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Light curves

Patrick Rauer edited this page Nov 16, 2019 · 2 revisions

Phosphorpy provides also an interface to the Catalina Sky Survey (CSS) with its large database of light curves. The light curve are also exended with light cuvres from the Palomar transient factory (PTF) and with light curves from the Zwicky trasient factory (ZTF).

CSS and PTF/ZTF bands are different.

As in the other applications, the interface is designed to make it easy to download the light curves. To download light curves from CSS, after a set of coordinates is given, you can use simply

ds.light_curves
Number of light curves: 10
with 2624 entries.

This will download all available light curves from CSS and stores them in the current DataSet object.

Also a rudimentary plotting system is implemented and one can show the light curves by

ds.light_curves.plot.plot_light_curve(2)

output_4_0

Multiple light curves in the same plot are also possible

ds.light_curves.plot.plot_light_curve([2, 3, 4])

output_6_0

Light curve statistics

As the other sections, the light curve section has a method to get basic statistics

ds.light_curves.stats()
Mag Magerr ... Decl MJD
mean median std amin amax count mean median std amin ... std amin amax count mean median std amin amax count
InputID
0 17.905573 17.890 0.160522 17.46 18.65 262 0.212977 0.20 0.052940 0.11 ... 0.000100 -24.79371 -24.79308 262 54811.776618 54809.671510 794.036850 53691.72219 56461.40798 262
1 16.949470 16.950 0.074275 16.71 17.11 264 0.137879 0.13 0.031163 0.09 ... 0.000060 -24.73401 -24.73364 264 54808.241029 54809.671510 794.096842 53691.72219 56461.40798 264
2 17.952776 17.960 0.125054 17.56 18.35 263 0.216844 0.21 0.049743 0.12 ... 0.000087 -24.69048 -24.68985 263 54807.517881 54809.667730 795.523753 53691.72219 56461.40798 263
3 16.324091 16.330 0.055837 15.94 16.48 264 0.108523 0.11 0.019414 0.08 ... 0.000045 -24.69071 -24.69021 264 54808.241029 54809.671510 794.096842 53691.72219 56461.40798 264
4 17.091932 17.100 0.084680 16.76 17.35 264 0.146250 0.14 0.033297 0.09 ... 0.000057 -24.60452 -24.60415 264 54808.241029 54809.671510 794.096842 53691.72219 56461.40798 264
5 17.210684 17.210 0.100690 16.79 17.51 263 0.153384 0.15 0.031129 0.09 ... 0.000066 -24.56111 -24.56062 263 54807.517881 54809.667730 795.523753 53691.72219 56461.40798 263
6 16.686098 16.685 0.060287 16.51 16.94 264 0.123864 0.12 0.026826 0.08 ... 0.000047 -24.53528 -24.53496 264 54808.241029 54809.671510 794.096842 53691.72219 56461.40798 264
7 15.691914 15.700 0.048924 15.54 15.91 256 0.088984 0.09 0.013711 0.07 ... 0.000042 -24.53841 -24.53805 256 54816.464315 54866.553255 804.964817 53691.72219 56461.40798 256
8 17.424462 17.430 0.151627 16.32 17.89 260 0.171308 0.17 0.049785 0.10 ... 0.000085 -24.52678 -24.52593 260 54811.175877 54838.111535 799.848710 53691.72219 56461.40798 260
9 16.185076 16.190 0.052785 16.00 16.43 264 0.103712 0.10 0.020522 0.07 ... 0.000041 -24.52030 -24.52003 264 54808.241029 54809.671510 794.096842 53691.72219 56461.40798 264

10 rows x 30 columns

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