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# Physical Einstein ring radius in AU (Lens plane). | ||
# columns = distance in kpc | ||
# rows = mass in solMass | ||
1.00 2.00 3.00 4.00 5.00 6.00 7.00 | ||
10.0 8.44 11.05 12.36 12.76 12.36 11.05 8.44 | ||
1.0 2.67 3.50 3.91 4.04 3.91 3.50 2.67 | ||
0.3 1.46 1.91 2.14 2.21 2.14 1.91 1.46 | ||
0.1 0.84 1.11 1.24 1.28 1.24 1.11 0.84 | ||
0.01 0.27 0.35 0.39 0.40 0.39 0.35 0.27 | ||
0.001 0.08 0.11 0.12 0.13 0.12 0.11 0.08 |
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# Projection of Einstein ring radius in AU (Observer plane). | ||
# columns = distance in kpc | ||
# rows = mass in solMass | ||
1.00 2.00 3.00 4.00 5.00 6.00 7.00 | ||
10.0 9.65 14.74 19.77 25.52 32.95 44.21 67.53 | ||
1.0 3.05 4.66 6.25 8.07 10.42 13.98 21.36 | ||
0.3 1.67 2.55 3.42 4.42 5.71 7.66 11.70 | ||
0.1 0.96 1.47 1.98 2.55 3.30 4.42 6.75 | ||
0.01 0.31 0.47 0.63 0.81 1.04 1.40 2.14 | ||
0.001 0.10 0.15 0.20 0.26 0.33 0.44 0.68 |
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# Einstein timescale in days for mu_rel = 4.0 mas/yr. | ||
# columns = distance in kpc | ||
# rows = mass in solMass | ||
1.00 2.00 3.00 4.00 5.00 6.00 7.00 | ||
10.0 770.8 504.6 376.1 291.3 225.7 168.2 110.1 | ||
1.0 243.8 159.6 118.9 92.1 71.4 53.2 34.8 | ||
0.3 133.5 87.4 65.1 50.5 39.1 29.1 19.1 | ||
0.1 77.1 50.5 37.6 29.1 22.6 16.8 11.0 | ||
0.01 24.4 16.0 11.9 9.2 7.1 5.3 3.5 | ||
0.001 7.7 5.0 3.8 2.9 2.3 1.7 1.1 |
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# Angular Einstein ring radius in milliarcseconds. | ||
# columns = distance in kpc | ||
# rows = mass in solMass | ||
1.00 2.00 3.00 4.00 5.00 6.00 7.00 | ||
10.0 8.44 5.53 4.12 3.19 2.47 1.84 1.21 | ||
1.0 2.67 1.75 1.30 1.01 0.78 0.58 0.38 | ||
0.3 1.46 0.96 0.71 0.55 0.43 0.32 0.21 | ||
0.1 0.84 0.55 0.41 0.32 0.25 0.18 0.12 | ||
0.01 0.27 0.17 0.13 0.10 0.08 0.06 0.04 | ||
0.001 0.08 0.06 0.04 0.03 0.02 0.02 0.01 |
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Fitted parameters: | ||
2453630.39088 0.22670 0.23167 | ||
0.49048 0.02013 0.01869 | ||
93.45656 2.19216 2.15444 | ||
0.27419 0.02800 0.03255 | ||
0.10357 0.00732 0.00715 | ||
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Smallest chi2 model: | ||
2453630.376707949 0.48814776622836326 93.89323919007633 0.2722480223300758 0.10093639484208665 | ||
946.7504141947664 |
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Initial Trial | ||
t_0 (HJD) u_0 t_E (d) | ||
5380.00000 0.100000 18.0000 | ||
Chi2 = 32241.84124710082 | ||
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||
Best Fit: t_0 = 5379.57091, u_0 = 0.5230, t_E = 17.940 | ||
Chi2 = 427.20 | ||
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scipy.optimize.minimize result: | ||
fun: 427.2038219878052 | ||
jac: array([-0.03365149, -3.52971227, -0.1673083 ]) | ||
message: 'Optimization terminated successfully.' | ||
