我正在尝试按照这个 tutorial 在 Python 中进行贝叶斯逻辑回归。
在创建我的轨迹图时，我总是会遇到同样的错误：“您的数据似乎只有一个值或没有有限值”。
我的代码如下：
lower=-10**6
higher=10**6
with pm.Model() as logit_model:
#priors on parameters
beta_0=pm.Uniform('beta_0', lower=lower, upper= higher)
beta_abs_mag=pm.Uniform('beta_abs_mag', lower, higher)
beta_moid=pm.Uniform('beta_moid', lower, higher)
beta_long_node=pm.Uniform('beta_long_node', lower, higher)
beta_peri_time=pm.Uniform('beta_peri_time', lower, higher)
beta_orb_sigma=pm.Uniform('beta_orb_sigma', lower, higher)
beta_sm_axs=pm.Uniform('beta_sm_axs', lower, higher)
beta_inc=pm.Uniform('beta_inc', lower, higher)
beta_anomaly=pm.Uniform('beta_anomaly', lower, higher)
#the probability of belonging to class 1
p = pm.Deterministic('p', pm.math.sigmoid(beta_0+
beta_abs_mag*pha['abs_mag']+
beta_moid*pha['moid']+
beta_long_node*pha['long_node']+
beta_peri_time*pha['peri_time']+
beta_orb_sigma*pha['orb_sigma']+
beta_sm_axs*pha['sm_axs']+
beta_inc*pha['inc']+
beta_anomaly*pha['anomaly']))
with logit_model:
#fit the data
observed=pm.Bernoulli("hazardflag", p, observed=pha['pha'])
start=pm.find_MAP()
step=pm.Metropolis()
#samples from posterior distribution
trace=pm.sample(2500, step=step, start=start)
# PRODUCES ERROR
az.plot_trace(trace, figsize=(17,10), legend=True)
任何帮助将不胜感激！
数据的一个子集可以在下面找到：
full_name class pha abs_mag moid long_node peri_time orb_sigma sm_axs inc anomaly
0 433 Eros (A898 PA) AMO 0 10.31 1.490000e-01 304.29 2459802.60 1.000000e-07 1.4580 10.83 110.78
1 719 Albert (A911 TB) AMO 0 15.59 2.000000e-01 183.86 2459956.02 2.300000e-06 2.6370 11.58 10.24
2 887 Alinda (A918 AA) AMO 0 13.83 8.010000e-02 110.42 2460678.79 2.500000e-06 2.4720 9.40 188.04
3 1036 Ganymed (A924 UB) AMO 0 9.22 3.440000e-01 215.50 2460569.53 1.700000e-06 2.6660 26.69 231.16
4 1221 Amor (1932 EA1) AMO 0 17.38 1.060000e-01 171.32 2459867.32 7.400000e-07 1.9190 11.88 49.38
5 1566 Icarus (1949 MA) APO 1 16.50 3.390000e-02 87.95 2460008.96 1.700000e-06 1.0780 22.80 352.55
6 1580 Betulia (1950 KA) AMO 0 14.69 1.370000e-01 62.26 2459545.51 3.000000e-07 2.1980 52.10 137.66
7 1620 Geographos (1951 RA) APO 1 15.32 2.940000e-02 337.17 2460192.27 5.100000e-07 1.2460 13.34 224.05
8 1627 Ivar (1929 SH) AMO 0 12.74 1.120000e-01 133.12 2460196.68 1.400000e-07 1.8640 8.45 284.00
9 1685 Toro (1948 OA) APO 0 14.31 5.110000e-02 274.22 2460281.91 4.700000e-07 1.3680 9.38 186.57
10 1862 Apollo (1932 HA) APO 1 16.11 2.620000e-02 35.56 2460143.00 2.800000e-07 1.4710 6.35 281.25
11 1863 Antinous (1948 EA) APO 0 15.44 1.840000e-01 346.42 2460000.16 1.300000e-06 2.2590 18.40 0.10
12 1864 Daedalus (1971 FA) APO 0 14.77 2.690000e-01 6.61 2459894.14 1.900000e-06 1.4610 22.22 59.37
13 1865 Cerberus (1971 UA) APO 0 16.79 1.560000e-01 212.89 2459816.62 6.700000e-07 1.0800 16.10 161.48
14 1866 Sisyphus (1972 XA) APO 0 12.56 1.030000e-01 63.46 2459676.75 1.500000e-06 1.8940 41.20 122.45
15 1915 Quetzalcoatl (1953 EA) AMO 0 18.05 1.090000e-01 162.94 2459429.95 7.300000e-05 2.5440 20.40 138.62
16 1916 Boreas (1953 RA) AMO 0 14.95 2.510000e-01 340.60 2459627.40 2.400000e-06 2.2720 12.88 107.37
17 1917 Cuyo (1968 AA) AMO 0 14.40 7.120000e-02 188.29 2460488.84 3.100000e-06 2.1500 23.96 207.30
18 1943 Anteros (1973 EC) AMO 0 15.71 6.230000e-02 246.31 2459923.50 5.900000e-07 1.4300 8.71 44.36
