Refact: flux have 3 components source, tranformation, destination
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@ -36,16 +36,43 @@ class CSVSource(Source):
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return pd.read_csv(filepath, **self.options)
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class Transformation(BaseModel):
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function: Callable
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extra_kwrds: dict = {}
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class Destination(BaseModel):
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name: str
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def write(
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self, df: pd.DataFrame, dest_path: Path, writing_func: Callable
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) -> list[Path]:
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dest_basename = dest_path / self.name
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return [writing_func(df, dest_basename)]
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class SplitDestination(Destination):
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split_column: str
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def write(
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self, df: pd.DataFrame, dest_path: Path, writing_func: Callable
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) -> list[Path]:
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wrote_files = []
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for col_value in df[self.split_column].unique():
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filtered_df = df[df[self.split_column] == col_value]
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dest_basename = dest_path / f"{self.name}-{col_value}"
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dest = writing_func(filtered_df, dest_basename)
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wrote_files.append(dest)
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return wrote_files
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class Flux(BaseModel):
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sources: list[Source]
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transformation: Callable
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extra_kwrds: dict = {}
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transformation: Transformation
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destination: Destination
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split_destination: str = ""
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def to_csv(df, dest_basename: Path) -> Path:
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@ -112,18 +139,8 @@ def consume_fluxes(
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df, duplicated = split_duplicates(df, str(filename), duplicated)
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src_df.append(df)
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df = flux.transformation(src_df, **flux.extra_kwrds)
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df = flux.transformation.function(src_df, **flux.transformation.extra_kwrds)
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if flux.split_destination:
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files = write_split_by(
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df=df,
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column=flux.split_destination,
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dest_path=dest_path,
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name=flux.destination.name,
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writing_func=writing_func,
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)
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else:
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dest_basename = dest_path / flux.destination.name
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files = [writing_func(df, dest_basename)]
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files = flux.destination.write(df, dest_path, writing_func)
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wrote_files += files
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return wrote_files
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@ -4,7 +4,14 @@ from pathlib import Path
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import pandas as pd
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from scripts.flux import CSVSource, Destination, Flux, consume_fluxes
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from scripts.flux import (
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CSVSource,
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Destination,
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Flux,
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SplitDestination,
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Transformation,
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consume_fluxes,
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)
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logger = logging.getLogger(__name__)
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logger.setLevel(logging.DEBUG)
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@ -54,9 +61,8 @@ if __name__ == "__main__":
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lot_fluxes = {
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"Lots": Flux(
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sources=[CSVSource(filename="CRG/crg-*.csv")],
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transformation=build_lots,
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destination=Destination(name="Lot/lot"),
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split_destination="Lot",
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transformation=Transformation(function=build_lots),
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destination=SplitDestination(name="Lot/lot", split_column="Lot"),
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),
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}
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years = list(range(2017, 2024))
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@ -5,7 +5,7 @@ import pandas as pd
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from scripts.flux import consume_fluxes
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from .flux import Destination, ExcelSource, Flux
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from .flux import Destination, ExcelSource, Flux, SplitDestination, Transformation
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logger = logging.getLogger(__name__)
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logger.setLevel(logging.DEBUG)
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@ -124,28 +124,31 @@ FLUXES = {
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sheet_name="Catégories",
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),
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],
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transformation=trans_2017_2021,
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extra_kwrds={"stagging_columns": STAGGING_COLUMNS},
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destination=Destination(name="crg"),
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split_destination="Année",
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transformation=Transformation(
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function=trans_2017_2021,
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extra_kwrds={"stagging_columns": STAGGING_COLUMNS},
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),
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destination=SplitDestination(name="crg", split_column="Année"),
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),
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"2022 - charge.xlsx": Flux(
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sources=[
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ExcelSource(filename="2022 - charge.xlsx", sheet_name="Sheet1"),
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],
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transformation=trans_2022_charge,
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extra_kwrds={"stagging_columns": STAGGING_COLUMNS},
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destination=Destination(name="crg"),
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split_destination="Année",
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transformation=Transformation(
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function=trans_2022_charge,
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extra_kwrds={"stagging_columns": STAGGING_COLUMNS},
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),
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destination=SplitDestination(name="crg", split_column="Année"),
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),
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"2022 - locataire.xlsx": Flux(
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sources=[
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ExcelSource(filename="2022 - locataire.xlsx", sheet_name="Sheet1"),
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],
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transformation=trans_2022_loc,
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extra_kwrds={"stagging_columns": STAGGING_COLUMNS},
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destination=Destination(name="crg"),
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split_destination="Année",
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transformation=Transformation(
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function=trans_2022_loc,
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extra_kwrds={"stagging_columns": STAGGING_COLUMNS},
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),
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destination=SplitDestination(name="crg", split_column="Année"),
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),
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"2023 - charge et locataire.xlsx": Flux(
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sources=[
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@ -154,10 +157,11 @@ FLUXES = {
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sheet_name="DB CRG 2023 ...",
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),
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],
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transformation=trans_2023,
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extra_kwrds={"year": 2023, "stagging_columns": STAGGING_COLUMNS},
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destination=Destination(name="crg"),
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split_destination="Année",
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transformation=Transformation(
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function=trans_2023,
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extra_kwrds={"year": 2023, "stagging_columns": STAGGING_COLUMNS},
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),
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destination=SplitDestination(name="crg", split_column="Année"),
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),
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}
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@ -4,7 +4,7 @@ from pathlib import Path
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import pandas as pd
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from scripts.flux import CSVSource, Destination, Flux, consume_fluxes
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from scripts.flux import CSVSource, Destination, Flux, Transformation, consume_fluxes
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logger = logging.getLogger(__name__)
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logger.setLevel(logging.DEBUG)
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@ -41,7 +41,7 @@ def build_crg_fluxes(
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for file in crg_path.glob(pattern):
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fluxes[f"CRG - {file.name}"] = Flux(
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sources=[CSVSource(filename=file.name, options=csv_options)],
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transformation=transformation,
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transformation=Transformation(function=transformation),
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destination=Destination(name=file.name),
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)
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return fluxes
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