Brought to you by:

NEOWISE REACTIVATION MISSION YEAR ONE: PRELIMINARY ASTEROID DIAMETERS AND ALBEDOS

, , , , , , , , , and

Published 2015 November 24 © 2015. The American Astronomical Society. All rights reserved.
, , Citation C. R. Nugent et al 2015 ApJ 814 117 DOI 10.1088/0004-637X/814/2/117

0004-637X/814/2/117

ABSTRACT

We present preliminary diameters and albedos for 7956 asteroids detected in the first year of the NEOWISE Reactivation mission. Of those, 201 are near-Earth asteroids and 7755 are Main Belt or Mars-crossing asteroids. 17% of these objects have not been previously characterized using the Near-Earth Object Wide-field Infrared Survey Explorer, or "NEOWISE" thermal measurements. Diameters are determined to an accuracy of ∼20% or better. If good-quality H magnitudes are available, albedos can be determined to within ∼40% or better.

Export citation and abstract BibTeX RIS

1. INTRODUCTION

Sizes and albedos of asteroids are basic quantities that can be used to answer a range of scientific questions. A significant number of diameter measurements produce a size–frequency distribution, which can constrain models of asteroid formation and evolution (Zellner 1979; Gradie & Tedesco 1982; Bus & Binzel 2002; Tedesco et al. 2002; Masiero et al. 2011). Asteroid albedos aid the identification of collisional family members (Carruba et al. 2013; Masiero et al. 2013, 2015; Walsh et al. 2013; Milani et al. 2014), and allow for basic characterization of asteroid composition (Mainzer et al. 2011c; Grav et al. 2012a; Masiero et al. 2014).

Most observations of asteroids are made in visible wavelengths, where flux is dependent on both size and albedo. Observations in other wavelengths, such as the infrared (e.g., Hansen 1976; Cruikshank 1977; Lebofsky et al. 1978; Morrison & Lebofsky 1979; Delbó et al. 2003, 2011; Wolters et al. 2005, 2008; Matter et al. 2011; Müller et al. 2012, 2013) or radio (e.g., Ostro et al. 2002; Benner et al. 2015), are needed to determine these quantities precisely. At present, well-determined diameters and albedos have been measured for less than a quarter of known asteroids.

The infrared NEOWISE project (Mainzer et al. 2011a) has measured diameters and albedos for ∼20% of the known asteroid population, the majority of these measurements to date (Grav et al. 2011, 2012c; Mainzer et al. 2011b, 2012, 2015; Masiero et al. 2011, 2012; Bauer et al. 2013). Here, we expand the number of asteroids characterized by NEOWISE, deriving diameters and albedos for asteroids detected by NEOWISE between 2013 December 13 and 2014 December 13 during the first year of the Reactivation mission.

The NEOWISE mission uses the Wide-field Infrared Survey Explorer (WISE) spacecraft, which images the entire sky using freeze-frame scanning from a Sun-synchronous polar orbit (Wright et al. 2010; Cutri et al. 2012). WISE is equipped with a 50 cm telescope and four 1024 × 1024 pixel focal plane array detectors that simultaneously image the same 47 × 47 arcmin field of view in 3.4, 4.6, 12, and 22 μm bands, all originally cooled by solid hydrogen cryogen. WISE scans the sky between the ecliptic poles continuously during its 95 minute orbit. A tertiary scan mirror freezes the sky on the focal planes for 11 s while the detectors are read out, producing a sequence of adjacent images with 7.7 s exposure times in the 3.4 and 4.6 μm bands and 8.8 s in the 12 and 22 μm bands. The orbit precesses at an average rate of approximately one degree per day, so that the full sky is covered in six months.

WISE was launched on 2009 December 14 and began surveying on 2010 January 7. WISE scanned the sky 1.5 times during the 9.5 months while it was cooled by its hydrogen cryogen. After the hydrogen was depleted, the survey continued as NEOWISE until 2011 February 1, using the 3.4 and 4.6 μm detectors that operated at near full sensitivity with purely passive cooling. During the additional four months of "post-cryo" operations, coverage of the entire inner Main Asteroid Belt was completed, along with a second complete coverage of the sky. WISE/NEOWISE was placed into hibernation in 2011 mid-February. In this mode, the solar panels were held facing the Sun and the telescope pointed toward the north ecliptic pole. The telescope viewed the Earth during half of each orbit, resulting in some heating.

The WISE spacecraft was brought out of hibernation in 2013 September and renamed NEOWISE to continue its mission to discover, track, and characterize asteroids through ∼2017 (Mainzer et al. 2014). The telescope was restored to near zenith pointing, which enabled the optics and focal planes to cool passively back to ∼74 K. Survey operations resumed on 2013 December 13, with the 3.4 and 4.6 μm detectors operating at a sensitivity comparable to that during the original WISE cryogen survey (Cutri et al. 2015). The NEOWISE moniker, an acronym of near-Earth object WISE, encompasses both the archiving of individual images to allow for the detection of transient objects, and the extensions of the mission beyond WISE's original 9-month lifetime.

NEOWISE uses the same survey and observing strategy as the original WISE mission (Wright et al. 2010). The majority of each orbit is devoted to observations, with only brief breaks for data transmission and momentum unloading. The spacecraft carries a body-fixed antenna, and therefore must reorient itself to communicate with the Tracking and Data Relay Satellite System, which relays the data to Earth. Data transmission is timed to only interrupt survey coverage near the ecliptic poles, which are observed frequently. Momentum unloading, which can result in streaked images, is also completed at this time.

Data processing for NEOWISE uses the WISE Science Data System (Cutri et al. 2015), which performs instrumental, photometric, and astrometric calibration for each individual set of 3.4 and 4.6 μm exposures obtained by the spacecraft, and detects and characterizes sources on each exposure. The calibrated images and the database of positions and fluxes of sources extracted from those images for the first year of NEOWISE survey observations were released in 2015 March (Cutri et al. 2015).

The WISE Moving Object Pipeline System (WMOPS; Cutri et al. 2012) identifies sources that display motion between the different observations of the same region on the sky. WMOPS uses the extracted source lists from sets of images to first identify and filter out sources that appear stationary between individual exposures, and then links non-stationary detections into sets that exhibit physically plausible motion on the sky. Generally, objects within 70 AU of the Sun move quickly enough to be detected by WMOPS (Mainzer et al. 2011a, see also Bauer et al. 2013). Those candidate moving objects that are not associated with known asteroids, comets, planets, or planetary satellites are verified individually by NEOWISE scientists. A minimum of five independent detections are required for a tracklet (a set of position/time pairs) to be considered reliable. Tracklets for each verified new candidate object and previously known solar system objects are reported to the IAU Minor Planet Center (MPC) three times per week. The MPC performs initial orbit determination, associates the NEOWISE tracklets with known objects, and archives the NEOWISE astrometry and times in its observation database.

Candidates confirmed by the MPC to be possible new near-Earth-objects (NEOs) are posted to their NEO Confirmation page for prompt follow-up observations by ground-based observers. Rapid follow-up is essential for NEOWISE NEO candidates because the NEOWISE arcs are usually short, and the asteroid's projected positional uncertainties grow quickly, making reliable recovery difficult after 2–3 weeks. To ensure prompt follow-up, NEOWISE observations are reported to the MPC less than three days after observations on board the spacecraft. A NEOWISE candidate discovery has a minimum of five observations over ∼3 hr, although typical objects have ∼12 observations spanning ∼1.5 days.

Targets observed by NEOWISE can pose unique challenges to ground-based follow-up observers. NEOWISE's orbit allows observations to be made at all declinations, and observing is independent of lunar phase. Ground-based observers are limited to a fixed declination range, and must sometimes deal with light from the moon and terrestrial weather, which can preclude observations. Moreover, NEOWISE discoveries are frequently extremely dark (see Figure 5), often requiring 2–4 m class telescopes to detect them at low solar elongations.

Observers around the globe (including both amateurs and professionals) have contributed essential follow-up observations, which are defined here as an observation of an object within 15 days of its first observation on board the spacecraft. Significant contributors of follow-up observations are given in Figure 1. The Spacewatch Project (McMillan 2007) contributes a large share of recoveries in the northern hemisphere. The Las Cumbres Observatory Global Telescope (LCOGT) Network of robotically operated queue-scheduled telescopes (Brown et al. 2013) has been an extremely useful resource for securing detections when weather is poor at a particular site. Additionally, the group led by D. Tholen using the University of Hawaii 2.2 m and Canada–France–Hawaii 4 m telescopes has successfully detected the targets with the faintest optical magnitudes in the northern hemisphere (e.g., Tholen et al. 2014). The NEOWISE team was awarded time with the DECam instrument on the Cerro Tololo Inter-American Observatory 4 m telescope, which has proven invaluable for the recovery of low albedo objects at extreme declinations in the southern hemisphere.

Figure 1.

Figure 1. Number of follow-up observations by observatories that contributed >5 observations during the Year 1 Reactivation. Spacewatch, LCOGT, and Catalina employ multiple telescopes; their observatory codes have been grouped together. Observatory code 568, Mauna Kea, is frequently used by the Tholen group.

