Screamer

Screamingly fast rolling statistics, technical indicators, and signal filters for time series. C++ performance with a simple Python API, and identical results on batch NumPy arrays and live streams.

Python Versions

Python 3.11 or newer required.

pip install screamer

The wheel is self-contained; the only runtime dependency (pybind11) is bundled. For development setup and running the example notebooks see the Installation page in the docs.

Why screamer

Fast. Every function is implemented in C++ and routinely outruns equivalent NumPy and pandas code, often by a factor of two or more.
One API, batch or streaming. The same function runs on a stored NumPy array or a live, event-driven stream and produces identical results, so code tested on historical data deploys to production unchanged.
Causal by construction. Output depends only on current and past inputs, never future ones, which eliminates look-ahead bias.
Batteries included. 150+ rolling and exponentially-weighted statistics, technical indicators (MACD, RSI, Bollinger Bands, ATR, and more), OHLC volatility estimators, signal filters, plus stream operators and composable pipelines.

Quick example

Fit a line to each sliding window of 50 values, take the slope, then its sign to get the trend direction:

import numpy as np
from screamer import RollingPoly2, Sign

data = np.cumsum(np.random.normal(size=300))

slope = RollingPoly2(window_size=50, derivative_order=1)
sign = Sign()

trend = sign(slope(data))   # the same calls work on a live stream, one value at a time

Documentation

Full documentation, the function reference grouped by topic, and runnable example notebooks live at screamer.readthedocs.io.

Contributing

Contributions are welcome. See CONTRIBUTING.md for how to set up a development environment, build the extension, run the tests, and open a pull request. By participating you agree to abide by our Code of Conduct.

License

Screamer is released under the MIT License. See LICENSE.

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Release history Release notifications | RSS feed

2.5.0

Aug 10, 2026

2.4.0

Aug 9, 2026

2.3.1

Aug 9, 2026

2.3.0

Aug 6, 2026

2.2.1

Aug 4, 2026

2.2.0

Aug 3, 2026

2.1.0

Aug 2, 2026

2.0.0

Aug 2, 2026

1.2.1

Jul 31, 2026

1.2.0

Jul 31, 2026

This release

1.1.2

Jul 29, 2026

1.1.1

Jul 29, 2026

1.1.0

Jul 28, 2026

1.0.1

Jul 26, 2026

1.0.0

Jul 25, 2026

0.13.0

Jul 23, 2026

0.12.0

Jul 23, 2026

0.11.0

Jul 22, 2026

0.10.3

Jul 20, 2026

0.10.2

Jul 19, 2026

0.10.1

Jul 18, 2026

0.9.0

Jul 17, 2026

0.8.0

Jul 16, 2026

0.7.3

Jul 12, 2026

0.7.2

Jul 12, 2026

0.7.1

Jul 12, 2026

0.7.0

Jul 12, 2026

0.6.3

Jul 7, 2026

0.6.2

Jul 7, 2026

0.1.46

Nov 2, 2024

0.1.45

Nov 1, 2024

0.1.32

Oct 20, 2024

0.1.31

Oct 20, 2024

0.1.30

Oct 19, 2024

screamer 1.1.2

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