{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Using optimization fitting routines (since v0.3)\n", "\n", "New optimization algorithms are introduced in SORA v0.3 to allow faster convergence to the solution when modeling a light curve or fitting an ellipse to the positive chords.\n", "\n", "Besides the Monte Carlo technique to find the best solution, there are now two optimization methods available: one, the default option, based on dumped least-squares (Levenberg-Marquardt), and the other based on genetic algorithms (differential evolution).\n", "\n", "To maintain backward compatibility with the chi-square result object the estimate of uncertainties still rely on Monte Carlo simulations, but now with parallel processing available.\n", "\n", "Two new keywords were added to `sora.LightCurve.occ_lcfit` and to `sora.Occultation.fit_ellipse` functions: `\"method\"` and `\"threads\".` The first allows the optimization method selection, while the latter sets the number of parallel processes when using multithreading. The parallel processing relies on the multiprocessing python module, which is built on shared memory parallel processing.\n", "\n", "**Methods available:**\n", "\n", "- _chisqr_: Monte Carlo computation method used in versions of SORA <= 0.2.1.\n", "- _fastchi_: Monte Carlo computation method, allows multithreading. Used with keyword \"threads\".\n", "- _least_squares_ or _ls_: uses Levenberg-Marquardt as optimization method.\n", "- _differential_evolution_ or _de_: uses genetic algorithms as optimization method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Determining the instants of a light curve using optimization\n", "\n", "Let's use the examples available in the Getting Started guide. In the following examples, we will always set the parameter `\"threads = 5\"`, meaning the number of parallel processes generated during the computations. **It is wise to set the number of threads to a number below the total number of cores available in your CPU (usually n_cores-1) to avoid freezing the computer/interaction during the computations.**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SORA version: 0.3\n" ] } ], "source": [ "## SORA package\n", "from sora import Occultation, Body, Star, LightCurve, Observer\n", "from sora.prediction import prediction\n", "from sora.extra import draw_ellipse\n", "\n", "## Other main packages\n", "from astropy.time import Time\n", "import astropy.units as u\n", "\n", "## Usual packages\n", "import numpy as np\n", "import matplotlib.pylab as pl\n", "import os" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name: Outeniqua lc\n", "Initial time: 2017-06-22 21:20:00.056 UTC\n", "Mean time: 2017-06-22 21:21:40.007 UTC\n", "End time: 2017-06-22 21:23:19.958 UTC\n", "Exposure time: 0.1000 s\n", "Cycle time: 0.1002 s\n", "Vel: 22.0 km/s\n", "Distance: 15.0 AU\n", "Observational wavelength centred at 0.700 with a bandwidth of 0.300 microns\n", "Fresnel Scale: 0.881 km\n", "Stellar diameter: 0.20 km\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "out_lc = LightCurve(name='Outeniqua lc', file='../guidelines/input/lightcurves/lc_example.dat',\n", " exptime=0.100, usecols=[0,1])\n", "\n", "print('Name: {}'.format(out_lc.name))\n", "print('Initial time: {} UTC'.format(out_lc.initial_time.iso))\n", "print('Mean time: {} UTC'.format(out_lc.time_mean.iso))\n", "print('End time: {} UTC'.format(out_lc.end_time.iso))\n", "print('Exposure time: {:.4f} s'.format(out_lc.exptime))\n", "print('Cycle time: {:.4f} s'.format(out_lc.cycle))\n", "\n", "# However, to model a light curve we need to set the shadow/object velocity, object's distance,\n", "# and the star apparend diameter. Let's set some arbitrary values for the sake of example.\n", "\n", "out_lc.set_vel(vel=22.0)\n", "print('Vel: {:3.1f} km/s'.format(out_lc.vel))\n", "\n", "out_lc.set_dist(dist=15)\n", "print('Distance: {:3.1f} AU'.format(out_lc.dist))\n", "\n", "print('Observational wavelength centred at {:1.3f} with a bandwidth of {:1.3f} microns'\n", " .format(out_lc.central_bandpass,out_lc.delta_bandpass))\n", "\n", "print('Fresnel Scale: {:1.3f} km'.format(out_lc.fresnel_scale))\n", "\n", "out_lc.set_star_diam(d_star=0.2)\n", "print('Stellar diameter: {:1.2f} km'.format(out_lc.d_star))\n", "\n", "out_lc.plot_lc()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rank: 1\n", "occultation_duration: 9.921853244304657\n", "central_time: 76885.2990051359\n", "immersion_time: 76880.33807851374\n", "emersion_time: 76890.25993175805\n", "time_err: 0.05011036992073059\n", "depth: 0.8912593186105263\n", "depth_err: 0.30084243363867164\n", "baseline: 1.0292228832105264\n", "baseline_err: 0.31961412122793376\n", "snr: 2.9625452361583338\n", "occ_mask: [False False False ... False False False]\n" ] } ], "source": [ "# lets