Standard image High-resolution image

We present diameters and albedos for 201 near-Earth asteroids (NEAs) and 7755 Main Belt and Mars-crossing asteroids detected in the first year of reactivation, between 2013 December 13 and 2014 December 13. This includes the 38 NEAs discovered by NEOWISE during those dates.

2. METHODS

2.1. Observations

The MPC is responsible for verifying and archiving asteroid astrometry. To obtain the verified record of objects found by the WMOPS pipeline in the NEOWISE data, we queried the MPC observations files "NumObs.txt" and "UnnObs.txt" for NEOWISE (observatory code C51) observations between 2013 December 13 and 2014 December 13. This returned the list of object identifications, along with the observation times and NEOWISE measured astrometry. This included known objects and WMOPS asteroid discoveries made during that time.

The NASA/IPAC Infrared Science Archive (IRSA, at http://irsa.ipac.caltech.edu) NEOWISE-R Single Exposure Source Table was then queried for the fluxes of sources detected in the NEOWISE data. The list of detections extracted from the MPC files was converted into GATOR format (see http://irsa.ipac.caltech.edu/applications/Gator/GatorAid/irsa/QuickGuidetoGator.htm), and uploaded into the IRSA interface using a cone search radius of 2 arcsec and a restriction that times match the MPC-archived observation time to within 2 s. This two-step process of querying both the MPC archive and the NEOWISE-R Single Exposure (L1b) Source Table ensures that only detections verified both by the NEOWISE object identification routines and the MPC are used for thermal modeling. While there may be additional objects in the database that were detected fewer than five times, or are just below the single-frame detection threshold, this method of extracting moving object detections ensures high reliability, since WMOPS actively works to exclude fixed sources such as stars and galaxies from tracklets. Sources with fewer than five detections or those that fall just below the single-frame detection threshold will be extracted in future processing.

NEOWISE detections were further filtered using several measurement and image quality flags. We required detections to have "ph_qual" values of "A," "B," or "C," "cc_flag" values of "0," and "qual_frame" values of "10." The "ph_qual" flag represents photometric quality, accepting a value of "C" or higher ensures that the sources was detected with a flux signal-to-noise ratio >2. The "cc_flag," or contamination and confusion flag, indicates whether the source measurement may be compromised due to a nearby image artifact. By filtering for "cc_flag" = 0, we select for sources unaffected by known artifacts. Finally, "qual_frame" is an overall quality grade for the entire image in which the source was detected. We accepted only the best-quality images, those with a score of "10."

The filtered data from the NEOWISE Single Exposure Source Table are high-quality source measurements that were found at the times and locations of NEOWISE WMOPS detections submitted to the MPC. To further guard against the possibility of confusing a minor planet with fixed background sources such as stars and galaxies, we uploaded the filtered data to the IRSA catalog query engine, referencing the WISE All-sky Source Catalog to determine if any single-frame detections fell within 6.5 arcsec of an Atlas source. The WISE Source Catalog is generated using multiple independent single exposure images. Fast-moving solar system objects are suppressed during the construction of the catalog. A search radius of 6.5 arcsec was chosen, as it is the approximate size of the WISE beam in the 3.4 and 4.6 μm bands.

We required at least three observations with magnitude errors σmag ≤ 0.25 in one band. The largest main-belt asteroids (MBAs) can saturate the NEOWISE detectors, resulting in reduced photometric accuracy. Following the prescription laid out in Cutri et al. (2012) (Section IV.4), we did not consider objects that were brighter than 8.0 mag at 3.4 μm and 7.0 mag at 4.6 μm. The NEA measurements used in this work are given in Table 1.

Table 1.  NEOWISE Magnitudes for the NEAs Modeled in This Paper

Name MJD W1 (mag) W2 (mag) Aperture
01566 56795.5373147 >16.339 13.317 ± 0.086 0
01566 56795.668982 15.340 ± 0.132 13.287 ± 0.104 0
01566 56795.8005219 15.270 ± 0.133 13.255 ± 0.157 0
01566 56795.8663555 15.268 ± 0.137 13.226 ± 0.125 0
01566 56795.9321892 15.590 ± 0.200 13.395 ± 0.166 0
01566 56796.1295626 14.904 ± 0.097 13.348 ± 0.102 0
01566 56796.2612299 15.829 ± 0.192 13.467 ± 0.196 0
01580 56955.905682 >16.484 14.033 ± 0.171 0
01580 56956.037222 >16.124 14.230 ± 0.156 0
01580 56956.431715 17.100 ± 0.538 13.972 ± 0.136 0
01580 56956.5631277 16.951 ± 0.474 14.158 ± 0.198 0
01580 56956.6289614 >16.168 14.159 ± 0.157 0
01580 56956.6946677 16.178 ± 0.252 14.312 ± 0.187 0
01580 56956.7603741 16.442 ± 0.316 13.976 ± 0.154 0
01580 56956.8262078 >17.166 13.988 ± 0.209 0
01580 56956.8919142 16.944 ± 0.523 14.050 ± 0.134 0
01580 56956.9576205 16.206 ± 0.291 14.282 ± 0.186 0
01580 56957.0891606 16.795 ± 0.397 14.271 ± 0.180 0
01580 56957.4179471 >17.009 13.987 ± 0.145 0
01620 56993.9087248 15.427 ± 0.137 14.075 ± 0.156 0
01620 56994.3030911 15.463 ± 0.154 14.049 ± 0.200 0
01620 56994.434504 15.420 ± 0.144 13.556 ± 0.102 0
01620 56994.5659171 15.596 ± 0.171 14.375 ± 0.205 0
01620 56994.5660444 16.012 ± 0.212 14.305 ± 0.221 0
01620 56994.6317509 15.754 ± 0.198 13.846 ± 0.169 0
01620 56994.7631639 15.513 ± 0.145 13.807 ± 0.132 0
01620 56994.8945768 15.794 ± 0.216 14.203 ± 0.228 0
01620 56994.8947042 15.843 ± 0.488 14.106 ± 0.155 0
01620 56994.9604107 15.241 ± 0.129 13.988 ± 0.155 0
01620 56995.0918237 15.203 ± 0.109 13.637 ± 0.140 0
01620 56995.2890705 15.354 ± 0.124 13.483 ± 0.115 0
01620 56995.4204835 15.411 ± 0.161 13.768 ± 0.175 0
01620 56995.8147225 15.912 ± 0.223 14.289 ± 0.205 0

Note. Given are the time of the observation in modified Julian date (MJD), and the magnitude in the 3.4 μm (W1) and 4.6 μm bands (W2). Non-detections at a particular wavelength represent 95% confidence limits (Cutri et al. 2012). The aperture radius in arcseconds used for aperture photometry is given under "Aperture"; "0" indicates that the pipeline profile fit photometry was used. Only observations for the first three objects are shown.

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

Download table as:  DataTypeset image

2.2. Near-Earth Thermal Model (NEATM)

We used the NEATM of Harris (1998), following the implementation of Mainzer et al. (2011b, 2012) for NEAs and Masiero et al. (2011, 2012) for MBAs and Mars crossers. These results supersede those published in Mainzer et al. (2014). NEATM is a simple but effective method for determining effective spherical diameters and albedos (when corresponding visible light observations are available). This model makes several assumptions, including a spherical, non-rotating body, with a simple temperature distribution:

Equation (1)

where θ is the angular distance from the sub-solar point. Tmax is the subsolar temperature, defined as:

Equation (2)

where A is the bolometric Bond albedo, S is the solar flux at the asteroid, η is termed the beaming parameter, epsilon is the emissivity, and σ is the Stefan–Boltzmann constant. The beaming parameter η accounts for any deviation between the actual asteroid and the model. Changes in η can account for a host of factors, including non-spherical shapes, the presence of satellites, variations in surface roughness or thermal inertia, uncertainties in emissivity, high rates of spin, changes in surface temperature distributions due to spin pole location, or the imprecise assumption that the object's night-side has zero thermal emission (a factor that is most relevant for objects observed at high phase angles). Some of these factors that are accounted for in the beaming parameter are degenerate. For example, a slow-rotating object will have a heat distribution similar to a faster rotating object that has a lower thermal inertia. For this simple model, beaming accounts for the changes in temperature distribution due to these effects that cannot be otherwise separated.

Observations were divided into apparitions of 10 days, and the NEATM model was fitted to each individual apparition. These shorter apparitions allowed for fits to widely spaced apparitions or, for NEAs, over changing phase angles. Given that the NEOWISE observational cadence generally results in an object being detected over ∼1.5 days, sometimes with an additional epoch of observations ∼3–6 months later, we chose to divide observations separated by >10 days for separate fitting to account for large changes in object distances and viewing geometries.

NEATM spheres were approximated by a faceted polygon with 800 facets. Individual facet temperature was determined following Equation (1), and then color corrected following Wright et al. (2010). Observed thermal flux for each facet was computed, as was flux from reflected sunlight. The integrated flux from the object was determined, accounting for viewing geometry, to produce a model magnitude. A least-squares fitting routine compared modeled to observed magnitudes, and iterated on diameter, albedo, and beaming parameter until a best fit was found.

