ABSTRACT
The Near-Earth Object Wide-Field Infrared Survey Explorer (NEOWISE) mission continues to detect, track, and characterize minor planets. We present diameters and albedos calculated from observations taken during the second year since the spacecraft was reactivated in late 2013. These include 207 near-Earth asteroids (NEAs) and 8885 other asteroids. Of the NEAs, 84% NEAs did not have previously measured diameters and albedos by the NEOWISE mission. Comparison of sizes and albedos calculated from NEOWISE measurements with those measured by occultations, spacecraft, and radar-derived shapes shows accuracy consistent with previous NEOWISE publications. Diameters and albedos fall within ±∼20% and ±∼40%, 1-sigma, respectively, of those measured by these alternate techniques. NEOWISE continues to preferentially discover near-Earth objects which are large (>100 m), and have low albedos.
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1. INTRODUCTION
Observing asteroids at infrared wavelengths is an effective method for calculating diameters for large numbers of asteroids. Since asteroid albedos can vary by approximately an order of magnitude, sizes estimated from reflected visible light fluxes alone have large uncertainties. Combining diameters calculated from infrared fluxes with visible magnitudes yields albedo measurements. Together, diameter and albedo measurements are basic physical characterizations that enable further investigations, including studies of asteroid families (Carruba et al. 2013; Masiero et al. 2013; Walsh et al. 2013; Milani et al. 2014; Masiero et al. 2015a, 2015b) and size-frequency distributions (Zellner 1979; Gradie & Tedesco 1982; Bus & Binzel 2002; Tedesco et al. 2002; Mainzer et al. 2011b; Grav et al. 2011, 2012a; Bauer et al. 2013).
We present diameters and albedos of asteroids from the second year of the Near-Earth Object Wide-Field Infrared Survey Explorer (NEOWISE) mission following the reactivation of the spacecraft from hibernation in late 2013. Diameters and albedos of asteroids from the first year of the NEOWISE mission following reactivation are given in Nugent et al. (2015). NEOWISE is a space-based infrared telescope that obtains an image of the sky every 11 seconds simultaneously in two bands, W1 (3.4 μm) and W2 (4.6 μm). From its Sun-synchronous orbit around Earth, NEOWISE observes the entire static sky every six months. The original mission, WISE, is described in detail in Wright et al. (2010), and the NEOWISE enhancement to the mission is described in Mainzer et al. (2011a). After successfully completing its prime mission in 2011, the WISE spacecraft was placed into hibernation for 32 months before being reactivated and renamed NEOWISE in late 2013. The NEOWISE reactivation mission is described in Mainzer et al. (2014a).
The goals of the NEOWISE mission are to discover, track, and characterize minor planets. Images and extracted source lists from all phases of the WISE and NEOWISE missions have been delivered to the public via the Infrared Science Archive (Cutri et al. 2012, 2015), NASA's designated archive for infrared astronomical data.
During the initial portion of the mission, NEOWISE employed four channels; 3.4, 4.6, 12, and 22 μm. The longest two wavelength channels required cooling to <8 K using a dual-stage solid hydrogen cryostat. Diameters and albedos for a variety of small-body populations were calculated using this fully cryogenic portion of the mission (see Table 1). As the cryogen was depleted, the 12 and 22 μm channels became inoperative; after this, the mission continued for several months using only its 3.4 and 4.6 μm channels. A summary of near-Earth asteroid (NEAs) and main belt asteroid (MBA) albedos and diameters calculated during various phases of the mission is given in Table 2. These measurements have also been submitted to NASA's Planetary Data System. Thermal model calibration results, including comparison of cryogenic WISE/NEOWISE-derived diameters to other observations, are given in Mainzer et al. (2011c, 2011d).
Table 1. Diameters and Albedos for Various Small-body Populations, Calculated from Fully Cryogenic (3.4, 4.6, 12, and 22 μm Bands) NEOWISE Mission Data
Population | Associated References |
---|---|
Near-Earth asteroids | Mainzer et al. (2011b), Mainzer et al. (2014b) |
Main belt asteroids | Masiero et al. (2011) |
Active main belt objects | Bauer et al. (2012b) |
Trojans | Grav et al. (2012b) |
Hildas | Grav et al. (2012a) |
Irregular satellites | Grav et al. (2015) |
Centaurs | Bauer et al. (2013) |
Comets | Bauer et al. (2011, 2012a, 2015), |
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Table 2. Previously Published Papers containing NEA and MBA Diameters and Albedos Calculated from NEOWISE Mission Data
Mission Phase | Detection Bands (μm) | References for NEAs | References for MBAs |
---|---|---|---|
Fully cryogenic | 3.4, 4.6, 12, 22 | Mainzer et al. (2011b), | Masiero et al. (2011), |
Mainzer et al. (2014b) | Masiero et al. (2014) | ||
3-Band and Post cryogenic | 3.4, 4.6, (some 12) | Mainzer et al. (2012a) | Masiero et al. (2012) |
Year 1 ofreactivation | 3.4, 4.6 | Nugent et al. (2015) | Nugent et al. (2015) |
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This second year of data also provides multi-epoch observational data of uniform quality that can be used to better constrain the sizes, shapes, rotation state, and thermophysical properties of the 9092 asteroids in the reactivation Year 2 sample.
We present preliminary diameters and albedos calculated from NEOWISE Year 2 Reactivation mission observations, which spanned 2014 December 13 to 2015 December 13. Diameters and albedos calculated from NEOWISE Year 2 Reactivation mission observations will be submitted to the Planetary Data System.
2. DISCOVERIES AND FOLLOW UP
NEOWISE discovered 198 NEAs and comets during Years 1 and 2 of the Reactivation mission. In addition to observing 175 NEAs that had not had diameters measured previously from NEOWISE data, the Year 2 Reactivation mission obtained thermal infrared observations at additional epochs for 32 NEAs. NEOWISE typically observes asteroids ∼10–12 times over ∼1–1.5 days, and requires a minimum of 5 detections of a discovery candidate for submission to the Minor Planet Center (MPC).
NEOWISE observes with a fixed observing cadence, and additional follow up observations are usually necessary to confirm that new minor planet candidates have been discovered. Since NEOWISE cannot perform targeted follow up on its own, these observations must be made by ground-based observers. Given that near-Earth objects (NEOs) are of a population of special interest, NEOWISE candidate NEOs are listed on the MPC Near-Earth Object Confirmation Page (NEOCP) to facilitate follow up. NEOWISE regularly relies on many ground-based observers for follow up, including Spacewatch, observers at the Institute for Astronomy at the University of Hawaii, the Las Cumbres Observatory Global telescope Network (LCOGT), the Magdalena Ridge Observatory, the Mt. John Observatory, and a number of amateur observers across the globe to coordinate follow up of particular objects. The NEOWISE team was granted eight hours each semester of Target of Opportunity observing time on Gemini Observatory's Gemini South telescope (Hook et al. 2004) as well as time on the Blanco 4 m/Dark Energy Camera (DECam; Flaugher et al. 2015), and was granted Co-I status on the LCOGT NEO follow up program. Access to these facilities is vital for following up of discoveries deep in the southern hemisphere.
Figure 1 is a histogram of the observatories and campaigns that contributed the majority of follow up observations occurring immediately after NEOWISE reported candidate observations, including Spacewatch (McMillan 2007), with over 100 follow up observations, the Las Cumbres Observatory Global Telescope Network (Brown et al. 2013), and the Catalina Sky Survey (Christensen et al. 2015). Observers on Mauna Kea using the University of Hawaii 2.2 m telescope and the Canada–France–Hawaii Telescope's Megacam imager repeatedly obtained follow up of objects under challenging observing conditions (e.g., Tholen et al. 2014). The Mt John University Observatory (observatory code 474) obtained valuable observations of 2015 OA22. NEOWISE discovered this object at −70° decl., and ephemerides showed it was moving further south. The Mt. John University Observatory was able to track the object to −78° decl., confirming the discovery.
NEOWISE submitted several candidate objects to the MPC that were not placed on the NEOCP based on an initial orbit determination that indicated they were not NEOs. These did not receive targeted follow up. Fifty-seven non-NEO NEOWISE discoveries made during the Reactivation mission do not have associated orbits. Additionally, there were eight objects (MBAs, Hungarias, and Mars-crossers) detected solely by NEOWISE that were given provisional designations by the MPC; all of these objects have poorly determined orbits. Without well determined orbits, distance at observing time cannot be computed accurately, and therefore diameters were not determined for these objects.
2.1. Comets
The NEOWISE Reactivation mission has detected over 100 comets, including 8 discoveries (4 of which were made after the end of the second year of observations). The NEOWISE spacecraft is sensitive to the presence of coma dust, as well as the CO-line (4.67 μm) and CO2-line (4.23 μm) emission from comet comae from gas species which are obscured or completely blocked by Earth's atmosphere (Figure 2). Analysis of the excess emission at 3.4 μm by Bauer et al. (2015) provided CO+CO2 production rates and limits of the first four comets discovered by the NEOWISE Reactivation mission.
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Standard image High-resolution imageThe infrared wavelengths provide a thermal emission and reflected light dust signal that can characterize a unique regime of dust particle sizes through the analysis of the dust coma morphologies (Kramer et al. 2015). The NEOWISE multi-epoch observations of many of the comets detected so far provide characterization of long-term cometary behavior regarding these aspects of dust and gas emission. The gas and dust properties of the Reactivation Year 1 and 2 survey comet sample will be described in a later work.
3. METHODS
3.1. Extraction of Detections
The methodology for extracting detections of minor planets from the NEOWISE source lists, as well as methods of diameter and albedo computation, follows the description in Nugent et al. (2015), with the one exception described in Section 3.2. As was done in that work, the NEOWISE source lists were searched using the positions and times reported for each minor planet in the MPC's archival files NumObs.txt and UnnObs.txt.5 NEOWISE reports detections to the MPC three times a week. By querying the MPC archive after the conclusion of Year 2 operations, we restrict our analysis to those detections of minor planets that were reported to and confirmed by the MPC.
These detections were converted into IRSA Catalog Query Engine format6 , and were used to query the NEOWISE-R Single-Exposure Level 1b (L1b) Source Table, which is served by the NASA/IPAC Infrared Science Archive (IRSA). The NEOWISE Reactivation data are described in detail in the NEOWISE Reactivation Explanatory Supplement (Cutri et al. 2015), which was updated in 2016 March to include single-exposure images and extracted source products from Reactivation Year 2. The Single-Exposure (L1b) Source table was queried to find sources within 2 arcseconds of the reported position in the MPC files. For this query, detection time is constrained to be within two seconds of the reported time. The resulting table is a list of all sources corresponding to reported MPC detections from single exposures, with associated MPC designations for each detection.
