diff --git a/photochem/utils/stars.py b/photochem/utils/stars.py
new file mode 100644
index 0000000..ed49ca7
--- /dev/null
+++ b/photochem/utils/stars.py
@@ -0,0 +1,730 @@
+import numpy as np
+import requests
+import tempfile
+from astropy.io import fits
+import numba as nb
+from scipy import constants as const
+
+# Relative imports
+from .youngsun import youngsun
+from ..utils._format import yaml, flowmap
+
+###
+### Some utilities for dealing with spectra
+###
+
+@nb.njit()
+def stefan_boltzmann(T):
+    """The Stefan-Boltzmann law
+
+    Parameters
+    ----------
+    T : float
+        Temperature (K)
+
+    Returns
+    -------
+    float
+        Energy flux (W/m^2)
+    """    
+    return const.sigma*T**4
+
+@nb.njit()
+def stefan_boltzmann_inverse(F):
+    """Inverse of the Stefan-Boltzmann law
+
+    Parameters
+    ----------
+    F : float
+        Energy flux (W/m^2)
+
+    Returns
+    -------
+    float
+        Temperature (K)
+    """    
+    return (F/const.sigma)**(1/4)
+
+@nb.njit()
+def equilibrium_temperature(stellar_radiation, bond_albedo):
+    """Equilibrium temperature of a planet.
+
+    Parameters
+    ----------
+    stellar_radiation : float
+        Incident energy at a planet in W/m^2
+    bond_albedo : float
+        Bond albedo
+
+    Returns
+    -------
+    float
+        The equilibrium temperature (K)
+    """    
+    T_eq = ((stellar_radiation*(1.0 - bond_albedo))/(4.0*const.sigma))**(0.25)
+    return T_eq 
+
+@nb.njit()
+def equilibrium_temperature_inverse(Teq, bond_albedo):
+    """Inverse of the equation for equilibrium temperature.
+
+    Parameters
+    ----------
+    Teq : float
+        The equilibrium temperature (K)
+    bond_albedo : float
+        Bond albedo
+
+    Returns
+    -------
+    float
+        Incident energy at a planet in W/m^2
+    """    
+    stellar_radiation = 4.0*const.sigma*Teq**4/(1.0 - bond_albedo)
+    return stellar_radiation
+
+@nb.njit()
+def blackbody_cgs(T, lam):
+    """Blackbody flux in cgs units in per unit wavelength (erg/cm^2/s/cm/sr)
+
+    Parameters
+    ----------
+    T : float
+        Temperature (K)
+    lam : ndarray[ndim=1,double]
+        Wavelength (cm)
+    
+    Returns
+    -------
+    ndarray[ndim=1,double]
+        The blackbody flux at the input wavelengths in erg/cm^2/s/cm/sr.
+    """
+    h = const.h*1e7 # erg s 
+    c = const.c*1e2 # cm/s
+    k = const.k*1e7 # erg / K
+    B = ((2.0*h*c**2.0)/(lam**5.0))*(1.0/(np.exp((h*c)/(lam*k*T)) - 1.0))
+    return B
+
+@nb.njit()
+def blackbody(T, wv):
+    """Blackbody flux
+
+    Parameters
+    ----------
+    T : float
+        Temperature (K)
+    wv : ndarray[ndim=1,double]
+        Wavelength (nm)
+
+    Returns
+    -------
+    ndarray[ndim=1,double]
+        The blackbody flux at the input wavelengths in mW/m^2/s/nm/sr.
+    """    
+
+    # nm * (m/1e9 nm) * (1e2cm/ m) = cm
+    wv_cgs = wv*(1/1e9)*(1e2/1)
+    B_cgs = blackbody_cgs(T, wv_cgs)
+    # erg/cm^2/s/cm/sr * (1 W/ 1e7 erg) * (1e3 mW/ 1 W) * (1e4 cm^2/ 1 m^2) * 
+    # (1e2 cm/ 1 m) * (1 m / 1e9 nm) = mW/m^2/s/nm/sr
+    B = B_cgs*(1/1e7)*(1e3/1)*(1e4/1)*(1e2/1)*(1/1e9)
+    return B
+
+@nb.njit()
+def grid_at_resolution(min_wv, max_wv, R):
+    """Computes a grid of bins at a given resolution `R`
+
+    Parameters
+    ----------
+    min_wv : float
+        Minimum bin extent
+    max_wv : float
+        Maximum bin extent
+    R : float
+        in resolution (dlam = lam/R)
+
+    Returns
+    -------
+    ndarray[ndim=1,double]
+        Edges of the wavelength grid
+    """    
+    wavl = [min_wv]
+    while wavl[-1] < max_wv:
+        dlam = wavl[-1]/R
+        wavl.append(wavl[-1]+dlam)
+    wavl[-1] = max_wv
+    return np.array(wavl)
+
+@nb.njit()
+def make_bins(wavs):
+    """Given a series of wavelength points, find the edges
+    of corresponding wavelength bins.
