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November 3, 2018 20:34
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Example of querying Gaia DR2 from Python
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{ | |
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{ | |
"cell_type": "markdown", | |
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"source": [ | |
"Example of querying Gaia DR2 from Python. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Silence warnings from deprecated VO fields in the Gaia astroquery output: \n", | |
"import warnings\n", | |
"warnings.filterwarnings(\"ignore\", module='astropy.io.votable.tree')\n", | |
"warnings.filterwarnings(\"ignore\", message='.*unclosed..socket')\n", | |
"\n", | |
"from __future__ import print_function, division\n", | |
"import astropy.units as u \n", | |
"from astropy.coordinates import SkyCoord, ICRS\n", | |
"from astroquery.gaia import Gaia\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": true | |
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"outputs": [], | |
"source": [ | |
"def gaia_query(ra, dec, radius=5 * u.arcsec):\n", | |
" '''Return an ADQL query string for Gaia DR2 + geometric distances \n", | |
" from Bailer-Jones et al. 2018 '''\n", | |
" query_string = '''SELECT *, DISTANCE(POINT('ICRS',g.ra, g.dec), \n", | |
" POINT('ICRS', %s, %s)) as r\n", | |
" FROM gaiadr2.gaia_source AS g, external.gaiadr2_geometric_distance AS d\n", | |
" WHERE g.source_id = d.source_id AND CONTAINS(POINT('ICRS',g.ra, g.dec), \n", | |
" CIRCLE('ICRS',%15.10f, %15.10f,%15.10f))=1 ORDER BY r ASC''' % \\\n", | |
" (ra, dec, ra, dec, radius.to(u.degree).value) \n", | |
" return(query_string)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"4h21m59.4321s 19d32m06.42s\n" | |
] | |
} | |
], | |
"source": [ | |
"# Get coordinates by resolving the object name: \n", | |
"object_name = 'T Tauri'\n", | |
"coords = SkyCoord.from_name(object_name)\n", | |
"print(coords.ra.to_string(u.hour), coords.dec.to_string(u.deg))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Launched query: 'SELECT TOP 2000 *, DISTANCE(POINT('ICRS',g.ra, g.dec), \n", | |
" POINT('ICRS', 65.49763375, 19.53511667)) as r\n", | |
" FROM gaiadr2.gaia_source AS g, external.gaiadr2_geometric_distance AS d\n", | |
" WHERE g.source_id = d.source_id AND CONTAINS(POINT('ICRS',g.ra, g.dec), \n", | |
" CIRCLE('ICRS', 65.4976337500, 19.5351166700, 0.0013888889))=1 ORDER BY r ASC'\n", | |
"Retrieving sync. results...\n", | |
"Query finished.\n", | |
"\n", | |
"The distance to T Tauri is 144.32 pc, proper motion is 11.4, -14.8 mas/yr.\n" | |
] | |
} | |
], | |
"source": [ | |
"query_string = gaia_query(coords.ra.to_value(), coords.dec.to_value())\n", | |
"job = Gaia.launch_job(query_string, verbose=False)\n", | |
"a = job.get_results()\n", | |
"if len(a)==0:\n", | |
" print(\"No results for star %s.\" % object_name)\n", | |
"else:\n", | |
" print(\"\\nThe distance to %s is %0.2f pc, proper motion is %0.1f, %0.1f mas/yr.\" \\\n", | |
" % (object_name, 1000/a['parallax'][0], a['pmra'], a['pmdec']))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['solution_id',\n", | |
" 'designation',\n", | |
" 'source_id',\n", | |
" 'random_index',\n", | |
" 'ref_epoch',\n", | |
" 'ra',\n", | |
" 'ra_error',\n", | |
" 'dec',\n", | |
" 'dec_error',\n", | |
" 'parallax',\n", | |
" 'parallax_error',\n", | |
" 'parallax_over_error',\n", | |