Several steps are taken to prevent confusion of small-body detections with fixed background sources such as stars and galaxies. We reference the WISE All-Sky Source Catalog, which is derived from a co-add of multiple exposures, covering the sky. This is a significantly deeper image than the individual L1b images, and pixel outlier rejection suppresses moving solar system objects. Therefore, it is useful for identifying fixed sources in the L1b images. The WISE Moving Object Pipeline System (WMOPS), which identifies moving objects in the NEOWISE images, compares single-exposure detections to reference images before any detections are submitted to the MPC. However, as an additional precaution, we also compare the single-exposure detection list to the All-Sky Catalog. Any single-exposure detections found to be within 6.5 arcseconds (the size of the 3.4 and 4.6 μm NEOWISE point-spread function) of a WISE All-Sky Source Catalog source with SNR ≥ 3 were removed.
The resulting asteroid detection table was then stripped of measurements with associated poor quality flags. Each NEOWISE detection is graded for quality, as described in Cutri et al. (2015). Detections with "ph_qual" values of "A," "B," or "C" were accepted, and this photometric quality grade ensures that the source was detected in the band with a flux signal-to-noise ratio <2. Additionally, detections must have "cc_flags" values of "0" or "p," indicating that either the source was unaffected by known artifacts ("0"), or perhaps is impacted by a latent image left by a bright source ("p"). The value of "p" is conservative; it indicates the source is likely unaffected by a latent image, but possibly may be slightly contaminated. Finally, only frames graded "qual_frame" = "10" or highest quality by the quality assurance process were used.
The WISE Science Data System pipeline profile-fitting magnitudes are used for each band (Cutri et al. 2015). A minimum of three detections with measurement uncertainties σmag ≤ 0.25 mag were required for thermal fits. Saturated detections, with a W1 magnitude ≤8.0 or a W2 magnitude ≤7.0, were discarded. The photometric measurements used for each asteroid are listed in Table 3.
Table 3. NEOWISE Magnitudes for the NEAs Modeled in this Paper
Object | MJD | W1 (mag) | W2 (mag) |
---|---|---|---|
01580 | 57059.5362951 | 14.638 ± 0.074 | 11.338 ± 0.024 |
01580 | 57059.7989937 | 14.540 ± 0.068 | 11.339 ± 0.024 |
01580 | 57059.9304065 | 14.564 ± 0.076 | 11.274 ± 0.025 |
01580 | 57060.0618195 | 14.525 ± 0.084 | 11.290 ± 0.028 |
01580 | 57162.4156505 | 11.563 ± 0.017 | 8.478 ± 0.015 |
01580 | 57162.4812294 | 11.507 ± 0.017 | 8.436 ± 0.012 |
01580 | 57162.5468084 | 11.586 ± 0.018 | 8.497 ± 0.013 |
01580 | 57162.6780938 | 11.527 ± 0.019 | 8.436 ± 0.014 |
01580 | 57162.8092518 | 11.449 ± 0.017 | 8.388 ± 0.013 |
01580 | 57163.2684322 | 11.724 ± 0.018 | 8.624 ± 0.015 |
01580 | 57163.5308722 | 11.825 ± 0.021 | 8.695 ± 0.014 |
01580 | 57163.5309995 | 11.836 ± 0.021 | 8.443 ± 0.014 |
01580 | 57163.7933154 | 11.879 ± 0.019 | 8.803 ± 0.013 |
01580 | 57163.9246007 | 11.808 ± 0.021 | 8.737 ± 0.013 |
01580 | 57164.1213378 | 11.317 ± 0.017 | 8.222 ± 0.013 |
01580 | 57164.3837815 | 11.406 ± 0.021 | 8.286 ± 0.015 |
01580 | 57164.7772554 | 11.442 ± 0.021 | 8.373 ± 0.015 |
01580 | 57164.8429617 | 11.566 ± 0.021 | 8.512 ± 0.013 |
01580 | 57164.9741197 | 11.507 ± 0.019 | 8.381 ± 0.012 |
01580 | 57165.1052777 | 11.417 ± 0.020 | 8.371 ± 0.014 |
01580 | 57165.2364356 | 11.388 ± 0.026 | 8.330 ± 0.014 |
01580 | 57165.2365629 | 11.432 ± 0.021 | 8.316 ± 0.012 |
01580 | 57189.9632607 | 12.328 ± 0.023 | 9.224 ± 0.014 |
01580 | 57190.0288402 | 12.292 ± 0.023 | 9.209 ± 0.013 |
01580 | 57190.0944191 | 12.292 ± 0.026 | 9.204 ± 0.015 |
01580 | 57190.1601254 | 12.022 ± 0.028 | 8.925 ± 0.012 |
01580 | 57190.2257043 | 12.318 ± 0.028 | 9.243 ± 0.014 |
01580 | 57190.2912832 | 12.307 ± 0.022 | 9.198 ± 0.014 |
01580 | 57190.3568621 | 12.424 ± 0.025 | 9.268 ± 0.015 |
01620 | 57259.6667067 | 14.743 ± 0.082 | 12.908 ± 0.061 |
01620 | 57259.7979924 | 14.789 ± 0.104 | 12.701 ± 0.055 |
01620 | 57259.9291508 | 15.247 ± 0.130 | 13.368 ± 0.099 |
01620 | 57260.0603091 | 15.713 ± 0.177 | 13.865 ± 0.138 |
01620 | 57260.2570466 | 15.336 ± 0.134 | 13.066 ± 0.071 |
01620 | 57260.2571739 | 15.263 ± 0.125 | 13.355 ± 0.092 |
01620 | 57260.3227531 | 14.641 ± 0.075 | 12.867 ± 0.067 |
01620 | 57260.3883323 | 15.517 ± 0.150 | 13.546 ± 0.158 |
01620 | 57260.4539115 | 14.675 ± 0.079 | 12.747 ± 0.067 |
01620 | 57260.5850698 | 14.916 ± 0.091 | 13.053 ± 0.069 |
01620 | 57260.7818073 | 14.934 ± 0.108 | 12.796 ± 0.060 |
01620 | 57260.913093 | 15.390 ± 0.135 | 13.504 ± 0.114 |
01620 | 57261.1754097 | 15.203 ± 0.115 | 13.108 ± 0.070 |
Note. Listed are MPC packed name, 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). Observations for the first two objects only are shown; the remainder are available in electronic format through the journal website.
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.
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3.2. H and G Values
For each diameter, a corresponding albedo is also calculated using an absolute visual magnitude H and IAU phase slope parameter G (Bowell et al. 1989, p. 524). Therefore, the accuracy of albedos calculated from diameter measurements depends on the accuracy H and G values. The MPC provides H and G values as part of its catalog service; however, the default catalog values may be affected by various systematic effects (Williams 2012; Vereš et al. 2015). Known issues include values calculated from observations submitted with uncertain photometric calibrations and a bias toward discovering asteroids when their longest axis faces Earth (Jedicke et al. 2002, pp. 71–87).
Corrected or newly derived H and G values have been published by Warner et al. (2009), Pravec et al. (2012), Williams (2012), and Vereš et al. (2015). The largest of these H and G data sets is from Williams (2012) with ∼337,000 numbered asteroids, and Vereš et al. (2015) with ∼250,000 objects observed by Pan-STARRS PS1. The Williams (2012) data set is slated to be incorporated into the MPC catalog (G. Williams 2016, private communication). For this reason, and because it is more extensive, we used these corrected H and G values in this work when they were available for the asteroids in our sample. This is a departure from the methods in Nugent et al. (2015), which employed MPC database H and G values as no large replacement data set was available at that time. Unless specified otherwise, G is assumed to be 0.15 ± 0.1 mag, and the errors in H are assumed to be ±0.3 mag.
3.3. Diameter and Albedo calculations
The effective diameter d of each asteroid and geometric optical albedo pv were then calculated from the resulting verified, high-quality minor planet measurements using the Near-Earth Asteroid Thermal Model (NEATM; Harris 1998). The implementation used in this work is detailed in Mainzer et al. (2011c). It assumes a spherical object with no rotation, no nightside emission, and a temperature distribution given by
where θ is the angular distance from the sub-solar point. Tmax is the sub-solar temperature, defined as
where A is the bolometric Bond albedo, S is the solar flux at the asteroid, η is the beaming parameter, is the emissivity, and σ is the Stefan–Boltzmann constant. The beaming parameter η adjusts the temperature distribution, and variation of η can be due to non-spherical shapes, rotation rates, spin pole orientation with respect to observer, surface thermal inertia, phase effects, etc.
After a best-fit diameter is found, 25 Monte Carlo trials were run to evaluate the errors introduced by the uncertainty in the flux measurements. The corresponding uncertainties in diameter and albedo, along with the H and G values used as inputs to the thermal model, are reported in Tables 4 and 5.