+
+    Parameters
+    ----------
+    wavs : ndarray[ndim=1,double]
+        Input wavelengths
+
+    Returns
+    -------
+    ndarray[ndim=1,double]
+        Edges of the wavelength grid
+    """
+    if np.any(wavs[1:] <= wavs[:-1]):
+        raise ValueError('Wavelengths `wavs` are not strictly increasing')
+    edges = np.zeros(wavs.shape[0]+1)
+    edges[0] = wavs[0] - (wavs[1] - wavs[0])/2
+    edges[-1] = wavs[-1] + (wavs[-1] - wavs[-2])/2
+    edges[1:-1] = (wavs[1:] + wavs[:-1])/2
+    return edges
+
+@nb.njit()
+def energy_in_spectrum(wv, F):
+    """The total energy in a spectrum
+
+    Parameters
+    ----------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum (mW/m^2/nm)
+
+    Returns
+    -------
+    float
+        Energy in W/m^2
+    """    
+    wavl = make_bins(wv)
+    return 1e-3*np.sum(F[:]*(wavl[1:]-wavl[:-1])) # W/m^2
+
+@nb.njit()
+def scale_spectrum_to_planet(wv, F, Teq=None, stellar_flux=None):
+    """Scales a stellar spectrum so that it has the correct incident
+    flux at a planet. You must supply either a `Teq` or a `stellar_flux`
+
+    Parameters
+    ----------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum (mW/m^2/nm)
+    Teq : float, optional
+        Zero-albedo equilibrium temperature of the planet (K), by default None
+    stellar_flux : float, optional
+        Stellar flux at the planet (W/m^2), by default None
+
+    Returns
+    -------
+    ndarray[ndim=1,double]
+        The stellar spectrum rescaled so that it has the proper total
+        bolometric flux at the planet (mW/m^2/nm).
+    """    
+
+    if Teq is None and stellar_flux is None:
+        raise ValueError('Either `Teq` or `stellar_flux` must be supplied as inputs')
+    elif Teq is not None and stellar_flux is not None:
+        raise ValueError('Only one of the following inputs should be supplied: `Teq` and `stellar_flux`')
+    if np.any(wv[1:] <= wv[:-1]):
+        raise ValueError('Wavelengths `wv` are not strictly increasing')
+    if wv[0] > 100:
+        raise ValueError('Wavelengths `wv` must extend below 100 nm')
+    if wv[-1] < 50e3:
+        raise ValueError('Wavelengths `wv` must extend above 50 um')
+    
+    if Teq is not None:
+        stellar_flux = equilibrium_temperature_inverse(Teq, 0.0)
+
+    factor = stellar_flux/energy_in_spectrum(wv, F)
+    F *= factor
+    
+    return F
+
+@nb.njit()
+def append_blackbody_to_stellar_spectrum(wv, F, Teff, wv_end=100e3, nwb=1000):
+    """Appends a blackbody to a stellar spectrum
+
+    Parameters
+    ----------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum (mW/m^2/nm)
+    Teff : float
+        Stellar effective temperature
+    wv_end : float, optional
+        Ending wavelength for the blackbody (nm), by default 100e3
+    nwb : int, optional
+        Number of blackbody bins, by default 1000
+
+    Returns
+    -------
+    wv_new : ndarray[ndim=1,double]
+        New wavelengths of stellar spectrum (nm)
+    F_new : ndarray[ndim=1,double]
+        New flux of the stellar spectrum (mW/m^2/nm)
+    """    
+
+    if wv[-1] < wv_end:
+        wv1 = np.logspace(np.log10(wv[-1]*(1 + 1e-5)), np.log10(wv_end), nwb)
+        F1 = blackbody(Teff, wv1)*np.pi
+        factor = F[-1]/(blackbody(Teff, wv[-1])*np.pi)
+        F1 *= factor
+        wv_new = np.append(wv, wv1)
+        F_new = np.append(F, F1)
+    
+    return wv_new, F_new
+
+def photochem_spectrum_string(wv, F, Teq=None, stellar_flux=None, scale_to_planet=True, fmt='{:25}'):
+    """Rescales a stellar spectrum to a planet, then converts it a string
+    representing a photochem stellar flux file.
+
+    Parameters
+    ----------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum (mW/m^2/nm)
+    Teq : float, optional
+        Zero-albedo equilibrium temperature of the planet (K), by default None
+    stellar_flux : float, optional
+        Stellar flux at the planet (W/m^2), by default None
+    scale_to_planet : bool, optional
+        If True, then the stellar flux will be rescaled to the planet, be default True.
+    fmt : str, optional
+        Format string, by default '{:25}'
+
+    Returns
+    -------
+    str
+        A photochem stellar flux file as a string.
+    """    
+
+    if scale_to_planet:
+        F_save = scale_spectrum_to_planet(wv, F, Teq, stellar_flux)
+    else:
+        F_save = F
+
+    flux_str = ""
+    flux_str += fmt.format('Wavelength(nm)')
+    flux_str += fmt.format('SolarFlux(mW/m^2/nm)')
+    flux_str += '\n'
+    for i in range(wv.shape[0]):
+        flux_str += fmt.format('%e'%wv[i])
+        flux_str += fmt.format('%e'%F_save[i])
+        flux_str += '\n'
+
+    return flux_str
+
+def save_photochem_spectrum(wv, F, outputfile, Teq=None, stellar_flux=None, scale_to_planet=True, fmt='{:25}'):
+    """Rescales a stellar spectrum to a planet, if desired, then saves the spectrum in the photochem
+    format.
+
+    Parameters
+    ----------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum (mW/m^2/nm)
+    outputfile : str
+        Path to the output stellar file.
+    Teq : float, optional
+        Zero-albedo equilibrium temperature of the planet (K), by default None
+    stellar_flux : float, optional
+        Stellar flux at the planet (W/m^2), by default None
+    scale_to_planet : bool, optional
+        If True, then the stellar flux will be rescaled to the planet, be default True.
+    fmt : str, optional
+        Format string, by default '{:25}'
+    """    
+
+    outstr = photochem_spectrum_string(wv, F, Teq, stellar_flux, scale_to_planet, fmt)
+    with open(outputfile,'w') as f:
+        f.write(outstr)
+
+###
+### The Sun's spectrum through time.