Geometric optical albedo pV was computed using absolute magnitude H and slope parameter G, using values supplied in MPCORB.dat by the MPC. Inaccurate H and G values will result in inaccurate pV fits. Work by Williams (2012) and Pravec et al. (2012) found systematic H offsets that vary as a function of H magnitude in data reported to the MPC. As albedo measurements depend on H and G values, errors in measurement of those values will propagate to derived albedos.

NEATM requires at least one of the NEOWISE wavelengths to be dominated by thermally emitted light. Some outer main-belt objects observed by NEOWISE were too cold to have thermally dominated emission at 3.4 or 4.6 μm, and therefore diameters and albedos for those objects are not reported in this paper. The proportion of reflected versus thermally emitted light for NEAs and inner MBAs can be seen in the spectral energy distribution plots shown in Figure 2. The proportion of thermally emitted flux depends on albedo, which means that for colder, outer MBAs it is unclear if a wavelength is thermally dominated until after the fit was performed. Comparison of those results to NEOWISE fits using 12 μm images and radar data confirmed that the thermal fits were poor, so we did not include results that had more than 25% reflected light in the 4.6 μm band.

Figure 2.

Figure 2. Comparison of spectral energy distribution for a simulated NEO and inner main-belt asteroid, each with albedos ranging from pV = 0.06 to pV = 0.5. Thick lines show the flux from the asteroid as a function of wavelength, which is composed of both thermally emitted (dashed) and reflected sunlight (dotted) components. NEOWISE bands centered at 3.4 and 4.6 μm are shown as shaded cyan and purple bars, respectively. For NEAs (left), the 3.4 and 4.6 μm bands are both thermally dominated. For objects in the inner Main Belt (right), the 3.4 μm band is dominated by reflected light, and the 4.6 μm band is dominated by thermally emitted light, though the ratio between these components varies with albedo.

Standard image High-resolution image

We assumed that η was equal to the average value for the object's population, as determined by Mainzer et al. (2011b) or Masiero et al. (2011), respectively. For NEAs, this meant η = 1.4 ± 0.5; for all other asteroids in this paper, η = 0.95 ± 0.25. As shown in Masiero et al. (2011), although the average η for the main belt is 1.0, the peak of the histogram is located closer to 0.95, so this value was adopted in this work.

Following the average values determined by Mainzer et al. (2011b) and Masiero et al. (2011), the ratio of infrared to visible albedo pIR/pV was initially set to 1.6 ± 1.0 for NEAs and 1.5 ± 0.5 for Mars-crossers and MBAs. Additionally, it was assumed that the albedos of each band were equal, or p3.4 μm = p4.6 μm. Although this may be a poor assumption for objects with red slopes (Grav et al. 2012b), it is necessary to prevent over fitting of the data.

2.3. Uncertainties

Uncertainties on d, pV, and η (when η was a free parameter) were determined using a Monte Carlo method. Measured NEOWISE magnitudes, H, and G were randomly adjusted within their errors, and the resultant model values of d, pV, and (in appropriate cases) η, were compared to the best-fit values. This process was repeated 25 times for each object, and the resultant errors are the weighted standard deviation of the Monte Carlo trials. The errors quoted in the tables below only include the random component measured through this MC method, not the systematic offset.

Systematic errors were computed by comparing the match between diameters derived in this work to radar-derived diameters for the same objects. Albedos were derived from the radar diameters using the equation

Equation (3)

where d is the diameter in kilometers (for more information, see Harris & Lagerros 2002).

2.4. Objects without Visible-wavelength Detections

Some MBA and Mars-crossing asteroids had no visible-wavelength measurements available from the MPC. Unlike NEAs, objects determined to have these orbits by the MPC are not added to the MPC's NEO Confirmation Page. Therefore, optical follow-up of these objects is rare, and usually serendipitous. For objects without reported optical detections, the H values in MPCORB.dat represent estimates, not measurements, and pV could not be derived. Since thermally emitted light weakly depends on albedo, d measurements are reported for these objects. However, lacking targeted follow-up, these objects have short arcs and relatively large position uncertainties, which can add additional systematic errors to the derived diameters.

2.5. NEAs

NEAs were examined with particular care. Objects with poor agreement between observed and modeled H values were refitted with a parameter that tightened the constraints between modeled and observed H. Finally, in some cases an assumption of fixed η = 1.4 produced a poor result. For NEAs with poor fits, beaming was varied between 1.0 and 2.0, to see if a statistically significant improvement in fit to the observed NEOWISE magnitudes could be achieved.

3. RESULTS

Results are divided into four tables. As diameters were calculated using different parameters for the NEAs vs the MBAs and Mars-crossing asteroids, results for these two groups are presented separately. Results are further subdivided between objects that were characterized previously by the NEOWISE team, and objects that were not. This is because previously published values likely used the fully cryogenic 12 and 22 μm wavelengths, and therefore can derive diameters more accurately, to within 10%. Researchers looking for the best-constrained diameter and albedo measurements should consult previously published work (Mainzer et al. 2011b, 2012; Masiero et al. 2011, 2012). However, for those researchers who are interested in diameters and albedos derived from additional epochs of data provided by the Year One Reactivation results, we also include the diameters derived for objects using these new data.

Tables 2 and 3 contain the fit diameters and albedos for 173 new and 28 previously characterized NEAs, respectively. Tables 4 and 5 contain the fit diameters and albedos for 1176 new and 6579 previously characterized MBAs and Mars crossing asteroids, respectively. Several objects were observed at multiple apparitions; in these cases, results are presented for each apparition.

Table 2.  Measured Diameters (d) and albedos (pV) of Near-Earth Objects Not Previously Characterized Using NEOWISE Data