Table 4. Measured Diameters (d) and Albedos (pV) of Near-Earth Asteroids Observed During the NEOWISE Year 2 Mission
Object | Packed | H | G | d (km) | pV | η | pIR/pV | W2 amp. | nW1 | nW2 |
---|---|---|---|---|---|---|---|---|---|---|
1580 | 01580 | 14.90 | 0.12 | 7.91 ± 0.08 | 0.03 ± 0.01 | 1.40 ± 0.00 | 2.31 ± 0.10 | 0.07 | 4 | 4 |
1580 | 01580 | 14.90 | 0.12 | 4.19 ± 0.06 | 0.11 ± 0.02 | 1.40 ± 0.00 | 1.03 ± 0.10 | 0.34 | 7 | 7 |
1580 | 01580 | 14.90 | 0.12 | 5.37 ± 0.04 | 0.07 ± 0.01 | 1.40 ± 0.00 | 1.61 ± 0.10 | 0.58 | 18 | 18 |
1620 | 01620 | 15.41 | 0.24 | 1.96 ± 0.06 | 0.32 ± 0.04 | 1.40 ± 0.00 | 1.78 ± 0.10 | 1.16 | 13 | 13 |
1685 | 01685 | 14.45 | 0.24 | 3.91 ± 0.08 | 0.19 ± 0.02 | 1.40 ± 0.00 | 1.68 ± 0.10 | 1.04 | 10 | 11 |
1980 | 01980 | 13.87 | 0.24 | 4.36 ± 0.10 | 0.26 ± 0.03 | 1.40 ± 0.00 | 1.83 ± 0.10 | 0.99 | 18 | 18 |
1980 | 01980 | 13.87 | 0.24 | 4.31 ± 0.18 | 0.27 ± 0.05 | 1.40 ± 0.00 | 1.94 ± 0.10 | 1.36 | 31 | 31 |
1980 | 01980 | 13.87 | 0.24 | 4.47 ± 0.14 | 0.25 ± 0.06 | 1.40 ± 0.00 | 1.97 ± 0.10 | 1.46 | 27 | 29 |
2062 | 02062 | 17.30 | 0.24 | 0.73 ± 0.03 | 0.39 ± 0.05 | 1.40 ± 0.00 | 1.46 ± 0.10 | 0.25 | 6 | 6 |
2063 | 02063 | 17.37 | 0.24 | 1.03 ± 0.03 | 0.19 ± 0.03 | 1.40 ± 0.00 | 0.93 ± 0.10 | 0.24 | 5 | 5 |
3691 | 03691 | 14.98 | 0.24 | 2.08 ± 0.09 | 0.42 ± 0.11 | 1.40 ± 0.00 | 1.19 ± 0.10 | 0.73 | 21 | 21 |
4055 | 04055 | 14.99 | 0.43 | 3.21 ± 0.16 | 0.17 ± 0.03 | 1.40 ± 0.00 | 1.70 ± 0.10 | 0.91 | 6 | 7 |
4183 | 04183 | 14.35 | 0.24 | 3.73 ± 0.15 | 0.23 ± 0.04 | 1.40 ± 0.00 | 1.21 ± 0.10 | 0.33 | 9 | 9 |
5646 | 05646 | 15.45 | 0.24 | 2.45 ± 0.06 | 0.19 ± 0.03 | 1.40 ± 0.00 | 1.32 ± 0.10 | 0.36 | 39 | 39 |
5646 | 05646 | 15.45 | 0.24 | 2.50 ± 0.05 | 0.19 ± 0.03 | 1.40 ± 0.00 | 1.28 ± 0.10 | 0.66 | 74 | 78 |
5646 | 05646 | 15.45 | 0.24 | 2.51 ± 0.05 | 0.18 ± 0.03 | 1.40 ± 0.00 | 1.41 ± 0.10 | 0.35 | 46 | 47 |
5731 | 05731 | 15.53 | 0.12 | 6.51 ± 3.14 | 0.03 ± 0.03 | 1.00 ± 0.51 | 1.60 ± 0.10 | 0.33 | 0 | 8 |
5828 | 05828 | 16.30 | 0.24 | 1.43 ± 0.06 | 0.26 ± 0.05 | 1.40 ± 0.00 | 1.29 ± 0.10 | 0.38 | 6 | 6 |
7335 | 07335 | 17.82 | 0.24 | 0.73 ± 0.02 | 0.25 ± 0.04 | 1.40 ± 0.00 | 1.52 ± 0.10 | 0.78 | 8 | 8 |
7350 | 07350 | 17.21 | 0.24 | 1.92 ± 0.03 | 0.06 ± 0.01 | 1.40 ± 0.00 | 1.06 ± 0.10 | 0.12 | 4 | 5 |
7889 | 07889 | 15.31 | 0.24 | 1.82 ± 0.08 | 0.40 ± 0.04 | 1.40 ± 0.00 | 1.27 ± 0.10 | 0.77 | 13 | 13 |
9202 | 09202 | 16.16 | 0.24 | 1.51 ± 0.05 | 0.27 ± 0.04 | 1.40 ± 0.00 | 1.29 ± 0.10 | 0.18 | 5 | 6 |
9400 | 09400 | 14.98 | 0.24 | 3.69 ± 0.05 | 0.13 ± 0.02 | 1.40 ± 0.00 | 2.13 ± 0.10 | 0.20 | 10 | 10 |
11066 | 11066 | 15.36 | 0.24 | 2.10 ± 0.09 | 0.29 ± 0.04 | 1.40 ± 0.00 | 1.83 ± 0.10 | 0.49 | 5 | 5 |
11405 | 11405 | 15.37 | 0.24 | 3.62 ± 0.05 | 0.10 ± 0.02 | 1.40 ± 0.00 | 2.67 ± 0.10 | 0.25 | 13 | 13 |
21088 | 21088 | 14.47 | 0.24 | 2.79 ± 0.10 | 0.37 ± 0.06 | 1.40 ± 0.00 | 1.63 ± 0.10 | 0.45 | 12 | 12 |
22099 | 22099 | 18.19 | 0.24 | 0.52 ± 0.11 | 0.35 ± 0.22 | 1.40 ± 0.40 | 1.60 ± 0.10 | 0.81 | 0 | 4 |
23606 | 23606 | 18.37 | 0.24 | 0.87 ± 0.01 | 0.11 ± 0.02 | 1.40 ± 0.00 | 2.46 ± 0.10 | 1.67 | 60 | 60 |
26817 | 26817 | 19.11 | 0.24 | 1.17 ± 0.53 | 0.03 ± 0.08 | 1.40 ± 0.52 | 1.60 ± 0.10 | 0.41 | 0 | 6 |
35107 | 35107 | 17.02 | 0.24 | 0.91 ± 0.03 | 0.33 ± 0.04 | 1.40 ± 0.00 | 1.41 ± 0.10 | 0.93 | 27 | 27 |
38086 | 38086 | 17.63 | 0.24 | 0.64 ± 0.19 | 0.39 ± 0.25 | 1.40 ± 0.50 | 1.60 ± 0.10 | 0.71 | 0 | 6 |
38091 | 38091 | 16.61 | 0.24 | 2.49 ± 0.03 | 0.06 ± 0.01 | 1.40 ± 0.00 | 2.30 ± 0.10 | 0.97 | 12 | 13 |
52750 | 52750 | 16.74 | 0.24 | 0.96 ± 0.04 | 0.39 ± 0.06 | 1.40 ± 0.00 | 1.55 ± 0.10 | 0.73 | 22 | 24 |
52750 | 52750 | 16.74 | 0.24 | 0.93 ± 0.32 | 0.41 ± 0.25 | 1.40 ± 0.51 | 1.60 ± 0.10 | 0.19 | 0 | 5 |
53430 | 53430 | 16.85 | 0.24 | 1.34 ± 0.45 | 0.18 ± 0.17 | 1.40 ± 0.44 | 1.60 ± 0.10 | 0.78 | 0 | 10 |
68216 | 68216 | 16.66 | 0.24 | 0.99 ± 0.04 | 0.39 ± 0.06 | 1.40 ± 0.00 | 1.30 ± 0.10 | 0.38 | 8 | 8 |
68278 | 68278 | 18.50 | 0.12 | 1.46 ± 0.53 | 0.03 ± 0.03 | 1.40 ± 0.40 | 1.60 ± 0.10 | 0.52 | 0 | 23 |
85275 | 85275 | 16.45 | 0.24 | 2.50 ± 0.99 | 0.07 ± 0.06 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.53 | 0 | 14 |
85713 | 85713 | 16.01 | 0.24 | 3.03 ± 1.49 | 0.08 ± 0.12 | 1.40 ± 0.50 | 1.60 ± 0.10 | 0.37 | 0 | 6 |
85804 | 85804 | 15.47 | 0.24 | 2.27 ± 0.06 | 0.22 ± 0.04 | 1.40 ± 0.00 | 1.24 ± 0.10 | 0.17 | 11 | 11 |
85804 | 85804 | 15.47 | 0.24 | 2.19 ± 0.04 | 0.24 ± 0.02 | 1.40 ± 0.00 | 1.29 ± 0.10 | 0.21 | 13 | 14 |
85804 | 85804 | 15.47 | 0.24 | 2.84 ± 0.04 | 0.14 ± 0.02 | 1.40 ± 0.00 | 1.94 ± 0.10 | 0.58 | 21 | 22 |
85989 | 85989 | 17.03 | 0.24 | 1.60 ± 0.59 | 0.11 ± 0.17 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.39 | 0 | 4 |
86067 | 86067 | 16.52 | 0.24 | 1.50 ± 0.49 | 0.19 ± 0.14 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.54 | 0 | 11 |
86667 | 86667 | 17.59 | 0.24 | 0.74 ± 0.02 | 0.29 ± 0.05 | 1.40 ± 0.00 | 1.60 ± 0.10 | 0.76 | 4 | 4 |
86829 | 86829 | 16.11 | 0.24 | 1.81 ± 0.05 | 0.19 ± 0.03 | 1.40 ± 0.00 | 1.38 ± 0.10 | 0.13 | 6 | 6 |
88263 | 88263 | 15.73 | 0.24 | 5.10 ± 1.86 | 0.03 ± 0.04 | 1.40 ± 0.38 | 1.60 ± 0.10 | 0.93 | 0 | 18 |
88710 | 88710 | 18.14 | 0.34 | 0.75 ± 0.29 | 0.18 ± 0.14 | 1.40 ± 0.52 | 1.60 ± 0.10 | 0.99 | 0 | 71 |
90367 | 90367 | 18.11 | 0.24 | 2.06 ± 1.14 | 0.02 ± 0.07 | 1.40 ± 0.59 | 1.60 ± 0.10 | 0.48 | 0 | 13 |
90403 | 90403 | 17.78 | 0.24 | 0.57 ± 0.17 | 0.42 ± 0.24 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.49 | 0 | 5 |
90416 | 90416 | 18.58 | 0.24 | 0.98 ± 0.02 | 0.07 ± 0.01 | 1.40 ± 0.00 | 1.34 ± 0.10 | 0.07 | 5 | 5 |
