The California-Kepler Survey
The California-Kepler Survery (CKS) is a project to measure precise properties of planets and thier host stars discovered by NASA’s Kepler Mission. There are 1305 CKS spectra of “Kepler Objects of Interest” (KOIs) hosting 2025 planet candidates. The CKS project was initiated by Andrew Howard, Geoff Marcy, John Johnson, Tim Morton, and Howard Isaacson. Spectra were obtained from 2011 to 2015. The core goal of CKS was to obtain a high-resolution spectrum with HIRES at the W. M. Keck Observatory of all KOIs with Kp (Kepler magnitude) < 14.2. Fainter stars were appended for a variety of reasons.
The overlapping CKS stellar samples are:
- Magnitude-limited (Kp < 14.2; Nstar = 960, Nplanet = 1385)
- Multi-planet hosts (Nstar = 484, Nplanet = 1254)
- Ultra-short period hosts (P < 1 day; Nstar = 127, Nplanet = 127)
- Habitable Zone hosts (Nstar = 71, Nplanet = 71)
- Other (Nstar = 38, Nplanet = 38)
The CKS dataset is described in two papers
CKS-I: “The California-Kepler Survey. I. High Resolution Spectroscopy of 1305 Stars Hosting Kepler Transiting Planets” (Petigura, Howard, Marcy, Johnson, Isaacson, et al. 2017; Astronomical Journal, 154, 107)
CKS-II: “The California-Kepler Survey. II. Precise Physical Properties of 2025 Kepler Planets and Their Host Stars” (Johnson, Petigura, Fulton, Marcy, Howard, et al. 2017; Astronomical Journal, 154, 108)
Other Papers Using CKS Data by the CKS Team
CKS-III: “The California-Kepler Survey. III. A Gap in the Radius Distribution of Small Planets” (Fulton, Petigura, Howard, Isaacson, Marcy, et al. 2017; Astronomical Journal, 154, 109)
CKS-IV: “The California-Kepler Survey. IV. Metal-rich Stars Host a Greater Diversity of Planets” (Petigura, Marcy, Winn, Weiss, Fulton et al. 2018; Astronomical Journal, 155, 2)
CKS-V: “The California-Kepler Survey V. Peas in a Pod: Planets in a Kepler Multi-planet System are Similar in Size and Regularly Spaced” (Weiss, Marcy, Petigura, Fulton, Howard, et al. 2017; Astronomical Journal, 155, 48)
CKS-VI: “The California-Kepler Survey. VI: Kepler Multis and Singles Have Similar Planet and Stellar Properties Indicating a Common Origin” (Weiss, Isaacson, Marcy, Howard, Petigura, et al. 2018; Astronomical Journal, 156, 254)
CKS-VII: “The California Kepler Survey VII. Precise Planet Radii Leveraging Gaia DR2 Reveal the Stellar Mass Dependence of the Planet Radius Gap” (Fulton & Petigura 2018; Astronomical Journal, 156, 264)
CKS-VIII: “CKS VIII: Eccentricities of Kepler Planets and Tentative Evidence of a High Metallicity Preference for Small Eccentric Planets” (Mills, Howard, Petigura, Fulton, Isaacson, et al. 2019; Astromical Journal, accepted)
“Absence of a metallicity effect for ultra-short-period planets” (Winn, Sanchis-Ojeda, Rogers, Petigura, Howard, et al. 2017; Astronomical Journal, 154, 60)
“Constraints on Obliquities of Kepler Planet-Hosting Stars” (Winn, Petigura, Morton, Weiss, Dai, et al. 2017; Astronomical Journal, 154, 6)
“Identifying Young Kepler Planet Host Stars from Keck-HIRES Spectra of Lithium” (Berger, Howard, & Boesgaard 2018; Astrophysical Journal, 855, 115)
CKS Contributors (alphabetical)
Phillip A. Cargile, Ian J. M. Crossfield, Benjamin J. Fulton, Leslie Hebb, Lea A. Hirsch, Andrew W. Howard, Howard Isaacson, John Asher Johnson, Geoffrey W. Marcy, Timothy D. Morton, Erik A. Petigura, Leslie A. Rogers, Evan Sinukoff, Lauren M. Weiss, Joshua N. Winn
Parameters are available via
See CKS-I for a detailed description of the CKS spectra from Keck-HIRES. Spectra are available via
Naming convention for individual spectra is
cks-k00001_bj122.742.fits - <k00001> = KOI-1 - <b> = Blue chip - <j122.742> = Unique CPS spectrum identifier
Each Keck/HIRES spectrum consists of three individual files. Each file is prefixed with an letter indicating the HIRES chip. Each chip covers the following range of wavelengths:
- ‘i’ (6540-8000 Ang)
- ‘r’ (4975-6420 Ang)
- ‘b’ (3640-4800 Ang)
The CKS spectral analysis uses only the central (‘r’) spectrum.
Within each .fits file, there are three extensions of equal dimemsions:
- The first extension is the spectrum itself, in echelle format. The values are flux, in arbitray units. The blaze function has been removed from each spectral order.
- The second extension gives the fractional error per pixel.
- The third extension holds the rest frame wavelength solution, which is accurate to ~1 HIRES pixel or ~1.2 km/s or ~0.02 angstroms.
Read in spectrum in IDL
IDL> flux = readfits('cks-K00001_rj122.742.fits',hd) Read the fractional error: IDL> flux_err =readfits('cks-K00001_rj122.742.fits',exten=1,hd) Read the pixel by pixel wavelength solution (error = +/- 1 pixel) IDL> wav = readfits('cks-K00001_rj122.742.fits.fits',exten=2,hd)
Read in spectrum in Python
>>> from astropy.io import fits >>> hdulist = fits.open('cks-K00001_rj122.742.fits') >>> hdulist.info() Filename: cks-K00001_rj122.742.fits No. Name Type Cards Dimensions Format 0 PRIMARY PrimaryHDU 722 (4021, 16) float32 1 ImageHDU 7 (4021, 16) float32 2 ImageHDU 7 (4021, 16) float64 Isolate the spectrum, fractional error and wavelength solution >>> flux = hdulist.data >>> flux_err = hdulist.data >>> wav = hdulist.data
Registering HIRES spectra
The CKS spectra are defined with respect to the rest frame of HIRES. For precision spectroscopy, it is more convenient to register (shift) spectra onto the rest frame of the star, i.e. H-alpha at 6563 angstroms. The open source code Empirical-SpecMatch, developed by Yee, Petigura, and von Braun (2017) contains a module to facilitate the registration of HIRES spectra. For example, shifting registering KOI-7 (systemic RV = −60.8 km/s).
$ smemp shift -p cks-k00007_rj74.509.fits -o output/ # -p produces pretty output plots # -o specifies output directory