+###
+
+def solar_spectrum_at_earth(outputfile=None, age=0.0, append_blackbody=True, solar_const=None):
+    """The Sun's spectrum throughout all time. For the Modern Sun, we use the
+    Thuillier et al. (2004) (https://doi.org/10.1029/141GM13), ATLAS 3 reference
+    spectrum. Then we scale the spectrum into the past/future with the Claire et al. (2012)
+    YoungSun routine.
+
+    Parameters
+    ----------
+    outputfile : str, optional
+        If supplied, this is the output file name, by default None
+    age : float, optional
+        Age of the sun in billions of years ago, by default 0.0
+    append_blackbody : bool, optional
+        If True, then a blackbody is appended, by default True
+    solar_const : float, optional
+        If supplied, this is the solar constant at Earth in W/m^2, 
+        which the spectrum will be rescaled to.
+
+    Returns
+    -------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum at Earth (mW/m^2/nm)
+    """    
+
+    # Download the spectrum
+    url = 'https://sbuv.gsfc.nasa.gov/solar/reference_spectra/ATLAS1_2004.txt'
+    response = requests.get(url)
+
+    # Error if download didn't work.
+    if response.status_code != 200:
+        raise Exception("Failed to download the Modern Sun's spectrum")
+    
+    # Get wavelength and flux
+    lines = response.content.decode().split('\n')
+    wv = np.array([float(line.split()[0]) for line in lines if len(line) > 0])
+    F = np.array([float(line.split()[1]) for line in lines if len(line) > 0])
+
+    # Append a blackbody to long wavelengths, if desired. We use an
+    # effective temperature of 5778 K for the Sun.
+    if append_blackbody:
+        wv, F = append_blackbody_to_stellar_spectrum(wv, F, 5778)
+
+    # Rescale so that the total energy is identical to the Solar constant (1370 W/m^2)
+    if solar_const is not None:
+        if not append_blackbody:
+            raise ValueError('You must append a blackbody to rescale the spectrum')
+        factor = solar_const/energy_in_spectrum(wv, F)
+        F *= factor
+
+    # Change the age of the spectrum
+    if age != 0.0:
+        fluxmult = youngsun(age, wv*10)
+        F *= fluxmult
+
+    # Save the file, if desired
+    if outputfile is not None:
+        save_photochem_spectrum(wv, F, outputfile, scale_to_planet=False)
+        
+    return wv, F
+
+###
+### MUSCLES spectra (https://archive.stsci.edu/prepds/muscles/)
+###
+
+def download_muscles_spectrum(star_name):
+    """Downloads a MUSCLES spectrum, then returns the wavelength
+    and flux values in photochem units.
+
+    Parameters
+    ----------
+    star_name : str
+        Name of the MUSCLES star.
+
+    Returns
+    -------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of the stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum (mW/m^2/nm)
+    """    
+    # Download the file
+    for i in [22,23,24,25,26]:
+        url = 'https://archive.stsci.edu/missions/hlsp/muscles/'+star_name.lower()+ \
+        '/hlsp_muscles_multi_multi_'+star_name.lower()+'_broadband_v'+str(i)+'_adapt-const-res-sed.fits'
+        response = requests.get(url)
+        if response.status_code == 200:
+            break
+            
+    # Error if download didn't work.
+    if response.status_code != 200:
+        raise Exception('Failed to download '+star_name+' from MUSCLES')
+    
+    with tempfile.TemporaryFile() as f:
+        f.write(response.content)
+        data = fits.getdata(f)
+
+    wv = data['WAVELENGTH']/10 # convert from Angstroms to nm
+    # (erg/cm2/s/Ang)*(1 W/1e7 erg)*(1e3 mW/1 W)*(1e4 cm^2/1 m^2)*(10 Ang/1 nm) = mW/m^2/nm
+    F = data['FLUX']*(1/1e7)*(1e3/1)*(1e4/1)*(10/1) # convert from erg/cm2/s/Ang to mW/m^2/nm
+
+    # Remove duplicated wavelengths
+    wv, inds = np.unique(wv, return_index=True)
+    F = F[inds]
+
+    return wv, F
+
+def get_muscles_spectrum(star_name, nwb=1000):
+    """Downloads a MUSCLES spectrum, then adds on a blackbody extending
+    the star to 100 microns, and finally rescale the spectrum so that it has
+    a total energy consistent with the effective temperature. Returns the 
+    wavelength and flux points in photochem units.
+
+    Parameters
+    ----------
+    star_name : str
+        Name of the MUSCLES star
+    nwb : int, optional
+        Number of blackbody points extending to 100 um, by default 1000
+
+    Returns
+    -------
+    wv : ndarray[ndim=1,double]
+        Wavelengths of the stellar spectrum (nm)
+    F : ndarray[ndim=1,double]
+        Flux of the stellar spectrum at the stellar surface (mW/m^2/nm)
+    """
+
+    # Get the stellar properties
+    if star_name not in MUSCLES_STARS:
+        raise ValueError(
+            'Input `star_name` is not in the MUSCLES library or there is no '+
+            'stellar properties for the star. The spelling must match a dictionary'+
+            'key in `MUSCLES_STARS`.'