19 1980 Tezcatlipoca (1950 LA) AMO 0 13.78 2.440000e-01 246.55 2459704.43 9.400000e-07 1.7100 26.87 130.55
20 1981 Midas (1973 EA) APO 1 15.28 4.390000e-03 356.85 2459978.80 2.000000e-06 1.7770 39.83 9.03
21 2059 Baboquivari (1963 UA) AMO 0 15.98 2.440000e-01 200.69 2460376.95 3.800000e-06 2.6420 11.02 273.62
22 2061 Anza (1960 UA) AMO 0 16.70 5.410000e-02 207.36 2459620.72 7.200000e-07 2.2650 3.80 109.83
23 2062 Aten (1976 AA) ATE 0 17.11 1.130000e-01 108.54 2459927.07 5.000000e-07 0.9670 18.93 76.11
24 2063 Bacchus (1977 HB) APO 0 17.25 6.730000e-02 33.06 2459916.18 1.300000e-06 1.0780 9.43 74.23
25 2100 Ra-Shalom (1978 RA) ATE 0 16.23 1.490000e-01 170.78 2459977.07 3.100000e-07 0.8320 15.76 30.42
26 2101 Adonis (1936 CA) APO 1 18.72 1.150000e-02 349.47 2459999.65 7.100000e-06 1.8740 1.32 0.33
27 2102 Tantalus (1975 YA) APO 1 15.98 4.240000e-02 94.35 2459948.98 6.000000e-07 1.2900 64.00 34.65
28 2135 Aristaeus (1977 HA) APO 1 18.05 9.830000e-03 191.12 2460185.13 5.400000e-05 1.6000 23.07 270.07
29 2201 Oljato (1947 XC) APO 1 15.35 2.990000e-03 74.91 2459510.47 7.100000e-06 2.1770 2.52 150.40
30 2202 Pele (1972 RA) AMO 0 17.14 1.430000e-01 169.93 2460615.00 2.100000e-06 2.2910 8.74 185.36
31 2212 Hephaistos (1978 SB) APO 0 13.52 1.160000e-01 27.50 2460001.97 2.800000e-06 2.1600 11.54 359.54
32 2329 Orthos (1976 WA) APO 0 14.57 9.530000e-02 169.28 2459363.27 5.400000e-06 2.4100 24.47 167.91
33 2340 Hathor (1976 UA) ATE 1 20.35 6.460000e-03 211.31 2459992.27 4.700000e-07 0.8438 5.86 10.46
34 2368 Beltrovata (1977 RA) AMO 0 15.19 2.320000e-01 287.31 2460109.14 4.000000e-06 2.1050 5.22 324.94
35 2608 Seneca (1978 DA) AMO 0 17.48 1.380000e-01 167.30 2459486.24 1.600000e-05 2.5230 14.64 126.45
36 3102 Krok (1981 QA) AMO 0 16.17 1.820000e-01 172.05 2459826.92 1.200000e-06 2.1510 8.44 54.24
37 3103 Eger (1982 BB) APO 0 15.25 7.860000e-02 129.74 2460087.13 1.800000e-07 1.4040 20.93 308.67
38 3122 Florence (1981 ET3) AMO 1 13.92 4.340000e-02 336.06 2459739.44 2.500000e-06 1.7690 22.14 109.37
39 3199 Nefertiti (1982 RA) AMO 0 14.96 2.150000e-01 339.99 2459720.52 1.400000e-06 1.5750 32.96 139.65
40 3200 Phaethon (1983 TB) APO 1 14.40 1.950000e-02 265.17 2460238.29 8.900000e-07 1.2710 22.27 196.51
41 3271 Ul (1982 RB) AMO 0 16.58 2.740000e-01 158.81 2459659.29 1.800000e-05 2.1010 25.08 110.43
42 3288 Seleucus (1982 DV) AMO 0 15.35 1.020000e-01 218.62 2459890.82 1.900000e-06 2.0330 5.93 37.30
43 3352 McAuliffe (1981 CW) AMO 0 15.95 2.020000e-01 107.33 2459691.85 1.900000e-06 1.8790 4.77 118.13
44 3360 Syrinx (1981 VA) APO 0 16.05 1.070000e-01 242.48 2460405.38 7.300000e-06 2.4670 21.14 257.00
45 3361 Orpheus (1982 HR) APO 1 19.39 1.410000e-02 188.68 2460080.97 1.100000e-06 1.2100 2.66 300.45
46 3362 Khufu (1984 QA) ATE 1 18.52 1.310000e-02 152.42 2459881.54 6.400000e-06 0.9895 9.92 119.11
47 3551 Verenia (1983 RD) AMO 0 16.71 7.290000e-02 173.78 2459976.79 9.300000e-06 2.0920 9.51 7.72
48 3552 Don Quixote (1983 SA) AMO 0 13.07 3.370000e-01 349.93 2461463.05 2.300000e-05 4.2650 31.09 196.33
49 3553 Mera (1985 JA) AMO 0 16.43 2.940000e-01 232.49 2459980.78 1.700000e-06 1.6450 36.78 9.22
50 3554 Amun (1986 EB) ATE 0 15.91 2.510000e-01 358.61 2460028.43 7.000000e-07 0.9740 23.36 331.36