autodect the main parameters of the occultation\n", "autodetect = out_lc.occ_detect()\n", "[print('{}: {}'.format(key, value)) for key, value in autodetect.items()]\n", "\n", "# and from these results set some initial parameters for our fit\n", "immersion_time = autodetect['immersion_time']\n", "emersion_time = autodetect['emersion_time']\n", "delta_t = autodetect['time_err']*5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using optimization methods (\"least_squares\" or \"differential_evolution\") a first run can be done with a smaller value for \"loop\", since we are interested in the best-fit parameters. After a first run, one can better establish the region around where the Monte Carlos simulations will be sampled to produce much better populated $\\chi^2$ maps and therefore more robust uncertainty estimates.\n", "\n", "In this first run, we will focus on finding the best fit. Then, we will increase the loop to explore the parameter space around this best fit first found." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lightcurve fit: |████████████████████████████████████████| - 100% \n", "\n", "\n", "Minimum chi-square: 212.079\n", "Number of fitted points: 200\n", "Number of fitted parameters: 2\n", "Minimum chi-square per degree of freedom: 1.071\n", "\n", "immersion:\n", " 1-sigma: 76880.329 +/- 0.027\n", " 3-sigma: 76880.363 +/- 0.123\n", "\n", "emersion:\n", " 1-sigma: 76890.332 +/- 0.024\n", " 3-sigma: 76890.343 +/- 0.093\n", "\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Here we will set tmax and tmin to use a subset of the data\n", "\n", "tmin = immersion_time - 5 # seconds relative to tref\n", "tmax = emersion_time + 5 # seconds relative to tref\n", "\n", "out_chi2 = out_lc.occ_lcfit(immersion_time=immersion_time, emersion_time=emersion_time, delta_t=delta_t,\n", " flux_min=0, flux_max=1, tmax=tmax, tmin=tmin,\n", " sigma='auto', sigma_result=1, loop=1000, \n", " method='ls', threads=5)\n", "print('\\n')\n", "print(out_chi2)\n", "out_chi2.plot_chi2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the $\\chi^2$ maps show we have a good coverage around the minimum, we only need to set the parameter `\"loop\"` to a higher value in order do produce more confident error bars." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lightcurve fit: |████████████████████████████████████████| - 100% \n", "\n", "\n", "Minimum chi-square: 212.021\n", "Number of fitted points: 200\n", "Number of fitted parameters: 2\n", "Minimum chi-square per degree of freedom: 1.071\n", "\n", "immersion:\n", " 1-sigma: 76880.330 +/- 0.027\n", " 3-sigma: 76880.363 +/- 0.124\n", "\n", "emersion:\n", " 1-sigma: 76890.341 +/- 0.033\n", " 3-sigma: 76890.339 +/- 0.100\n", "\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "out_chi2 = out_lc.occ_lcfit(immersion_time=immersion_time, emersion_time=emersion_time, delta_t=delta_t,\n", " flux_min=0, flux_max=1, tmax=tmax, tmin=tmin,\n", " sigma='auto', sigma_result=1, loop=20000, \n", " method='ls', threads=5)\n", "print('\\n')\n", "print(out_chi2)\n", "out_chi2.plot_chi2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can produce similar results using the `\"differential_evolution\"` or `\"de\"` method." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lightcurve fit: |████████████████████████████████████████| - 100% \n", "\n", "\n", "Minimum chi-square: 212.042\n", "Number of fitted points: 200\n", "Number of fitted parameters: 2\n", "Minimum chi-square per degree of freedom: 1.071\n", "\n", "immersion:\n", " 1-sigma: 76880.330 +/- 0.027\n", " 3-sigma: 76880.364 +/- 0.124\n", "\n", "emersion:\n", " 1-sigma: 76890.341 +/- 0.033\n", " 3-sigma: 76890.340 +/- 0.100\n", "\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "out_chi2 = out_lc.occ_lcfit(immersion_time=immersion_time, emersion_time=emersion_time, delta_t=delta_t,\n", " flux_min=0, flux_max=1, tmax=tmax, tmin=tmin,\n", " sigma='auto', sigma_result=1, loop=20000, \n", " method='de', threads=5)\n", "print('\\n')\n", "print(out_chi2)\n", "out_chi2.plot_chi2()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "You can always use the \"chiqsr\" or \"fastchi\" if one of the above methods fail. Although more time consuming they will ensure to reach the minimum if there is some failure or trapping during convergence of the previous methods.\n", "\n", "Let's check a summary of the results obtained with the last fitting procedure." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Light curve name: Outeniqua lc\n", "Initial time: 2017-06-22 21:20:00.056 UTC\n", "End time: 2017-06-22 21:23:19.958 UTC\n", "Duration: 3.332 minutes\n", "Time offset: 0.000 seconds\n", "\n", "Exposure time: 0.1000 seconds\n", "Cycle time: 0.1002 seconds\n", "Num. data points: 2000\n", "\n", "Bandpass: 0.700 +/- 0.300 microns\n", "Object Distance: 15.00 AU\n", "Used shadow velocity: 22.000 km/s\n", "Fresnel scale: 0.040 seconds or 0.88 km\n", "Stellar size effect: 0.009 seconds or 0.20 km\n", "\n", "Object LightCurve model was not fitted.