+            )
+    Teff = MUSCLES_STARS[star_name]['st_teff']
+
+    # Download
+    wv, F = download_muscles_spectrum(star_name)
+        
+    # Tack on a blackbody to extend the spectrum to 100 um
+    wv, F = append_blackbody_to_stellar_spectrum(wv, F, Teff, wv_end=100e3, nwb=nwb)
+        
+    # Rescale the spectrum so that it's total bolometric flux matches Teff
+    factor = stefan_boltzmann(Teff)/energy_in_spectrum(wv, F)
+    F *= factor
+
+    return wv, F
+
+def muscles_spectrum(star_name, outputfile=None, Teq=None, stellar_flux=None, fmt='{:25}', nwb=1000):
+    """Downloads a MUSCLES spectrum, then adds on a blackbody extending
+    the star to 100 microns, and finally rescale the spectrum so that it has a 
+    total bolometric insolation at a planet consistent with `Teq` or `stellar_flux`. 
+    Finally, the spectrum is saved to `outputfile` in photochem format.
+
+    Parameters
+    ----------
+    star_name : str
+        Name of the MUSCLES star
+    outputfile : str, optional
+        If not None, then this is the output filename, be default None.
+    Teq : float, optional
+        Zero-albedo equilibrium temperature of the planet (K), by default None
+    stellar_flux : float, optional
+        Stellar flux at the planet (W/m^2), by default None
+    fmt : str, optional
+        Format string, by default '{:25}'
+    nwb : int, optional
+        Number of blackbody points extending to 100 um, by default 1000
+    """
+    
+    # Download the spectrum
+    wv, F = get_muscles_spectrum(star_name, nwb)
+
+    # Rescale to planet
+    F = scale_spectrum_to_planet(wv, F, Teq, stellar_flux)
+
+    # Save the spectrum to a file, if desired
+    if outputfile is not None:
+        save_photochem_spectrum(wv, F, outputfile, Teq, stellar_flux, False, fmt)
+
+    return wv, F
+
+def closest_muscles_to_Teff(Teff):
+    """Finds the star in the MUSCLES catalogue with an effective temperature
+    closest to `Teff`.
+
+    Parameters
+    ----------
+    Teff : float
+        Stellar effective temperature (K)
+
+    Returns
+    -------
+    dict
+        Dictionary with the MUSCLES star name and properties.
+    """
+    # Get stars with 
+    muscles = {a: MUSCLES_STARS[a] for a in MUSCLES_STARS if MUSCLES_STARS[a]['st_teff'] is not None}
+    star_names = [key for key in muscles]
+    Teffs = np.array([muscles[a]['st_teff'] for a in star_names])
+    ind = np.argmin(np.abs(Teff - Teffs))
+    star_name = star_names[ind]
+    out = muscles[star_name]
+    out['name'] = star_name
+    return out
+
+def print_muscles_stars():
+    "Prints the stars avaliable in the MUSCLES catalogue"
+    print(MUSCLES_STARS_YAML)
+
+# All the MUSCLES stars for which we could easily get stellar properties.
+# See function `get_muscles_stellar_data` below.
+MUSCLES_STARS_YAML = \
+"""GJ1132: {st_logg: 5.04, st_met: -0.17, st_rad: 0.22, st_teff: 3229.0}
+GJ1214: {st_logg: 5.03, st_met: 0.24, st_rad: 0.22, st_teff: 3101.0}
+GJ15A: {st_logg: 4.89, st_met: -0.391, st_rad: 0.38, st_teff: 3742.67}
+GJ163: {st_logg: 4.82, st_met: 0.1, st_rad: 0.41, st_teff: 3399.0}
+GJ176: {st_logg: 4.78, st_met: 0.147, st_rad: 0.48, st_teff: 3703.49}
+GJ436: {st_logg: 4.84, st_met: 0.099, st_rad: 0.42, st_teff: 3586.11}
+GJ551: {st_logg: 5.16, st_met: null, st_rad: 0.14, st_teff: 2900.0}
+GJ581: {st_logg: 4.94, st_met: -0.088, st_rad: 0.32, st_teff: 3490.39}
+GJ649: {st_logg: 4.76, st_met: -0.15, st_rad: 0.5, st_teff: 3734.0}
+GJ667C: {st_logg: 4.69, st_met: -0.55, st_rad: null, st_teff: 3650.0}
+GJ674: {st_logg: 4.86, st_met: -0.28, st_rad: 0.36, st_teff: 3451.0}
+GJ676A: {st_logg: 4.62, st_met: 0.08, st_rad: 0.69, st_teff: 3734.0}
+GJ699: {st_logg: 4.9, st_met: -0.56, st_rad: 0.18, st_teff: 3195.0}
+GJ729: {st_logg: null, st_met: null, st_rad: null, st_teff: 3240.0}
+GJ832: {st_logg: 4.7, st_met: -0.7, st_rad: 0.48, st_teff: 3657.0}
+GJ849: {st_logg: 4.8, st_met: 0.09, st_rad: 0.45, st_teff: 3467.0}
+GJ876: {st_logg: 4.87, st_met: 0.213, st_rad: 0.37, st_teff: 3293.74}
+HAT-P-12: {st_logg: 4.61, st_met: -0.063, st_rad: 0.7, st_teff: 4652.87}
+HAT-P-26: {st_logg: 4.5, st_met: 0.028, st_rad: 0.86, st_teff: 5061.9}
+HD-149026: {st_logg: 4.17, st_met: 0.33, st_rad: 1.46, st_teff: 6084.0}
+HD40307: {st_logg: 4.63, st_met: -0.323, st_rad: 0.72, st_teff: 4867.44}
+HD85512: {st_logg: null, st_met: null, st_rad: null, st_teff: 4455.0}
+L-678-39: {st_logg: 4.94, st_met: -0.12, st_rad: 0.34, st_teff: 3505.0}
+L-98-59: {st_logg: 4.86, st_met: -0.46, st_rad: 0.3, st_teff: 3415.0}
+L-980-5: {st_logg: null, st_met: null, st_rad: null, st_teff: 3278.0}
+LHS-2686: {st_logg: null, st_met: null, st_rad: null, st_teff: 3220.0}
+LP-791-18: {st_logg: 5.12, st_met: -0.09, st_rad: 0.18, st_teff: 2960.0}
+TOI-193: {st_logg: 4.47, st_met: 0.25, st_rad: 0.95, st_teff: 5480.0}
+TRAPPIST-1: {st_logg: 5.24, st_met: 0.053, st_rad: 0.12, st_teff: 2566.0}
+V-EPS-ERI: {st_logg: 4.59, st_met: -0.044, st_rad: 0.76, st_teff: 5020.38}
+WASP-127: {st_logg: 4.2, st_met: -0.193, st_rad: 1.35, st_teff: 5828.01}
+WASP-17: {st_logg: 4.18, st_met: -0.07, st_rad: 1.57, st_teff: 6548.0}
+WASP-43: {st_logg: 4.5, st_met: -0.01, st_rad: 0.65, st_teff: 4500.0}
+WASP-77A: {st_logg: 4.48, st_met: -0.1, st_rad: 0.91, st_teff: 5617.0}
+"""
+MUSCLES_STARS = yaml.safe_load(MUSCLES_STARS_YAML)
+
+# The function below is only needed when updating this file.
