGUISTIC_ISOLATION_FIELD_NAME = "Linguistic isolation (percent)"
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self.LINGUISTIC_ISOLATION_TOTAL_FIELD_NAME = "Linguistic isolation (total)"
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self.LINGUISTIC_ISOLATION_TOTAL_FIELD_NAME = (
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"Linguistic isolation (total)"
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)
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self.LINGUISTIC_ISOLATION_FIELDS = [
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"C16002_001E",
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"C16002_004E",
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@ -24,7 +28,9 @@ class CensusACSETL(ExtractTransformLoad):
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]
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self.df: pd.DataFrame
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def _fips_from_censusdata_censusgeo(self, censusgeo: censusdata.censusgeo) -> str:
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def _fips_from_censusdata_censusgeo(
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self, censusgeo: censusdata.censusgeo
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) -> str:
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"""Create a FIPS code from the proprietary censusgeo index."""
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fips = "".join([value for (key, value) in censusgeo.params()])
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return fips
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@ -32,7 +38,9 @@ class CensusACSETL(ExtractTransformLoad):
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def extract(self) -> None:
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dfs = []
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for fips in get_state_fips_codes(self.DATA_PATH):
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logger.info(f"Downloading data for state/territory with FIPS code {fips}")
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logger.info(
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f"Downloading data for state/territory with FIPS code {fips}"
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)
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dfs.append(
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censusdata.download(
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@ -61,7 +69,9 @@ class CensusACSETL(ExtractTransformLoad):
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# Calculate percent unemployment.
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# TODO: remove small-sample data that should be `None` instead of a high-variance fraction.
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self.df[self.UNEMPLOYED_FIELD_NAME] = self.df.B23025_005E / self.df.B23025_003E
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self.df[self.UNEMPLOYED_FIELD_NAME] = (
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self.df.B23025_005E / self.df.B23025_003E
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)
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# Calculate linguistic isolation.
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individual_limited_english_fields = [
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