" 'pmra',\n", | |
" 'pmra_error',\n", | |
" 'pmdec',\n", | |
" 'pmdec_error',\n", | |
" 'ra_dec_corr',\n", | |
" 'ra_parallax_corr',\n", | |
" 'ra_pmra_corr',\n", | |
" 'ra_pmdec_corr',\n", | |
" 'dec_parallax_corr',\n", | |
" 'dec_pmra_corr',\n", | |
" 'dec_pmdec_corr',\n", | |
" 'parallax_pmra_corr',\n", | |
" 'parallax_pmdec_corr',\n", | |
" 'pmra_pmdec_corr',\n", | |
" 'astrometric_n_obs_al',\n", | |
" 'astrometric_n_obs_ac',\n", | |
" 'astrometric_n_good_obs_al',\n", | |
" 'astrometric_n_bad_obs_al',\n", | |
" 'astrometric_gof_al',\n", | |
" 'astrometric_chi2_al',\n", | |
" 'astrometric_excess_noise',\n", | |
" 'astrometric_excess_noise_sig',\n", | |
" 'astrometric_params_solved',\n", | |
" 'astrometric_primary_flag',\n", | |
" 'astrometric_weight_al',\n", | |
" 'astrometric_pseudo_colour',\n", | |
" 'astrometric_pseudo_colour_error',\n", | |
" 'mean_varpi_factor_al',\n", | |
" 'astrometric_matched_observations',\n", | |
" 'visibility_periods_used',\n", | |
" 'astrometric_sigma5d_max',\n", | |
" 'frame_rotator_object_type',\n", | |
" 'matched_observations',\n", | |
" 'duplicated_source',\n", | |
" 'phot_g_n_obs',\n", | |
" 'phot_g_mean_flux',\n", | |
" 'phot_g_mean_flux_error',\n", | |
" 'phot_g_mean_flux_over_error',\n", | |
" 'phot_g_mean_mag',\n", | |
" 'phot_bp_n_obs',\n", | |
" 'phot_bp_mean_flux',\n", | |
" 'phot_bp_mean_flux_error',\n", | |
" 'phot_bp_mean_flux_over_error',\n", | |
" 'phot_bp_mean_mag',\n", | |
" 'phot_rp_n_obs',\n", | |
" 'phot_rp_mean_flux',\n", | |
" 'phot_rp_mean_flux_error',\n", | |
" 'phot_rp_mean_flux_over_error',\n", | |
" 'phot_rp_mean_mag',\n", | |
" 'phot_bp_rp_excess_factor',\n", | |
" 'phot_proc_mode',\n", | |
" 'bp_rp',\n", | |
" 'bp_g',\n", | |
" 'g_rp',\n", | |
" 'radial_velocity',\n", | |
" 'radial_velocity_error',\n", | |
" 'rv_nb_transits',\n", | |
" 'rv_template_teff',\n", | |
" 'rv_template_logg',\n", | |
" 'rv_template_fe_h',\n", | |
" 'phot_variable_flag',\n", | |
" 'l',\n", | |
" 'b',\n", | |
" 'ecl_lon',\n", | |
" 'ecl_lat',\n", | |
" 'priam_flags',\n", | |
" 'teff_val',\n", | |
" 'teff_percentile_lower',\n", | |
" 'teff_percentile_upper',\n", | |
" 'a_g_val',\n", | |
" 'a_g_percentile_lower',\n", | |
" 'a_g_percentile_upper',\n", | |
" 'e_bp_min_rp_val',\n", | |
" 'e_bp_min_rp_percentile_lower',\n", | |
" 'e_bp_min_rp_percentile_upper',\n", | |
" 'flame_flags',\n", | |
" 'radius_val',\n", | |
" 'radius_percentile_lower',\n", | |
" 'radius_percentile_upper',\n", | |
" 'lum_val',\n", | |
" 'lum_percentile_lower',\n", | |
" 'lum_percentile_upper',\n", | |
" 'datalink_url',\n", | |
" 'epoch_photometry_url',\n", | |
" 'source_id_2',\n", | |
" 'r_est',\n", | |
" 'r_lo',\n", | |
" 'r_hi',\n", | |
" 'r_len',\n", | |
" 'result_flag',\n", | |
" 'modality_flag',\n", | |
" 'r']" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# The output array a has all the fields from Gaia DR2, plus those\n", | |
"# from Bailer-Jones et al. and the distance from center r that\n", | |
"# specified it should calculate: \n", | |
"a.colnames" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
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"codemirror_mode": { | |
"name": "ipython", | |
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"file_extension": ".py", | |
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"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
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