100756 | A0756 | 16.48 | 0.24 | 1.81 ± 0.04 | 0.14 ± 0.02 | 1.40 ± 0.00 | 1.80 ± 0.10 | 1.16 | 15 | 15 |
105140 | A5140 | 15.81 | 0.24 | 1.97 ± 0.05 | 0.22 ± 0.04 | 1.40 ± 0.00 | 1.30 ± 0.10 | 0.58 | 8 | 9 |
108519 | A8519 | 17.94 | 0.24 | 1.43 ± 0.54 | 0.06 ± 0.09 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.52 | 0 | 12 |
112985 | B2985 | 15.66 | 0.24 | 3.65 ± 0.04 | 0.07 ± 0.01 | 1.40 ± 0.00 | 2.46 ± 0.10 | 0.12 | 11 | 11 |
112985 | B2985 | 15.66 | 0.24 | 5.12 ± 0.03 | 0.04 ± 0.01 | 1.40 ± 0.00 | 2.80 ± 0.10 | 0.15 | 18 | 18 |
137084 | D7084 | 16.52 | 0.24 | 1.23 ± 0.04 | 0.29 ± 0.04 | 1.40 ± 0.00 | 1.10 ± 0.10 | 0.48 | 4 | 4 |
137805 | D7805 | 16.77 | 0.24 | 2.24 ± 0.03 | 0.07 ± 0.01 | 1.40 ± 0.00 | 1.40 ± 0.10 | 0.31 | 17 | 17 |
137925 | D7925 | 16.25 | 0.24 | 1.36 ± 0.04 | 0.30 ± 0.05 | 1.40 ± 0.00 | 1.27 ± 0.10 | 0.29 | 4 | 5 |
140288 | E0288 | 16.84 | 0.24 | 1.26 ± 0.03 | 0.20 ± 0.04 | 1.40 ± 0.00 | 1.03 ± 0.10 | 0.34 | 8 | 8 |
140288 | E0288 | 16.84 | 0.24 | 1.21 ± 0.45 | 0.22 ± 0.23 | 1.40 ± 0.50 | 1.60 ± 0.10 | 0.74 | 0 | 5 |
141484 | E1484 | 16.64 | 0.24 | 1.00 ± 0.04 | 0.39 ± 0.05 | 1.40 ± 0.00 | 1.44 ± 0.10 | 0.26 | 8 | 9 |
141484 | E1484 | 16.64 | 0.24 | 1.02 ± 0.03 | 0.37 ± 0.04 | 1.40 ± 0.00 | 1.59 ± 0.10 | 0.39 | 16 | 16 |
142040 | E2040 | 16.31 | 0.24 | 1.26 ± 0.04 | 0.34 ± 0.04 | 1.40 ± 0.00 | 1.71 ± 0.10 | 0.36 | 43 | 44 |
152679 | F2679 | 16.43 | 0.12 | 4.18 ± 0.01 | 0.03 ± 0.00 | 1.40 ± 0.00 | 7.21 ± 0.10 | 1.22 | 29 | 29 |
152978 | F2978 | 19.73 | 0.24 | 0.32 ± 0.07 | 0.23 ± 0.13 | 1.40 ± 0.32 | 1.60 ± 0.10 | 0.74 | 0 | 8 |
152978 | F2978 | 19.73 | 0.24 | 0.37 ± 0.14 | 0.17 ± 0.14 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.57 | 0 | 5 |
153195 | F3195 | 17.94 | 0.24 | 1.32 ± 0.55 | 0.07 ± 0.07 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.77 | 0 | 14 |
153195 | F3195 | 17.94 | 0.24 | 1.60 ± 0.59 | 0.05 ± 0.04 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.45 | 0 | 7 |
154807 | F4807 | 18.72 | 0.24 | 0.47 ± 0.01 | 0.26 ± 0.03 | 1.40 ± 0.00 | 1.69 ± 0.10 | 0.92 | 14 | 15 |
155110 | F5110 | 17.66 | 0.24 | 0.68 ± 0.03 | 0.33 ± 0.04 | 1.40 ± 0.00 | 1.87 ± 0.10 | 0.34 | 6 | 6 |
155110 | F5110 | 17.66 | 0.24 | 0.75 ± 0.32 | 0.27 ± 0.23 | 1.40 ± 0.54 | 1.60 ± 0.10 | 0.37 | 0 | 5 |
159459 | F9459 | 15.98 | 0.24 | 1.83 ± 0.09 | 0.21 ± 0.03 | 1.40 ± 0.00 | 1.11 ± 0.10 | 0.38 | 5 | 6 |
159504 | F9504 | 16.99 | 0.05 | 2.31 ± 0.02 | 0.05 ± 0.01 | 1.40 ± 0.00 | 1.73 ± 0.10 | 0.24 | 9 | 9 |
159686 | F9686 | 16.65 | 0.24 | 1.80 ± 0.03 | 0.12 ± 0.02 | 1.40 ± 0.00 | 3.56 ± 0.10 | 0.28 | 8 | 9 |
159929 | F9929 | 17.75 | 0.24 | 2.62 ± 1.20 | 0.02 ± 0.08 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.34 | 0 | 8 |
161989 | G1989 | 17.43 | 0.24 | 0.64 ± 0.02 | 0.46 ± 0.09 | 1.40 ± 0.00 | 1.81 ± 0.10 | 1.16 | 64 | 69 |
162080 | G2080 | 19.89 | 0.24 | 0.68 ± 0.32 | 0.04 ± 0.05 | 1.40 ± 0.55 | 1.60 ± 0.10 | 0.94 | 0 | 20 |
162463 | G2463 | 17.99 | 0.24 | 0.93 ± 0.35 | 0.13 ± 0.21 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.85 | 0 | 21 |
162463 | G2463 | 17.99 | 0.24 | 0.98 ± 0.35 | 0.12 ± 0.14 | 1.40 ± 0.43 | 1.60 ± 0.10 | 0.40 | 0 | 6 |
162567 | G2567 | 20.18 | 0.24 | 0.29 ± 0.12 | 0.18 ± 0.16 | 1.40 ± 0.56 | 1.60 ± 0.10 | 0.19 | 0 | 5 |
163760 | G3760 | 16.53 | 0.24 | 2.35 ± 0.77 | 0.08 ± 0.08 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.40 | 0 | 9 |
163899 | G3899 | 17.36 | 0.24 | 0.80 ± 0.02 | 0.31 ± 0.04 | 1.40 ± 0.00 | 1.35 ± 0.10 | 1.97 | 24 | 24 |
164206 | G4206 | 17.86 | 0.24 | 1.13 ± 0.55 | 0.10 ± 0.09 | 1.40 ± 0.55 | 1.60 ± 0.10 | 0.94 | 0 | 8 |
172034 | H2034 | 17.67 | 0.24 | 0.66 ± 0.17 | 0.34 ± 0.25 | 1.40 ± 0.44 | 1.60 ± 0.10 | 1.17 | 0 | 24 |
173689 | H3689 | 18.28 | 0.24 | 0.73 ± 0.29 | 0.16 ± 0.19 | 1.40 ± 0.55 | 1.60 ± 0.10 | 0.17 | 0 | 5 |
190161 | J0161 | 16.67 | 0.24 | 3.05 ± 0.02 | 0.04 ± 0.01 | 1.40 ± 0.00 | 1.79 ± 0.10 | 0.36 | 28 | 30 |
200754 | K0754 | 18.67 | 0.24 | 0.56 ± 0.21 | 0.19 ± 0.15 | 1.40 ± 0.52 | 1.60 ± 0.10 | 0.29 | 0 | 5 |
206378 | K6378 | 18.68 | 0.06 | 0.37 ± 0.02 | 0.44 ± 0.19 | 1.40 ± 0.00 | 1.85 ± 0.10 | 0.75 | 20 | 20 |
212359 | L2359 | 16.98 | 0.24 | 1.25 ± 0.40 | 0.18 ± 0.18 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.33 | 0 | 9 |
237805 | N7805 | 17.63 | 0.24 | 0.69 ± 0.26 | 0.33 ± 0.22 | 1.40 ± 0.57 | 1.60 ± 0.10 | 1.47 | 0 | 45 |
241662 | O1662 | 17.64 | 0.24 | 0.91 ± 0.02 | 0.19 ± 0.03 | 1.40 ± 0.00 | 1.56 ± 0.10 | 0.38 | 10 | 10 |
241662 | O1662 | 17.64 | 0.24 | 0.81 ± 0.26 | 0.24 ± 0.22 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.44 | 0 | 8 |
248590 | O8590 | 16.82 | 0.24 | 3.35 ± 1.04 | 0.03 ± 0.03 | 0.80 ± 0.40 | 1.50 ± 0.10 | 0.27 | 0 | 13 |
256412 | P6412 | 17.17 | 0.24 | 2.90 ± 0.02 | 0.03 ± 0.01 | 1.00 ± 0.20 | 4.06 ± 0.10 | 0.57 | 15 | 15 |
275611 | R5611 | 18.24 | 0.24 | 1.48 ± 0.01 | 0.04 ± 0.01 | 1.40 ± 0.00 | 2.67 ± 0.10 | 0.70 | 24 | 25 |
276049 | R6049 | 16.50 | 0.12 | 2.24 ± 0.02 | 0.09 ± 0.02 | 1.00 ± 0.20 | 0.23 ± 0.10 | 0.24 | 11 | 11 |
276049 | R6049 | 16.50 | 0.12 | 4.71 ± 2.84 | 0.02 ± 0.04 | 1.00 ± 0.60 | 1.60 ± 0.10 | 0.37 | 0 | 12 |
276786 | R6786 | 18.11 | 0.24 | 1.72 ± 0.68 | 0.03 ± 0.07 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.85 | 0 | 12 |
285331 | S5331 | 18.47 | 0.24 | 0.66 ± 0.01 | 0.17 ± 0.02 | 1.40 ± 0.00 | 2.04 ± 0.10 | 0.32 | 6 | 6 |
285331 | S5331 | 18.47 | 0.24 | 0.65 ± 0.01 | 0.17 ± 0.02 | 1.40 ± 0.00 | 1.96 ± 0.10 | 0.65 | 10 | 10 |
294739 | T4739 | 17.39 | 0.24 | 0.74 ± 0.21 | 0.36 ± 0.19 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.35 | 0 | 7 |
297274 | T7274 | 16.90 | 0.24 | 1.21 ± 0.03 | 0.21 ± 0.03 | 1.40 ± 0.00 | 1.01 ± 0.10 | 0.64 | 5 | 5 |
