A lightweight data model for time series data with pandas, numpy, and polars support
Project description
TimeDataModel
A lightweight Python data model for time series data.
Features
TimeSeriesclass with typed timestamps and float/None values- Flexible
Resolution(frequency + timezone) andMetadata - Geographic location support (
GeoLocation,GeoArea) - Native bridges to pandas DataFrames and numpy arrays
- Optional polars support
- JSON and CSV serialization
Installation
pip install timedatamodel
# With polars support
pip install timedatamodel[polars]
Quick Start
from datetime import datetime, timezone
from timedatamodel import TimeSeries, Resolution, Metadata
from timedatamodel.enums import Frequency
res = Resolution(Frequency.PT1H, "UTC")
ts = TimeSeries(
resolution=res,
metadata=Metadata(name="power", unit="kW"),
timestamps=[datetime(2024, 1, 1, i, tzinfo=timezone.utc) for i in range(3)],
values=[100.0, 110.0, 95.0],
)
df = ts.to_pandas_dataframe()
Requirements
Python >= 3.11
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