\n", "\n", "Immersion time: 2017-06-22 21:21:20.330 UTC +/- 0.027 seconds\n", "Emersion time: 2017-06-22 21:21:30.341 UTC +/- 0.033 seconds\n", "\n", "Monte Carlo chi square fit.\n", "\n", "Minimum chi-square: 212.042\n", "Number of fitted points: 200\n", "Number of fitted parameters: 2\n", "Minimum chi-square per degree of freedom: 1.071\n", "\n", "immersion:\n", " 1-sigma: 76880.330 +/- 0.027\n", " 3-sigma: 76880.364 +/- 0.124\n", "\n", "emersion:\n", " 1-sigma: 76890.341 +/- 0.033\n", " 3-sigma: 76890.340 +/- 0.100\n", "\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(out_lc)\n", "out_lc.plot_lc()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting an ellipse to positive chords using optimization\n", "\n", "Again, let's use an examples of the Getting Started guide. In the following examples we will always set the parameter \"threads = 5\", meaning the number of parallel processes gerenated during the computations. **It is wise to set the number of threads to a number below the total number of cores available in your cpu (usually n_cores-1) to avoid freezing the computer/interaction during the computations.**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Obtaining data for Chariklo from SBDB\n", "Ephemeris was split in 1 parts for better search of stars\n", "\n", "Searching occultations in part 1/1\n", "Generating Ephemeris between 2017-06-20 00:00:00.000 and 2017-06-26 23:59:00.000 ...\n", "Downloading stars ...\n", " 4 GaiaDR3 stars downloaded\n", "Identifying occultations ...\n", "\n", "2 occultations found.\n" ] }, { "data": { "text/html": [ "
PredictionTable length=2\n", "\n", "\n", "\n", "\n", "\n", "\n", "
EpochICRS Star Coord at EpochGeocentric Object PositionC/AP/AVelDistGlongloctM-G-TS-G-TGaiaDR3 Source ID
arcsecdegkm / sAUmagdeghh:mmdegdeg
objectobjectobjectfloat64float64float64float64float64float64str5float64float64str19
2017-06-21 09:57:43.44018 55 36.17454 -31 31 19.0326118 55 36.17500 -31 31 19.605160.573179.41-21.8414.66315.25422500:561281656760228702284187264
2017-06-22 21:18:48.20018 55 15.65251 -31 31 21.6706218 55 15.65249 -31 31 21.621900.049359.72-22.0014.65914.2245300:501491666760223758801661440
" ], "text/plain": [ "\n", " Epoch ICRS Star Coord at Epoch ... GaiaDR3 Source ID \n", " ... \n", " object object ... str19 \n", "----------------------- ------------------------------ ... -------------------\n", "2017-06-21 09:57:43.440 18 55 36.17454 -31 31 19.03261 ... 6760228702284187264\n", "2017-06-22 21:18:48.200 18 55 15.65251 -31 31 21.67062 ... 6760223758801661440" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's first set up the occultation event \n", "# and consider an Solar System Body\n", "\n", "chariklo = Body(name='Chariklo', \n", " ephem=['../guidelines/input/bsp/Chariklo.bsp', '../guidelines/input/bsp/de438_small.bsp'])\n", "\n", "# draw the predictions for the epoch of interest\n", "pred = prediction(body=chariklo, time_beg='2017-06-20',time_end='2017-06-27',mag_lim=16)\n", "\n", "pred" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 GaiaDR3 star found band={'G': 14.223702}\n", "star coordinate at J2016.0: RA=18h55m15.65210s +/- 0.0197 mas, DEC=-31d31m21.6676s +/- 0.018 mas\n", "\n", "Downloading star parameters from I/297/out\n", "GaiaDR3 star Source ID: 6760223758801661440\n", "ICRS star coordinate at J2016.0:\n", "RA=18h55m15.65210s +/- 0.0197 mas, DEC=-31d31m21.6676s +/- 0.0180 mas\n", "pmRA=3.556 +/- 0.025 mas/yr, pmDEC=-2.050 +/- 0.020 mas/yr\n", "GaiaDR3 Proper motion corrected as suggested by Cantat-Gaudin & Brandt (2021) \n", "Plx=0.2121 +/- 0.0228 mas, Rad. Vel.=-40.49 +/- 3.73 km/s \n", "\n", "Magnitudes: G: 14.224, B: 14.320, V: 13.530, R: 14.180, J: 12.395, H: 11.781,\n", " K: 11.627\n", "\n", "Apparent diameter from Kervella et. al (2004):\n", " V: 0.0216 mas, B: 0.0216 mas\n", "Apparent diameter from van Belle (1999):\n", " sg: B: 0.0238 mas, V: 0.0244 mas\n", " ms: B: 0.0261 mas, V: 0.0198 mas\n", " vs: B: 0.0350 mas, V: 0.0315 mas\n" ] } ], "source": [ "# setting up the Star object\n", "star_occ = Star(code='6760223758801661440')\n", "\n", "print(star_occ)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stellar occultation of star GaiaDR3 6760223758801661440 by 10199 Chariklo (1997 CU26).