| # Licensed to the Apache Software Foundation (ASF) under one |
| # or more contributor license agreements. See the NOTICE file |
| # distributed with this work for additional information |
| # regarding copyright ownership. The ASF licenses this file |
| # to you under the Apache License, Version 2.0 (the |
| # "License"); you may not use this file except in compliance |
| # with the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, |
| # software distributed under the License is distributed on an |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| # KIND, either express or implied. See the License for the |
| # specific language governing permissions and limitations |
| # under the License. |
| import math |
| from typing import Any, Optional |
| |
| from pandas import Series |
| |
| AGGREGATES_SINGLE = {"idx_nulls": {"operator": "sum"}} |
| AGGREGATES_MULTIPLE = { |
| "idx_nulls": {"operator": "sum"}, |
| "asc_idx": {"operator": "mean"}, |
| } |
| |
| |
| def series_to_list(series: Series) -> list[Any]: |
| """ |
| Converts a `Series` to a regular list, and replaces non-numeric values to |
| Nones. |
| |
| :param series: Series to convert |
| :return: list without nan or inf |
| """ |
| return [ |
| None |
| if not isinstance(val, str) and (math.isnan(val) or math.isinf(val)) |
| else val |
| for val in series.tolist() |
| ] |
| |
| |
| def round_floats( |
| floats: list[Optional[float]], precision: int |
| ) -> list[Optional[float]]: |
| """ |
| Round list of floats to certain precision |
| |
| :param floats: floats to round |
| :param precision: intended decimal precision |
| :return: rounded floats |
| """ |
| return [round(val, precision) if val else None for val in floats] |