Name Packed H G d (km) pV η W2 amp. ${n}_{W1}$ ${n}_{W2}$
1566 01566 16.90 0.15 1.03 ± 0.04 0.29 ± 0.05 1.40 ± 0.00 0.24 5 7
1580 01580 14.50 0.15 8.55 ± 5.23 0.04 ± 0.08 1.40 ± 0.52 0.34 0 12
1620 01620 15.60 0.15 1.87 ± 0.05 0.29 ± 0.04 1.40 ± 0.00 0.89 14 14
1862 01862 16.25 0.09 1.40 ± 0.04 0.29 ± 0.04 1.40 ± 0.00 0.41 10 10
1862 01862 16.25 0.09 1.26 ± 0.04 0.35 ± 0.05 1.40 ± 0.00 0.84 10 10
1917 01917 13.90 0.15 4.99 ± 0.14 0.20 ± 0.03 1.40 ± 0.00 0.58 14 14
1943 01943 15.75 0.15 2.34 ± 0.05 0.16 ± 0.02 1.40 ± 0.00 0.22 30 31
1943 01943 15.75 0.15 2.30 ± 0.04 0.17 ± 0.02 1.40 ± 0.00 0.29 171 172
1943 01943 15.75 0.15 2.28 ± 0.05 0.17 ± 0.03 1.40 ± 0.00 0.54 14 15
2062 02062 16.80 0.15 0.80 ± 0.03 0.52 ± 0.10 1.40 ± 0.00 0.82 32 36
3288 03288 15.20 0.15 2.49 ± 0.07 0.24 ± 0.04 1.40 ± 0.00 1.40 11 11
4954 04954 12.60 0.15 9.56 ± 0.24 0.18 ± 0.03 1.40 ± 0.00 1.06 8 8
5381 05381 16.50 0.15 0.91 ± 0.05 0.54 ± 0.07 1.40 ± 0.00 0.49 10 10
5381 05381 16.50 0.15 0.94 ± 0.04 0.51 ± 0.06 1.40 ± 0.00 0.17 13 13
6053 06053 14.90 0.15 3.72 ± 0.08 0.14 ± 0.02 1.40 ± 0.00 0.21 11 11
7025 07025 18.30 0.15 0.50 ± 0.17 0.34 ± 0.23 1.40 ± 0.52 0.58 0 4
7889 07889 15.20 0.15 1.68 ± 0.07 0.52 ± 0.06 1.40 ± 0.00 0.45 8 8
8567 08567 15.30 0.15 2.93 ± 0.07 0.16 ± 0.03 1.40 ± 0.00 0.42 25 26
13651 13651 17.60 0.15 0.56 ± 0.02 0.51 ± 0.11 1.40 ± 0.00 1.22 11 11
35107 35107 16.80 0.15 0.91 ± 0.03 0.41 ± 0.05 1.40 ± 0.00 0.25 10 10
35107 35107 16.80 0.15 1.10 ± 0.28 0.28 ± 0.16 1.40 ± 0.37 0.45 0 14
39572 39572 16.50 0.15 1.55 ± 0.66 0.18 ± 0.16 1.40 ± 0.47 0.42 0 8
39796 39796 15.70 0.15 2.13 ± 0.59 0.20 ± 0.20 1.40 ± 0.39 0.69 0 16
53430 53430 16.60 0.15 1.23 ± 0.32 0.27 ± 0.15 1.40 ± 0.37 1.14 0 5
54686 54686 16.50 0.15 1.35 ± 0.46 0.24 ± 0.19 1.40 ± 0.47 1.02 0 10
55532 55532 16.10 0.15 1.31 ± 0.04 0.38 ± 0.06 1.40 ± 0.00 0.22 6 6
68063 68063 15.50 0.15 2.30 ± 0.07 0.21 ± 0.04 1.40 ± 0.00 0.38 24 24
68267 68267 16.90 0.15 0.88 ± 0.04 0.40 ± 0.05 1.40 ± 0.00 0.29 13 15
68348 68348 14.20 0.15 3.51 ± 0.13 0.30 ± 0.05 1.40 ± 0.00 0.46 12 12
68548 68548 16.50 0.15 1.18 ± 0.04 0.32 ± 0.04 1.40 ± 0.00 0.24 8 10
68548 68548 16.50 0.15 1.24 ± 0.04 0.29 ± 0.03 1.40 ± 0.00 0.55 23 24
85182 85182 17.10 0.15 1.03 ± 0.37 0.24 ± 0.19 1.40 ± 0.49 0.69 0 9
85774 85774 19.20 0.15 0.94 ± 0.01 0.04 ± 0.01 1.40 ± 0.00 0.90 11 11
86819 86819 17.40 0.15 0.80 ± 0.27 0.30 ± 0.22 1.40 ± 0.46 0.79 0 7
86829 86829 15.90 0.15 1.43 ± 0.05 0.37 ± 0.05 1.40 ± 0.00 0.33 14 14
87309 87309 17.60 0.15 0.57 ± 0.16 0.50 ± 0.23 1.40 ± 0.47 0.67 0 10
88213 88213 19.70 0.15 0.91 ± 0.42 0.03 ± 0.03 1.40 ± 0.51 0.66 0 6
89355 89355 15.60 0.15 2.04 ± 0.05 0.25 ± 0.03 1.40 ± 0.00 1.19 30 31
90075 90075 15.20 0.15 2.23 ± 0.08 0.29 ± 0.04 1.40 ± 0.00 0.73 12 12
99248 99248 16.30 0.15 1.12 ± 0.04 0.43 ± 0.06 1.40 ± 0.00 0.29 7 8
99248 99248 16.30 0.15 1.14 ± 0.37 0.41 ± 0.28 1.40 ± 0.48 0.48 0 8
137099 D7099 18.20 0.15 0.56 ± 0.02 0.29 ± 0.04 1.40 ± 0.00 0.65 6 6
138127 D8127 17.10 0.15 0.75 ± 0.02 0.45 ± 0.06 1.40 ± 0.00 0.17 7 7
138947 D8947 18.70 0.15 0.45 ± 0.12 0.29 ± 0.28 1.40 ± 0.46 0.46 0 9
142781 E2781 16.10 0.15 1.59 ± 0.05 0.25 ± 0.04 1.40 ± 0.00 0.15 14 14
142781 E2781 16.10 0.15 2.01 ± 0.74 0.16 ± 0.15 1.40 ± 0.44 0.85 0 15
142781 E2781 16.10 0.15 2.03 ± 0.77 0.16 ± 0.09 1.40 ± 0.40 0.45 0 9
143624 E3624 15.90 0.15 2.14 ± 0.04 0.17 ± 0.03 1.40 ± 0.00 0.32 9 9
143624 E3624 15.90 0.15 2.23 ± 1.08 0.15 ± 0.17 1.40 ± 0.53 0.82 0 8
154276 F4276 17.60 0.15 1.06 ± 0.35 0.14 ± 0.17 1.40 ± 0.43 0.29 0 5
159454 F9454 17.90 0.15 0.58 ± 0.02 0.37 ± 0.04 1.40 ± 0.00 0.30 6 6
159560 F9560 17.00 0.15 1.10 ± 0.47 0.24 ± 0.23 1.40 ± 0.54 1.16 0 87
159560 F9560 17.00 0.15 1.16 ± 0.30 0.21 ± 0.21 1.40 ± 0.39 0.53 0 13
159857 F9857 15.40 0.15 3.07 ± 1.32 0.13 ± 0.16 1.40 ± 0.45 0.34 0 5
162058 G2058 17.80 0.15 0.85 ± 0.01 0.19 ± 0.02 1.40 ± 0.00 0.34 26 27
162058 G2058 17.80 0.15 0.85 ± 0.28 0.19 ± 0.14 1.40 ± 0.44 0.87 0 31
162080 G2080 19.80 0.15 0.78 ± 0.06 0.04 ± 0.01 1.40 ± 0.11 1.39 4 4
162080 G2080 19.80 0.15 0.82 ± 0.33 0.03 ± 0.07 1.40 ± 0.49 0.99 0 13
162116 G2116 19.30 0.15 0.54 ± 0.17 0.12 ± 0.08 1.40 ± 0.40 0.47 0 7
162567 G2567 19.90 0.15 0.33 ± 0.01 0.17 ± 0.03 1.40 ± 0.00 0.20 6 6
162741 G2741 17.30 0.15 3.95 ± 0.04 0.01 ± 0.00 1.40 ± 0.00 0.22 6 6
162980 G2980 16.70 0.15 0.79 ± 0.04 0.66 ± 0.13 1.40 ± 0.00 0.40 8 8
163818 G3818 18.40 0.15 0.39 ± 0.02 0.52 ± 0.06 1.40 ± 0.00 0.33 7 7
172034 H2034 17.80 0.15 0.63 ± 0.02 0.34 ± 0.05 1.40 ± 0.00 1.05 16 16
190166 J0166 17.10 0.15 1.01 ± 0.03 0.25 ± 0.04 1.40 ± 0.00 0.92 6 7
190166 J0166 17.10 0.15 1.05 ± 0.02 0.23 ± 0.03 1.40 ± 0.00 0.68 12 12
209924 K9924 16.10 0.15 1.86 ± 0.71 0.19 ± 0.12 1.40 ± 0.44 0.40 0 7
211871 L1871 18.80 0.15 0.41 ± 0.01 0.32 ± 0.05 1.40 ± 0.00 0.28 5 7
214088 L4088 15.20 0.15 2.42 ± 0.06 0.25 ± 0.03 1.40 ± 0.00 0.63 8 8
215588 L5588 19.50 0.15 0.49 ± 0.16 0.12 ± 0.12 1.40 ± 0.44 0.57 0 5