303450 | U3450 | 20.86 | 0.24 | 0.18 ± 0.06 | 0.24 ± 0.12 | 1.40 ± 0.43 | 1.60 ± 0.10 | 0.62 | 0 | 7 |
307493 | U7493 | 18.95 | 0.24 | 1.43 ± 0.09 | 0.02 ± 0.00 | 1.22 ± 0.06 | 1.60 ± 0.10 | 0.34 | 10 | 10 |
311554 | V1554 | 18.80 | 0.24 | 0.38 ± 0.02 | 0.36 ± 0.05 | 1.40 ± 0.00 | 2.07 ± 0.10 | 0.72 | 7 | 8 |
326388 | W6388 | 18.26 | 0.24 | 1.15 ± 0.01 | 0.07 ± 0.01 | 1.40 ± 0.00 | 0.70 ± 0.10 | 0.39 | 11 | 12 |
337248 | X7248 | 20.00 | 0.15 | 0.85 ± 0.06 | 0.02 ± 0.01 | 1.40 ± 0.09 | 4.79 ± 0.10 | 1.01 | 6 | 6 |
337248 | X7248 | 20.00 | 0.15 | 0.61 ± 0.26 | 0.05 ± 0.06 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.34 | 0 | 7 |
345646 | Y5646 | 19.90 | 0.15 | 0.41 ± 0.01 | 0.12 ± 0.02 | 1.40 ± 0.00 | 8.52 ± 0.10 | 0.42 | 6 | 7 |
355770 | Z5770 | 18.40 | 0.15 | 1.20 ± 0.49 | 0.05 ± 0.08 | 1.40 ± 0.48 | 1.60 ± 0.10 | 1.68 | 0 | 57 |
363027 | a3027 | 19.50 | 0.15 | 0.58 ± 0.27 | 0.08 ± 0.11 | 1.40 ± 0.54 | 1.60 ± 0.10 | 0.30 | 0 | 4 |
363027 | a3027 | 19.50 | 0.15 | 0.69 ± 0.25 | 0.06 ± 0.07 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.19 | 0 | 6 |
363505 | a3505 | 18.10 | 0.15 | 1.88 ± 0.01 | 0.03 ± 0.00 | 1.40 ± 0.00 | 2.63 ± 0.10 | 0.70 | 26 | 28 |
373135 | b3135 | 19.50 | 0.15 | 1.05 ± 0.36 | 0.03 ± 0.01 | 1.40 ± 0.38 | 1.60 ± 0.10 | 0.88 | 0 | 4 |
381906 | c1906 | 17.90 | 0.15 | 0.52 ± 0.10 | 0.45 ± 0.27 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.43 | 0 | 5 |
385186 | c5186 | 17.70 | 0.15 | 0.81 ± 0.02 | 0.22 ± 0.03 | 1.40 ± 0.00 | 2.04 ± 0.10 | 0.57 | 9 | 9 |
385186 | c5186 | 17.70 | 0.15 | 0.97 ± 0.29 | 0.16 ± 0.15 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.43 | 0 | 20 |
401857 | e1857 | 16.10 | 0.15 | 4.28 ± 0.04 | 0.03 ± 0.01 | 1.40 ± 0.00 | 2.28 ± 0.10 | 0.43 | 6 | 6 |
401857 | e1857 | 16.10 | 0.15 | 3.90 ± 1.87 | 0.04 ± 0.07 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.78 | 0 | 11 |
401925 | e1925 | 18.40 | 0.15 | 0.48 ± 0.10 | 0.34 ± 0.19 | 1.40 ± 0.37 | 1.60 ± 0.10 | 0.43 | 0 | 5 |
413123 | f3123 | 19.00 | 0.15 | 1.22 ± 0.50 | 0.03 ± 0.05 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.89 | 0 | 29 |
413123 | f3123 | 19.00 | 0.15 | 1.26 ± 0.52 | 0.03 ± 0.08 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.44 | 0 | 12 |
413192 | f3192 | 16.80 | 0.15 | 2.78 ± 0.02 | 0.04 ± 0.01 | 1.40 ± 0.00 | 1.31 ± 0.10 | 0.33 | 23 | 25 |
413192 | f3192 | 16.80 | 0.15 | 2.16 ± 0.02 | 0.07 ± 0.01 | 1.40 ± 0.00 | 1.49 ± 0.10 | 0.84 | 114 | 118 |
414287 | f4287 | 17.70 | 0.15 | 1.97 ± 0.74 | 0.04 ± 0.04 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.57 | 0 | 9 |
414772 | f4772 | 19.00 | 0.15 | 1.00 ± 0.68 | 0.04 ± 0.06 | 1.00 ± 0.73 | 1.60 ± 0.10 | 0.95 | 0 | 5 |
415711 | f5711 | 19.00 | 0.15 | 0.35 ± 0.10 | 0.37 ± 0.26 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.66 | 0 | 9 |
415986 | f5986 | 18.10 | 0.15 | 1.07 ± 0.54 | 0.09 ± 0.11 | 1.40 ± 0.57 | 1.60 ± 0.10 | 0.50 | 0 | 10 |
415986 | f5986 | 18.10 | 0.15 | 1.08 ± 0.29 | 0.09 ± 0.08 | 1.40 ± 0.33 | 1.60 ± 0.10 | 0.87 | 0 | 27 |
416071 | f6071 | 17.90 | 0.15 | 0.80 ± 0.01 | 0.19 ± 0.03 | 1.40 ± 0.00 | 2.24 ± 0.10 | 0.33 | 8 | 8 |
417264 | f7264 | 17.20 | 0.15 | 1.93 ± 0.02 | 0.06 ± 0.01 | 1.40 ± 0.00 | 2.16 ± 0.10 | 0.68 | 15 | 15 |
417264 | f7264 | 17.20 | 0.15 | 1.93 ± 0.01 | 0.06 ± 0.01 | 1.40 ± 0.00 | 2.59 ± 0.10 | 0.88 | 27 | 27 |
417264 | f7264 | 17.20 | 0.15 | 2.72 ± 1.26 | 0.03 ± 0.04 | 1.40 ± 0.43 | 1.60 ± 0.10 | 0.84 | 0 | 11 |
418797 | f8797 | 19.50 | 0.15 | 0.79 ± 0.23 | 0.05 ± 0.06 | 1.40 ± 0.36 | 1.60 ± 0.10 | 0.39 | 0 | 7 |
422699 | g2699 | 18.30 | 0.15 | 0.62 ± 0.24 | 0.22 ± 0.18 | 1.40 ± 0.52 | 1.60 ± 0.10 | 0.97 | 0 | 11 |
424089 | g4089 | 17.70 | 0.15 | 2.31 ± 0.72 | 0.03 ± 0.03 | 1.40 ± 0.32 | 1.60 ± 0.10 | 0.49 | 0 | 11 |
424392 | g4392 | 21.90 | 0.15 | 0.24 ± 0.10 | 0.05 ± 0.06 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.46 | 0 | 9 |
428223 | g8223 | 16.10 | 0.15 | 2.53 ± 0.82 | 0.10 ± 0.13 | 1.40 ± 0.37 | 1.60 ± 0.10 | 0.67 | 0 | 10 |
429746 | g9746 | 17.30 | 0.15 | 1.27 ± 0.50 | 0.13 ± 0.10 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.55 | 0 | 8 |
431107 | h1107 | 17.70 | 0.15 | 1.27 ± 0.44 | 0.09 ± 0.15 | 1.40 ± 0.43 | 1.60 ± 0.10 | 0.66 | 0 | 8 |
433953 | h3953 | 20.90 | 0.15 | 0.26 ± 0.09 | 0.11 ± 0.13 | 1.40 ± 0.44 | 1.60 ± 0.10 | 0.80 | 0 | 7 |
433992 | h3992 | 18.00 | 0.15 | 0.88 ± 0.02 | 0.14 ± 0.02 | 1.40 ± 0.00 | 2.52 ± 0.10 | 0.38 | 5 | 5 |
434096 | h4096 | 18.00 | 0.15 | 0.53 ± 0.02 | 0.43 ± 0.08 | 1.40 ± 0.00 | 2.32 ± 0.10 | 0.82 | 4 | 6 |
434633 | h4633 | 20.90 | 0.15 | 0.31 ± 0.12 | 0.08 ± 0.09 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.31 | 0 | 6 |
434633 | h4633 | 20.90 | 0.15 | 0.44 ± 0.14 | 0.04 ± 0.02 | 1.40 ± 0.37 | 1.60 ± 0.10 | 0.37 | 0 | 13 |
436671 | h6671 | 18.00 | 0.15 | 2.16 ± 0.02 | 0.02 ± 0.01 | 1.40 ± 0.00 | 4.24 ± 0.10 | 0.44 | 7 | 7 |
437879 | h7879 | 17.70 | 0.15 | 2.24 ± 0.95 | 0.03 ± 0.06 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.87 | 0 | 13 |
437994 | h7994 | 17.30 | 0.15 | 0.80 ± 0.21 | 0.33 ± 0.16 | 1.40 ± 0.38 | 1.60 ± 0.10 | 0.87 | 0 | 11 |
438990 | h8990 | 18.30 | 0.15 | 0.82 ± 0.37 | 0.13 ± 0.16 | 1.40 ± 0.53 | 1.60 ± 0.10 | 0.48 | 0 | 5 |
439889 | h9889 | 20.10 | 0.15 | 0.59 ± 0.18 | 0.05 ± 0.04 | 1.40 ± 0.38 | 1.60 ± 0.10 | 0.31 | 0 | 4 |
442605 | i2605 | 19.10 | 0.15 | 0.44 ± 0.11 | 0.21 ± 0.17 | 1.40 ± 0.37 | 1.60 ± 0.10 | 0.50 | 0 | 5 |
442742 | i2742 | 17.60 | 0.15 | 2.00 ± 0.01 | 0.04 ± 0.01 | 1.40 ± 0.00 | 2.83 ± 0.10 | 0.92 | 71 | 78 |
443806 | i3806 | 22.00 | 0.15 | 0.29 ± 0.12 | 0.03 ± 0.04 | 1.40 ± 0.52 | 1.60 ± 0.10 | 0.24 | 0 | 12 |