+
+def get_muscles_stellar_data():
+    """Queries the Nasa Exoplant Archive to try to get stellar properties for 
+    each the MUSCLES stars. The function outputs a yaml file for all stars for which 
+    properties were found.
+    """
+    from bs4 import BeautifulSoup
+
+    # All the MUSCLES stars, with some alternative names
+    ALL_MUSCLES_STARS = {
+        'GJ1132': [],
+        'GJ1214': [],
+        'GJ15A': [],
+        'GJ163': [],
+        'GJ176': ['Gaia DR2 3409711211681795584'],
+        'GJ436': [],
+        'GJ581': [],
+        'GJ649': [],
+        'GJ667C': [],
+        'GJ674': [],
+        'GJ676A': [],
+        'GJ699': ['Gaia DR2 4472832130942575872'],
+        'GJ729': ['Gaia DR2 4075141768785646848',],
+        'GJ832': [],
+        'GJ849': [],
+        'GJ876': [],
+        'HD40307': [],
+        'HD85512': ['Gaia DR2 5412947081287925504'],
+        'L-980-5': ['Gaia DR2 3652796572020424448'],
+        'LHS-2686': [],
+        'TRAPPIST-1': [],
+        'V-EPS-ERI': ['Gaia DR2 5164707970261630080'],
+        'GJ551': ['Gaia DR2 5853498713160606720'],
+        'LP-791-18': ['LP791-18'],
+        'WASP-43': [],
+        'HD-149026': ['HD149026'],
+        'L-98-59': ['L98-59'],
+        'HAT-P-26': [],
+        'L-678-39': ['Gaia DR2 5664814198431308288'],
+        'TOI-193': ['Gaia DR2 2307504062045842688'],
+        'WASP-17': [],
+        'WASP-127': [],
+        'HAT-P-12': [],
+        'WASP-77A': [],
+    }
+
+    # NEA api
+    response = requests.get(
+        "https://exoplanetarchive.ipac.caltech.edu/TAP/sync?query="+
+        "select+sy_name,hostname,gaia_id,st_teff,st_met,st_rad,st_logg,st_refname+from+stellarhosts&format=json"
+    )
+    data = response.json()
+
+    # First find stars for which there is data in the NEA
+    exo_names = np.array([a['hostname'].replace(' ','') for a in data])
+    gaia_names = np.array([a['gaia_id'] for a in data])
+    stars = {}
+    for key in ALL_MUSCLES_STARS:
+        # Search using primary name
+        inds = np.where(key == exo_names)[0]
+        if len(inds) > 0:
+            stars[key] = inds
+            continue
+        
+        # Search using alternative name
+        inds = np.array([],dtype=np.int64)
+        for altname in ALL_MUSCLES_STARS[key]:
+            inds = np.where(altname == exo_names)[0]
+            if len(inds) > 0:
+                break
+            inds = np.where(altname == gaia_names)[0]
+            if len(inds) > 0:
+                break
+        if len(inds) > 0:
+            stars[key] = inds
+            continue
+
+        # The star was not found
+        stars[key] = []
+
+    # Next, sort all the data by publication year (newest to oldest)
+    for key in stars:
+        years = []
+        for ind in stars[key]:
+            soup = BeautifulSoup(data[ind]['st_refname'],features="html.parser")
+            ref = soup.find(href=True)['refstr']
+            year = 0
+            try:
+                year = int(ref.split('__')[-1])
+            except ValueError:
+                pass
+            years.append(year)
+        if len(stars[key]) > 0:
+            inds1 = np.argsort(years)[::-1]
+            stars[key] = list(np.array(stars[key])[inds1])
+
+    # Next, sort so that publications will all data of interest are first
+    datakeys = ['st_teff','st_met','st_rad','st_logg']
+    for key in stars:
+        best_inds = []
+        other_inds = []
+        for ind in stars[key]:
+            all_info = True
+            for key1 in datakeys:
+                if data[ind][key1] is None:
+                    all_info = False
+                    break
+            if all_info:
+                best_inds.append(ind)
+            else:
+                other_inds.append(ind)
+        if len(stars[key]) > 0:
+            stars[key] = best_inds + other_inds
+
+    # Extract the stellar properties
+    stars_new = {}
+    for key in stars:
+        res = {key1: None for key1 in datakeys}
+        for ind in stars[key]:
+            for key1 in datakeys:
+                if res[key1] is None and data[ind][key1] is not None:
+                    res[key1] = data[ind][key1]
+        stars_new[key] = res
+    stars = stars_new
+
+    # Save as a yaml file
+    for star in stars:
+        stars[star] = flowmap(stars[star])
+    with open('muscles_stars.yaml','w') as f:
+        yaml.dump(stars,f,yaml.Dumper)
diff --git a/photochem/utils/youngsun.py b/photochem/utils/youngsun.py
new file mode 100644
index 0000000..1c35d8c
--- /dev/null
+++ b/photochem/utils/youngsun.py
@@ -0,0 +1,1448 @@
+import numpy as np
+from scipy import interpolate
+
+def youngsun(timega, grid):
+    """Claire et al. (2012) (https://doi.org/10.1088/0004-637X/757/1/95) 
+    routine for scaling the Modern Sun's spectrum to some other time in Earth's history.