nfev: 11 | ||
nhev: 0 | ||
nit: 9 | ||
njev: 28 | ||
status: 0 | ||
success: True | ||
x: array([5.37957091e+03, 5.22985608e-01, 1.79398771e+01]) |
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Fitted parameters: | ||
t_0 : 2454656.39908 0.00004 0.00003 | ||
u_0 : 0.00311 0.00014 0.00014 | ||
t_E : 10.78598 0.50061 0.45567 | ||
t_star : 0.05311 0.00010 0.00011 | ||
Fluxes (source and blending): | ||
flux_s_1 : 16.2724 0.7504 0.7533 | ||
flux_b_1 : 19.4651 0.7343 0.7324 | ||
flux_s_2 : 1.5269 0.0686 0.0675 | ||
flux_b_2 : 13.8875 0.0471 0.0446 | ||
flux_s_3 : 15.9354 0.7181 0.6964 | ||
flux_b_3 : 30.6087 4.3688 3.9172 | ||
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Smallest chi2 model: | ||
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Smallest chi2 model: | ||
2454656.3990747104 0.003140471938847057 10.687652809215646 0.05310677368499168 | ||
chi2 = 4488.397319300576 | ||
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Now let's plot the best model | ||
~/MulensModel/source/MulensModel/utils.py:149: UserWarning: Flux to magnitude conversion approached negative flux | ||
UserWarning) | ||
~/MulensModel/source/MulensModel/utils.py:150: RuntimeWarning: invalid value encountered in log10 | ||
mag = zeropoint - 2.5 * np.log10(flux) |
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First fit. This can take some time... | ||
Fitted parameters: | ||
t_0_1: 6100.04856 +0.02384 -0.02442 | ||
u_0_1: 0.20176 +0.00752 -0.00703 | ||
t_0_2: 6140.00048 +0.00054 -0.00053 | ||
u_0_2: 0.01000 +0.00028 -0.00026 | ||
t_E: 24.97848 +0.63846 -0.64421 | ||
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Smallest chi2 model: | ||
6100.043548826305 0.2022324038184834 6140.000506813421 0.010020746352062961 24.915197094232358 | ||
chi2 = 1559.6924283831406 | ||
|
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Second fit. This can take some time... | ||
Fitted parameters: | ||
t_0_1: 6100.04559 +0.02412 -0.02510 | ||
u_0_1: 0.20177 +0.00737 -0.00713 | ||
t_0_2: 6140.00051 +0.00058 -0.00052 | ||
u_0_2: 0.01001 +0.00028 -0.00027 | ||
t_E: 24.95427 +0.66243 -0.63960 | ||
flux_ratio: 0.04960 +0.00073 -0.00075 | ||
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Smallest chi2 model: | ||
6100.045603563694 0.20091734861294366 6140.000535868968 0.0099839566576509 25.026575661688916 0.04969677432173234 | ||
chi2 = 1559.7269272614674 |
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Fitted parameters: | ||
t_0 : 2456836.16049 0.06449 0.06147 | ||
u_0 : 0.91317 0.08863 0.06308 | ||
t_E : 23.00179 1.08252 1.36160 | ||
pi_E_N : -0.24558 0.02746 0.03641 | ||
pi_E_E : 0.25284 0.01993 0.01458 | ||
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Smallest chi2 model: | ||
2456836.1677156785 0.895675183048813 23.285476727841555 -0.2372979702893409 0.24911302577456898 | ||
4227.374316561218 |
16 changes: 16 additions & 0 deletions
16