443880 | i3880 | 19.40 | 0.15 | 0.25 ± 0.04 | 0.50 ± 0.17 | 1.80 ± 0.55 | 1.60 ± 0.10 | 0.65 | 0 | 6 |
443923 | i3923 | 17.40 | 0.15 | 2.15 ± 1.01 | 0.04 ± 0.07 | 1.00 ± 0.58 | 1.60 ± 0.10 | 0.52 | 0 | 11 |
445025 | i5025 | 17.50 | 0.15 | 2.10 ± 0.02 | 0.04 ± 0.01 | 1.40 ± 0.00 | 0.70 ± 0.10 | 0.09 | 5 | 5 |
445305 | i5305 | 19.90 | 0.15 | 0.80 ± 0.31 | 0.03 ± 0.05 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.20 | 0 | 4 |
450159 | j0159 | 18.90 | 0.15 | 0.73 ± 0.23 | 0.09 ± 0.10 | 1.40 ± 0.40 | 1.60 ± 0.10 | 0.62 | 0 | 5 |
453687 | j3687 | 19.30 | 0.15 | 1.06 ± 0.48 | 0.03 ± 0.03 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.25 | 0 | 13 |
453707 | j3707 | 18.60 | 0.15 | 0.50 ± 0.14 | 0.26 ± 0.12 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.40 | 0 | 4 |
454078 | j4078 | 17.50 | 0.15 | 2.96 ± 1.20 | 0.02 ± 0.04 | 1.40 ± 0.44 | 1.60 ± 0.10 | 0.23 | 0 | 15 |
454100 | j4100 | 20.10 | 0.15 | 0.55 ± 0.01 | 0.05 ± 0.01 | 1.40 ± 0.00 | 1.70 ± 0.10 | 0.26 | 6 | 6 |
2002 GP186 | K02GI6P | 20.30 | 0.15 | 0.17 ± 0.05 | 0.44 ± 0.27 | 1.40 ± 0.48 | 1.60 ± 0.10 | 0.29 | 0 | 5 |
2003 KZ18 | K03K18Z | 21.20 | 0.15 | 0.47 ± 0.19 | 0.03 ± 0.04 | 1.40 ± 0.48 | 1.60 ± 0.10 | 0.69 | 0 | 6 |
2003 MT9 | K03M09T | 18.60 | 0.15 | 0.68 ± 0.22 | 0.14 ± 0.17 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.30 | 0 | 4 |
2006 KL89 | K06K89L | 18.60 | 0.15 | 0.96 ± 0.38 | 0.07 ± 0.03 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.68 | 0 | 23 |
2006 KL89 | K06K89L | 18.60 | 0.15 | 1.07 ± 0.52 | 0.06 ± 0.10 | 1.40 ± 0.53 | 1.60 ± 0.10 | 0.65 | 0 | 15 |
2006 OF5 | K06O05F | 19.30 | 0.15 | 0.95 ± 0.55 | 0.04 ± 0.03 | 1.00 ± 0.64 | 1.60 ± 0.10 | 0.63 | 0 | 46 |
2006 OF5 | K06O05F | 19.30 | 0.15 | 0.93 ± 0.32 | 0.04 ± 0.03 | 1.00 ± 0.49 | 1.60 ± 0.10 | 0.43 | 0 | 47 |
2006 UR217 | K06UL7R | 19.80 | 0.15 | 0.89 ± 0.07 | 0.03 ± 0.01 | 1.40 ± 0.11 | 6.16 ± 0.10 | 0.26 | 8 | 9 |
2006 UR217 | K06UL7R | 19.80 | 0.15 | 0.95 ± 0.40 | 0.02 ± 0.05 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.44 | 0 | 6 |
2007 WE55 | K07W55E | 20.20 | 0.15 | 0.69 ± 0.18 | 0.03 ± 0.05 | 1.40 ± 0.33 | 1.60 ± 0.10 | 0.78 | 0 | 13 |
2010 CO1 | K10C01O | 21.80 | 0.15 | 0.29 ± 0.15 | 0.04 ± 0.06 | 1.00 ± 0.67 | 1.60 ± 0.10 | 0.43 | 0 | 13 |
2010 LF86 | K10L86F | 17.20 | 0.15 | 2.56 ± 1.22 | 0.04 ± 0.05 | 1.40 ± 0.50 | 1.60 ± 0.10 | 0.49 | 0 | 5 |
2010 UB8 | K10U08B | 19.60 | 0.15 | 0.92 ± 0.08 | 0.03 ± 0.01 | 1.16 ± 0.09 | 1.60 ± 0.10 | 0.16 | 7 | 7 |
2010 UB8 | K10U08B | 19.60 | 0.15 | 0.88 ± 0.42 | 0.03 ± 0.05 | 1.00 ± 0.61 | 1.60 ± 0.10 | 0.37 | 0 | 15 |
2010 YD3 | K10Y03D | 20.00 | 0.15 | 0.76 ± 0.35 | 0.03 ± 0.04 | 1.40 ± 0.52 | 1.60 ± 0.10 | 0.54 | 0 | 12 |
2011 AM24 | K11A24M | 20.50 | 0.15 | 0.50 ± 0.01 | 0.04 ± 0.01 | 1.40 ± 0.01 | 0.47 ± 0.10 | 0.49 | 8 | 8 |
2011 AM24 | K11A24M | 20.50 | 0.15 | 0.51 ± 0.01 | 0.04 ± 0.01 | 1.40 ± 0.01 | 0.94 ± 0.10 | 0.47 | 14 | 15 |
2011 HJ61 | K11H61J | 19.30 | 0.15 | 1.28 ± 0.57 | 0.02 ± 0.04 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.97 | 0 | 13 |
2011 JU2 | K11J02U | 18.40 | 0.15 | 1.49 ± 0.56 | 0.03 ± 0.06 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.77 | 0 | 4 |
2011 OL5 | K11O05L | 20.20 | 0.15 | 0.28 ± 0.08 | 0.19 ± 0.16 | 1.40 ± 0.42 | 1.60 ± 0.10 | 1.05 | 0 | 36 |
2011 OL5 | K11O05L | 20.20 | 0.15 | 0.28 ± 0.11 | 0.19 ± 0.16 | 1.40 ± 0.51 | 1.60 ± 0.10 | 0.60 | 0 | 13 |
2011 VQ5 | K11V05Q | 20.10 | 0.15 | 0.56 ± 0.23 | 0.05 ± 0.08 | 1.40 ± 0.50 | 1.60 ± 0.10 | 0.85 | 0 | 18 |
2011 YB40 | K11Y40B | 19.10 | 0.15 | 0.42 ± 0.12 | 0.22 ± 0.17 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.38 | 0 | 5 |
2012 OD1 | K12O01D | 18.60 | 0.15 | 0.35 ± 0.09 | 0.54 ± 0.26 | 1.40 ± 0.44 | 1.60 ± 0.10 | 0.36 | 0 | 5 |
2014 JY24 | K14J24Y | 18.30 | 0.15 | 1.92 ± 1.01 | 0.02 ± 0.05 | 1.40 ± 0.55 | 1.60 ± 0.10 | 0.37 | 0 | 15 |
2014 QK434 | K14Qh4K | 19.10 | 0.15 | 0.30 ± 0.01 | 0.46 ± 0.05 | 1.40 ± 0.00 | 0.83 ± 0.10 | 0.41 | 5 | 5 |
2014 TA36 | K14T36A | 20.70 | 0.15 | 0.55 ± 0.23 | 0.03 ± 0.03 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.69 | 0 | 11 |
2014 US | K14U00S | 19.10 | 0.15 | 0.47 ± 0.15 | 0.19 ± 0.26 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.30 | 0 | 16 |
2014 US | K14U00S | 19.10 | 0.15 | 0.56 ± 0.19 | 0.13 ± 0.08 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.38 | 0 | 14 |
2014 UV33 | K14U33V | 17.90 | 0.15 | 0.82 ± 0.02 | 0.18 ± 0.03 | 1.40 ± 0.00 | 3.29 ± 0.10 | 1.58 | 20 | 24 |
2014 UF206 | K14UK6F | 18.80 | 0.15 | 1.52 ± 0.68 | 0.02 ± 0.02 | 1.00 ± 0.53 | 1.60 ± 0.10 | 0.68 | 0 | 46 |
2014 UF206 | K14UK6F | 18.80 | 0.15 | 1.29 ± 0.06 | 0.03 ± 0.01 | 1.12 ± 0.05 | 1.60 ± 0.10 | 0.16 | 23 | 23 |
2014 WF365 | K14Wa5F | 17.20 | 0.15 | 2.18 ± 0.02 | 0.05 ± 0.01 | 1.40 ± 0.00 | 1.39 ± 0.10 | 0.20 | 7 | 7 |
2014 XR6 | K14X06R | 18.30 | 0.15 | 0.86 ± 0.29 | 0.11 ± 0.17 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.56 | 0 | 10 |
2014 XX31 | K14X31X | 17.50 | 0.15 | 1.49 ± 0.53 | 0.08 ± 0.06 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.67 | 0 | 6 |
2014 YJ14 | K14Y14J | 18.30 | 0.15 | 1.91 ± 0.12 | 0.02 ± 0.01 | 1.12 ± 0.06 | 1.60 ± 0.10 | 0.12 | 7 | 7 |
2014 YS14 | K14Y14S | 21.10 | 0.15 | 0.30 ± 0.12 | 0.07 ± 0.09 | 1.40 ± 0.51 | 1.60 ± 0.10 | 0.57 | 0 | 5 |
2014 YT14 | K14Y14T | 18.90 | 0.15 | 1.16 ± 0.47 | 0.04 ± 0.02 | 1.00 ± 0.52 | 1.60 ± 0.10 | 0.95 | 0 | 18 |
2014 YS34 | K14Y34S | 20.80 | 0.15 | 0.13 ± 0.03 | 0.50 ± 0.23 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.46 | 0 | 5 |
2014 YB35 | K14Y35B | 19.00 | 0.15 | 0.28 ± 0.01 | 0.57 ± 0.07 | 1.40 ± 0.00 | 1.31 ± 0.10 | 0.52 | 6 | 6 |
