Work in progress ...

nuance

A Python package to detect exoplanetary transits
in the presence of stellar variability and correlated noises

nuance uses linear models and gaussian processes (using the JAX-based tinygp) to simultaneously search for planetary transits while modeling correlated noises (e.g. stellar variability) in a tractable way.

Documentation at nuance.readthedocs.io

Example

from nuance import Nuance, utils
import numpy as np

(time, flux, error), X, gp = utils.simulated()

nu = Nuance(time, flux, gp=gp, X=X)

# linear search
t0s = time.copy()
Ds = np.linspace(0.01, 0.2, 15)
nu.linear_search(t0s, Ds)

# periodic search
periods = np.linspace(0.3, 5, 2000)
search = nu.periodic_search(periods)

t0, D, P = search.best

Installation

nuance is written for python 3 and can be installed (for now) through

pip install git+https://github.com/lgrcia/nuance.git