diff --git a/docs/tutorials/simulate_a_cluster.ipynb b/docs/tutorials/simulate_a_cluster.ipynb index 37146b2..20c73b7 100644 --- a/docs/tutorials/simulate_a_cluster.ipynb +++ b/docs/tutorials/simulate_a_cluster.ipynb @@ -520,7 +520,27 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -552,6 +572,41 @@ "Keen-eyed Gaia users will notice that our cluster continues down to magnitude 25 - far fainter than the Gaia magnitude limit of ~20.7. We should fix that!" ] }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(\n", + " cluster.observations[\"gaia_dr3\"][\"gaia_dr3_g_true\"],\n", + " cluster.observations[\"gaia_dr3\"][\"gaia_dr3_g_true\"]\n", + " - cluster.observations[\"gaia_dr3\"][\"gaia_dr3_g\"],\n", + " s=1\n", + ")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -893,7 +948,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -951,7 +1006,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "844 ms ± 187 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "739 ms ± 43.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -985,7 +1040,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "347 ms ± 42 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "341 ms ± 44.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], diff --git a/src/ocelot/model/observation/gaia/gaia_dr3.py b/src/ocelot/model/observation/gaia/gaia_dr3.py index eeb8574..9fd6c76 100644 --- a/src/ocelot/model/observation/gaia/gaia_dr3.py +++ b/src/ocelot/model/observation/gaia/gaia_dr3.py @@ -4,10 +4,11 @@ from ocelot.model.observation._base import ( BaseObservation, BaseSelectionFunction, - # CustomPhotometricMethodObservation, + CustomPhotometricMethodObservation, ) import ocelot.simulate.cluster from scipy.interpolate import interp1d +from scipy.stats import poisson from gaiaunlimited.selectionfunctions import DR3SelectionFunctionTCG import numpy as np import pandas as pd @@ -18,19 +19,24 @@ from astropy import units as u -class GaiaDR3ObservationModel(BaseObservation): +class GaiaDR3ObservationModel(BaseObservation, CustomPhotometricMethodObservation): # Zeropoints in the Vegamag system (see documentation table 5.2) # These are for Gaia DR3! ZEROPOINTS = dict(gaia_dr3_g=25.6874, gaia_dr3_bp=25.3385, gaia_dr3_rp=24.7479) + # Typical crossing time across a CCD + GAIA_TRANSIT_TIME = 4.4 + def __init__( self, representative_stars: pd.DataFrame | None = None, subsample_selection_functions: tuple[BaseSelectionFunction] = tuple(), + overestimate_bp_rp_fluxes: bool = True ): """A model for an observation made with Gaia DR3.""" self.representative_stars = representative_stars self.subsample_selection_functions = subsample_selection_functions + self.overestimate_bp_rp_fluxes = overestimate_bp_rp_fluxes self.matching_stars = None self.stars_to_assign = None self.simulated_cluster = None # To prevent it being removed # Todo: somehow stop issues with model not being re-assignable @@ -42,6 +48,7 @@ def __init__( "Must set 'representative_stars' parameter of this class to apply photometric errors." ) + # Todo should raise an error if there are missing columns that we need self.representative_stars = self.representative_stars.loc[ np.logical_and.reduce( ( @@ -97,8 +104,84 @@ def apply_photometric_errors( """Custom method to apply photometric errors to a simulated cluster. Method incorporates the underestimated BP and RP flux measurement issue in DR3. + + Follows things discussed in Riello+21, section 8.1. + """ + observation = cluster.observations["gaia_dr3"] + + # Calculate true flux + fluxes = {} + for band in self.photometric_band_names: + fluxes[band] = self.mag_to_flux(observation[band].to_numpy(), band) + + # For BP and RP, count how many times Gaia would have observed the star, and + # then reverse-apply the flux calculation mistake in Gaia DR3 + if self.overestimate_bp_rp_fluxes: + for band, obs_count_column_name in zip( + ["gaia_dr3_bp", "gaia_dr3_rp"], + ["phot_bp_n_obs", "phot_rp_n_obs"], + ): + fluxes = self._apply_incorrect_flux_summing_to_flux( + observation, fluxes, band, obs_count_column_name + ) + + # Now, finally, we can apply photometric errors from other sources & move on! + for band in self.photometric_band_names: + new_fluxes = cluster.random_generator.normal( + loc=fluxes[band], + scale=observation[f"{band}_flux_error"].to_numpy(), + ) + observation[band] = self.flux_to_mag(new_fluxes, band) + + def _apply_incorrect_flux_summing_to_flux( + self, observation, fluxes, band, obs_count + ): + """Method incorporates the underestimated BP and RP flux measurement issue in + DR3. Follows things discussed in Riello+21, section 8.1. """ - raise NotImplementedError() + faint_stars_with_potential_issue = (observation[band] >= 17.5).to_numpy() + if faint_stars_with_potential_issue.sum() == 0: + return + counts = self.matching_stars.loc[ + faint_stars_with_potential_issue[self.stars_to_assign], obs_count + ] + + new_flux = fluxes[band][faint_stars_with_potential_issue] + flux_in_transit = new_flux * self.GAIA_TRANSIT_TIME + + for i, (flux, count) in enumerate(zip(flux_in_transit, counts)): + measurements = poisson.rvs(flux, size=count) / self.GAIA_TRANSIT_TIME + kept_measurements = measurements >= 1 + + # If there are no good fluxes, then we skip doing anything for this star + # and it will get the default -1e10 flux value (i.e. it will have an + # unmeasured magnitude in this band once all is said and done) + if not np.any(kept_measurements): + new_flux[i] = -1e10 + continue + + # Alternatively, if every measurement is good, then we can skip this star + if np.all(kept_measurements): + continue + + # OTHERWISE, calculate an updated ratio between the correct flux & the + # wrong flux. N.B.: By doing this as a ratio (instead of calculating a + # new flux), this means that we aren't accidentally applying photometric + # errors twice to faint stars (i.e. once with Poisson sampling, and then + # once with the Gaia uncertainty later) + new_flux[i] = ( + new_flux[i] + * np.mean(measurements[kept_measurements]) + / np.mean(measurements) + ) + + # import matplotlib.pyplot as plt + # _, bins, __ = plt.hist(fluxes[band][faint_stars_with_potential_issue], bins=20) + # plt.hist(new_flux, bins=bins) + # plt.show() + + fluxes[band][faint_stars_with_potential_issue] = new_flux + return fluxes def calculate_astrometric_errors( self, cluster: ocelot.simulate.cluster.SimulatedCluster