+
+    Parameters
+    ----------
+    timega : float
+        Billions of years ago
+    grid : ndarray[ndim=1,double]
+        Wavelength grid in Angstroms
+
+    Returns
+    -------
+    ndarray[ndim=1,double]
+        Scaling that should be applied to the Modern Sun's spectrum
+        at each wavelength grid to convert it to the Sun's spectrum
+        in the past.
+    """    
+
+    RnormBahcall= [
+        0.869,0.882,0.888,0.892,0.897,0.901,0.906,0.91,
+        0.915,0.92,0.924,0.929,0.934,0.94,0.945,0.951,0.956,0.962,0.968,
+        0.974,0.981,0.987,0.994,1.001,1.008,1.016,1.023,1.031,1.04,
+        1.048,1.057,1.066,1.075,1.085,1.095,1.105,1.116,1.127,1.139,
+        1.152,1.166
+    ]
+     
+    LnormBahcall = [
+        0.677,0.721,0.733,0.744,0.754,0.764,0.775,0.786,
+        0.797,0.808,0.82,0.831,0.844,0.856,0.869,0.882,0.896,0.91,0.924,
+        0.939,0.954,0.97,0.986,1.003,1.02,1.037,1.055,1.073,1.092,1.112,
+        1.132,1.152,1.172,1.193,1.214,1.235,1.256,1.278,1.304,1.332,
+        1.363
+    ]
+
+    BahcallAge = [
+        0.0,0.2,0.4,0.6,0.8,1.0,1.2,1.4,1.6,1.8,2.0,2.2,
+        2.4,2.6,2.8,3.0,3.2,3.4,3.6,3.8,4.0,4.2,4.4,4.6,4.8,5.0,5.2,5.4,
+        5.6,5.8,6.0,6.2,6.4,6.6,6.8,7.0,7.2,7.4,7.6,7.8,8.0
+    ]
+
+    a = -1.21374
+    b = 0.000502690
+    now = 4.56 # age of the sun in Gyr
+
+    # Initialize vectors
+    n = len(grid)
+    fluxmult = np.zeros(n)
+    relphoto = np.zeros(n)
+    chromofit = np.zeros(n)
+    chromomult = np.zeros(n)
+    nm = grid/10 # Convert to Angstrongs for ease later
+
+    for l in range(n):
+        # first, initialize flux multipliers in shorwave continuum (will be updated between 1500/2000 later)
+        if grid[l] < 2000:
+            power = a + b*grid[l]
+            fluxmult[l] = ((now-timega)**power)/(now**power)
+        else:
+            fluxmult[l] = 1.0
+
+        # then do the same for chromofit using 'diff' as the indexing offset
+        if grid[l] >= 1500 and grid[l] <= 2200:
+            # eqn 4 in paper
+            chromofit[l] = -41.4287 + 0.665466*nm[l] - 0.00360537* nm[l]**2 + 6.54727e-6*nm[l]**3
+            if chromofit[l] > 0:
+                chromofit[l]  = 0.0
+
+        # now set chromospheric "multipliers"
+        chromomult[l] = (((now-timega)**chromofit[l]) / (now**chromofit[l])) - 1
+
+    time = now - timega
+
+    Rnorm = interpolate.CubicSpline(BahcallAge, RnormBahcall)(time)
+    Lnorm = interpolate.CubicSpline(BahcallAge, LnormBahcall)(time)
+
+    RnormNOW = 1.0
+    LnormNOW = 1.0
+    Tnow = 5777.0 # photospheric temperature of the modern sun (kelvin)
+    Tphoto = Tnow*(Lnorm/Rnorm**2)**0.25
+
+    # 1) Assign wave and kuruczflux
+    wave, kuruczflux, age = read_kuruczflux()
+
+    #  Subroutine fails if time is outside the photospheric models computed by Claire et al. 2012
+    if time <= np.min(age) or time >= np.max(age):
+        raise ValueError('`time` is outside the photospheric models computed by Claire et al. 2012 '+
+                        'The solar flux model is only applicable from >0.0 to 8.0 Gyrs.')
