In [1]:
import vespa
WARNING:root:PyMultiNest not available; only emcee fits will be possible.
WARNING:root:progressbar not imported
In [2]:
starpop = vespa.MultipleStarPopulation(1)
In [25]:
x = starpop['H_mag']
y = starpop['distmod']
In [26]:
import matplotlib.pyplot as plt
In [27]:
fig = plt.figure()
In [33]:
starpop.stars.all
Out[33]:
<bound method DataFrame.all of H_mag H_mag_A J_mag J_mag_A K_mag K_mag_A \
0 12.630130 12.752863 12.978836 13.072136 12.574749 12.715805
1 12.061467 12.071877 12.382597 12.391150 12.022231 12.034819
2 12.529676 12.529676 12.848949 12.848949 12.492617 12.492617
3 13.288777 13.288777 13.608050 13.608050 13.251718 13.251718
4 13.124666 13.144766 13.447635 13.464039 13.083601 13.107708
5 13.035647 13.045057 13.356598 13.364330 12.996615 13.007999
6 13.356739 13.356739 13.676012 13.676012 13.319680 13.319680
7 11.372804 11.759733 11.752406 12.079006 11.324625 11.722674
8 13.258703 13.275690 13.581068 13.594963 13.218211 13.238632
9 13.331409 13.331409 13.650682 13.650682 13.294351 13.294351
10 12.808451 13.361356 13.157531 13.680629 12.766367 13.324297
11 12.998153 12.998153 13.317426 13.317426 12.961094 12.961094
12 13.066100 13.306742 13.444848 13.626015 13.005467 13.269684
13 11.819214 11.819214 12.138487 12.138487 11.782156 11.782156
14 12.347314 12.347314 12.666587 12.666587 12.310255 12.310255
15 13.198281 13.198281 13.517554 13.517554 13.161222 13.161222
16 13.307571 13.359251 13.636750 13.678524 13.260722 13.322192
17 11.643960 11.837191 12.012880 12.156464 11.586545 11.800133
18 11.443287 11.959216 11.799586 12.278489 11.400475 11.922158
19 13.320668 13.320668 13.639940 13.639940 13.283609 13.283609
20 12.496580 12.496580 12.815853 12.815853 12.459522 12.459522
21 13.047857 13.082315 13.373767 13.401588 13.004255 13.045256
22 13.140660 13.140660 13.459933 13.459933 13.103601 13.103601
23 12.975860 12.975860 13.295133 13.295133 12.938802 12.938802
24 12.955560 12.955560 13.274833 13.274833 12.918502 12.918502
25 12.870339 12.969084 13.212272 13.288357 12.817280 12.932026
26 13.157024 13.225842 13.491048 13.545115 13.107963 13.188783
27 12.839511 12.839511 13.158784 13.158784 12.802452 12.802452
28 13.171356 13.171356 13.490629 13.490629 13.134298 13.134298
29 12.824035 12.896183 13.158892 13.215456 12.774477 12.859124
... ... ... ... ... ... ...