215757 L5757 17.70 0.15 0.78 ± 0.27 0.24 ± 0.17 1.40 ± 0.48 0.47 0 11
235086 N5086 17.50 0.15 1.02 ± 0.40 0.17 ± 0.18 1.40 ± 0.51 1.04 0 60
235086 N5086 17.50 0.15 1.02 ± 0.32 0.17 ± 0.11 1.40 ± 0.38 1.64 0 32
235086 N5086 17.50 0.15 1.08 ± 0.33 0.15 ± 0.12 1.40 ± 0.38 0.85 0 29
242450 O2450 14.70 0.15 2.54 ± 0.10 0.36 ± 0.13 1.40 ± 0.00 0.41 11 11
242450 O2450 14.70 0.15 2.91 ± 0.08 0.27 ± 0.04 1.40 ± 0.00 0.83 13 14
250620 P0620 18.00 0.15 0.65 ± 0.14 0.26 ± 0.13 1.40 ± 0.33 0.29 0 4
267337 Q7337 18.00 0.15 0.44 ± 0.10 0.58 ± 0.25 1.40 ± 0.43 0.21 0 4
269690 Q9690 18.40 0.15 0.89 ± 0.43 0.10 ± 0.11 1.40 ± 0.59 0.31 0 7
271480 R1480 17.50 0.15 0.71 ± 0.22 0.35 ± 0.22 1.40 ± 0.48 0.82 0 6
274138 R4138 17.80 0.15 0.75 ± 0.02 0.24 ± 0.03 1.40 ± 0.00 0.48 7 7
275976 R5976 16.30 0.15 1.86 ± 0.04 0.15 ± 0.03 1.40 ± 0.00 1.01 5 5
275976 R5976 16.30 0.15 2.38 ± 0.03 0.09 ± 0.01 1.40 ± 0.00 1.11 15 16
276274 R6274 17.20 0.15 1.53 ± 0.71 0.10 ± 0.17 1.40 ± 0.52 0.91 0 5
276468 R6468 17.90 0.15 1.03 ± 0.37 0.11 ± 0.14 1.40 ± 0.42 0.36 0 5
285944 S5944 16.50 0.15 1.04 ± 0.04 0.41 ± 0.03 1.40 ± 0.00 0.16 10 10
285944 S5944 16.50 0.15 1.40 ± 0.43 0.23 ± 0.19 1.40 ± 0.41 0.51 0 29
297418 T7418 18.60 0.15 0.41 ± 0.02 0.39 ± 0.05 1.40 ± 0.00 0.93 5 5
299582 T9582 18.00 0.15 0.62 ± 0.02 0.29 ± 0.03 1.40 ± 0.00 0.31 7 7
303174 U3174 16.70 0.15 1.50 ± 0.03 0.16 ± 0.03 1.40 ± 0.00 0.65 21 23
304330 U4330 18.90 0.15 0.61 ± 0.01 0.13 ± 0.02 1.40 ± 0.00 0.13 11 11
304330 U4330 18.90 0.15 0.78 ± 0.01 0.08 ± 0.01 1.40 ± 0.00 0.23 12 12
322763 W2763 16.90 0.15 1.25 ± 0.03 0.20 ± 0.04 1.40 ± 0.00 0.27 12 13
326388 W6388 18.20 0.15 1.26 ± 0.57 0.06 ± 0.12 1.40 ± 0.52 0.33 0 8
334673 X4673 17.90 0.15 0.57 ± 0.22 0.38 ± 0.25 1.40 ± 0.60 0.67 0 11
349219 Y9219 18.20 0.15 0.58 ± 0.15 0.27 ± 0.23 1.40 ± 0.41 0.58 0 14
363505 a3505 18.10 0.15 1.90 ± 0.05 0.03 ± 0.01 1.40 ± 0.03 0.66 12 12
368184 a8184 19.50 0.15 0.38 ± 0.12 0.19 ± 0.19 1.40 ± 0.46 0.54 0 25
369264 a9264 16.30 0.15 1.51 ± 0.47 0.23 ± 0.20 1.40 ± 0.42 0.65 0 7
377732 b7732 17.00 0.15 0.95 ± 0.03 0.31 ± 0.05 1.40 ± 0.00 0.62 5 5
377732 b7732 17.00 0.15 0.99 ± 0.03 0.29 ± 0.03 1.40 ± 0.00 0.16 5 5
381677 c1677 18.40 0.15 0.47 ± 0.01 0.35 ± 0.05 1.40 ± 0.00 0.92 19 19
381677 c1677 18.40 0.15 0.44 ± 0.16 0.40 ± 0.21 1.40 ± 0.54 0.47 0 5
387733 c7733 18.90 0.15 0.34 ± 0.01 0.41 ± 0.06 1.40 ± 0.00 0.22 11 11
387733 c7733 18.90 0.15 0.32 ± 0.09 0.47 ± 0.25 1.40 ± 0.46 0.37 0 5
387746 c7746 20.00 0.15 0.37 ± 0.01 0.13 ± 0.02 1.40 ± 0.00 0.23 5 6
388838 c8838 19.50 0.15 0.36 ± 0.01 0.21 ± 0.04 1.40 ± 0.00 0.61 18 18
388838 c8838 19.50 0.15 0.38 ± 0.01 0.20 ± 0.02 1.40 ± 0.00 0.24 12 12
389694 c9694 18.20 0.15 0.45 ± 0.02 0.46 ± 0.06 1.40 ± 0.00 0.22 4 5
391211 d1211 18.50 0.15 0.41 ± 0.09 0.42 ± 0.23 1.40 ± 0.38 0.85 0 17
393359 d3359 19.20 0.15 0.77 ± 0.33 0.06 ± 0.11 1.40 ± 0.52 0.51 0 30
393569 d3569 20.20 0.15 0.55 ± 0.01 0.05 ± 0.01 1.40 ± 0.00 0.22 13 14
399433 d9433 18.60 0.15 1.34 ± 0.56 0.04 ± 0.09 1.40 ± 0.49 0.24 0 10
399433 d9433 18.60 0.15 1.76 ± 0.89 0.02 ± 0.05 1.40 ± 0.53 0.16 0 9
406952 e6952 17.10 0.15 0.77 ± 0.21 0.43 ± 0.23 1.40 ± 0.44 0.64 0 5
408751 e8751 19.00 0.15 0.40 ± 0.01 0.28 ± 0.03 1.40 ± 0.00 0.84 68 69
409256 e9256 18.20 0.15 1.89 ± 0.68 0.03 ± 0.04 1.40 ± 0.40 0.84 0 4
409836 e9836 18.10 0.15 0.55 ± 0.19 0.33 ± 0.25 1.40 ± 0.49 1.78 0 14
410088 f0088 18.10 0.15 1.03 ± 0.01 0.10 ± 0.02 1.40 ± 0.00 0.14 9 10
410778 f0778 18.10 0.15 1.46 ± 0.57 0.05 ± 0.03 1.40 ± 0.41 0.38 0 6
411201 f1201 17.80 0.15 0.66 ± 0.01 0.31 ± 0.05 1.40 ± 0.00 1.45 12 15
411611 f1611 18.80 0.15 0.36 ± 0.10 0.41 ± 0.21 1.40 ± 0.43 0.81 0 31
413038 f3038 16.90 0.15 1.24 ± 0.03 0.20 ± 0.04 1.40 ± 0.00 1.19 22 23
413038 f3038 16.90 0.15 1.01 ± 0.04 0.30 ± 0.04 1.40 ± 0.00 1.79 23 25
413192 f3192 16.80 0.15 3.96 ± 1.84 0.02 ± 0.05 1.40 ± 0.47 0.62 0 18
413421 f3421 18.30 0.15 1.90 ± 0.78 0.02 ± 0.02 1.40 ± 0.41 1.39 0 23
413820 f3820 19.80 0.15 0.66 ± 0.26 0.05 ± 0.04 1.40 ± 0.46 0.97 0 36
414286 f4286 18.60 0.15 0.37 ± 0.08 0.47 ± 0.19 1.40 ± 0.38 0.54 0 27
414286 f4286 18.60 0.15 0.40 ± 0.09 0.40 ± 0.24 1.40 ± 0.40 0.71 0 29
418797 f8797 19.40 0.15 0.70 ± 0.29 0.06 ± 0.07 1.40 ± 0.50 0.32 0 7
418929 f8929 17.00 0.15 1.43 ± 0.02 0.14 ± 0.03 1.40 ± 0.00 0.54 48 49
419624 f9624 20.50 0.15 0.34 ± 0.14 0.09 ± 0.17 1.40 ± 0.50 0.57 0 18
419624 f9624 20.50 0.15 0.36 ± 0.13 0.09 ± 0.14 1.40 ± 0.46 0.46 0 6
419880 f9880 19.60 0.15 0.98 ± 0.06 0.03 ± 0.01 1.40 ± 0.08 0.20 6 6
2000 AG205 K00AK5G 19.70 0.15 0.95 ± 0.01 0.03 ± 0.00 1.40 ± 0.00 0.79 12 14
2002 XS40 K02X40S 20.10 0.15 0.76 ± 0.03 0.03 ± 0.00 1.40 ± 0.05 0.18 14 14
2003 CC11 K03C11C 19.10 0.15 1.13 ± 0.51 0.03 ± 0.10 1.40 ± 0.53 0.49 0 16
2003 SS214 K03SL4S 20.10 0.15 0.86 ± 0.25 0.02 ± 0.02 1.40 ± 0.35 0.75 0 16
2004 BZ74 K04B74Z 18.10 0.15 0.96 ± 0.02 0.11 ± 0.02 1.40 ± 0.00 0.65 4 5