\n", "\n", "Geocentric Closest Approach: 0.049 arcsec\n", "Instant of CA: 2017-06-22 21:18:48.200\n", "Position Angle: 359.72 deg\n", "Geocentric shadow velocity: -22.00 km / s\n", "Sun-Geocenter-Target angle: 166.42 deg\n", "Moon-Geocenter-Target angle: 149.11 deg\n", "\n", "\n", "No observations reported\n", "\n", "###############################################################################\n", " STAR \n", "###############################################################################\n", "GaiaDR3 star Source ID: 6760223758801661440\n", "ICRS star coordinate at J2016.0:\n", "RA=18h55m15.65210s +/- 0.0197 mas, DEC=-31d31m21.6676s +/- 0.0180 mas\n", "pmRA=3.556 +/- 0.025 mas/yr, pmDEC=-2.050 +/- 0.020 mas/yr\n", "GaiaDR3 Proper motion corrected as suggested by Cantat-Gaudin & Brandt (2021) \n", "Plx=0.2121 +/- 0.0228 mas, Rad. Vel.=-40.49 +/- 3.73 km/s \n", "\n", "Magnitudes: G: 14.224, B: 14.320, V: 13.530, R: 14.180, J: 12.395, H: 11.781,\n", " K: 11.627\n", "\n", "Apparent diameter from Kervella et. al (2004):\n", " V: 0.0216 mas, B: 0.0216 mas\n", "Apparent diameter from van Belle (1999):\n", " sg: B: 0.0238 mas, V: 0.0244 mas\n", " ms: B: 0.0261 mas, V: 0.0198 mas\n", " vs: B: 0.0350 mas, V: 0.0315 mas\n", "\n", "Geocentric star coordinate at occultation Epoch (2017-06-22 21:18:48.200):\n", "RA=18h55m15.65251s +/- 0.0327 mas, DEC=-31d31m21.6706s +/- 0.0341 mas\n", "\n", "###############################################################################\n", " 10199 Chariklo (1997 CU26) \n", "###############################################################################\n", "Object Orbital Class: Centaur\n", "Spectral Type:\n", " SMASS: D [Reference: EAR-A-5-DDR-TAXONOMY-V4.0]\n", " Relatively featureless spectrum with very steep red slope.\n", "Discovered 1997-Feb-15 by Spacewatch at Kitt Peak\n", "\n", "Physical parameters:\n", "Diameter:\n", " 302 +/- 30 km\n", " Reference: Earth, Moon, and Planets, v. 89, Issue 1, p. 117-134 (2002), \n", "Rotation:\n", " 7.004 +/- 0 h\n", " Reference: LCDB (Rev. 2021-June); Warner et al., 2009, [Result based on less than full coverage, so that the period may be wrong by 30 percent or so.] REFERENCE LIST:[Fornasier, S.; Lazzaro, D.; Alvarez-Candal, A.; Snodgrass, C.; et al. (2014) Astron. Astrophys. 568, L11.], [Leiva, R.; Sicardy, B.; Camargo, J.I.B.; Desmars, J.; et al. (2017) Astron. J. 154, A159.]\n", "Absolute Magnitude:\n", " 6.54 +/- 0 mag\n", " Reference: MPO691682, \n", "Albedo:\n", " 0.045 +/- 0.01 \n", " Reference: Earth, Moon, and Planets, v. 89, Issue 1, p. 117-134 (2002), \n", "\n", "Ellipsoid: 151.0 x 151.0 x 151.0\n", "\n", "----------- Ephemeris -----------\n", "\n", "EphemKernel: CHARIKLO/DE438_SMALL (SPKID=2010199)\n", "Ephem Error: RA*cosDEC: 0.000 arcsec; DEC: 0.000 arcsec\n", "Offset applied: RA*cosDEC: 0.0000 arcsec; DEC: 0.0000 arcsec\n", "\n", "\n", "\n" ] } ], "source": [ "# setting up the Occultation object\n", "occ = Occultation(star=star_occ, body=chariklo, time='2017-06-22 21:18')\n", "\n", "print(occ)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# defining the observers and their lat, lon, and height information\n", "\n", "out = Observer(name='Outeniqua' ,lon='+16 49 17.710', lat='-21 17 58.170', height =1416)\n", "ond = Observer(name='Onduruquea' ,lon='+15 59 33.750', lat='-21 36 26.040', height =1220)\n", "tiv = Observer(name='Tivoli' ,lon='+18 01 01.240', lat='-23 27 40.190', height =1344)\n", "whc = Observer(name='Windhoek' ,lon='+17 06 31.900', lat='-22 41 55.160', height =1902)\n", "hak = Observer(name='Hakos' ,lon='+16 21 41.320', lat='-23 14 11.040', height =1843)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Here we are defining each occultation light curve mannualy. \n", "# However, having the data, one can use the fitting methods \n", "# shown above to find the occultation instants and its errors.\n", "\n", "out_lc = LightCurve(name='Outeniqua lc',\n", " initial_time='2017-06-22 21:20:00.056',\n", " end_time ='2017-06-22 21:29:59.963',\n", " immersion='2017-06-22 21:21:20.329',immersion_err=0.320,\n", " emersion ='2017-06-22 21:21:30.343',emersion_err=0.340)\n", "\n", "ond_lc = LightCurve(name='Onduruquea lc',\n", " initial_time='2017-06-22 21:11:52.175',\n", " end_time ='2017-06-22 21:25:13.389',\n", " immersion='2017-06-22 21:21:22.213',immersion_err=0.100,\n", " emersion ='2017-06-22 21:21:33.824',emersion_err=0.110)\n", "\n", "tiv_lc = LightCurve(name='Tivoli lc',\n", " initial_time='2017-06-22 21:16:00.094',\n", " end_time ='2017-06-22 21:28:00.018',\n", " immersion='2017-06-22 21:21:15.628',immersion_err=0.700,\n", " emersion ='2017-06-22 21:21:19.988',emersion_err=0.700)\n", "\n", "whc_c14_lc = LightCurve(name='Windhoek C14 lc',\n", " initial_time='2017-06-22 21:12:48.250',\n", " end_time ='2017-06-22 21:32:47.963',\n", " immersion='2017-06-22 21:21:17.609',immersion_err=0.240,\n", " emersion ='2017-06-22 21:21:27.564',emersion_err=0.260)\n", "\n", "whc_d16_lc = LightCurve(name='Windhoek D16 lc',\n", " initial_time='2017-06-22 21:20:01.884',\n", " end_time ='2017-06-22 21:22:21.894',\n", " immersion='2017-06-22 21:21:17.288',immersion_err=0.280,\n", " emersion ='2017-06-22 21:21:27.228',emersion_err=0.340)\n", "\n", "hak_lc = LightCurve(name='Hakos lc',\n", " initial_time='2017-06-22 21:10:19.461',\n", " end_time ='2017-06-22 21:30:19.345')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/data/repos/SORA/sora/body/core.py:332: UserWarning: H and/or G is not defined for 10199 Chariklo. Searching into JPL Horizons service\n", " warnings.warn('H and/or G is not defined for {}. Searching into JPL Horizons service'.format(self.shortname))\n" ] } ], "source": [ "# Now we will add the defined instants as chords to the occultation object\n", "\n", "occ.chords.add_chord(observer=out, lightcurve=out_lc)\n", "occ.chords.add_chord(observer=ond, lightcurve=ond_lc)\n", "occ.chords.add_chord(observer=tiv, lightcurve=tiv_lc)\n", "occ.chords.add_chord(name='Windhoek C14', observer=whc, lightcurve=whc_c14_lc)\n", "occ.chords.add_chord(name='Windhoek D16', observer=whc, lightcurve=whc_d16_lc)\n", "occ.chords.add_chord(observer=hak, lightcurve=hak_lc)\n", "\n", "\n", "# And fix some of the time offsets measured for each light curve.\n", "# (This information is provided by the observers, usually due to GPS time precision)\n", "out_lc.dt = -0.150\n", "ond_lc.dt = -0.190\n", "tiv_lc.dt = -0.150\n", "whc_c14_lc.dt = -0.375\n", "whc_d16_lc.dt = +0.000" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotting the added chords\n", "occ.chords.plot_chords()\n", "occ.chords.plot_chords(segment='error', color='red')\n", "\n", "pl.legend(loc=1)\n", "pl.xlim(+170,-330)\n", "pl.ylim(-250,+250)\n", "pl.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To fit an ellipse to the data, as before, we will set a small value for the `\"number_chi\"` variable (which plays a role similar to `\"loop\"` in the light curve fit) since we first want only a best-fit value obtained with the convergence methods." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ellipse fit: |████████████████████████████████████████| - 100% \n", "Total elapsed time: 7.595 seconds.\n", "Minimum chi-square: 0.062\n", "Number of fitted points: 10\n", "Number of fitted parameters: 5\n", "Minimum chi-square per degree of freedom: 0.012\n", "\n", "center_f:\n", " 1-sigma: -13.624 +/- 0.000\n", " 3-sigma: -13.515 +/- 3.227\n", "\n", "center_g:\n", " 1-sigma: -2.240 +/- 0.000\n", " 3-sigma: 2.264 +/- 14.672\n", "\n", "equatorial_radius:\n", " 1-sigma: 138.043 +/- 0.000\n", " 3-sigma: 145.778 +/- 17.264\n", "\n", "oblateness:\n", " 1-sigma: 0.082 +/- 0.000\n", " 3-sigma: 0.113 +/- 0.113\n", "\n", "position_angle:\n", " 1-sigma: 125.073 +/- 0.000\n", " 3-sigma: 117.883 +/- 79.834\n", "\n" ] }, { "data": { "image/png": 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ghx56SJmZmSoqKvIs69u3bwQ7ApCdna2EhASvEGS325WVlRXBrgBYVVweAnvjjTeUk5OjG264QT179tTZZ5+tp59+OtJtAZbmcDhUUFAgu90uqT785OfnM/oDICJsxhgT6SZCLSkpSZI0Y8YM3XDDDVqzZo1+/etf66mnntKECROaXKempkY1NTWef1dVVSkzM1OVlZVKTU1tk74BK3C5XCotLVVWVhbhB0DIVVVVKS0trdnP77gMQB06dFBOTo5WrlzpWTZt2jStWbNGq1atanKd3/3ud7rnnnsaLScAAQAQOwINQHF5COyEE07QgAEDvJb1799fO3bs8LnO7NmzVVlZ6bnt3Lkz3G0CAIAIictJ0BdccIG2bNnitWzr1q1yOp0+10lMTFRiYmK4WwMAAFEgLkeAbr/9dn366ad64IEHVFpaqhdffFEFBQWaOnVqpFsDAABRIC4D0HnnnaelS5fqpZde0sCBAzV37lwtWrRI48aNi3RrAAAgCsTlJOhQCHQSFQAAiB6WngQNAADgDwEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIANqIy+VScXGxXC5XpFsBLK9da1Y+ePCg3n33Xf373/+W3W5X//79dckll6hDhw7Nrrtr1y799re/lc1mU2FhYWvaAICoV1hYqMmTJ8vtdishIUEFBQXKzc2NdFuAZdmMMaYlKz7zzDOaNWuWKisrvZb36NFDd999t6ZMmeJ3/S+//FKDBg2SzWZTXV1dS1oIq6qqKqWlpamyslKpqamRbgdADHO5XHI6nXK73Z5ldrtdZWVlcjgcEewMiD+Bfn636BDYH/7wB91yyy2qrKyUMcbrVlFRodtuu02XXXaZKioqWrwDABAvSkpKvMKPJNXV1am0tDRCHQEIOgBt27ZNs2bNkjFGSUlJmjlzpt588029+uqrmjZtmjp37ixjjN5//31dcMEFKisrC0PbABA7srOzlZDg/XZrt9uVlZUVoY4ABB2AnnzySR0+fFjJyckqLi7WggULdOWVV+q6667TokWLtGXLFo0ePVrGGH399de68MIL9eWXX4ajdwCICQ6HQwUFBbLb7ZLqw09+fj6Hv4AICjoALV++XDabTbfddpvOP//8RvdnZGTojTfe0Ny5cyXVT3YeNmyY1q5d2/puASBG5ebmqqysTMXFxSorK2MCNBBhQQegr7/+WpJ0xRVX+K373//9Xz333HNq37699u3bp0svvVQfffRRy7oEgDjgcDg0fPhwRn6AKBB0ADp48KAkKS0trdnacePG6bXXXlNSUpKqq6v1gx/8QP/4xz+C7xIAACCEgg5ADcFnz549AdVfddVV+vvf/65OnTrpu+++0zXXXKOlS5cG+7AAAAAhE3QAOvXUUyVJn332WcDrDB8+XO+99566du2qw4cP6yc/+Ymef/75YB8aAAAgJIIOQIMHD5YxRq+//npQ651//vkqLi5Wr169VFtbq/nz5wf70ACiHJd6ABArgg5Ao0aNkiStX79ea9asCWrdM844Qx9++KEcDodaeAJqAFGqsLBQTqdTI0aMkNPp5BI3AKJa0JfCqK2tVUZGhvbt26fLL79c77zzTtAPumPHDo0cOVKlpaVcCgOIA1zqAUC0CPTzO+iLobZr107/+te/VFNTI5vN1qLmTjrpJH366afauHFji9YHEF38XeqBAAQgGrXoavDp6emtfuBu3bpp2LBhrd4OgMhruNTD8SNAXOoBQLRq0cVQAeBYXOoBQKwJeg6QVTAHCAiey+VSaWmpsrKyCD8AIiIsc4B27Njh+fmkk05qcnlLHLstALHL4XAQfADEhKACUN++fSVJNptNtbW1jZa3xPHbAgAACLegApCvo2UcRQMAALEkqABUVFQU1HIAAIBoxCRoH5gEDQBA7An085uvwQMAAMshAAEAAMshAAEAAMtp0aUw/NmwYYM++ugjff3116qurm72Qqc2m42rRgMAgDYVsgC0ZcsW/fznP9enn34a8DrGGAIQAABocyEJQN98840uvvhi/ec///GcE6hTp07q2rWrEhI4ygYAAKJLSALQ/fffr71