data/expected_example_output/example_13/Ex13_final_output.txt
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Fitted parameters: | ||
x_caustic_in 0.23742 +0.52941 -0.08743 | ||
x_caustic_out 0.69196 +0.04097 -0.38811 | ||
t_caustic_in 2452835.23844 +0.02525 -0.02907 | ||
t_caustic_out 2452842.07232 +0.00588 -0.00384 | ||
rho 0.00079 +0.00020 -0.00005 | ||
|
||
Smallest chi2 model: | ||
0.14873474431136965 0.735914628389552 2452835.262249646 2452842.079264407 0.0009667058605395652 | ||
1645.8911643006056 | ||
t_0 = 2452848.01467 | ||
u_0 = 0.13443 | ||
t_E = 61.465 | ||
alpha = 224.40 deg | ||
|
||
chi2: 1654.40998416322 |
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14 changes: 14 additions & 0 deletions
14
data/expected_example_output/example_15/Ex15_mb192_final_output.txt
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Fitted parameters: | ||
t_0 2454245.43602 +0.01075 -0.02995 | ||
u_0 0.00411 +0.00043 -0.00037 | ||
t_E 69.37776 +6.54139 -5.51903 | ||
t_star 0.06335 +0.00394 -0.00426 | ||
alpha 68.95273 +191.56197 -2.84802 | ||
|
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Smallest chi2 model: | ||
2454245.4465964306 0.003800549975368232 72.81587150268032 0.060030280907769976 66.75127434511563 | ||
1155.9446938367141 | ||
t_0 (HJD) u_0 t_E (d) t_star (d) s q alpha (deg) | ||
2454245.44660 0.003801 72.8159 0.060030 0.88100 0.00015000 66.75127 | ||
default magnification method: point_source_point_lens | ||
other magnification methods: [2454244.5, 'VBBL', 2454246.0] |
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16 changes: 16 additions & 0 deletions
16
data/expected_example_output/example_15/Ex15_ob390_output.txt
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Fitted parameters: | ||
t_0 2453582.72741 +0.01070 -0.00882 | ||
u_0 0.35692 +0.01148 -0.01025 | ||
t_E 11.07477 +0.22976 -0.27324 | ||
rho 0.02535 +0.00242 -0.00223 | ||
q 0.0000817 +0.0000211 -0.0000144 | ||
s 1.60690 +0.01973 -0.01514 | ||
alpha 337.85901 +0.25341 -0.25698 | ||
|
||
Smallest chi2 model: | ||
2453582.7300333385 0.3609002048497102 10.977720551257514 0.02585553956290955 8.480735769711146e-05 1.6136137859944493 337.76376235800285 | ||
562.2741771206458 | ||
t_0 (HJD) u_0 t_E (d) rho s q alpha (deg) | ||
2453582.73003 0.360900 10.9777 0.02586 1.61361 0.00008481 337.76376 | ||
default magnification method: point_source_point_lens | ||
other magnification methods: [2453591.0, 'VBBL', 2453594.0] |
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chi^2: 95.93 |
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chi^2: 460.67 |
100 changes: 100 additions & 0 deletions
100
data/expected_example_output/example_18/example_18_output_1.dat
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6604.8739 14.5103 0.0111 | ||
6609.2565 14.4984 0.0109 | ||
6612.8298 14.4596 0.0106 | ||
6614.3795 14.4748 0.0107 | ||
6615.4354 14.4937 0.0109 | ||