51 3671 Dionysus (1984 KD) APO 1 16.57 2.200000e-02 82.07 2460165.17 1.200000e-06 2.1990 13.53 310.24
52 3691 Bede (1982 FT) AMO 0 14.80 3.520000e-01 348.74 2459772.49 1.900000e-06 1.7750 20.36 95.07
53 3752 Camillo (1985 PA) APO 0 15.22 7.860000e-02 147.96 2459971.66 4.300000e-07 1.4140 55.56 16.91
54 3753 Cruithne (1986 TO) ATE 0 15.50 7.060000e-02 126.21 2459924.24 6.200000e-07 0.9977 19.80 75.42
55 3757 Anagolay (1982 XB) AMO 1 19.04 3.680000e-02 74.93 2459859.88 1.700000e-06 1.8350 3.87 55.76
56 3838 Epona (1986 WA) APO 0 15.71 1.590000e-01 235.47 2460177.60 2.300000e-06 1.5050 29.20 265.46
57 3908 Nyx (1980 PA) AMO 0 17.46 5.520000e-02 261.21 2460150.54 1.500000e-06 1.9270 2.19 304.73
58 3988 Huma (1986 LA) AMO 0 17.95 1.780000e-01 229.79 2459984.51 2.500000e-06 1.5450 10.77 8.21
59 4015 Wilson-Harrington (1979 VA) APO 1 16.19 4.260000e-02 266.77 2459816.16 2.800000e-06 2.6240 2.80 42.73
60 4034 Vishnu (1986 PA) APO 1 18.52 1.910000e-02 157.90 2459913.95 2.700000e-06 1.0600 11.17 78.21
61 4055 Magellan (1985 DO2) AMO 0 14.77 2.380000e-01 164.82 2459934.64 1.700000e-06 1.8200 23.26 26.43
62 4179 Toutatis (1989 AC) APO 1 15.32 6.560000e-03 125.30 2460684.10 4.300000e-07 2.5440 0.45 194.00
63 4183 Cuno (1959 LM) APO 1 14.18 2.820000e-02 294.35 2460102.97 1.300000e-06 1.9810 6.67 323.78
64 4197 Morpheus (1982 TA) APO 0 15.03 9.830000e-02 7.01 2460610.79 2.200000e-06 2.2940 12.60 186.91
65 4257 Ubasti (1987 QA) APO 0 16.07 1.700000e-01 169.16 2460255.26 4.200000e-06 1.6470 40.72 241.20
66 4341 Poseidon (1987 KF) APO 0 16.08 1.940000e-01 108.04 2459582.55 2.700000e-06 1.8340 11.84 165.89
67 4401 Aditi (1985 TB) AMO 0 16.12 3.340000e-01 22.79 2460037.77 7.000000e-06 2.5830 26.63 351.15
68 4450 Pan (1987 SY) APO 1 17.28 2.850000e-02 311.77 2460262.67 1.700000e-06 1.4420 5.52 210.79
69 4486 Mithra (1987 SB) APO 1 15.62 4.630000e-02 82.24 2460079.60 9.800000e-07 2.2000 3.04 336.11
70 4487 Pocahontas (1987 UA) AMO 0 17.48 2.180000e-01 198.11 2460379.16 2.500000e-06 1.7310 16.41 196.07
71 4503 Cleobulus (1989 WM) AMO 0 15.82 3.050000e-01 45.96 2459302.74 5.800000e-06 2.7040 2.51 154.69
72 4544 Xanthus (1989 FB) APO 0 17.39 1.740000e-01 23.96 2459829.53 7.500000e-07 1.0420 14.14 158.44
73 4581 Asclepius (1989 FC) APO 1 20.74 3.490000e-03 180.21 2460000.24 2.700000e-06 1.0230 4.92 0.25
74 4596 (1981 QB) AMO 0 16.46 2.960000e-01 154.22 2459613.38 5.300000e-06 2.2400 37.07 113.83
75 4660 Nereus (1982 DB) APO 1 18.65 4.040000e-03 313.14 2460247.98 1.900000e-06 1.4850 1.45 225.22
76 4688 (1980 WF) AMO 0 19.60 1.070000e-01 241.23 2460447.08 4.600000e-06 2.2320 6.38 228.01
77 4769 Castalia (1989 PB) APO 1 17.53 2.020000e-02 325.53 2459839.64 4.900000e-08 1.0630 8.89 144.62
78 4947 Ninkasi (1988 TJ1) AMO 0 18.07 1.490000e-01 215.43 2459779.50 3.100000e-06 1.3700 15.65 135.81
79 4953 (1990 MU) APO 1 14.87 2.510000e-02 77.53 2460003.63 1.300000e-06 1.6210 24.38 358.51
80 4954 Eric (1990 SQ) AMO 0 12.57 1.940000e-01 358.42 2459600.81 2.400000e-06 2.0020 17.43 139.11
81 4957 Brucemurray (1990 XJ) AMO 0 14.97 4.240000e-01 254.88 2460301.50 2.700000e-06 1.5660 35.01 208.55
82 5011 Ptah (6743 P-L) APO 1 16.71 2.460000e-02 10.64 2460231.74 5.700000e-06 1.6360 7.41 251.08
83 5131 (1990 BG) APO 0 14.86 2.750000e-01 110.38 2459942.27 2.000000e-06 1.4860 36.43 31.68