+
+    # 2) find where "time" is within the grid of Kurucz model ages 
+    for i in range(len(age)):
+        if age[i] >= time:
+            joe1 = i - 1
+            break
+    Alow = age[joe1]
+    Ahigh = age[joe1+1]
+
+    # 3) compute weights for this age
+    w2 = (time - Alow)/(Ahigh - Alow)
+    w1 = 1.0 - w2
+
+    # 4) do the same for modern temperature
+    for i in range(len(age)):
+        if age[i] >= now:
+            joe2 = i - 1
+            break
+    Alownow = age[joe2]
+    Ahighnow = age[joe2+1]
+
+    w2now = (now - Alownow)/(Ahighnow - Alownow)
+    w1now = 1.0 - w2now
+
+    # 5) compute fluxes by linear interpolation between solar ages
+    photonow = (kuruczflux[joe2,:]*w1now) + (kuruczflux[joe2+1,:]*w2now)
+    photothen = (kuruczflux[joe1,:]*w1) + (kuruczflux[joe1+1,:]*w2)
+
+    # 6) These are fluxes at the solar surface. Now compute fluxes at earth
+    #    technically, the fluxes are per steradian so should be multiplied by 4pi but we
+    #    normalize soon so don't bother...
+
+    # need to multiply by R_sun/R_earth
+    Rsunnow = 6.96e8 # solar radius in meters
+    Rstar = Rnorm*Rsunnow # solar radii at times
+    Rearth = 1.49598e11 # 1AU - assuming earth always at 1AU
+    fluxfactor = (Rstar/Rearth)**2 # flux factor at times vector
+
+    fluxfactornow = (Rsunnow/Rearth)**2
+
+    photothen = photothen*fluxfactor
+    photonow = photonow*fluxfactornow
+
+    # 7) compute relative flux at earth on kurucz grid
+    relphotokuruczgrid = np.zeros(len(wave))
+    relphotokuruczgrid[99:] = photothen[99:]/photonow[99:]
+    # wave[100]=69.5 nm, and photonow is 0 below this. In the final code,
+    # we only consider the photospheric contribution above 150nm anway...
+
+    # 8) interpolate kurucz grid to Thuillier wavelength grid
+    wave = wave*10.0 # convert kurucz wavelength grid to Angstroms
+    relphoto = np.interp(grid, wave, relphotokuruczgrid, left=0.0, right=0.0)
+
+    # 9) add in chromospheric excess to photosphere
+    for l in range(n):
+        if grid[l] <= 2200 and grid[l] >= 1500:
+            relphoto[l] = relphoto[l] + chromomult[l]
+    # so relphoto now contains the kurucz + chromosphere
+
+    start = 1500.0 # chromospheric weight interval #1 (lower bound in Angstroms)
+    finish = 1700.0 # chromspheric weight interval #2 (upper bound in Angstroms)
+    delval = finish - start
+
+    # 10) start the new chromoshere process, using the start/finish weights
+    # - for completeness, also add in the shortest wavelength Ribas beta
+    # (although we usually don't go much shorter than Ly a....)
+    for l in range(n):
+        if grid[l] >= start and grid[l] < finish:
+            # compute weight
+            w2 = (grid[l]-start)/delval
+            w1 = 1.0 - w2
+            # scale flux with weights
+            fluxmult[l] = (fluxmult[l]*w1) + (relphoto[l]*w2)
+
+        if grid[l] >= finish:
+            fluxmult[l] = relphoto[l]
+        
+        # pplying ribas 1-20 A beta value for 2 ATLAS points less than 25 A - revisit if higher energy solar flux is ever used.
+        if grid[l] <= 20:
+            fluxmult[l] = ((now-timega)**(-1.92))/(now**(-1.92))
+
+
+    # 11) add in strong lines from Ribas et al. 2005
+
+    # some issue with 285., 305, 365,975,1025,1035
+    stronglines = [
+        284.,304.,361.,977.,1026.,1032.,1038.,1176.,1206.,
+        1216.,1304.,1335.,1400.,1550.,1640.,1657.
+    ]
+    # slinebetas=strong line betas (beta means power law slope)
+    slinebetas = [
+        -1.79,-1.34,-1.86,-0.85,-1.24,-1.00,-1.02,-1.02,
+        -0.94,-0.72,-0.78,-0.78,-0.97,-1.08,-1.28,-0.68
+    ]
+
+    # Determine width of line, then calculate relative flux in that bin
+    for k in range(len(stronglines)):
+        if stronglines[k] < 1200:
+            width = 5.0
+        else:
+            width = 1.0
+            if stronglines[k] == 1216:
+                width = 8.0
+        lowerl = stronglines[k] - width
+        upperl = stronglines[k] + width
+
+        for j in range(n):
+            if grid[j] >= lowerl and grid[j] <= upperl:
+                fluxmult[j] = ((now-timega)**slinebetas[k])/(now**slinebetas[k])
+
+    return fluxmult
+
+def read_kuruczflux():
+    KURUCZFLUX_FILE = \
+"""0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 9.090000E+00
+0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 9.350000E+00