9970 13.112433 13.112433 13.431706 13.431706 13.075375 13.075375
9971 12.203097 12.467251 12.587958 12.786524 12.148026 12.430192
9972 11.423170 11.423170 11.742443 11.742443 11.386112 11.386112
9973 13.018864 13.035508 13.341163 13.354781 12.978436 12.998450
9974 13.177605 13.191733 13.499427 13.511006 13.137651 13.154674
9975 12.044125 12.112968 12.376883 12.432241 11.994381 12.075910
9976 12.997839 13.085177 13.336670 13.404450 12.946179 13.048118
9977 13.354714 13.354714 13.673986 13.673986 13.317655 13.317655
9978 12.905343 12.905343 13.224615 13.224615 12.868284 12.868284
9979 13.144783 13.144783 13.464056 13.464056 13.107724 13.107724
9980 12.329365 12.356873 12.653631 12.676146 12.286771 12.319815
9981 13.152421 13.233798 13.489178 13.553071 13.101262 13.196739
9982 13.359826 13.359826 13.679099 13.679099 13.322768 13.322768
9983 13.000870 13.000870 13.320143 13.320143 12.963812 12.963812
9984 12.402646 12.402646 12.721919 12.721919 12.365587 12.365587
9985 12.899723 12.899723 13.218996 13.218996 12.862665 12.862665
9986 12.146098 12.146098 12.465371 12.465371 12.109040 12.109040
9987 13.182737 13.214157 13.508011 13.533430 13.139668 13.177099
9988 12.924594 12.945216 13.247666 13.264489 12.883435 12.908158
9989 12.781227 12.912762 13.132470 13.232035 12.725196 12.875704
9990 12.265233 12.265233 12.584506 12.584506 12.228174 12.228174
9991 11.982970 12.499198 12.339214 12.818471 11.940168 12.462139
9992 12.995316 12.995316 13.314589 13.314589 12.958258 12.958258
9993 12.837687 13.059575 13.213042 13.378848 12.778969 13.022517
9994 10.364021 10.385406 10.687244 10.704679 10.322723 10.348348
9995 13.205222 13.211615 13.525638 13.530888 13.166819 13.174557
9996 13.062111 13.062111 13.381384 13.381384 13.025053 13.025053
9997 12.294231 12.947147 12.627009 13.266420 12.254703 12.910088
9998 12.023666 12.181250 12.382513 12.500523 11.966440 12.144192
9999 10.980542 11.018020 11.307100 11.337293 10.936425 10.980962
Kepler_mag Kepler_mag_A Teff_A age_A ... g_mag_C \
0 13.963100 13.991706 5769.156303 9.6 ... inf
1 13.309235 13.310720 5769.156303 9.6 ... inf
2 13.768519 13.768519 5769.156303 9.6 ... inf
3 14.527620 14.527620 5769.156303 9.6 ... inf
4 14.380439 14.383609 5769.156303 9.6 ... inf
5 14.282570 14.283900 5769.156303 9.6 ... inf
6 14.595582 14.595582 5769.156303 9.6 ... inf
7 12.774143 12.998576 5769.156303 9.6 ... inf
8 14.511922 14.514533 5769.156303 9.6 ... inf
9 14.570252 14.570252 5769.156303 9.6 ... inf
10 14.138709 14.600199 5769.156303 9.6 ... inf
11 14.236996 14.236996 5769.156303 9.6 ... inf
12 14.471992 14.545585 5769.156303 9.6 ... 18.882816
13 13.058057 13.058057 5769.156303 9.6 ... inf
14 13.586157 13.586157 5769.156303 9.6 ... inf
15 14.437124 14.437124 5769.156303 9.6 ... inf
16 14.589385 14.598094 5769.156303 9.6 ... 21.904791
17 13.019612 13.076034 5769.156303 9.6 ... inf
18 12.792279 13.198059 5769.156303 9.6 ... inf
19 14.559511 14.559511 5769.156303 9.6 ... inf
20 13.735423 13.735423 5769.156303 9.6 ... inf
21 14.315323 14.321158 5769.156303 9.6 ... inf
22 14.379503 14.379503 5769.156303 9.6 ... inf
23 14.214703 14.214703 5769.156303 9.6 ... inf
24 14.194404 14.194404 5769.156303 9.6 ... inf
25 14.186748 14.207927 5769.156303 9.6 ... inf
26 14.451354 14.464685 5769.156303 9.6 ... inf
27 14.078354 14.078354 5769.156303 9.6 ... inf
28 14.410199 14.410199 5769.156303 9.6 ... inf
29 14.120894 14.135026 5769.156303 9.6 ... inf
... ... ... ... ... ... ...