798pms+kXv/iF7rjjDp166qmh2DQAAEDIhSQAvfPOO7LZbBo/frwKCgpCsUkAAICwCcnxqV27dkmSxo8fH4rNAQAAhFVIAlDXrl0lSV26dAnF5gAAAMIqJAEoJydHkrR169ZQbA4AACCsQhKApk2bJmMM838AAEBMCEkAuuyyy3TXXXepuLhYv/rVr3TkyJFQbBYAACAsgvoW2HPPPefzvv79+2vo0KEqKCjQ3/72N40ZM0annXaaUlJSmt0uk6cBAEBbspmGMxcGICEhQTabLbQN2Gyqra0N6TZDoaqqSmlpaaqsrFRqamqk2wEAAAEI9PM76PMABZGXAAAAolJQAWjbtm3h6gMAAKDNBBWAnE5nuPoAAABoM1ypFAAAWE6LAtDbb7+tc845R+ecc45efPHFoNZ98cUXPeu+9957LXn4oD344IOy2WyaPn16mzweAACIbkEHIGOMbr/9dm3YsEE9evTQjTfeGNT6Y8eOVXp6utavX6+ZM2cG+/BBW7NmjfLz83XGGWeE/bEAAEBsCDoAvf/++9q6dasSEhL0yCOPBP2ANptNixYtkt1u16ZNm/Thhx8GvY1AHThwQOPGjdPTTz/tuV4ZAABA0AHo1VdflVR/9ucBAwa06EEHDBigUaNGSZJeeeWVFm0jEFOnTtVVV12lkSNHNltbU1OjqqoqrxsAAIhPQQeg1atXy2az6eqrr27VA48ePVrGGH366aet2o4vL7/8sr744gvNmzcvoPp58+YpLS3Nc8vMzAxLXwAAIPKCDkDbt2+XJPXr169VD3zqqadKksrKylq1nabs3LlTv/71r/XCCy8oKSkpoHVmz56tyspKz23nzp0h7wsAAESHoM8EXVlZKUnq1q1bqx64Yf1wHGr6/PPPVVFRoXPOOcezrK6uTitWrNDixYtVU1Mju93utU5iYqISExND3gsQ61wul0pKSpSdnS2HwxHpdgAgJIIeAWq4rsb+/ftb9cAN63fu3LlV22nKpZdeqo0bN2r9+vWeW05OjsaNG6f169c3Cj8AmlZYWCin06kRI0bI6XSqsLAw0i0BQEgEHYB69OghSdq8eXOrHvirr76SJPXs2bNV22lK586dNXDgQK9bx44d1b17dw0cODDkjwfEI5fLpcmTJ8vtdkuS3G63brnlFrlcrgh3BgCtF3QAOv/882WM0d/+9rdWPfDrr78um82m8847r1XbARAeJSUlnvDToK6uTqWlpRHqCABCJ+gAdMUVV0iSli1bpo8//rhFD7pixQotW7bMa3vh9sEHH2jRokVt8lhAPMjOzlZCgvdbhN1uV1ZWVoQ6AoDQCToAXX/99erTp4+MMbrhhhtUUlIS1Ppbt27Vj3/8Y9lsNvXp00djxowJtgUAbcDhcKigoMAzZ85utys/P5+J0ADiQtABqH379vr9738vSaqoqNC5556rRx99VAcPHvS73oEDB7Ro0SLl5OSooqJCkvTwww+rXbugv4gGoI3k5uaqrKxMxcXFKisrU25ubqRbAoCQsBljTEtWnDt3rvLy8mSz2SRJHTt21EUXXaRzzz1XPXv2VMeOHXXw4EHt2bNHX3zxhT766CMdPHhQDQ9377336re//W3o9iTEqqqqlJaWpsrKSs833wAAQHQL9PO7xQFIkoqKinTbbbfp0KFD9Rv7/zDUlIaHSUlJ0eLFi3XzzTe39GHbBAEIAIDYE+jnd9CHwI41ceJEbd26VTNmzFB6erqMMT5v6enpmjlzprZu3Rr14QcAAMS3Vo0AHe/LL7/Uhg0b9O2336q6ulqdO3dW9+7ddeaZZ+r0008P1cO0CUaAAACIPYF+fod0BvLpp58ec0EHAABYT6sOgQEAAMQiAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAy3O5XCouLpbL5Yp0KwDaCAEIgKUVFhbK6XRqxIgRcjqdKiwsjHRLANqAzRhjIt1ENKqqqlJaWpoqKyuVmpoa6XYAhIHL5ZLT6ZTb7fYss9vtKisrk8PhiGBnAFoq0M9vRoAAWFZJSYlX+JGkuro6lZaWRqgjAG2FAATAsrKzs5WQ4P02aLfblZWVFaGOALQVAhAAy3I4HCooKJDdbpdUH37y8/M5/AVYAHOAfGAOEGAdLpdLpaWlysrKIvwAMS7Qz+92bdgTAEQlh8NB8AEshkNgAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcuIyAM2bN0/nnXeeOnfurJ49e+raa6/Vli1bIt0WAACIEnEZgD788ENNnTpVn376qd59910dOXJEl19+uQ4ePBjp1gAAQBSwxKUw9u7dq549e+rDDz/UxRdfHNA6XAoDAIDYw6UwjlFZWSlJ6tatm8+ampoa1dTUeP5dVVUV9r4AAEBkxOUhsGO53W5Nnz5dF1xwgQYOHOizbt68eUpLS/PcMjMz27BLAADQluL+ENivfvUrvf322/r444/9XuywqRGgzMxMDoEBABBDOAQm6dZbb9Wbb76pFStWNHul58TERCUmJrZRZwAAIJLiMgAZY3Tbbbdp6dKl+uCDD9S3b99ItwQAAKJIXAagqVOn6sUXX9Trr7+uzp07q7y8XJKUlpam5OTkCHcHAAAiLS7nANlstiaXFxUV6eabbw5oG3wNHgCA2GPpOUBxmOkAAEAIxf3X4AEAAI5HAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJbTLtINRL2DByW7vfFyu11KSvKu8yUhQUpOblntoUOSMU3X2mxSSkrLar/7TnK7fffRsWPLar//XqqrC01tSkp935JUUyPV1oamNjm5/vcsSYcPS0eOhKY2KenoayWY2iNH6ut9SUyU2rULvra2tv534UuHDlL79sHX1tXVP3e+tG9fXx9srdtd/1oLRW27dvW/C6n+b+LQodDUBvN3z3tE07W8RwRfy3tE/c/BvEcEwqBJlZWVRpKprH+7aHy78krvFVJSmq6TjBk2zLs2Pd13bU6Od63T6bt2wADv2gEDfNc6nd61OTm+a9PTvWuHDfNdm5LiXXvllb5rj3+5jRnjv/bAgaO1Eyb4r62oOFo7ZYr/2m3bjtbecYf/2k2bjtbm5fmvXb36aO38+f5ri4uP1i5e7L/2zTeP1hYV+a9dsuRo7ZIl/muLio7Wvvmm/9rFi4/WFhf7r50//2jt6tX+a/PyjtZu2uS/9o47jtZu2+a/dsqUo7UVFf5rJ0w4WnvggP/aMWOMF3+1vEfU33iPOHrjPaL+Fub3CM/nd2Wl8YdDYAAAwHJsxhgT6SaiUVVVldLS0lS5a5dSU1MbFzC83XQtw9vB1zK8Xf8zh8BaVst7RP3PvEcEXxun7xGez+/KyqY/v/8fAciHQH+BAAAgegT6+c0hMAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIAAAYDkEIACWsHDhQl1wwQVauHBhpFsBEAXiOgA9/vjj6tOnj5KSkjR48GCtXr060i0BiICePXtq5syZWrlypWbOnKmePXtGuiUAERa3AejPf/6zZsyYoby8PH3xxRc688wzNWrUKFVUVES6NQBtaOHChdq7d6/Xsr179zISBFhc3AaghQsXatKkSZo4caIGDBigp556SikpKfrjH/8Y6dYAtKFXX321yeWvvfZaG3cCIJrEZQA6fPiwPv/8c40cOdKzLCEhQSNHjtSqVauaXKempkZVVVVeNwCx7/rrr29y+Y9+9KM27gRANInLAPSf//xHdXV16tWrl9fyXr16qby8vMl15s2bp7S0NM8tMzOzLVoFEGYzZsxQjx49vJb16NFDM2bMiFBHAKJBXAaglpg9e7YqKys9t507d0a6JQAhUlFRoYcfflgXXHCBHn74YeYCAlC7SDcQDunp6bLb7dqzZ4/X8j179igjI6PJdRITE5WYmNgW7QGIgBkzZjDqA8AjLkeAOnTooHPPPVfLly/3LHO73Vq+fLmGDBkSwc4AAEA0iMsRIKn+f3sTJkxQTk6Ozj//fC1atEgHDx7UxIkTI90aAACIsLgNQD/5yU+0d+9e3X333SovL9dZZ52ld955p9HEaAAAYD02Y4yJdBPRqKqqSmlpaaqsrFRqamqk2wEAAAEI9PM7LucAAQAA+EMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAltMu0g1EK2OMJKmqqirCnQAAgEA1fG43fI77QgDyobq6WpKUmZkZ4U4AAECwqqurlZaW5vN+m2kuIlmU2+3Wrl271LlzZ9lsthZvp6qqSpmZmdq5c6dSU1ND2GFsYP/Zf/af/Wf/2f+23H9jjKqrq9W7d28lJPie6cMIkA8JCQlyOBwh215qaqol/wAasP/sP/vP/lsV+9/2++9v5KcBk6ABAIDlEIAAAIDlEIDCLDExUXl5eUpMTIx0KxHB/rP/7D/7z/6z/9GISdAAAMByGAECAACWQwACAACWQwACAACWQwACAACWQwBqhbKyMuXm5qpv375KTk7WKaecory8PB0+fNhT88EHH+iaa67RCSecoI4dO+qss87SCy+80Oy2bTZbo9vLL78czt0JWiD7L0n//Oc/ddFFFykpKUmZmZmaP39+s9vesWOHrrrqKqWkpKhnz5668847VVtbG65dabH7779fQ4cOVUpKirp06dLo/j/96U9NPpc2m00VFRU+t9unT59G9Q8++GAY96Rlmtt/qWWv5X379mncuHFKTU1Vly5dlJubqwMHDoRhD1qnuf3fsGGDxo4dq8zMTCUnJ6t///569NFHm91uPD3/LflbjpXn/3gffPCBz7/3NWvW+Fxv+PDhjep/+ctftmHnodOS1+7333+vqVOnqnv37urUqZOuv/567dmzJ+y9ciboVvjXv/4lt9ut/Px8ZWVladOmTZo0aZIOHjyo3//+95KklStX6owzztBdd92lXr166c0339T48eOVlpam0aNH+91+UVGRfvCDH3j+7esNJlIC2f+qqipdfvnlGjlypJ566ilt3LhRP//5z9WlSxdNnjy5ye3W1dXpqquuUkZGhlauXKndu3dr/Pjxat++vR544IG23MVmHT58WDfccIOGDBmiwsLCRvf/5Cc/8XoOJenmm2/W999/r549e/rd9r333qtJkyZ5/t25c+fQNB1Cze1/g2Bfy+PGjdPu3bv17rvv6siRI5o4caImT56sF198MVSth0Rz+//555+rZ8+eev7555WZmamVK1dq8uTJstvtuvXWW/1uOx6e/5b+LcfK83+8oUOHavfu3V7L5syZo+XLlysnJ8fvupMmTdK9997r+XdKSkpYemwLwb52b7/9dr311lv6y1/+orS0NN1666360Y9+pE8++SS8jRqE1Pz5803fvn391lx55ZVm4sSJfmskmaVLl4aws7Zx/P4/8cQTpmvXrqampsaz7K677jL9+vXzuY2///3vJiEhwZSXl3uWPfnkkyY1NdVrO9GkqKjIpKWlNVtXUVFh2rdvb5577jm/dU6n0zzyyCOhaa4N+Nv/YF/LmzdvNpLMmjVrPMvefvttY7PZzDfffNPKTsMj0OffGGOmTJliLrnkEr818fL8t+RvORaff18OHz5sevToYe69916/dcOGDTO//vWv26apMAv2tbt//37Tvn1785e//MWz7KuvvjKSzKpVq8LQ4VEcAguxyspKdevWrdU1kjR16lSlp6fr/PPP1x//+EeZGDhl0/H7tmrVKl188cXq0KGDZ9moUaO0ZcsW/fe//21yG6tWrdKgQYPUq1cvr3Wqqqr05Zdfhq/5NvDcc88pJSVFY8aMabb2wQcfVPfu3XX22WdrwYIFUXkIMFDBvJZXrVqlLl26eP2PeeTIkUpISNBnn33WFu2GVaB///Hw/Lfkbzmenv833nhD3377rSZOnNhs7QsvvKD09HQNHDhQs2fP1qFDh9qgw/AI5rX7+eef68iRIxo5cqRn2WmnnaaTTjpJq1atCmufHAILodLSUj322GOewz9NWbJkidasWaP8/Hy/27r33ns1YsQIpaSkaNmyZZoyZYoOHDigadOmhbrtkGlq/8vLy9W3b1+vuoY3w/LycnXt2rXRdsrLy73eMI9fJ5YVFhbqxhtvVHJyst+6adOm6ZxzzlG3bt20cuVKzZ49W7t379bChQvbqNPQCfa1XF5e3ujwYLt27dStW7eYf/5XrlypP//5z3rrrbf81sXL89+Sv+V4ev4LCws1atSoZi+sfeONN8rpdKp379765z//qbvuuktbtmzRa6+91kadhk6wr93y8nJ16NCh0WHxXr16hf/5Duv4Uoy66667jCS/t6+++sprHZfLZU455RSTm5vrc7vvv/++SUlJMc8++2zQPc2ZM8c4HI6g12uJUO7/ZZddZiZPnuy17MsvvzSSzObNm5t8/EmTJpnLL7/ca9nBgweNJPP3v/89BHvoX0v2P5BDICtXrjSSzNq1a4PuqbCw0LRr1858//33Qa8brHDtf4PmXsv333+/OfXUUxst79Gjh3niiSeC2peWCNf+b9y40aSnp5u5c+cG3VOsPv8t+VuO9PPflJb8Tnbu3GkSEhLMK6+8EvTjLV++3EgypaWlodqFVmnJ/jdo7rX7wgsvmA4dOjRaft5555lZs2aFdD+OxwhQE2bOnKmbb77Zb83JJ5/s+XnXrl265JJLNHToUBUUFDRZ/+GHH+rqq6/WI488ovHjxwfd0+DBgzV37lzV1NSE/boqodz/jIyMRrP5G/6dkZHR5LYzMjK0evXqoNYJpWD3P1DPPPOMzjrrLJ177rlBrzt48GDV1taqrKxM/fr1C3r9YIRr/xs091rOyMho9A252tpa7du3L2af/82bN+vSSy/V5MmT9dvf/jbonmL1+W/J33Kkn/+mtOR3UlRUpO7du+uHP/xh0I83ePBgSfWj6qecckrQ64daa14Tzb12MzIydPjwYe3fv99rFGjPnj3hf77DGq8swOVymezsbPPTn/7U1NbWNllTXFxsOnbsaBYvXtzix7nvvvtM165dW7x+uDS3/w2ToA8fPuxZNnv27IAmQe/Zs8ezLD8/36SmprbJ/4BborkRgOrqatOpUyfz2GOPtWj7zz//vElISDD79u1rYYfhFcwIUHOv5YZJsMeOlP3jH/+I6kmw/vZ/06ZNpmfPnubOO+9s8fZj9flvyd9yLD7/x3O73aZv375m5syZLVr/448/NpLMhg0bQtxZ22vutdswCfrYkbJ//etfbTIJmgDUCi6Xy2RlZZlLL73UuFwus3v3bs+tQcNhr9mzZ3vd/+2333pqXnvtNa9A8MYbb5inn37abNy40ZSUlJgnnnjCpKSkmLvvvrtN9685gez//v37Ta9evczPfvYzs2nTJvPyyy+blJQUk5+f76k5fv9ra2vNwIEDzeWXX27Wr19v3nnnHdOjRw8ze/bsNt2/QGzfvt2sW7fO3HPPPaZTp05m3bp1Zt26daa6utqr7plnnjFJSUnmv//9b6NtfPbZZ6Zfv37G5XIZY+oPlT3yyCNm/fr15t///rd5/vnnTY8ePcz48ePbYpeC0tz+B/JaPn7/jTHmBz/4gTn77LPNZ599Zj7++GOTnZ1txo4d2+b715zm9n/jxo2mR48e5qabbvL6+6ioqPBsI56f/0D+lmP5+fflvffe83lYyOVymX79+pnPPvvMGGNMaWmpuffee83atWvNtm3bzOuvv25OPvlkc/HFF7d1260WyGv3+P03xphf/vKX5qSTTjLvv/++Wbt2rRkyZIgZMmRI2PslALVCUVGRz+OhDSZMmNDk/cOGDWu0nQZvv/22Oeuss0ynTp1Mx44dzZlnnmmeeuopU1dX15a716xA9t8YYzZs2GAuvPBCk5iYaE488UTz4IMPNrmdY5WVlZkrrrjCJCcnm/T0dDNz5kxz5MiRsO9TsHw9v8XFxV51Q4YMMTfeeGOT2yguLjaSzLZt24wxxnz++edm8ODBJi0tzSQlJZn+/fubBx54ICpHv5rb/0Bey8fvvzHGfPvtt2bs2LGmU6dOJjU11UycOLFRqIwGze1/Xl5ek/c7nU7PNuL5+Tem+b/lWH7+fRk7dqwZOnRok/dt27bN63e0Y8cOc/HFF5tu3bqZxMREk5WVZe68805TWVnZhh2HRiCv3eP33xhjvvvuOzNlyhTTtWtXk5KSYq677jqv/0iHi82YGPhuNQAAQAhxHiAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAiGHffvut7rjjDvXv31/Jycmy2Wyy2WxatGhRpFsDohoXQwWAGFVZWakhQ4aopKQk0q0AMYcRIABx73e/+51nZCSePP74457wM2vWLH300UfauHGjNm7cqJ/97GcR7g6IbowAAUCMeu+99yRJOTk5euihhyLcDRBbGAECgBj1zTffSJJOPfXUCHcCxB4CEADEqJqaGklS+/btI9wJEHsIQAAC9sknn+gXv/iF+vXrp9TUVHXo0EEOh0OjR4/W448/rv379ze5XmlpqW6//XYNGjRIaWlpSk5O1sknn6ybb75Za9eu9fl4H3zwgWfuzgcffCBJWrJkiS699FL16NFDycnJ6tevn2bNmqV9+/Y1Wv9Pf/qTbDab7rnnHs+yhu0deysrK2u0bl1dnZ599lmNHj1avXv3VmJiorp3764LL7xQCxcu1Hfffeez7+HDh8tms2n48OGSpJKSEt16663Kzs5WSkqKz8cMxLG/k+3bt0uSnn32Wa/9aXhcAH4YAGjGoUOHzNixY40kv7e8vLxG6y5YsMC0b9/e5zo2m83MmTOnycctLi721C1fvtzcdNNNPreTlZVldu/e7bV+UVFRsz1LMtu2bfNab/v27ebMM8/0u05WVpbZsmVLk30PGzbMSDLDhg0zf/3rX03Hjh2bfcxAHfs78XUbNmxYi7YNWAmToAH45Xa7dc011+jdd9+VJGVnZ2vKlCnKyclRSkqKdu/erZUrV2rJkiWN1l2wYIFmzZolSTrjjDP0q1/9StnZ2erSpYu2bNmixYsXa9WqVZo7d67S09M1bdo0n33MmTNHK1eu1LXXXqvx48fL6XRqz549evzxx/XWW295RpleeuklzzrXXnutcnJy9MQTT+jJJ5+UJG3cuLHRtk888UTPz99++60uvPBC7dy5U4mJiZo0aZKGDRumPn366MCBA1q2bJkeffRRlZaW6oorrtAXX3yhtLS0JnvesWOHbrrpJqWkpGjOnDm66KKLZLfbtWbNGnXq1CmA335j5513nmcfRo0apV27dumaa67Rfffd56np2LFji7YNWEqkExiA6Pboo496Rhauu+468/333zdZV1dXZ1wul+ffX375pWfkJy8vz7jd7ibXaRjV6dSpk9m3b5/X/cePdtx3332NtuF2u83ll19uJJl27dqZioqKRjV5eXmebTTnxhtvNJKM0+k0X3/9dZM1X3zxhWdU5ze/+U2j+xtGgCSZ3r17m+3btzf7uC3hdDqNJDNhwoSwbB+IZ8wBAuCT