2014 YR43 | K14Y43R | 19.50 | 0.15 | 0.37 ± 0.13 | 0.20 ± 0.13 | 1.40 ± 0.47 | 1.60 ± 0.10 | 0.36 | 0 | 9 |
2015 AC17 | K15A17C | 19.90 | 0.15 | 0.67 ± 0.28 | 0.04 ± 0.04 | 1.00 ± 0.57 | 1.60 ± 0.10 | 0.67 | 0 | 34 |
2015 AY245 | K15AO5Y | 21.20 | 0.15 | 0.37 ± 0.03 | 0.04 ± 0.02 | 1.40 ± 0.12 | 8.64 ± 0.10 | 0.43 | 13 | 13 |
2015 AY245 | K15AO5Y | 21.20 | 0.15 | 0.39 ± 0.18 | 0.04 ± 0.09 | 1.40 ± 0.59 | 1.60 ± 0.10 | 2.84 | 0 | 60 |
2015 AK280 | K15AS0K | 21.80 | 0.15 | 0.36 ± 0.12 | 0.03 ± 0.04 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.36 | 0 | 4 |
2015 BY516 | K15Bp6Y | 22.30 | 0.15 | 0.24 ± 0.12 | 0.04 ± 0.03 | 1.00 ± 0.64 | 1.60 ± 0.10 | 0.55 | 0 | 8 |
2015 CV13 | K15C13V | 20.30 | 0.15 | 0.44 ± 0.13 | 0.07 ± 0.04 | 1.40 ± 0.35 | 1.60 ± 0.10 | 0.69 | 0 | 8 |
2015 DE176 | K15DH6E | 19.70 | 0.15 | 0.68 ± 0.04 | 0.05 ± 0.01 | 1.40 ± 0.07 | 0.21 ± 0.10 | 0.19 | 9 | 9 |
2015 DE176 | K15DH6E | 19.70 | 0.15 | 0.57 ± 0.29 | 0.07 ± 0.11 | 1.40 ± 0.59 | 1.60 ± 0.10 | 0.25 | 0 | 4 |
2015 DX198 | K15DJ8X | 22.00 | 0.15 | 0.35 ± 0.10 | 0.02 ± 0.02 | 1.40 ± 0.38 | 1.60 ± 0.10 | 1.31 | 0 | 9 |
2015 EZ | K15E00Z | 20.30 | 0.15 | 0.19 ± 0.05 | 0.36 ± 0.19 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.62 | 0 | 10 |
2015 FZ35 | K15F35Z | 19.40 | 0.15 | 0.64 ± 0.21 | 0.08 ± 0.11 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.57 | 0 | 5 |
2015 FY117 | K15FB7Y | 21.30 | 0.15 | 0.38 ± 0.17 | 0.04 ± 0.04 | 1.00 ± 0.60 | 1.60 ± 0.10 | 0.62 | 0 | 43 |
2015 FH120 | K15FC0H | 18.70 | 0.15 | 0.75 ± 0.26 | 0.11 ± 0.11 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.25 | 0 | 11 |
2015 FU332 | K15FX2U | 17.20 | 0.15 | 0.94 ± 0.36 | 0.26 ± 0.27 | 1.40 ± 0.53 | 1.60 ± 0.10 | 0.47 | 0 | 9 |
2015 FD341 | K15FY1D | 17.70 | 0.15 | 1.25 ± 0.48 | 0.09 ± 0.08 | 1.40 ± 0.43 | 1.60 ± 0.10 | 0.77 | 0 | 4 |
2015 FT344 | K15FY4T | 19.90 | 0.15 | 0.75 ± 0.24 | 0.03 ± 0.03 | 1.40 ± 0.39 | 1.60 ± 0.10 | 0.60 | 0 | 4 |
2015 FT344 | K15FY4T | 19.90 | 0.15 | 0.76 ± 0.21 | 0.03 ± 0.04 | 1.40 ± 0.34 | 1.60 ± 0.10 | 0.46 | 0 | 7 |
2015 GY | K15G00Y | 21.70 | 0.15 | 0.14 ± 0.05 | 0.18 ± 0.19 | 1.40 ± 0.50 | 1.60 ± 0.10 | 0.24 | 0 | 4 |
2015 GK50 | K15G50K | 20.60 | 0.15 | 0.61 ± 0.30 | 0.03 ± 0.03 | 1.00 ± 0.62 | 1.60 ± 0.10 | 0.48 | 0 | 9 |
2015 GK50 | K15G50K | 20.60 | 0.15 | 0.46 ± 0.03 | 0.05 ± 0.01 | 0.99 ± 0.06 | 1.60 ± 0.10 | 0.27 | 16 | 16 |
2015 GN50 | K15G50N | 20.20 | 0.15 | 0.29 ± 0.11 | 0.18 ± 0.12 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.36 | 0 | 5 |
2015 HF11 | K15H11F | 19.40 | 0.15 | 1.11 ± 0.44 | 0.02 ± 0.01 | 1.40 ± 0.42 | 1.60 ± 0.10 | 0.82 | 0 | 10 |
2015 JF11 | K15J11F | 21.20 | 0.15 | 0.17 ± 0.05 | 0.20 ± 0.11 | 1.40 ± 0.40 | 1.60 ± 0.10 | 0.34 | 0 | 6 |
2015 KH157 | K15KF7H | 20.00 | 0.15 | 0.58 ± 0.23 | 0.05 ± 0.11 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.22 | 0 | 9 |
2015 KL157 | K15KF7L | 19.10 | 0.15 | 1.45 ± 0.31 | 0.02 ± 0.01 | 1.00 ± 0.38 | 1.50 ± 0.10 | 0.76 | 0 | 48 |
2015 KL157 | K15KF7L | 19.10 | 0.15 | 0.36 ± 0.01 | 0.30 ± 0.05 | 0.40 ± 0.00 | 1.50 ± 0.10 | 1.05 | 9 | 12 |
2015 LK24 | K15L24K | 21.60 | 0.15 | 0.31 ± 0.11 | 0.04 ± 0.07 | 1.40 ± 0.44 | 1.60 ± 0.10 | 0.39 | 0 | 8 |
2015 MQ130 | K15MD0Q | 20.90 | 0.15 | 0.36 ± 0.07 | 0.06 ± 0.03 | 0.54 ± 0.10 | 1.60 ± 0.10 | 0.36 | 5 | 7 |
2015 MQ130 | K15MD0Q | 20.90 | 0.15 | 0.55 ± 0.26 | 0.03 ± 0.03 | 1.00 ± 0.61 | 1.60 ± 0.10 | 0.83 | 0 | 4 |
2015 NA14 | K15N14A | 22.00 | 0.15 | 0.09 ± 0.02 | 0.34 ± 0.18 | 1.40 ± 0.32 | 1.60 ± 0.10 | 0.45 | 0 | 5 |
2015 OA22 | K15O22A | 20.00 | 0.15 | 0.79 ± 0.34 | 0.03 ± 0.03 | 1.00 ± 0.56 | 1.60 ± 0.10 | 0.11 | 0 | 4 |
2015 OS35 | K15O35S | 19.10 | 0.15 | 1.26 ± 0.01 | 0.03 ± 0.00 | 1.40 ± 0.00 | 5.95 ± 0.10 | 0.17 | 20 | 22 |
2015 OS35 | K15O35S | 19.10 | 0.15 | 1.42 ± 0.01 | 0.02 ± 0.00 | 1.40 ± 0.00 | 6.34 ± 0.10 | 0.15 | 10 | 10 |
2015 PD | K15P00D | 19.30 | 0.15 | 0.62 ± 0.22 | 0.09 ± 0.10 | 1.40 ± 0.44 | 1.60 ± 0.10 | 0.57 | 0 | 8 |
2015 PM57 | K15P57M | 18.60 | 0.15 | 0.59 ± 0.21 | 0.19 ± 0.22 | 1.40 ± 0.49 | 1.60 ± 0.10 | 0.22 | 0 | 7 |
2015 QM3 | K15Q03M | 20.30 | 0.15 | 0.27 ± 0.05 | 0.19 ± 0.15 | 1.40 ± 0.27 | 1.60 ± 0.10 | 0.61 | 0 | 9 |
2015 RS83 | K15R83S | 19.40 | 0.15 | 0.47 ± 0.13 | 0.14 ± 0.13 | 1.40 ± 0.37 | 1.60 ± 0.10 | 0.52 | 0 | 5 |
2015 RR150 | K15RF0R | 19.70 | 0.15 | 0.34 ± 0.12 | 0.20 ± 0.19 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.60 | 0 | 13 |
2015 SF20 | K15S20F | 19.70 | 0.15 | 0.40 ± 0.16 | 0.15 ± 0.14 | 1.40 ± 0.53 | 1.60 ± 0.10 | 0.52 | 0 | 8 |
2015 SS20 | K15S20S | 22.40 | 0.15 | 0.26 ± 0.10 | 0.03 ± 0.03 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.44 | 0 | 7 |
2015 TK237 | K15TN7K | 22.60 | 0.15 | 0.23 ± 0.07 | 0.03 ± 0.04 | 1.40 ± 0.40 | 1.60 ± 0.10 | 0.53 | 0 | 7 |
2015 TW346 | K15TY6W | 18.60 | 0.15 | 1.26 ± 0.46 | 0.04 ± 0.04 | 1.40 ± 0.41 | 1.60 ± 0.10 | 0.44 | 0 | 15 |
2015 UK52 | K15U52K | 20.10 | 0.15 | 0.21 ± 0.06 | 0.35 ± 0.22 | 1.40 ± 0.45 | 1.60 ± 0.10 | 0.34 | 0 | 5 |
2015 VZ145 | K15VE5Z | 23.70 | 0.15 | 0.16 ± 0.06 | 0.02 ± 0.05 | 1.40 ± 0.52 | 1.60 ± 0.10 | 1.36 | 0 | 5 |
2015 WM16 | K15W16M | 21.80 | 0.15 | 0.39 ± 0.06 | 0.02 ± 0.01 | 1.10 ± 0.16 | 1.60 ± 0.10 | 0.17 | 8 | 8 |
2015 XB130 | K15XD0B | 21.80 | 0.15 | 0.33 ± 0.13 | 0.03 ± 0.04 | 1.40 ± 0.48 | 1.60 ± 0.10 | 0.58 | 0 | 9 |
2015 XY378 | K15Xb8Y | 19.60 | 0.15 | 0.31 ± 0.11 | 0.26 ± 0.23 | 1.40 ± 0.46 | 1.60 ± 0.10 | 0.32 | 0 | 5 |
Note. Asteroids may be identified by numbers, provisional designations, or via the MPC packed format. 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., in mag).
A machine-readable version of the table is available.