9970 14.351276 14.351276 5769.156303 9.6 ... inf
9971 13.609171 13.706094 5769.156303 9.6 ... inf
9972 12.662014 12.662014 5769.156303 9.6 ... inf
9973 14.271801 14.274351 5769.156303 9.6 ... inf
9974 14.428465 14.430576 5769.156303 9.6 ... inf
9975 13.339693 13.351812 5769.156303 9.6 ... 20.360459
9976 14.305996 14.324020 5769.156303 9.6 ... inf
9977 14.593557 14.593557 5769.156303 9.6 ... inf
9978 14.144186 14.144186 5769.156303 9.6 ... inf
9979 14.383626 14.383626 5769.156303 9.6 ... inf
9980 13.591503 13.595716 5769.156303 9.6 ... 21.894078
9981 14.456750 14.472641 5769.156303 9.6 ... 20.813663
9982 14.598670 14.598670 5769.156303 9.6 ... inf
9983 14.239713 14.239713 5769.156303 9.6 ... inf
9984 13.641489 13.641489 5769.156303 9.6 ... inf
9985 14.138566 14.138566 5769.156303 9.6 ... inf
9986 13.384942 13.384942 5769.156303 9.6 ... inf
9987 14.447725 14.453000 5769.156303 9.6 ... inf
9988 14.180795 14.184060 5769.156303 9.6 ... inf
9989 14.120009 14.151606 5769.156303 9.6 ... inf
9990 13.504076 13.504076 5769.156303 9.6 ... inf
9991 13.331819 13.738041 5769.156303 9.6 ... inf
9992 14.234159 14.234159 5769.156303 9.6 ... inf
9993 14.230631 14.298419 5769.156303 9.6 ... 18.701484
9994 11.620845 11.624249 5769.156303 9.6 ... inf
9995 14.449573 14.450459 5769.156303 9.6 ... inf
9996 14.300955 14.300955 5769.156303 9.6 ... inf
9997 13.576670 14.185990 5769.156303 9.6 ... inf
9998 13.378728 13.420093 5769.156303 9.6 ... inf
9999 12.250444 12.256863 5769.156303 9.6 ... inf
i_mag_C logL_C logg_C mass_C r_mag_C radius_C z_mag_C \
0 inf NaN NaN 0.000000 inf NaN inf
1 inf NaN NaN 0.000000 inf NaN inf
2 inf NaN NaN 0.000000 inf NaN inf
3 inf NaN NaN 0.000000 inf NaN inf
4 inf NaN NaN 0.000000 inf NaN inf
5 inf NaN NaN 0.000000 inf NaN inf
6 inf NaN NaN 0.000000 inf NaN inf
7 inf NaN NaN 0.000000 inf NaN inf
8 inf NaN NaN 0.000000 inf NaN inf
9 inf NaN NaN 0.000000 inf NaN inf
10 inf NaN NaN 0.000000 inf NaN inf
11 inf NaN NaN 0.000000 inf NaN inf
12 17.091355 -1.010897 4.670359 0.641579 17.621533 0.613281 16.815747
13 inf NaN NaN 0.000000 inf NaN inf
14 inf NaN NaN 0.000000 inf NaN inf
15 inf NaN NaN 0.000000 inf NaN inf
16 19.468061 -1.830940 4.905838 0.354894 20.530608 0.347812 18.860321
17 inf NaN NaN 0.000000 inf NaN inf
18 inf NaN NaN 0.000000 inf NaN inf
19 inf NaN NaN 0.000000 inf NaN inf
20 inf NaN NaN 0.000000 inf NaN inf
21 inf NaN NaN 0.000000 inf NaN inf
22 inf NaN NaN 0.000000 inf NaN inf
23 inf NaN NaN 0.000000 inf NaN inf
24 inf NaN NaN 0.000000 inf NaN inf
25 inf NaN NaN 0.000000 inf NaN inf
26 inf NaN NaN 0.000000 inf NaN inf
27 inf NaN NaN 0.000000 inf NaN inf
28 inf NaN NaN 0.000000 inf NaN inf
29 inf NaN NaN 0.000000 inf NaN inf
... ... ... ... ... ... ... ...