2+3WggULJEkOh0PPPfecEhMTm6xNSEjwGkl5+OGHdeTIEeXk5CgvL6/Jc/AkJCToscceU2Jiog4cOKBXXnnFZy/nnnuufvOb3zRabrPZNGPGDElSbW2tVq1aFdQ+HqusrEx//vOfJUmLFy9W3759m6w7++yzNXXqVEn184z8efDBB3XSSSe1uCcA4UEAAuDT+vXr5XK5JEmTJk0K6rDN3/72N0nS9ddf7/cEhF26dNGgQYMkyW94ufHGG31u59xzz/X8/PXXXwfc4/Heeust1dXVKSUlRVdccYXf2osvvliStGvXLu3YsaPJmg4dOuiGG25ocT8AwocABMCndevWeX6+6KKLAl5v+/bt2rt3ryRp9uzZTX7z6thbwzfBysvLfW7ztNNO83lft27dPD9XV1cH3OfxGvo4dOiQ2rVr57fn0aNHe9bz1Xd2draSkpJa3A+A8CEAAfDpP//5j+fnE044IeD1KioqWvR4hw4d8nlfSkqKz/sSEo6+ldXV1bXosaXQ9921a9cW9wIgvPgWGICQOzaE3H333QEfBor0t5ca+k5PT1dxcXHA6/maK2S320PSF4DQIwAB8Ck9Pd3z8+7du/0ehjpW9+7dPT+3b99eAwcODHlv4dDQd3V1tfr370+AAeIYh8AA+HTOOed4fl6xYkXA65188smec+N88sknIe8rWIFeBf7ss8+WVH+JCX9nqAYQ+whAAHw688wzlZmZKUl65plndODAgYDWs9vtuvLKKyVJy5Yt01dffRW2HgNx7ETkhutnNeXqq6/2hKVFixaFuy0AEUQAAuBTQkKC7rzzTkmSy+XS+PHjdfjw4SZr3W63du3a5fn37NmzZbfb5Xa7NWbMGM/X6ZtSV1enF154wW9Naxw7gfvf//63z7p+/fp55iu9/PLLWrhwod/tbtu2zevM0wBiBwEIgF9Tp07VZZddJklaunSpBg0apEcffVSffPKJ1q1bp7ffflt5eXk67bTTVFBQ4Flv0KBB+v3vfy9J2rx5swYOHKhZs2bpnXfe0bp167Rq1Sq99NJLmjZtmjIzM3XTTTf5vJhqaw0dOtTz8+23364VK1aopKREpaWlKi0tVW1tref+J598UieffLIkaebMmRo2bJgKCwv16aefat26dXrvvff08MMP67LLLlNWVpZeffXVsPQMILyYBA3Ar4SEBP31r3/VhAkT9Morr2jr1q2aPn16QOtOnz5dHTt21PTp01VZWakFCxZ4zix9vA4dOoTtnDlZWVn68Y9/rCVLlmjZsmVatmyZ1/3btm1Tnz59JNWfU+iTTz7Rj3/8Y3300UdasWKF3/lPqampYekZQHgRgAA0KyUlRX/5y19UXFysoqIiffzxxyovL1ddXZ169eqls846S6NHj9bYsWMbrTtp0iT98Ic/VH5+vpYtW6YtW7Zo//79SkxM1IknnqhBgwbpsssu0/XXX+/1rbNQe/7555WTk6NXXnlFW7ZsUXV1tdxud5O1GRkZWrFihd566y299NJLWrVqlcrLy3XkyBF16dJF2dnZGjJkiH74wx96zggNILbYjDEm0k0AAAC0JeYAAQAAyyEAAQAAyyEAAQAAy2ESNABEwKZNm1q0nsPhUJcuXULbDGBBTIIGgAgI9PIcxysqKtLNN98c2mYAC+IQGAAAsBwOgQFABDD4DkQWI0AAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMBy/g87NJ4C9DJgHgAAAABJRU5ErkJggg==", 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", 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", 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### If this still takes to long to run, reduce the number_chi value\n", "\n", "ellipse_chi2 = occ.fit_ellipse(center_f=0, center_g=0, dcenter_f=500, dcenter_g=500, \n", " equatorial_radius=200, dequatorial_radius=200, oblateness=0.0, \n", " doblateness=0.2, position_angle=90, dposition_angle=90,\n", " dchi_min=10, number_chi=2500, method='ls', threads=5, verbose=True)\n", "\n", "\n", "# print the best fit variables\n", "print(ellipse_chi2)\n", "\n", "# print the chi-square maps\n", "ellipse_chi2.plot_chi2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Knowing better the region of the minima for the parameters and having a coarse approximation their the 3-sigma boundaries, we can now set a larger value for the `\"number_chi\"` variable and explore more efficiently the space parameter." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ellipse fit: |████████████████████████████████████████| - 100% \n", "Total elapsed time: 5.022 seconds.\n", "Minimum chi-square: 0.062\n", "Number of fitted points: 10\n", "Number of fitted parameters: 5\n", "Minimum chi-square per degree of freedom: 0.012\n", "\n", "center_f:\n", " 1-sigma: -13.617 +/- 1.317\n", " 3-sigma: -13.572 +/- 4.442\n", "\n", "center_g:\n", " 1-sigma: -2.349 +/- 4.639\n", " 3-sigma: 2.609 +/- 19.447\n", "\n", "equatorial_radius:\n", " 1-sigma: 138.215 +/- 4.864\n", " 3-sigma: 153.012 +/- 25.587\n", "\n", "oblateness:\n", " 1-sigma: 0.085 +/- 0.033\n", " 3-sigma: 0.141 +/- 0.141\n", "\n", "position_angle:\n", " 1-sigma: 131.015 +/- 23.334\n", " 3-sigma: 125.085 +/- 89.974\n", "\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ellipse_chi2 = occ.fit_ellipse(center_f=-13.6, center_g=-2.2, dcenter_f=25, dcenter_g=25, \n", " equatorial_radius=138, dequatorial_radius=50, oblateness=0.08, \n", " doblateness=0.2, position_angle=125, dposition_angle=90 ,\n", " dchi_min=10, number_chi=50000, method='ls', threads=5, verbose=True)\n", "\n", "\n", "# print the best fit variables\n", "print(ellipse_chi2)\n", "\n", "# print the chi-square maps\n", "ellipse_chi2.plot_chi2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's finally plot our solution and the region of uncertainties around this best set of parameters." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "occ.chords.plot_chords()\n", "occ.chords.plot_chords(segment='error', color='red')\n", "\n", "#plotting the best fitted ellipse, in black\n", "draw_ellipse(**ellipse_chi2.get_values())\n", "\n", "# ploting all the ellipses within 3-sigma, in gray\n", "draw_ellipse(**ellipse_chi2.get_values(sigma=3),alpha=1.0)\n", "\n", "pl.legend(loc=1)\n", "pl.xlim(+170,-330)\n", "pl.ylim(-250,+250)\n", "pl.show()" ] } ], "metadata": { "kernelspec": { "display_name": "SORA dev", "language": "python", "name": "sora-dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.13" } }, "nbformat": 4, "nbformat_minor": 4 }