+0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 0.000000E+00 9.610000E+00
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+5.590530E-02 5.614514E-02 5.639397E-02 5.641420E-02 5.646442E-02 5.651389E-02 5.656410E-02 5.661431E-02 5.666378E-02 5.672374E-02 5.677321E-02 5.683242E-02 5.688188E-02 5.694184E-02 5.699131E-02 5.704077E-02 5.709998E-02 5.714869E-02 5.719816E-02 5.724763E-02 5.728736E-02 5.733681E-02 5.737654E-02 5.741627E-02 5.745523E-02 5.748596E-02 5.752493E-02 5.754517E-02 5.757515E-02 5.759539E-02 5.761562E-02 5.762612E-02 5.763586E-02 5.763736E-02 5.763811E-02 5.763886E-02 5.762986E-02 5.761188E-02 5.759314E-02 5.757441E-02 5.753693E-02 5.750920E-02 5.748972E-02 2.000000E+04
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+2.166095E-04 2.175323E-04 2.184972E-04 2.185768E-04 2.187689E-04 2.189656E-04 2.191577E-04 2.193497E-04 2.195465E-04 2.197807E-04 2.199774E-04 2.202116E-04 2.204084E-04 2.206379E-04 2.208347E-04 2.210314E-04 2.212656E-04 2.214577E-04 2.216544E-04 2.218511E-04 2.220104E-04 2.222025E-04 2.223617E-04 2.225210E-04 2.226802E-04 2.227973E-04 2.229566E-04 2.230363E-04 2.231581E-04 2.232377E-04 2.233173E-04 2.233595E-04 2.234016E-04 2.234016E-04 2.234063E-04 2.234110E-04 2.233735E-04 2.232986E-04 2.232236E-04 2.231487E-04 2.229988E-04 2.228864E-04 2.228114E-04 8.000000E+04
+8.822593E-05 8.859768E-05 8.898741E-05 8.901739E-05 8.909833E-05 8.917628E-05 8.925423E-05 8.933217E-05 8.941012E-05 8.950605E-05 8.958400E-05 8.967693E-05 8.975787E-05 8.985081E-05 8.992876E-05 9.000670E-05 9.010264E-05 9.018059E-05 9.026153E-05 9.033947E-05 9.040243E-05 9.048337E-05 9.054634E-05 9.060930E-05 9.067224E-05 9.072322E-05 9.078617E-05 9.081915E-05 9.086711E-05 9.090009E-05 9.093007E-05 9.094806E-05 9.096604E-05 9.096604E-05 9.096604E-05 9.096904E-05 9.095405E-05 9.092406E-05 9.089409E-05 9.086411E-05 9.080116E-05 9.075618E-05 9.072621E-05 1.000000E+05
+4.232695E-05 4.250600E-05 4.269128E-05 4.270794E-05 4.274542E-05 4.278289E-05 4.281828E-05 4.285576E-05 4.289323E-05 4.293903E-05 4.297651E-05 4.302231E-05 4.305978E-05 4.310350E-05 4.314098E-05 4.317845E-05 4.322425E-05 4.326173E-05 4.329920E-05 4.333667E-05 4.336582E-05 4.340330E-05 4.343452E-05 4.346367E-05 4.349490E-05 4.351780E-05 4.354903E-05 4.356360E-05 4.358650E-05 4.360316E-05 4.361773E-05 4.362606E-05 4.363438E-05 4.363438E-05 4.363438E-05 4.363438E-05 4.362814E-05 4.361357E-05 4.359899E-05 4.358442E-05 4.355527E-05 4.353445E-05 4.351988E-05 1.200000E+05
+2.273988E-05 2.283624E-05 2.293566E-05 2.294331E-05 2.296319E-05 2.298307E-05 2.300296E-05 2.302437E-05 2.304426E-05 2.306720E-05 2.308861E-05 2.311156E-05 2.313144E-05 2.315591E-05 2.317579E-05 2.319568E-05 2.322015E-05 2.324004E-05 2.325992E-05 2.327981E-05 2.329663E-05 2.331652E-05 2.333181E-05 2.334864E-05 2.336546E-05 2.337770E-05 2.339299E-05 2.340217E-05 2.341441E-05 2.342206E-05 2.342970E-05 2.343429E-05 2.343888E-05 2.343888E-05 2.343888E-05 2.344041E-05 2.343582E-05 2.342817E-05 2.342053E-05 2.341288E-05 2.339758E-05 2.338534E-05 2.337770E-05 1.400000E+05
+1.327167E-05 1.332788E-05 1.338644E-05 1.339112E-05 1.340283E-05 1.341454E-05 1.342625E-05 1.343796E-05 1.344968E-05 1.346373E-05 1.347544E-05 1.348949E-05 1.350120E-05 1.351526E-05 1.352697E-05 1.353868E-05 1.355273E-05 1.356444E-05 1.357498E-05 1.358669E-05 1.359606E-05 1.360777E-05 1.361714E-05 1.362651E-05 1.363705E-05 1.364407E-05 1.365344E-05 1.365812E-05 1.366515E-05 1.366984E-05 1.367452E-05 1.367686E-05 1.367920E-05 1.367920E-05 1.368038E-05 1.368038E-05 1.367803E-05 1.367335E-05 1.366866E-05 1.366398E-05 1.365578E-05 1.364876E-05 1.364407E-05 1.600000E+05
+0.0     0.1     0.2     0.3     0.5     0.7     0.9     1.1     1.3     1.5     1.7     1.9     2.1     2.3     2.5     2.7     2.9     3.1     3.3     3.5     3.7     3.9     4.1     4.3     4.5     4.7     4.9     5.1     5.3     5.5     5.7     5.9     6.1     6.3     6.5     6.7     6.9     7.1     7.3     7.5     7.7     7.9     8.0"""
+
+    lines = KURUCZFLUX_FILE.split('\n')
+    data = []
+    for line in lines[:-1]:
+        data.append([float(a) for a in line.split()])
+    data = np.array(data)
+    wave = data[:,-1]
+    kuruczflux = data[:,:-1].T
+    age = np.array([float(a) for a in lines[-1].split()])
+
+    return wave, kuruczflux, age
+    
+    
+
+
+
+
+
+
+
+