Table 5. Measured Diameters (d) and Albedos (pV) of Non-NEA Asteroids Observed During Year 2 of the NEOWISE Reactivation Mission
Object | Packed | H | G | d (km) | pV | η | pIR/pV | W2 amp. | nW1 | nW2 |
---|---|---|---|---|---|---|---|---|---|---|
10 | 00010 | 5.46 | 0.12 | 450.53 ± 200.23 | 0.05 ± 0.05 | 0.95 ± 0.23 | 1.50 ± 0.10 | 0.05 | 4 | 4 |
13 | 00013 | 6.77 | 0.12 | 207.98 ± 46.68 | 0.08 ± 0.04 | 1.00 ± 0.35 | 1.00 ± 0.60 | 0.16 | 5 | 5 |
13 | 00013 | 6.77 | 0.12 | 192.79 ± 53.36 | 0.09 ± 0.06 | 1.00 ± 0.39 | 1.00 ± 0.60 | 0.32 | 9 | 9 |
19 | 00019 | 7.20 | 0.12 | 176.97 ± 56.71 | 0.06 ± 0.07 | 0.95 ± 0.21 | 1.50 ± 0.10 | 0.25 | 10 | 10 |
19 | 00019 | 7.20 | 0.12 | 182.71 ± 40.61 | 0.06 ± 0.03 | 0.95 ± 0.14 | 1.50 ± 0.10 | 0.32 | 8 | 8 |
21 | 00021 | 7.45 | 0.24 | 102.07 ± 24.56 | 0.18 ± 0.08 | 1.00 ± 0.39 | 1.00 ± 0.60 | 0.50 | 11 | 11 |
21 | 00021 | 7.45 | 0.24 | 99.71 ± 22.62 | 0.18 ± 0.05 | 1.00 ± 0.38 | 1.00 ± 0.60 | 0.35 | 12 | 13 |
23 | 00023 | 7.09 | 0.24 | 93.99 ± 20.14 | 0.29 ± 0.14 | 0.95 ± 0.20 | 1.50 ± 0.10 | 0.23 | 9 | 9 |
30 | 00030 | 7.67 | 0.24 | 105.70 ± 23.25 | 0.19 ± 0.11 | 0.95 ± 0.19 | 1.50 ± 0.10 | 0.23 | 6 | 7 |
33 | 00033 | 8.60 | 0.24 | 54.39 ± 11.84 | 0.23 ± 0.13 | 0.95 ± 0.19 | 1.50 ± 0.10 | 0.36 | 7 | 7 |
Note. Asteroids may be identified by numbers, provisional designations, or via the MPC packed format. Beaming η, H, G, the amplitude of the 4.6 μm light curve (W2 amp., in mag), and the numbers of observations used in the 3.4 μm (nW1) and 4.6 μm (nW2) wavelengths are also reported. Only the first 10 lines are shown; the remainder are available in electronic format through the journal website.
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.
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The NEOWISE survey cadence observes each object over ∼1.5 days on average, and sometimes re-observes an object ∼3 to ∼6 months later at a different distance and viewing geometry. These separate epochs, defined as observations separated by >10 days, the typical amount of time for viewing geometry of NEOs to change significantly, were fit separately.
NEAs were treated differently than Mars-crossing asteroids and MBAs, because of the different characteristics of the populations and different phase angles as demonstrated in Mainzer et al. (2011b) and Masiero et al. (2011). In most cases, NEAs were fit with η = 1.4 ± 0.5. If both bands were thermally dominated, a beaming parameter was fit. A ratio of pIR/pV = 1.6 ± 1.0 was assumed for NEAs. Mars-crossing and MBA were fit with η = 0.95 ± 0.2, and the ratio of pIR/pV was taken to be 1.5 ± 0.1 in most cases. These assumptions were necessary because if only one thermally dominated band is available, a beaming parameter cannot be fit; similarly, with only the 3.4 and 4.6 μm bands, we cannot fit pIR because there is not enough information to constrain it.
As noted in Tables 4 and 5, some objects were fit with alternative beaming parameters and pIR/pV ratios. In rare cases the standard assumption of η = 1.4 ± 0.5 and η = 0.95 ± 0.2 for NEAs and MBAs, respectively, lead to poor fits. Poor fits are indicated by or unphysical values of pV, generally taken to be pV < ∼0.02, pV > ∼0.6). In cases where a poor fit is obtained, we use the constraints on H magnitude errors and physical limits on albedo to exclude unphysical results and rule out certain beaming and pIR/pV values. A series of broadly spaced beaming values (in increments of 0.2) and pIR/pV ratios (in increments of 0.5) were tried; in these few cases, the associated errors were increased. These spacings were chosen so that in most cases only a single pair of beaming and pIR/pV ratios would produce a good fit.
NEATM is only effective if at least one of the wavelength bands employed is dominated by thermal emission. Therefore, any object found to have <75% thermally emitted light (generally the cooler outer main belt objects) in both bands was removed from the results. This determination is made after an initial fit to the object is completed and estimates of thermally emitted and reflected light can be computed.
4. RESULTS
Thermal fit results for NEAs are presented in Tables 4 and 5 contains the fit results for Mars-crossing and MBAs. When objects were observed at multiple epochs, a measurement of diameter and albedo is given for each epochs.
Some asteroids have diameters and albedos calculated from earlier NEOWISE measurements (Mainzer et al. 2011b, 2012a; Masiero et al. 2011, 2012; Nugent et al. 2015). Figure 3 is a histogram of the diameters and albedos for these objects measured from Reactivation Year 2 data and previous work. This figure also compares the results of the corrected H and G values from Williams (2012). Although distributions of diameter and albedo for this work are comparable to previous NEOWISE results, the incorporation of the revised H and G values does shift the albedo distribution toward slightly lower values. The implementation of the Williams (2012) H and G values did not change the diameters of the ensemble of NEAs or other asteroids in a statistically significant way (see Figure 3).
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Standard image High-resolution imageWhen possible, diameters calculated from this work were compared to diameters calculated by independent methods (Figure 4). Twenty-three objects have diameters calculated via stellar occultations (Shevchenko & Tedesco 2006), eleven have radar-derived shapes (Benner et al. 2015), and two, (951) Gaspra and (253) Mathilde, were observed by spacecraft and had shape and size determined from resulting images (Thomas et al. 1994, 1999). These comparison cases were not preselected on light curve amplitude. When three-dimensional shapes were known, comparison was made to the average of the length of each axis. As illustrated in Figure 4, a Gaussian fit to a histogram of ( gives σ = 20%, and a Gaussian fit to a histogram of gives σ = 40%.
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Standard image High-resolution imageWe report the Gaussian fit uncertainty of 20% on diameter, and 40% on albedo, based on the comparison to diameter measurements made with other techniques known to produce highly accurate diameters. This encompasses the systematic uncertainties in the comparison measurements (radar, stellar occultation, and spacecraft measurements), the range of ways that actual objects do not precisely match with the assumptions of NEATM, as well as the color corrections derived for the WISE filters (Wright et al. 2010).
The diameters and albedos of NEOWISE Reactivation discoveries are compared with the diameters and albedos of objects detected during Reactivation operations in Figure 5. NEOWISE continues to discover large objects (>100 m), as well as low-albedo objects.
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Standard image High-resolution image4.1. Potentially Hazardous Asteroids
Potentially hazardous asteroids (PHAs) have been defined as objects with H ≤ 22.0 mag and a minimum orbit intersection distance (MOID) of 0.05 AU. The MOID is a measurement of the smallest distance between two orbits (Sitarski 1968; Gronchi 2005). Since many NEAs do not have measured diameters, the H limit was used as a proxy for size. An object with pV = ∼0.14 and H = 22.0 mag corresponds to an object ∼140 m in diameter.
Using the PHA definition as defined by H limit, five NEOWISE Reactivation Year 2 discoveries are considered PHAs. However, eight NEOWISE Reactivation Year 2 discoveries are larger than 140 m in diameter and have a MOID ≤ 0.05 AU, and therefore should be classified as PHAs. With the availability of more diameter measurements of NEAs from NEOWISE, the Spitzer Space Telescope (Trilling et al. 2010), and ground-based facilities, sizes should be taken into consideration when designating PHAs, as suggested in Mainzer et al. (2012b). The fraction of PHAs within the NEOWISE NEA discoveries remains virtually constant across Year 1 and Year 2 of the Reactivation mission, and is nearly a factor of three higher than ground-based surveys.7
4.2. NHATS
The Near-Earth Object Human Space Flight Accessible Targets Study (NHATS; Barbee et al. 2013) aims to identify the asteroids that would be most accessible to a crewed mission to an asteroid.8 NHATS-compliant targets must pass a series of restrictions, including Earth departure dates before 2040 December 31, total mission ΔV ≤ 12 km s−1, and a minimum NEA stay time of eight days. Many of these objects do not have measured physical properties. The NEOWISE Year 2 Reactivation mission measured diameters and albedos for eight objects (Table 6). Two, (35107) 1991 VH and (363505) 2003 UC20, were observed during Reactivation Year 1.
Table 6. Measured Diameters and Albedos for Objects Observed During the Year 2 Reactivation Mission that May Be Accessible by Spacecraft, Following the NHATS Criteria
Number | Designation | D (km) | pV | Minimum Round Trip (Days) |
---|---|---|---|---|
(35107) | 1991 VH | 0.91 ± 0.03 | 0.33 ± 0.04 | 354 |
(163899) | 2003 SD220 | 0.80 ± 0.02 | 0.31 ± 0.04 | 122 |
(363505) | 2003 UC20 | 1.88 ± 0.01 | 0.03 ± 0.00 | 290 |
(424392) | 2007 YJ | 0.24 ± 0.10 | 0.05 ± 0.06 | 98 |
2011 AM24 | 0.50 ± 0.01 | 0.04 ± 0.01 | 130 | |
2015 GY | 0.14 ± 0.05 | 0.18 ± 0.19 | 346 | |
2015 NA14 | 0.09 ± 0.02 | 0.34 ± 0.18 | 170 |
Note. Also listed is the minimum mission round trip time in days for each object from Barbee et al. (2013).
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5. CONCLUSION
NEOWISE continues its mission to discover, track, and characterize minor planets. This release of diameters and albedos for 9092 asteroids measured using NEOWISE Year 2 observations increases the total number of asteroids with measured diameters and albedos by 1440, enabling further studies of NEAs and other asteroids by the scientific community and provides multi-epoch infrared observations that support more detailed thermophysical modeling studies. Comparison to diameters measured by other methods shows that measured diameters continue to be accurate to ∼20 + % during the Year 2 Reactivation mission. NEOWISE continues to preferentially discover large (>100 m), low-albedo NEOs.
The authors thank the reviewer, Valerio Carruba, for his careful review that improved the quality of this manuscript.
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. The JPL High-Performance Computing Facility used for our simulations is supported by the JPL Office of the CIO.
This research has made use of the NASA/IPAC Infrared Science Archive, which is operated by the Jet Propulsion Laboratory, California Institute of Technology, under contract with the National Aeronautics and Space Administration.
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 Científico 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 Física 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.
The authors wish to thank G. Williams for providing the corrected H and G values from his dissertation used in this work.
This publication makes use of 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), Ministerio de Ciencia, Tecnología e Innovación Productiva (Argentina), and Ministério da Ciência, Tecnologia e Inovação (Brazil). Observing Program IDs: GS-2015A-LP-3, GS-2015B-LP-3.
Footnotes
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