84 5143 Heracles (1991 VL) APO 0 14.10 5.790000e-02 309.36 2459577.70 2.300000e-06 1.8350 9.00 167.68
85 5189 (1990 UQ) APO 1 17.84 4.490000e-02 135.07 2460095.28 1.600000e-06 1.5520 3.58 311.68
86 5324 Lyapunov (1987 SL) AMO 0 15.45 2.290000e-01 352.25 2460067.89 5.600000e-05 2.9840 19.62 347.12
87 5332 Davidaguilar (1990 DA) AMO 0 14.87 3.060000e-01 142.78 2459504.21 3.400000e-06 2.1640 25.52 153.71
88 5370 Taranis (1986 RA) AMO 0 15.24 2.120000e-01 177.80 2460043.83 5.600000e-05 3.3210 19.17 352.95
89 5381 Sekhmet (1991 JY) ATE 0 16.75 1.130000e-01 58.53 2460077.32 3.500000e-07 0.9475 48.97 277.91
90 5496 (1973 NA) APO 0 16.15 9.170000e-02 101.05 2459847.32 4.500000e-06 2.4350 68.00 39.72
91 5587 (1990 SB) AMO 0 13.90 3.080000e-01 189.92 2460208.42 1.500000e-06 2.3980 18.09 304.81
92 5590 (1990 VA) ATE 0 19.91 1.210000e-01 216.28 2459859.96 1.200000e-05 0.9857 14.19 141.55
93 5604 (1992 FE) ATE 1 17.38 3.360000e-02 311.90 2460028.58 2.300000e-06 0.9286 4.72 329.07
94 5620 Jasonwheeler (1990 OA) AMO 0 17.12 2.380000e-01 128.65 2459660.78 4.900000e-06 2.1590 7.87 105.55
95 5626 Melissabrucker (1991 FE) AMO 0 14.35 2.110000e-01 173.10 2459940.30 2.500000e-06 2.1940 3.85 18.25
96 5645 (1990 SP) APO 0 17.21 5.460000e-02 45.71 2459761.53 9.600000e-07 1.3550 13.51 149.41
97 5646 (1990 TR) AMO 0 15.51 2.100000e-01 14.10 2459597.46 3.600000e-06 2.1430 7.91 126.59
98 5653 Camarillo (1992 WD5) AMO 0 16.24 2.820000e-01 9.89 2459566.94 1.300000e-06 1.7940 6.88 177.86
99 5660 (1974 MA) APO 0 15.52 1.620000e-01 302.15 2459733.70 3.000000e-06 1.7860 38.13 110.22
100 5693 (1993 EA) APO 1 16.79 5.870000e-03 96.99 2459782.18 1.100000e-06 1.2710 5.06 150.23
101 5731 Zeus (1988 VP4) APO 0 15.48 6.420000e-02 280.59 2460024.98 5.000000e-06 2.2660 11.20 352.93
102 5751 Zao (1992 AC) AMO 0 14.97 2.410000e-01 121.63 2459814.58 8.300000e-06 2.1020 16.07 60.14
103 5786 Talos (1991 RC) APO 0 17.22 1.890000e-01 161.30 2459873.00 9.900000e-07 1.0810 23.24 111.74
104 5797 Bivoj (1980 AA) AMO 0 18.89 6.950000e-02 298.93 2460417.14 6.000000e-07 1.8930 4.19 202.38
105 5828 (1991 AM) APO 0 16.03 3.970000e-01 125.42 2459663.21 3.000000e-06 1.6980 30.12 150.29
106 5836 (1993 MF) AMO 0 15.00 1.840000e-01 238.73 2460369.86 1.600000e-06 2.4410 7.95 264.54
107 5863 Tara (1983 RB) AMO 0 15.85 2.360000e-01 168.89 2460039.38 4.400000e-06 2.2220 19.49 348.43
108 5869 Tanith (1988 VN4) AMO 0 17.22 3.100000e-01 227.85 2460025.19 3.200000e-06 1.8120 17.93 350.02
109 5879 Almeria (1992 CH1) AMO 0 17.62 1.680000e-01 145.83 2460005.78 1.900000e-06 1.6250 21.57 357.49
110 6037 (1988 EG) APO 1 19.00 2.410000e-02 182.36 2460237.22 1.200000e-06 1.2710 3.50 197.21
111 6047 (1991 TB1) APO 0 17.85 1.400000e-01 6.08 2460169.02 8.300000e-07 1.4550 23.48 265.32
112 6050 Miwablock (1992 AE) AMO 0 15.01 2.680000e-01 88.17 2460490.40 3.900000e-06 2.2030 6.40 212.29
113 6053 (1993 BW3) APO 0 14.92 2.210000e-01 318.24 2460338.69 1.600000e-06 2.1470 21.58 254.05
114 6063 Jason (1984 KB) APO 0 16.04 7.630000e-02 169.06 2460265.12 2.100000e-06 2.2210 4.96 281.21
115 6178 (1986 DA) AMO 0 15.78 1.810000e-01 64.50 2460337.86 5.600000e-06 2.8150 4.31 289.61
116 6239 Minos (1989 QF) APO 1 18.61 2.620000e-02 344.57 2459868.12 4.900000e-07 1.1510 3.94 105.64