2004 MX2 K04M02X 19.30 0.15 1.26 ± 0.08 0.02 ± 0.00 1.40 ± 0.09 0.35 9 9
2004 TG10 K04T10G 19.40 0.15 1.32 ± 0.61 0.02 ± 0.04 1.40 ± 0.51 0.64 0 8
2005 LS3 K05L03S 19.50 0.15 0.38 ± 0.10 0.19 ± 0.12 1.40 ± 0.38 0.64 0 7
2006 BB27 K06B27B 20.00 0.15 0.22 ± 0.05 0.38 ± 0.21 1.40 ± 0.38 0.98 0 5
2007 BG K07B00G 19.50 0.15 0.31 ± 0.11 0.24 ± 0.19 1.40 ± 0.51 0.38 3 5
2007 RU10 K07R10U 19.10 0.15 0.92 ± 0.37 0.05 ± 0.06 1.40 ± 0.47 0.31 0 9
2008 QS11 K08Q11S 19.90 0.15 0.45 ± 0.01 0.09 ± 0.01 1.40 ± 0.00 0.33 9 11
2009 ND1 K09N01D 17.10 0.15 2.50 ± 0.95 0.04 ± 0.04 1.40 ± 0.39 0.70 0 11
2010 OQ1 K10O01Q 19.00 0.15 0.54 ± 0.21 0.15 ± 0.14 1.40 ± 0.51 0.47 0 8
2011 CQ4 K11C04Q 18.40 0.15 0.66 ± 0.02 0.18 ± 0.02 1.40 ± 0.00 0.29 5 7
2012 DN K12D00N 18.10 0.15 2.77 ± 1.05 0.01 ± 0.03 1.40 ± 0.38 0.42 0 7
2013 PX6 K13P06X 18.40 0.15 1.65 ± 0.03 0.03 ± 0.00 1.40 ± 0.02 0.19 9 10
2013 WT44 K13W44T 19.30 0.15 0.65 ± 0.01 0.08 ± 0.02 1.40 ± 0.00 0.31 6 6
2013 WU44 K13W44U 21.00 0.15 0.29 ± 0.13 0.09 ± 0.19 1.40 ± 0.61 0.26 0 8
2013 YZ13 K13Y13Z 19.60 0.15 0.31 ± 0.10 0.27 ± 0.19 1.40 ± 0.46 0.07 0 6
2013 YP139 K13YD9P 21.60 0.15 0.40 ± 0.03 0.03 ± 0.01 1.09 ± 0.07 0.25 6 6
2014 AA33 K14A33A 19.30 0.15 0.79 ± 0.04 0.05 ± 0.01 1.40 ± 0.06 0.19 4 4
2014 AQ46 K14A46Q 20.10 0.15 0.59 ± 0.29 0.05 ± 0.11 1.40 ± 0.60 0.47 0 17
2014 AA53 K14A53A 19.80 0.15 0.70 ± 0.27 0.04 ± 0.06 1.40 ± 0.47 0.50 0 13
2014 BG60 K14B60G 20.10 0.15 0.67 ± 0.25 0.04 ± 0.08 1.40 ± 0.46 1.30 0 163
2014 BE63 K14B63E 23.20 0.15 0.36 ± 0.13 0.01 ± 0.00 1.40 ± 0.46 0.42 0 5
2014 CY4 K14C04Y 21.10 0.15 0.57 ± 0.25 0.02 ± 0.04 1.40 ± 0.52 0.35 0 5
2014 DC10 K14D10C 20.10 0.15 0.89 ± 0.01 0.02 ± 0.00 1.40 ± 0.00 0.90 9 10
2014 ED K14E00D 19.30 0.15 0.49 ± 0.13 0.14 ± 0.14 1.40 ± 0.39 0.57 0 6
2014 EN45 K14E45N 21.20 0.15 0.37 ± 0.13 0.04 ± 0.01 0.75 ± 0.24 0.16 12 12
2014 EZ48 K14E48Z 18.80 0.15 0.45 ± 0.01 0.26 ± 0.04 1.40 ± 0.00 1.10 5 6
2014 EZ48 K14E48Z 18.80 0.15 0.44 ± 0.11 0.27 ± 0.21 1.40 ± 0.38 0.47 0 6
2014 EQ49 K14E49Q 21.80 0.15 0.38 ± 0.13 0.02 ± 0.03 1.40 ± 0.42 0.42 0 5
2014 ER49 K14E49R 18.60 0.15 0.46 ± 0.15 0.30 ± 0.26 1.40 ± 0.49 0.51 0 9
2014 HE3 K14H03E 19.90 0.15 0.56 ± 0.15 0.06 ± 0.04 1.40 ± 0.34 0.18 0 5
2014 HQ124 K14HC4Q 18.90 0.15 0.41 ± 0.17 0.29 ± 0.22 1.40 ± 0.57 0.80 0 10
2014 HF177 K14HH7F 19.70 0.15 0.25 ± 0.01 0.36 ± 0.06 1.40 ± 0.00 0.39 10 12
2014 JL25 K14J25L 23.00 0.15 0.23 ± 0.06 0.02 ± 0.03 1.40 ± 0.34 0.68 0 5
2014 JH57 K14J57H 16.60 0.15 4.61 ± 0.03 0.02 ± 0.00 1.40 ± 0.00 0.11 6 6
2014 JH57 K14J57H 16.60 0.15 6.79 ± 3.81 0.01 ± 0.03 1.40 ± 0.47 0.30 0 5
2014 JN57 K14J57N 20.70 0.15 0.27 ± 0.10 0.12 ± 0.10 1.40 ± 0.47 0.69 0 4
2014 KX99 K14K99X 18.20 0.15 1.72 ± 0.68 0.03 ± 0.05 1.40 ± 0.46 0.43 0 9
2014 LQ25 K14L25Q 20.00 0.15 0.94 ± 0.32 0.02 ± 0.01 1.40 ± 0.37 0.48 0 5
2014 LR26 K14L26R 18.50 0.15 2.08 ± 0.90 0.02 ± 0.03 1.40 ± 0.46 0.65 0 6
2014 MQ18 K14M18Q 15.60 0.15 5.27 ± 3.50 0.04 ± 0.07 1.40 ± 0.52 0.54 0 8
2014 NB39 K14N39B 19.50 0.15 1.08 ± 0.15 0.02 ± 0.02 1.40 ± 0.18 0.08 7 7
2014 NE52 K14N52E 17.90 0.15 0.70 ± 0.22 0.25 ± 0.27 1.40 ± 0.47 0.66 0 9
2014 NC64 K14N64C 20.50 0.15 0.50 ± 0.19 0.04 ± 0.02 0.82 ± 0.29 0.64 5 6
2014 NM64 K14N64M 22.60 0.15 0.33 ± 0.12 0.01 ± 0.02 1.40 ± 0.44 0.82 0 25
2014 OY1 K14O01Y 19.10 0.15 0.60 ± 0.21 0.11 ± 0.09 1.40 ± 0.43 0.30 0 6
2014 OZ1 K14O01Z 21.00 0.15 0.73 ± 0.29 0.01 ± 0.03 1.40 ± 0.49 0.38 0 21
2014 PC68 K14P68C 20.40 0.15 0.56 ± 0.20 0.04 ± 0.04 1.40 ± 0.43 0.39 0 8
2014 PF68 K14P68F 18.20 0.15 3.33 ± 2.06 0.01 ± 0.01 1.20 ± 0.48 0.60 0 12
2014 QK433 K14Qh3K 18.30 0.15 1.78 ± 0.75 0.03 ± 0.06 1.40 ± 0.47 0.79 0 10
2014 RH12 K14R12H 23.50 0.15 0.09 ± 0.04 0.09 ± 0.11 1.40 ± 0.54 0.75 0 10
2014 RL12 K14R12L 17.90 0.15 0.69 ± 0.02 0.25 ± 0.03 1.40 ± 0.00 0.31 5 5
2014 RL12 K14R12L 17.90 0.15 0.61 ± 0.17 0.33 ± 0.19 1.40 ± 0.42 0.83 0 6
2014 SR339 K14SX9R 18.60 0.15 0.97 ± 0.37 0.07 ± 0.07 1.40 ± 0.46 0.69 0 13
2014 TW57 K14T57W 20.10 0.15 0.47 ± 0.01 0.07 ± 0.02 1.40 ± 0.00 0.76 4 6
2014 TF64 K14T64F 20.10 0.15 0.70 ± 0.20 0.03 ± 0.03 1.40 ± 0.35 0.33 0 5
2014 TJ64 K14T64J 21.30 0.15 0.52 ± 0.20 0.02 ± 0.02 1.40 ± 0.47 0.46 0 31
2014 TJ64 K14T64J 21.30 0.15 0.52 ± 0.23 0.02 ± 0.03 1.40 ± 0.54 0.55 0 14
2014 UG176 K14UH6G 21.50 0.15 0.42 ± 0.12 0.03 ± 0.03 1.40 ± 0.39 0.17 0 8
2014 US192 K14UJ2S 18.70 0.15 0.87 ± 0.01 0.08 ± 0.01 1.40 ± 0.00 0.25 5 5
2014 UF206 K14UK6F 18.80 0.15 1.63 ± 0.79 0.02 ± 0.04 1.40 ± 0.49 0.62 0 17
2014 UH210 K14UL0H 21.10 0.15 0.40 ± 0.16 0.04 ± 0.06 1.40 ± 0.47 0.76 0 5
2014 VP35 K14V35P 22.70 0.15 0.12 ± 0.05 0.10 ± 0.10 1.40 ± 0.53 0.36 0 6
2014 WJ70 K14W70J 17.60 0.15 2.92 ± 1.21 0.02 ± 0.04 1.40 ± 0.44 0.62 0 27
2014 XQ7 K14X07Q 20.60 0.15 0.65 ± 0.29 0.02 ± 0.05 1.40 ± 0.55 0.83 0 8
2014 XX7 K14X07X 19.80 0.15 1.20 ± 0.38 0.01 ± 0.02 1.40 ± 0.36 0.43 0 6
2014 XX31 K14X31X 17.60 0.15 1.35 ± 0.49 0.09 ± 0.15 1.40 ± 0.43 0.42 0 8