6616.5977 14.4869 0.0108 | ||
6621.9146 14.4791 0.0108 | ||
6628.9009 14.4952 0.0110 | ||
6630.3470 14.4817 0.0108 | ||
6631.6395 14.4700 0.0107 | ||
6634.4512 14.4769 0.0108 | ||
6634.8948 14.4837 0.0109 | ||
6637.0558 14.4715 0.0107 | ||
6638.9184 14.5004 0.0110 | ||
6643.7966 14.4881 0.0109 | ||
6652.3866 14.4692 0.0108 | ||
6658.4125 14.4731 0.0109 | ||
6664.9854 14.4727 0.0109 | ||
6668.9712 14.4396 0.0106 | ||
6669.5665 14.4581 0.0108 | ||
6670.1151 14.4481 0.0107 | ||
6683.4791 14.4466 0.0109 | ||
6701.0664 14.4181 0.0109 | ||
6703.8618 14.4062 0.0109 | ||
6707.2986 14.3946 0.0108 | ||
6708.0721 14.3919 0.0108 | ||
6711.8456 14.3917 0.0110 | ||
6713.7080 14.3710 0.0108 | ||
6713.9927 14.3699 0.0108 | ||
6721.6476 14.3280 0.0108 | ||
6721.6557 14.3256 0.0108 | ||
6726.1744 14.3149 0.0109 | ||
6727.6298 14.2907 0.0108 | ||
6728.0728 14.3110 0.0110 | ||
6734.8482 14.2407 0.0108 | ||
6737.5930 14.2313 0.0109 | ||
6738.2742 14.2072 0.0108 | ||
6739.2676 14.2063 0.0109 | ||
6744.0054 14.1677 0.0110 | ||
6744.7414 14.1577 0.0110 | ||
6753.3205 14.0132 0.0108 | ||
6758.2814 13.9135 0.0107 | ||
6773.9133 13.5151 0.0107 | ||
6783.7705 13.2496 0.0108 | ||
6796.3515 13.2900 0.0108 | ||
6797.6821 13.3345 0.0109 | ||
6811.3912 13.7324 0.0109 | ||
6815.8913 13.8331 0.0108 | ||
6817.7499 13.8926 0.0110 | ||
6819.9393 13.9402 0.0110 | ||
6823.6071 14.0055 0.0109 | ||
6823.7032 13.9633 0.0105 | ||
6824.6531 14.0144 0.0108 | ||
6828.1141 14.0611 0.0108 | ||
6833.0262 14.1453 0.0109 | ||
6833.3441 14.1324 0.0108 | ||
6834.4777 14.1331 0.0106 | ||
6835.0121 14.1594 0.0108 | ||
6840.8818 14.2225 0.0108 | ||
6842.8239 14.2367 0.0108 | ||
6856.6756 14.3421 0.0109 | ||
6859.9128 14.3560 0.0109 | ||
6860.5211 14.3600 0.0109 | ||
6860.6752 14.3821 0.0111 | ||
6864.6159 14.3900 0.0110 | ||
6868.4516 14.3901 0.0109 | ||
6869.9431 14.3875 0.0108 | ||
6873.0021 14.4158 0.0110 | ||
6875.1116 14.4107 0.0109 | ||
6879.0080 14.4317 0.0110 | ||
6880.2203 14.4227 0.0109 | ||
6883.7509 14.4296 0.0109 | ||
6886.1755 14.4412 0.0109 | ||
6888.8120 14.4359 0.0108 | ||
6907.4771 14.4645 0.0109 | ||
6910.7321 14.4599 0.0108 | ||
6911.3041 14.4735 0.0109 | ||
6916.3946 14.4706 0.0109 | ||
6917.0442 14.4867 0.0110 | ||
6918.6684 14.4680 0.0108 | ||
6919.5347 14.4911 0.0111 | ||
6919.9728 14.4620 0.0108 | ||
6930.0837 14.4617 0.0107 | ||
6931.7789 14.4763 0.0108 | ||
6933.5876 14.4759 0.0108 | ||
6934.9602 14.4863 0.0109 | ||
6954.0494 14.4777 0.0108 | ||
6955.9583 14.4756 0.0107 | ||
6957.7111 14.4879 0.0109 | ||
6958.8594 14.5007 0.0110 | ||
6961.3582 14.4990 0.0110 | ||
6964.4489 14.4827 0.0108 | ||
6969.2792 14.4921 0.0109 | ||
6971.9760 14.4972 0.0109 | ||
6978.2672 14.4817 0.0108 | ||
6981.4356 14.5059 0.0110 | ||
6983.0354 14.5013 0.0109 | ||
6987.4259 14.4980 0.0109 | ||
6988.0448 14.4918 0.0108 | ||
6999.2706 14.5013 0.0109 |
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