https://github.com/bmorris3/sacf

S-ACF: A selective estimator for the autocorrelation function of irregularly sampled time series

https://github.com/bmorris3/sacf

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S-ACF: A selective estimator for the autocorrelation function of irregularly sampled time series

Basic Info
  • Host: GitHub
  • Owner: bmorris3
  • License: mit
  • Default Branch: master
  • Homepage:
  • Size: 276 MB
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Created about 3 years ago · Last pushed about 3 years ago
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Readme License

readme.md

Python Test Status

Selective Estimator for the Autocorrelation Function

S-ACF: A selective estimator for the autocorrelation function of irregularly sampled time series (credit Lars Kreutzer, c++ implementation by Josh Briegal jtb34@cam.ac.uk)

The associated publication, which includes a detailed description of the S-ACF, can be found at arXiv:2304.10641.

Installation

Requirements:

  • CMAKE (https://cmake.org) > 3.8.
  • C++14

From above top level directory run

pip install ./sacf

in python:

SACF follows Astropy LombScargle implementation:

```python from sacf import SACF

lag_timeseries, correlations = SACF(timeseries, values, errors=None).autocorrelation() ```

with options:

python sacf.autocorrelation(max_lag=None, lag_resolution=None, selection_function='natural', weight_function='fast', alpha=None)

NOTE: If users specify selection_function="fast", weight_function="fractional_squared" or weight_function="gaussian", a python implementation of the SACF will be invoked which is considerably slower than the default C++ option.

Tests

From root directory run:

python tox

Owner

  • Name: Brett M. Morris
  • Login: bmorris3
  • Kind: user
  • Location: Baltimore, MD
  • Company: @SpaceTelescope

Software engineer & astronomer.

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