117 6455 (1992 HE) APO 0 14.02 2.900000e-01 26.90 2459818.07 2.400000e-06 2.2410 37.34 53.60
118 6456 Golombek (1992 OM) AMO 0 16.00 2.800000e-01 313.58 2459497.02 1.800000e-06 2.1920 8.22 152.89
119 6489 Golevka (1991 JX) APO 1 19.22 2.500000e-02 209.47 2459995.97 1.600000e-06 2.4850 2.27 1.14
120 6491 (1991 OA) AMO 1 18.74 4.280000e-02 301.89 2460026.46 2.200000e-05 2.5010 5.95 353.53
121 6569 Ondaatje (1993 MO) AMO 0 16.66 2.540000e-01 111.47 2459782.03 1.300000e-06 1.6260 22.64 103.83
122 6611 (1993 VW) APO 0 16.91 6.020000e-02 230.77 2459894.65 1.500000e-06 1.6960 8.70 47.23
123 7025 (1993 QA) APO 0 18.08 6.300000e-02 146.60 2459918.91 8.700000e-07 1.4760 12.61 44.85
124 7088 Ishtar (1992 AA) AMO 0 16.84 2.250000e-01 102.61 2459831.50 2.000000e-06 1.9810 8.30 59.72
125 7092 Cadmus (1992 LC) APO 0 15.13 9.990000e-02 56.78 2460474.40 7.300000e-06 2.5440 17.78 244.89
126 7236 (1987 PA) AMO 0 18.33 2.020000e-01 308.50 2460111.71 1.500000e-05 2.7250 16.33 335.63
127 7335 (1989 JA) APO 1 17.70 2.190000e-02 61.28 2459765.13 1.400000e-06 1.7720 15.17 98.36
128 7336 Saunders (1989 RS1) AMO 0 18.91 1.900000e-01 174.47 2460579.93 1.200000e-06 2.3060 7.20 196.93
129 7341 (1991 VK) APO 1 16.96 4.780000e-02 294.74 2459592.00 2.600000e-07 1.8410 5.41 161.16
130 7350 (1993 VA) APO 0 17.29 8.060000e-02 133.11 2459729.39 8.100000e-07 1.3560 7.26 169.22
131 7358 Oze (1995 YA3) AMO 0 14.76 1.230000e-01 265.45 2459436.60 3.100000e-06 2.1990 4.66 170.45
132 7474 (1992 TC) AMO 0 18.11 1.670000e-01 88.61 2460343.05 7.900000e-06 1.5660 7.09 187.68
133 7480 Norwan (1994 PC) AMO 0 17.24 1.610000e-01 124.37 2459687.85 4.900000e-06 1.5680 9.45 156.96
134 7482 (1994 PC1) APO 1 16.66 6.090000e-04 117.86 2460208.73 2.200000e-06 1.3490 33.47 228.98
135 7753 (1988 XB) APO 1 18.02 6.470000e-03 73.39 2459778.57 1.300000e-06 1.4670 3.12 123.10
136 7822 (1991 CS) APO 1 17.30 2.140000e-02 156.85 2459945.89 1.800000e-07 1.1230 37.12 45.25
137 7839 (1994 ND) AMO 0 17.85 1.360000e-01 102.51 2460057.79 6.300000e-06 2.1650 27.11 342.28
138 7888 (1993 UC) APO 0 15.19 8.670000e-02 165.90 2460507.27 2.100000e-06 2.4370 26.09 228.68
139 7889 (1994 LX) APO 0 15.14 1.550000e-01 111.27 2460115.85 7.500000e-07 1.2620 36.91 279.77
140 7977 (1977 QQ5) AMO 0 15.18 3.550000e-01 134.14 2460420.93 4.600000e-06 2.2260 25.16 235.25
141 8013 Gordonmoore (1990 KA) AMO 0 17.10 2.470000e-01 105.56 2459966.69 3.600000e-06 2.2000 7.57 10.21
142 8014 (1990 MF) APO 1 18.88 1.670000e-02 209.84 2459917.73 4.700000e-06 1.7470 1.87 35.33
143 8034 Akka (1992 LR) AMO 0 18.02 7.290000e-02 232.83 2459683.80 4.600000e-06 1.8300 2.02 126.12
144 8035 (1992 TB) APO 0 17.11 2.730000e-01 185.62 2460010.98 1.800000e-06 1.3420 28.31 353.36
145 8037 (1993 HO1) AMO 0 16.63 2.020000e-01 22.39 2460227.11 2.500000e-06 1.9870 5.91 280.27
146 8176 (1991 WA) APO 0 17.03 1.920000e-01 66.50 2460077.57 2.400000e-06 1.5750 39.59 321.57
147 8201 (1994 AH2) APO 0 15.95 1.010000e-01 164.10 2459782.05 4.400000e-06 2.5380 9.55 53.24
148 8507 (1991 CB1) APO 0 17.21 2.200000e-01 317.41 2459779.29 3.600000e-06 1.6870 14.59 99.51
149 8566 (1996 EN) APO 1 16.32 2.270000e-02 164.12 2459756.26 9.800000e-07 1.5060 37.98 130.22
150 8567 (1996 HW1) AMO 0 15.35 1.200000e-01 177.10 2460067.80 4.400000e-06 2.0450 8.45 337.32