9970 inf NaN NaN 0.000000 inf NaN inf
9971 inf NaN NaN 0.000000 inf NaN inf
9972 inf NaN NaN 0.000000 inf NaN inf
9973 inf NaN NaN 0.000000 inf NaN inf
9974 inf NaN NaN 0.000000 inf NaN inf
9975 17.973846 -1.740788 4.878345 0.389907 19.001937 0.376290 17.389073
9976 inf NaN NaN 0.000000 inf NaN inf
9977 inf NaN NaN 0.000000 inf NaN inf
9978 inf NaN NaN 0.000000 inf NaN inf
9979 inf NaN NaN 0.000000 inf NaN inf
9980 19.317962 -2.148809 5.011974 0.247383 20.466196 0.256988 18.657373
9981 18.539985 -1.539794 4.815730 0.466729 19.488906 0.442468 18.009192
9982 inf NaN NaN 0.000000 inf NaN inf
9983 inf NaN NaN 0.000000 inf NaN inf
9984 inf NaN NaN 0.000000 inf NaN inf
9985 inf NaN NaN 0.000000 inf NaN inf
9986 inf NaN NaN 0.000000 inf NaN inf
9987 inf NaN NaN 0.000000 inf NaN inf
9988 inf NaN NaN 0.000000 inf NaN inf
9989 inf NaN NaN 0.000000 inf NaN inf
9990 inf NaN NaN 0.000000 inf NaN inf
9991 inf NaN NaN 0.000000 inf NaN inf
9992 inf NaN NaN 0.000000 inf NaN inf
9993 16.890526 -1.026896 4.673413 0.636388 17.434691 0.608651 16.606067
9994 inf NaN NaN 0.000000 inf NaN inf
9995 inf NaN NaN 0.000000 inf NaN inf
9996 inf NaN NaN 0.000000 inf NaN inf
9997 inf NaN NaN 0.000000 inf NaN inf
9998 inf NaN NaN 0.000000 inf NaN inf
9999 inf NaN NaN 0.000000 inf NaN inf
distance distmod
0 751.744387 9.380351
1 549.380214 8.699365
2 678.317055 9.157164
3 962.172413 9.916265
4 900.431689 9.772254
5 860.020897 9.672545
6 992.762449 9.984227
7 475.821560 8.387221
8 956.391280 9.903178
9 981.249316 9.958897
10 994.875386 9.988843
11 841.643450 9.625641
12 970.165878 9.934230
13 489.035527 8.446702
14 623.677869 8.974802
15 922.898088 9.825769
16 993.911486 9.986739
17 493.100920 8.464679
18 521.603820 8.586704
19 976.407414 9.948155
20 668.057106 9.124068
21 874.904178 9.709802
22 898.730528 9.768147
23 833.047145 9.603348
24 825.295815 9.583048
25 830.451737 9.596572
26 934.686304 9.853329
27 782.347461 9.466998
28 911.525376 9.798844
29 803.034330 9.523671
... ... ...
9970 887.123772 9.739921
9971 659.094581 9.094739
9972 407.503785 8.050658
9973 856.247318 9.662996
9974 920.119304 9.819221
9975 559.875237 8.740456
9976 876.058120 9.712665
9977 991.836908 9.982201
9978 806.428868 9.532830
9979 900.438589 9.772270
9980 626.429486 8.984361
9981 938.117151 9.861285
9982 994.174983 9.987314
9983 842.697292 9.628358
9984 639.774186 9.030134
9985 804.344725 9.527211
9986 568.482711 8.773586
9987 929.670329 9.841645
9988 821.373784 9.572704
9989 809.189113 9.540250
9990 600.543044 8.892721
9991 668.862927 9.126686
9992 840.544664 9.622804
9993 865.790137 9.687063
9994 252.684624 7.012894
9995 928.582831 9.839103
9996 866.801875 9.689599
9997 822.104251 9.574634
9998 577.760150 8.808738
9999 338.143907 7.645508
[10000 rows x 52 columns]>
In [29]:
x
Out[29]:
0 12.630130
1 12.061467
2 12.529676
3 13.288777
4 13.124666
5 13.035647
6 13.356739
7 11.372804
8 13.258703
9 13.331409
10 12.808451
11 12.998153
12 13.066100
13 11.819214
14 12.347314
...
9985 12.899723
9986 12.146098
9987 13.182737
9988 12.924594
9989 12.781227
9990 12.265233
9991 11.982970
9992 12.995316
9993 12.837687
9994 10.364021
9995 13.205222
9996 13.062111
9997 12.294231
9998 12.023666
9999 10.980542
Name: H_mag, Length: 10000, dtype: float64
In [ ]:
Content source: timothydmorton/vespa-visualization
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