From 5e5486fe537b88973665e0809760125bebf08bc3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Florian=20F=C3=B6rster?= Date: Thu, 27 Feb 2025 13:13:29 +0100 Subject: [PATCH] add preprocessing steps --- src/delta_barth/analysis/forecast.py | 29 ++++++++++++ src/delta_barth/analysis/parse.py | 18 ++++++-- .../_test_data/exmp_sales_prognosis_resp.pkl | Bin 0 -> 687879 bytes tests/analysis/test_forecast.py | 43 ++++++++++++++++++ tests/analysis/test_parse.py | 33 ++++++++++++-- tests/conftest.py | 21 ++++++++- 6 files changed, 136 insertions(+), 8 deletions(-) create mode 100644 tests/_test_data/exmp_sales_prognosis_resp.pkl diff --git a/src/delta_barth/analysis/forecast.py b/src/delta_barth/analysis/forecast.py index 8d18bc6..15fb198 100644 --- a/src/delta_barth/analysis/forecast.py +++ b/src/delta_barth/analysis/forecast.py @@ -1,19 +1,34 @@ from __future__ import annotations import dataclasses as dc +from collections.abc import Mapping, Set from typing import TYPE_CHECKING import pandas as pd from sklearn.metrics import mean_squared_error from xgboost import XGBRegressor +from delta_barth.analysis import parse +from delta_barth.constants import COL_MAP_SALES_PROGNOSIS, FEATURES_SALES_PROGNOSIS from delta_barth.types import CustomerDataSalesForecast, FcErrorCodes if TYPE_CHECKING: + from delta_barth.api.common import SalesPrognosisResponse from delta_barth.types import FcResult # TODO check pandera for DataFrame validation + +def parse_api_resp_to_df( + resp: SalesPrognosisResponse, +) -> pd.DataFrame: + if resp.error is not None: + raise ValueError("Response contains error code. Parsing aborted.") + data = resp.model_dump()["daten"] + + return pd.DataFrame(data) + + # ------------------------------------------------------------------------------ # Input: # DataFrame df mit Columns f_umsatz_fakt, firmen, art, v_warengrp @@ -28,8 +43,22 @@ if TYPE_CHECKING: # Prognose Umsatz je Firma + # TODO: check usage of separate exception and handle it in API function # TODO set min number of data points as constant, not parameter +def preprocess_sales_per_customer( + resp: SalesPrognosisResponse, + feature_map: Mapping[str, str], + target_features: Set[str], +) -> pd.DataFrame: + df = parse_api_resp_to_df(resp) + df = parse.preprocess_features( + df, + feature_map=feature_map, + target_features=target_features, + ) + + return df def sales_per_customer( diff --git a/src/delta_barth/analysis/parse.py b/src/delta_barth/analysis/parse.py index 7693d92..bec6308 100644 --- a/src/delta_barth/analysis/parse.py +++ b/src/delta_barth/analysis/parse.py @@ -9,9 +9,9 @@ if TYPE_CHECKING: import pandas as pd -def check_needed_features( +def _check_needed_features( data: pd.DataFrame, - features: Set, + features: Set[str], ) -> None: data_feats = set(data.columns) missing_features = features - data_feats @@ -23,10 +23,11 @@ def check_needed_features( ) -def map_features_to_targets( +def _map_features_to_targets( data: pd.DataFrame, feature_map: Mapping[str, str], ) -> pd.DataFrame: + data = data.copy() data_feats = data.columns mapped_feats: list[str] = [] @@ -39,3 +40,14 @@ def map_features_to_targets( data.columns = mapped_feats return data + + +def preprocess_features( + data: pd.DataFrame, + feature_map: Mapping[str, str], + target_features: Set[str], +) -> pd.DataFrame: + data = _map_features_to_targets(data, feature_map) + _check_needed_features(data, target_features) + + return data diff --git a/tests/_test_data/exmp_sales_prognosis_resp.pkl b/tests/_test_data/exmp_sales_prognosis_resp.pkl new file mode 100644 index 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zqrx31AI2ZsE7IoLBsjR*t#JE~*Xep%sonnyw~u_m(G5B+2z~h;Zlhn559(Th{wti} zpzP@;TXhc>h$`Hk@_xSZdV(w5rru&*`_Px~VB-reI4a!6s-r;{>13{OyU8oTzEDu4 zvQXjH!zx=g(R~UjDzyTQQkP5?DqI(e!!oI>h8W``^p-F2svx+QQK73XdI!{pPX9E7 z-JB88e0=UnA@!?Jbw4&zqpsgP0Stu9XReq1zW3bsxp6`<8&ZW+bkf)O`+5YS6-{6+2kX>hn$qS!f zhaG8>dhH3^p$~Nx^RafF86t1<`Opqyk()RwGRM`JuaX&`PwMj;I;~$g!%RhLa;^C-WK-q`{ft5gedYVS(rg+^M@Zl)7usXnYhK zi-m&JAi31O*Uaxdm31B51FO)WQR>n;U#gdU1J;-G-9LjTdhm|V3Jn^iE_vTmMXI}e zjeZ?us)YXZS2)V#kC56qHfqo)b$jV3Q{Qa9Og0-o4NjHN>(BPKGD9WAij)FfUVlhM zDk;Ax=#XvVINY0WHxA_?8nmy|Vp(DAqSi7RG!Emk(y_5ZzL0(x+!LWU!;Hc9wNPhV zMM{CjVZ dict[str, str]: @@ -56,3 +62,16 @@ def sales_data() -> pd.DataFrame: data["buchungs_datum"] = pd.to_datetime(data["buchungs_datum"]) return data + + +@pytest.fixture(scope="session") +def exmpl_api_sales_prognosis_resp() -> SalesPrognosisResponse: + pwd = Path.cwd() + assert "barth" in pwd.parent.name.lower(), "not in project root directory" + data_pth = pwd / "./tests/_test_data/exmp_sales_prognosis_resp.pkl" + assert data_pth.exists(), "file to API sales data not found" + + with open(data_pth, "rb") as file: + data = cast("SalesPrognosisResponse", pickle.load(file)) + + return data