151 8709 Kadlu (1994 JF1) AMO 0 17.08 2.770000e-01 119.24 2459855.86 1.100000e-05 2.5290 3.52 35.44
152 9058 (1992 JB) APO 0 17.91 8.470000e-02 218.30 2460039.23 3.100000e-06 1.5570 16.09 340.34
153 9162 Kwiila (1987 OA) APO 0 18.02 8.090000e-02 180.01 2459788.10 7.600000e-07 1.4970 9.01 114.33
154 9172 Abhramu (1989 OB) AMO 0 16.65 2.510000e-01 287.62 2460788.46 4.000000e-06 2.7100 7.84 185.88
155 9202 (1993 PB) APO 0 16.04 3.740000e-01 315.90 2460212.61 2.900000e-06 1.4240 40.80 236.96
156 9400 (1994 TW1) AMO 0 14.86 2.830000e-01 3.36 2460384.30 5.500000e-06 2.5870 36.00 269.10
157 9856 (1991 EE) APO 1 17.11 2.170000e-02 168.10 2459529.18 1.300000e-06 2.2420 9.83 138.39
158 9950 ESA (1990 VB) AMO 0 16.21 2.800000e-01 253.47 2459321.12 8.300000e-06 2.4390 14.59 175.83
159 10115 (1992 SK) APO 1 17.16 4.570000e-02 8.90 2459971.26 2.200000e-07 1.2480 15.32 20.66
160 10145 (1994 CK1) APO 0 17.01 6.280000e-02 328.40 2459673.91 4.300000e-06 1.9010 4.55 122.82
161 10150 (1994 PN) AMO 0 15.48 2.260000e-01 112.98 2460349.11 8.400000e-06 2.3750 45.94 266.15
162 10165 (1995 BL2) APO 0 17.43 3.770000e-01 312.43 2459971.78 1.500000e-06 1.2350 23.90 20.63
163 10302 (1989 ML) AMO 0 19.45 8.150000e-02 104.28 2459774.49 2.000000e-06 1.2730 4.38 155.13
164 10563 Izhdubar (1993 WD) APO 0 16.94 1.440000e-01 56.56 2460122.00 3.000000e-07 1.0070 63.46 241.47
165 10636 (1998 QK56) APO 0 17.70 1.110000e-01 172.94 2459657.72 2.700000e-06 1.8850 13.58 130.60
166 10860 (1995 LE) AMO 0 17.32 1.120000e-01 257.22 2460531.57 7.700000e-06 2.5790 4.15 233.59
167 11054 (1991 FA) AMO 0 17.08 1.220000e-01 339.06 2460391.32 1.600000e-06 1.9790 3.08 221.63
168 11066 Sigurd (1992 CC1) APO 0 15.23 1.200000e-01 349.23 2459875.69 7.000000e-07 1.3920 36.88 74.94
169 11284 Belenus (1990 BA) AMO 0 18.26 1.680000e-01 311.73 2459658.90 1.900000e-06 1.7400 1.99 146.71
170 11311 Peleus (1993 XN2) APO 0 15.91 9.480000e-02 59.32 2460517.59 9.600000e-06 2.1170 25.49 194.58
171 11398 (1998 YP11) AMO 0 16.41 2.030000e-01 144.75 2460355.56 8.100000e-07 1.7210 15.02 204.97
172 11405 (1999 CV3) APO 0 15.19 1.180000e-01 141.26 2459681.14 3.800000e-07 1.4600 22.86 178.51
173 11500 Tomaiyowit (1989 UR) APO 1 18.37 3.400000e-02 234.40 2459822.22 3.700000e-07 1.0800 10.31 156.60
174 11885 Summanus (1990 SS) APO 0 18.52 6.730000e-02 359.78 2459654.83 1.400000e-06 1.7030 19.43 153.28
175 12538 (1998 OH) APO 1 15.91 2.930000e-02 220.70 2459984.84 1.400000e-06 1.5420 24.54 8.07
176 12711 Tukmit (1991 BB) APO 0 15.98 1.120000e-01 294.97 2460218.65 6.400000e-07 1.1860 38.49 193.59
177 12923 Zephyr (1999 GK4) APO 1 15.82 2.080000e-02 168.18 2460456.55 1.800000e-06 1.9620 5.31 196.50
178 13553 Masaakikoyama (1992 JE) AMO 0 16.54 1.880000e-01 193.46 2459505.96 1.300000e-06 2.1890 5.88 150.55
179 13651 (1997 BR) APO 1 17.89 1.490000e-02 116.65 2460189.14 5.100000e-07 1.3360 17.25 239.53
180 14402 (1991 DB) AMO 0 18.78 1.020000e-01 158.22 2459858.32 6.800000e-07 1.7150 11.42 62.41
181 14827 Hypnos (1986 JK) APO 1 18.87 1.490000e-02 57.94 2460495.33 2.000000e-05 2.8430 1.98 258.28
182 15745 Yuliya (1991 PM5) AMO 0 17.43 2.960000e-01 132.61 2459949.79 1.300000e-06 1.7200 14.43 22.16
183 15817 Lucianotesi (1994 QC) AMO 0 18.41 2.480000e-01 162.49 2460074.43 9.900000e-07 1.3250 13.87 312.20