Note. Magnitude H, slope parameter G, and beaming η used are given. The numbers of observations used in the 3.4 μm (${n}_{W1}$) and 4.6 μm (${n}_{W2}$) wavelengths are also reported, along with the amplitude of the 4.6 μm light curve (W2 amp.).

Machine-readable versions of the table is available.

Download table as:  DataTypeset images: 1 2 3 4

Table 3.  Measured Diameters (d) and Albedos (pV) of Near-Earth Objects Previously Characterized Using NEOWISE Data

Name Packed H G d (km) pV η W2 Amp. nW1 nW2
2102 02102 16.00 0.15 1.68 ± 0.05 0.25 ± 0.04 1.40 ± 0.00 0.23 13 13
2102 02102 16.00 0.15 1.65 ± 0.05 0.26 ± 0.04 1.40 ± 0.00 0.18 5 5
2102 02102 16.00 0.15 1.69 ± 0.06 0.25 ± 0.03 1.40 ± 0.00 0.67 8 9
3554 03554 15.82 0.15 1.56 ± 0.07 0.34 ± 0.06 1.40 ± 0.00 0.49 19 20
4183 04183 14.40 0.15 2.94 ± 0.12 0.36 ± 0.06 1.40 ± 0.00 1.04 12 12
4183 04183 14.40 0.15 3.54 ± 0.12 0.24 ± 0.04 1.40 ± 0.00 0.62 17 18
6050 06050 14.80 0.15 2.88 ± 0.07 0.26 ± 0.04 1.40 ± 0.00 1.51 57 57
25916 25916 13.60 0.15 5.96 ± 0.13 0.18 ± 0.03 1.40 ± 0.00 0.63 24 29
27346 27346 15.90 0.15 1.80 ± 0.07 0.24 ± 0.04 1.40 ± 0.00 0.43 9 9
40263 40263 17.70 0.15 0.92 ± 0.35 0.17 ± 0.18 1.40 ± 0.48 0.71 0 14
40267 40267 15.40 0.15 2.39 ± 0.09 0.21 ± 0.04 1.40 ± 0.00 1.06 4 4
85628 85628 17.00 0.15 0.78 ± 0.03 0.46 ± 0.08 1.40 ± 0.00 0.64 7 10
90367 90367 17.70 0.15 1.76 ± 0.79 0.05 ± 0.13 1.40 ± 0.51 0.54 0 12
90367 90367 17.70 0.15 2.00 ± 0.89 0.04 ± 0.03 1.40 ± 0.46 0.49 0 13
137062 D7062 16.60 0.15 0.99 ± 0.06 0.41 ± 0.05 1.40 ± 0.00 0.89 6 6
138847 D8847 16.90 0.15 0.94 ± 0.28 0.35 ± 0.19 1.40 ± 0.44 1.01 0 26
162181 G2181 18.20 0.15 0.73 ± 0.02 0.17 ± 0.03 1.40 ± 0.00 0.32 25 25
162483 G2483 17.50 0.15 0.69 ± 0.20 0.37 ± 0.21 1.40 ± 0.44 0.62 0 9
162566 G2566 15.70 0.15 6.00 ± 2.42 0.03 ± 0.04 1.40 ± 0.40 1.02 0 24
163691 G3691 17.00 0.15 3.06 ± 1.55 0.03 ± 0.06 1.40 ± 0.54 0.30 0 5
243566 O3566 17.40 0.15 0.88 ± 0.02 0.25 ± 0.04 1.40 ± 0.00 0.29 11 11
262623 Q2623 18.50 0.15 0.49 ± 0.15 0.29 ± 0.18 1.40 ± 0.44 0.48 0 4
276049 R6049 16.80 0.15 4.03 ± 1.85 0.02 ± 0.04 1.40 ± 0.44 0.54 0 6
277616 R7616 17.40 0.15 1.28 ± 0.01 0.12 ± 0.02 1.40 ± 0.00 0.28 4 4
395207 d5207 19.60 0.15 0.60 ± 0.20 0.07 ± 0.03 1.40 ± 0.40 0.32 0 8
395207 d5207 19.60 0.15 0.73 ± 0.30 0.05 ± 0.10 1.40 ± 0.49 0.50 0 19
397237 d7237 16.70 0.15 1.73 ± 0.66 0.12 ± 0.16 1.40 ± 0.46 0.40 0 4
1998 SB15 J98S15B 20.90 0.15 0.36 ± 0.12 0.06 ± 0.09 1.40 ± 0.44 0.66 0 11
2009 UX17 K09U17X 21.50 0.15 0.39 ± 0.13 0.03 ± 0.03 1.40 ± 0.40 0.86 0 15
2010 LF86 K10L86F 17.30 0.15 2.30 ± 0.89 0.04 ± 0.04 1.40 ± 0.41 0.21 0 7
2010 LO97 K10L97O 18.70 0.15 1.40 ± 0.57 0.03 ± 0.06 1.40 ± 0.47 0.57 0 15
2010 NG3 K10N03G 17.20 0.15 1.45 ± 0.02 0.11 ± 0.02 1.40 ± 0.00 0.64 17 17
2010 NG3 K10N03G 17.20 0.15 1.74 ± 0.94 0.08 ± 0.18 1.40 ± 0.59 0.80 0 17
2014 HJ129 K14HC9J 21.10 0.15 0.59 ± 0.21 0.02 ± 0.02 1.40 ± 0.42 0.50 0 9

Note. Objects in this table have previously reported measurements by the NEOWISE team (Mainzer et al. 2011b, 2012). Previous measurements use detections in the 12 and 22 μm bands, and therefore are better constrained. Magnitude H, slope parameter G, and beaming η used are given. The numbers of observations used in the 3.4 μm (nW1) and 4.6 μm (nW2) wavelengths are also reported, along with the amplitude of the 4.6 μm light curve (W2 amp.).

Machine-readable versions of the table is available.

Download table as:  DataTypeset image

Table 4.  Measured Diameters (d) and Albedos (pV) of MBAs and Mars Crossers Not Previously Characterized Using NEOWISE Data

Name Packed H G d (km) pV η W2 Amp. nW1 nW2
21 00021 7.35 0.11 99.47 ± 27.12 0.16 ± 0.12 0.95 ± 0.19 0.27 10 10
65 00065 6.62 0.01 276.58 ± 74.49 0.06 ± 0.04 0.95 ± 0.17 0.09 8 10
69 00069 7.05 0.19 131.07 ± 32.19 0.19 ± 0.07 0.95 ± 0.18 0.09 14 14
74 00074 8.66 0.15 111.87 ± 46.38 0.04 ± 0.03 0.95 ± 0.23 0.26 3 4
74 00074 8.66 0.15 105.13 ± 29.95 0.05 ± 0.02 0.95 ± 0.16 0.24 9 9
140 00140 8.34 0.15 82.63 ± 20.19 0.09 ± 0.07 0.95 ± 0.18 0.37 7 7
144 00144 7.91 0.17 131.36 ± 33.30 0.05 ± 0.01 0.95 ± 0.17 0.31 10 10
147 00147 8.70 0.15 144.68 ± 47.63 0.03 ± 0.02 0.95 ± 0.19 0.11 6 6
147 00147 8.70 0.15 119.59 ± 37.39 0.04 ± 0.02 0.95 ± 0.18 0.20 9 9
160 00160 9.08 0.15 69.62 ± 13.23 0.07 ± 0.04 0.95 ± 0.14 0.58 20 21
212 00212 8.28 0.15 132.58 ± 48.48 0.05 ± 0.03 0.95 ± 0.20 0.16 5 5
212 00212 8.28 0.15 129.09 ± 40.48 0.05 ± 0.04 0.95 ± 0.19 0.17 7 7
253 00253 10.30 0.15 50.35 ± 17.16 0.04 ± 0.02 0.95 ± 0.24 0.43 16 16
284 00284 10.05 0.11 54.47 ± 20.59 0.04 ± 0.03 0.95 ± 0.23 0.21 11 11
284 00284 10.05 0.11 56.81 ± 15.15 0.04 $\pm $ 0.01 0.95 $\pm $ 0.16 0.25 23 23

Note. Objects in this table do not have previously published diameters and albedos by the NEOWISE team. Beaming η, H, G, the amplitude of the 4.6 μm light curve (W2 amp.), and the numbers of observations used in the 3.4 μm (nW1) and 4.6 μm (nW2) wavelengths are also reported. For a small (<1%) fraction of objects, diameter fits could not reproduce optical magnitudes for a realistic range of albedos. This may be due to a large light curve amplitude, uncertainty in G slope values used to derive H magnitudes, or other reasons noted in Mainzer et al. (2011b, 2012), Masiero et al. (2011, 2012). These objects are marked with a † in the name column. Objects without reported albedos did not have measured H values, see text for details. Only the first 15 lines are shown.

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

Download table as:  DataTypeset image

Table 5.  Measured Diameters (d) and Albedos (pV) of MBA and Mars Crossers Previously Characterized Using NEOWISE Data

Name Packed H G d (km) pV η W2 Amp. nW1 nW2
13 00013 6.74 0.15 202.64 ± 50.08 0.06 ± 0.03 0.95 ± 0.16 0.32 9 9
24 00024 7.08 0.19 151.82 ± 49.32 0.08 ± 0.04 0.95 ± 0.20 0.20 15 15
30 00030 7.57 0.15 93.51 ± 23.53 0.26 ± 0.15 0.95 ± 0.21 0.39 13 13
33 00033 8.55 0.33 48.78 ± 9.98 0.25 ± 0.13 0.95 ± 0.19 0.41 15 15
34 00034 8.51 0.15 114.12 ± 43.76 0.04 ± 0.02 0.95 ± 0.24 0.17 21 22
35 00035 8.50 0.15 143.02 ± 55.51 0.03 ± 0.03 0.95 ± 0.21 0.34 11 11
36 00036 8.46 0.15 102.44 ± 31.81 0.05 ± 0.02 0.95 ± 0.19 0.21 10 10
36 00036 8.46 0.15 92.34 ± 39.98 0.06 ± 0.05 0.95 ± 0.25 0.30 6 6
38 00038 8.32 0.15 114.16 ± 28.20 0.05 ± 0.01 0.95 ± 0.16 0.13 14 14
40 00040 7.00 0.15 95.55 ± 17.94 0.32 ± 0.09 0.95 ± 0.16 0.26 12 12
40 00040 7.00 0.15 107.07 ± 19.23 0.29 ± 0.10 0.95 ± 0.16 0.25 23 23
41 00041 7.12 0.10 198.74 ± 61.71 0.05 ± 0.07 0.95 ± 0.20 0.13 19 19
45 00045 7.46 0.07 181.92 ± 59.39 0.05 ± 0.03 0.95 ± 0.21 0.14 11 11
47† 00047 7.84 0.16 107.18 ± 33.79 0.07 ± 0.03 0.95 ± 0.20 0.28 14 14
48† 00048 6.90 0.15 165.38 ± 41.80 0.06 ± 0.03 0.95 ± 0.15 0.42 11 11

Note. Objects in this table have previously reported measurements by the NEOWISE team (Masiero et al. 2011, 2012). Previous measurements use detections in 12 and 22 μm bands, and therefore are better constrained. H, G, beaming η, the amplitude of the 4.6 μm light curve (W2 amp.), and the numbers of observations used in the 3.4 μm (nW1) and 4.6 μm (nW2) wavelengths are also reported. For a small (<1%) fraction of objects, diameter fits could not reproduce optical magnitudes for a realistic range of albedos. This may be due to a large light curve amplitude, uncertainty in G slope values used to derive H magnitudes, or other reasons noted in Mainzer et al. (2011b, 2012), Masiero et al. (2011, 2012). These objects are marked with a † in the name column. Only the first 15 lines are shown.

