Muffler
Denoising Time-Series Data
Installation
pip install muffler
Usage
import muffler
import numpy as np
# Generate some noisy data
t = np.linspace(0, 1, 100)
clean_signal = np.sin(2 * np.pi * t)
# Add some noise
std = 1.0
conditional_noise = np.sqrt(np.abs(clean))
random_noise = np.random.normal(0, std, t.shape)
noisy_signal = clean + random_noise * conditional_noise
# Denoise the data
window_size = 100
stride = 25
denoised_signal = muffler.denoise_linear_regression(noisy_signal, window_size, stride)
# Compute the error
error = np.mean(np.sqrt(np.mean((clean_signal - denoised_signal) ** 2, axis=1)))
print(f"Error: {error:.2e}")
Streamlit App (An example)
You can also use the streamlit app to see how the denoising works. To run the app, you need to install Rust and Maturin for compiling the code. Then, you need to create a Python (3.9 or greater) virtual environment and install the dependencies:
python -m venv .venv
source .venv/bin/activate
pip install --upgrade pip
maturin develop --release --extras=dev
Finally, you can run the app:
streamlit run examples/app.py
License
This project is licensed under the MIT License - see the LICENSE file for details.
Citation
TODO: Add citation
1 maintainer
Metadata
1 maintainer
Release files for muffler 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| muffler-0.2.0.tar.gz | 18.3 kB | Without provenance | Details |
Built distributions (wheels)
Total release size: 24.6 MB
Release files / muffler-0.2.0.tar.gz
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Release files / muffler-0.2.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / muffler-0.2.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / muffler-0.2.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / muffler-0.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / muffler-0.2.0-cp311-cp311-macosx_10_12_x86_64.whl
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Release files / muffler-0.2.0-cp310-none-win_amd64.whl
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Release files / muffler-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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No |
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Release files / muffler-0.2.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Release files / muffler-0.2.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / muffler-0.2.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
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No |
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Release files / muffler-0.2.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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No |
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Release files / muffler-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / muffler-0.2.0-cp310-cp310-macosx_11_0_arm64.whl
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No |
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Release files / muffler-0.2.0-cp310-cp310-macosx_10_12_x86_64.whl
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Release files / muffler-0.2.0-cp39-none-win_amd64.whl
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No |
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Release files / muffler-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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No |
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maturin/1.7.4
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Release files / muffler-0.2.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
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No |
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maturin/1.7.4
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Release files / muffler-0.2.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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No |
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maturin/1.7.4
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Release files / muffler-0.2.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | muffler-0.2.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl |
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maturin/1.7.4
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Release files / muffler-0.2.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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No |
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Release files / muffler-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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No |
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maturin/1.7.4
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Release files / muffler-0.2.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | muffler-0.2.0-cp39-cp39-macosx_11_0_arm64.whl |
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maturin/1.7.4
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Release files / muffler-0.2.0-cp39-cp39-macosx_10_12_x86_64.whl
| Download URL | muffler-0.2.0-cp39-cp39-macosx_10_12_x86_64.whl |
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| Size | 451.6 kB |
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Security for muffler 0.2.0
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