184 16064 Davidharvey (1999 RH27) AMO 0 16.90 2.020000e-01 335.56 2460385.97 1.300000e-05 2.8490 4.54 280.97
185 16636 (1993 QP) AMO 0 18.78 2.390000e-01 296.81 2459479.44 1.100000e-06 2.3100 7.21 146.29
186 16657 (1993 UB) AMO 0 16.69 2.530000e-01 31.20 2460613.31 3.100000e-06 2.2780 24.95 184.29
187 16816 (1997 UF9) APO 0 16.29 3.790000e-01 37.15 2459799.66 2.800000e-06 1.4430 25.92 114.26
188 16834 (1997 WU22) APO 0 15.80 1.460000e-01 260.77 2460153.72 5.800000e-07 1.4680 15.99 275.08
189 16912 Rhiannon (1998 EP8) AMO 0 17.92 3.200000e-01 169.18 2459930.96 3.900000e-06 1.7510 24.52 29.58
190 16960 (1998 QS52) APO 1 14.42 1.790000e-02 260.17 2459578.47 3.500000e-06 2.2000 17.52 127.43
191 17181 (1999 UM3) APO 0 16.60 7.180000e-02 113.56 2459579.57 5.100000e-06 2.3700 10.65 113.73
192 17182 (1999 VU) APO 0 17.15 1.440000e-01 333.51 2459961.25 1.700000e-06 1.3870 9.27 23.69
193 17188 (1999 WC2) APO 0 16.44 6.290000e-02 269.77 2460023.68 3.400000e-06 2.2160 29.45 353.07
194 17274 (2000 LC16) AMO 0 16.87 2.100000e-01 305.73 2460008.00 2.300000e-06 2.7330 5.57 358.36
195 17511 (1992 QN) APO 0 17.32 1.320000e-01 355.90 2460112.19 4.200000e-07 1.1900 9.58 275.15
196 18106 Blume (2000 NX3) AMO 0 17.86 1.940000e-01 109.18 2460164.30 3.500000e-06 2.4440 4.22 317.75
197 18109 (2000 NG11) AMO 0 17.20 1.900000e-01 59.54 2460293.11 1.500000e-06 1.8810 0.81 248.21
198 18172 (2000 QL7) AMO 0 15.71 3.650000e-01 338.46 2460208.13 3.300000e-06 2.4250 17.83 305.80
199 18736 (1998 NU) AMO 0 15.99 2.090000e-01 297.43 2459870.95 3.700000e-06 2.3500 2.81 35.44
200 18882 (1999 YN4) AMO 0 16.03 4.310000e-01 291.69 2459690.72 3.100000e-06 1.6850 36.81 139.58
201 19356 (1997 GH3) AMO 0 17.01 1.160000e-01 186.50 2460623.07 1.000000e-05 2.5090 3.01 205.63
202 19764 (2000 NF5) AMO 0 16.11 2.280000e-01 281.49 2460238.65 2.600000e-06 2.2340 1.32 289.69
203 20086 (1994 LW) AMO 0 16.70 3.180000e-01 237.15 2459932.04 2.100000e-05 3.1830 21.77 11.88
204 20236 (1998 BZ7) APO 0 17.71 5.080000e-02 111.31 2460474.95 1.300000e-05 2.0350 6.50 198.93
205 20255 (1998 FX2) AMO 0 18.45 1.010000e-01 180.94 2460137.27 3.300000e-06 2.1510 9.96 317.27
206 20425 (1998 VD35) APO 1 20.51 3.830000e-03 227.26 2459820.80 3.900000e-05 1.5640 6.99 90.52
207 20429 (1998 YN1) APO 0 17.75 5.660000e-02 61.75 2459807.68 3.500000e-06 1.5560 6.30 97.90
208 20460 Robwhiteley (1999 LO28) AMO 0 15.25 3.300000e-01 280.06 2459704.12 1.900000e-06 1.8770 33.93 113.60
209 20790 (2000 SE45) AMO 0 16.66 2.390000e-01 302.90 2460228.65 1.800000e-05 2.7530 8.30 310.77
210 20826 (2000 UV13) APO 0 13.86 9.070000e-02 347.29 2460244.34 5.200000e-06 2.4190 31.92 296.11
211 21088 Chelyabinsk (1992 BL2) AMO 0 14.33 3.070000e-01 297.84 2459722.03 1.700000e-06 1.7060 38.46 123.13
212 21277 (1996 TO5) AMO 0 16.16 3.120000e-01 167.38 2459830.52 5.900000e-06 2.3780 20.95 45.69
213 21374 (1997 WS22) AMO 0 17.47 1.090000e-01 59.20 2459948.45 1.000000e-06 1.2690 23.98 35.87
214 22099 (2000 EX106) APO 0 17.98 1.680000e-01 136.44 2459799.52 4.200000e-07 1.1040 9.85 170.67
215 22753 (1998 WT) APO 1 17.69 3.360000e-02 307.40 2459883.21 3.000000e-06 1.2190 3.20 85.90
216 22771 (1999 CU3) APO 0 16.96 6.350000e-02 338.95 2460084.68 8.400000e-07 1.5760 11.40 318.08
217 23183 (2000 OY21) AMO 0 16.07 2.570000e-01 119.65 2460002.68 4.900000e-06 1.8240 40.97 359.13