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

Download table as:  DataTypeset image

Results were compared to previous work by the NEOWISE team (Mainzer et al. 2011b, 2012; Masiero et al. 2011, 2012). Figure 3 shows the comparison between diameter and albedo measurements of MBAs. As observed in Masiero et al. (2011), asteroids in the Main Belt group into bright and dark types, with a greater fraction of bright objects found in the inner regions of the belt. Objects that were also modeled with the thermophysical model of Wright (2007) are given in Table 6.

Figure 3.

Figure 3. Histogram of MBA diameters (top) and albedos (bottom) measured in this work (blue), and values for the same objects measured by the NEOWISE team previously (green). The two albedo peaks are due to the predominance of bright S-type (pV = 0.25) and dark C-type (pV = 0.06) objects in the Main Belt.

Standard image High-resolution image

Table 6.  Measured Diameters and Albedos for Three Objects Using the Model of Wright (2007)

Name D (km) pV
68267 0.89 ± 0.27 0.38 ± 0.32
138127 0.94 ± 0.15 0.35 ± 0.08
285944 1.37 ± 0.23 0.34 ± 0.08

Download table as:  ASCIITypeset image

When possible, derived diameters were compared to diameter measurements made from radar data. Radar-derived diameters are ideal for this purpose, as they are derived via an independent method (Benner et al. 2015). This comparison is shown in Figure 4. Although the histograms in the figure are not perfectly Gaussian, a best-fit Gaussian to their forms gives fitted σ values, which indicates a 14% relative accuracy in diameter, and a 29% relative accuracy in albedo. These values are consistent with previous NEOWISE 3-band data results (Mainzer et al. 2012; Masiero et al. 2012). From this comparison to radar-derived diameters and previous work, we conclude that diameters are determined to an accuracy of ∼20% or better. If good-quality H magnitudes are available, albedos can be determined to within ∼40% or better.

Figure 4.

Figure 4. Top: comparison of radar-derived diameters and albedos to the values derived in this paper. The dashed red line shows a 1:1 relation. Bottom: %Δd (left) and %ΔpV (right) are the fractional differences between the NEOWISE Reactivation radar-derived diameters and albedos, respectively. The dashed red line is best-fit Gaussian, with the fitted σ given in the legends.

Standard image High-resolution image

Roughly 3% of objects in this work have significantly different derived diameters than previously published NEOWISE values. It is possible that some of these objects are elongated. NEOWISE collects a sparsely sampled lightcurve for each object, and for example, it is possible that the prime mission happened to observe one of these objects in a more edge-on shape, whereas the reactivation observations tended to observe a wider side of the object. Alternatively, changes in viewing geometry between epochs could result in different diameter measurements; a pole-on viewing geometry could have a larger cross section than a geometry aligned with the plane of the equator.

For a small (<1%) fraction of objects, diameter fits could not reproduce optical magnitudes for a realistic range of albedos. This may be due to a large light curve amplitude (see column W2 amp. for the amplitude of the 3.4 μm band light curve, though note that this is a sparsely sampled light curve), uncertainty in G slope values used to derive H magnitudes, or other reasons noted in Mainzer et al. (2011b, 2012), Masiero et al. (2011, 2012). Poor-quality H values can drive albedo fits to extremes; therefore very low (∼0.01) measurements may be signs of this phenomenon.

We have plotted the diameters and albedos of NEOWISE Year One Reactivation discoveries, along with all NEAs detected by NEOWISE (Figure 5). The trend observed in Mainzer et al. (2014) is also present here: NEOWISE tends to discover darker NEAs than optical surveys. This is a direct consequence of the infrared wavelengths that NEOWISE employs.

Figure 5.

Figure 5. NEOWISE detects large NEAs, and discoveries tend to be dark. Cyan circles are measured diameters and albedos of objects detected in the first year of NEOWISE's Reactivation mission; black squares indicate NEAs discovered by NEOWISE. Error bars on detected objects are omitted for clarity.

Standard image High-resolution image

3.1. NHATS Targets

Five objects in this paper meet the NEO Human Space Flight Accessible Targets Study qualifications (Barbee et al. 2013). These objects are listed in Table 7. If an object was observed over multiple epochs, values of d and pV in this table are the averages of the values and associated errors derived at each of those epochs. Asteroid 419624 was discovered in 2010 by NEOWISE.

Table 7.  Measured Diameters and Albedos for Objects that Meet NHATS Criteria. Also Included are the Minimum Round Trip Time in Days, as Determined by the Barbee et al. (2013) Study

Name D (km) pV Minimum Round Trip (days)
1943 Anteros 2.30 ± 0.05 0.17 ± 0.02 354
35107 1.00 ± 0.15 0.34 ± 0.10 354
363505 1.90 ± 0.05 0.03 ± 0.01 314
387733 0.33 ± 0.05 0.44 ± 0.15 354
419624 0.35 ± 0.13 0.09 ± 0.15 362

Download table as:  ASCIITypeset image

4. CONCLUSION

We present preliminary diameters and albedos for 7956 asteroids observed in the first year of the NEOWISE Reactivation mission. Five of these objects are NHATS targets. Future work by the NEOWISE team includes preliminary characterization results from the continuing mission.

Uncertainties on d and pV are consistent with the errors measured during the initial post-cryo mission. NEOWISE is expected to maintain this pace of detection and NEO discovery for the extent of its mission, currently expected to run through 2017. These results demonstrate the power of infrared survey telescopes to characterize basic physical parameters for large numbers of small bodies.

C.R.N. was partially supported by an appointment to the NASA Postdoctoral Program at the Jet Propulsion Laboratory (JPL), administered by Oak Ridge Associated Universities through a contract with NASA. This publication makes use of data products from the Wide-field Infrared Survey Explorer, which is a joint project of the University of California, Los Angeles, and JPL/California Institute of Technology, funded by NASA. This publication also makes use of data products from NEOWISE, which is a project of the JPL/California Institute of Technology, funded by the Planetary Science Division of NASA. This research has made use of the NASA/IPAC Infrared Science Archive. The JPL High-Performance Computing Facility used for our simulations is supported by the JPL Office of the CIO.

This project used data obtained with the Dark Energy Camera (DECam), which was constructed by the Dark Energy Survey (DES) collaboration. Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio State University, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cienti´fico e Tecnológico and the Ministério da Ciência, Tecnologia e Inovacão, the Deutsche Forschungsgemeinschaft, and the Collaborating Institutions in the Dark Energy Survey. The Collaborating Institutions are Argonne National Laboratory, the University of California at Santa Cruz, the University of Cambridge, Centro de Investigaciones Enérgeticas, Medioambientales y Tecnológicas-Madrid, the University of Chicago, University College London, the DES-Brazil Consortium, the University of Edinburgh, the Eidgenössische Technische Hochschule (ETH) Zürich, Fermi National Accelerator Laboratory, the University of Illinois at Urbana-Champaign, the Institut de Ciències de l'Espai (IEEC/CSIC), the Institut de Fi´sica d'Altes Energies, Lawrence Berkeley National Laboratory, the Ludwig-Maximilians Universität München and the associated Excellence Cluster universe, the University of Michigan, the National Optical Astronomy Observatory, the University of Nottingham, the Ohio State University, the University of Pennsylvania, the University of Portsmouth, SLAC National Accelerator Laboratory, Stanford University, the University of Sussex, and Texas A&M University.

This work makes use of observations from the LCOGT network.

Follow-up included observations obtained at the Gemini Observatory, which is operated by the Association of Universities for Research in Astronomy, Inc., under a cooperative agreement with the NSF on behalf of the Gemini partnership: the National Science Foundation (United States), the National Research Council (Canada), CONICYT (Chile), the Australian Research Council (Australia), Ministrio da Cincia, Tecnologia e Inovao (Brazil) and Ministerio de Ciencia, Tecnologa e Innovacin Productiva (Argentina).

We thank the anonymous referee for their thoughtful and thorough consideration of our manuscript.

Please wait… references are loading.
10.1088/0004-637X/814/2/117