218 23187 (2000 PN9) APO 1 16.06 1.370000e-02 164.31 2460173.86 7.500000e-07 1.8470 51.33 291.93
219 23548 (1994 EF2) AMO 0 17.13 2.410000e-01 345.86 2459500.02 7.100000e-06 2.2900 23.44 142.39
220 23606 (1996 AS1) AMO 0 18.40 1.010000e-01 296.62 2459777.70 5.400000e-06 1.7500 14.36 94.85
221 23714 (1998 EC3) AMO 0 16.83 8.090000e-02 127.86 2460080.66 3.400000e-06 2.1280 8.40 334.55
222 24443 (2000 OG) APO 0 16.42 1.510000e-01 178.12 2459504.42 4.700000e-06 2.3110 25.75 139.14
223 24445 (2000 PM8) APO 0 14.80 8.030000e-02 203.16 2460202.14 5.500000e-06 2.2100 23.78 299.51
224 24475 (2000 VN2) AMO 0 16.40 1.520000e-01 76.40 2459998.21 3.600000e-06 1.9750 14.63 0.81
225 24761 Ahau (1993 BW2) APO 0 17.44 1.000000e-01 121.05 2460215.61 1.700000e-06 1.3350 21.92 222.53
226 25143 Itokawa (1998 SF36) APO 1 19.26 1.300000e-02 69.08 2459823.50 2.700000e-06 1.3240 1.62 114.48
227 25330 (1999 KV4) APO 0 16.79 1.730000e-01 50.54 2459651.63 1.200000e-06 1.5400 14.33 179.86
228 25916 (2001 CP44) AMO 0 13.68 2.800000e-01 94.66 2459827.18 6.200000e-06 2.5620 15.74 41.66
229 26166 (1995 QN3) AMO 0 16.82 2.730000e-01 185.71 2460774.09 1.500000e-05 3.3010 14.78 232.87
230 26310 (1998 TX6) AMO 0 19.31 1.580000e-01 210.85 2460143.54 4.300000e-06 2.1410 5.38 314.98
231 26379 (1999 HZ1) APO 0 18.20 1.310000e-01 252.11 2460105.04 2.700000e-05 1.6060 8.68 309.38
232 26663 (2000 XK47) APO 1 18.19 3.540000e-02 303.65 2459686.03 1.800000e-06 1.5460 13.53 161.23
233 26760 (2001 KP41) AMO 0 15.51 2.580000e-01 146.25 2459187.44 2.200000e-05 2.8520 11.02 166.39
234 26817 (1987 QB) AMO 0 19.49 1.250000e-01 153.19 2460710.04 4.100000e-05 2.8030 3.50 211.01
235 27002 (1998 DV9) APO 1 18.31 3.360000e-03 130.35 2460124.69 2.900000e-06 1.7440 8.70 306.86
236 27031 (1998 RO4) AMO 0 17.97 2.350000e-01 191.86 2460147.66 2.800000e-06 2.1400 5.36 313.67
237 27346 (2000 DN8) AMO 0 15.90 4.430000e-01 135.21 2459831.48 3.600000e-06 1.8750 36.95 64.88
238 29075 (1950 DA) APO 1 17.28 4.060000e-02 356.65 2460098.83 8.300000e-07 1.6980 12.17 316.21
239 30825 (1990 TG1) APO 0 14.79 6.960000e-02 205.02 2460444.48 3.700000e-06 2.4360 8.74 244.91
240 30997 (1995 UO5) APO 0 17.30 4.030000e-01 38.62 2460192.88 7.600000e-06 1.5600 36.26 262.69
241 31210 (1998 BX7) AMO 0 16.39 3.540000e-01 144.92 2459928.17 3.400000e-06 2.6050 8.96 16.96
242 31221 (1998 BP26) AMO 0 17.31 2.920000e-01 331.03 2459946.75 2.200000e-06 1.7230 20.22 23.42
243 31345 (1998 PG) AMO 0 17.61 2.330000e-01 222.69 2460510.93 8.800000e-07 2.0160 6.50 184.21
244 31346 (1998 PB1) AMO 0 17.25 1.410000e-01 299.73 2460517.12 3.700000e-06 2.0290 5.96 183.87
245 31662 (1999 HP11) APO 0 19.54 1.250000e-01 13.95 2460275.05 5.600000e-06 1.5980 18.82 226.01
246 31669 (1999 JT6) APO 1 16.15 1.440000e-03 78.79 2460291.72 5.300000e-06 2.1370 9.54 268.10
247 32906 (1994 RH) AMO 0 15.94 4.530000e-01 331.17 2459565.31 2.500000e-06 2.2480 18.94 127.25
248 33342 (1998 WT24) ATE 1 18.02 1.020000e-02 81.67 2459915.81 1.300000e-06 0.7188 7.37 136.98
249 34613 (2000 UR13) AMO 0 16.09 2.800000e-01 315.29 2460176.56 7.800000e-06 2.0690 6.18 301.70
250 35107 (1991 VH) APO 1 16.91 2.680000e-02 139.35 2460033.75 1.900000e-06 1.1370 13.91 332.98
试过“.iloc”和“.value”，无济于事。还尝试恢复到 PyMC3 看看是否可行。