Created
November 15, 2019 00:01
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# A very good RegressionCorrector on KIC 8462852 Sector 14 and 15" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import lightkurve as lk\n", | |
"from lightkurve.correctors.sffcorrector import _get_centroid_dm, _get_spline_dm\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"from astropy.time import Time\n", | |
"from astropy.io import fits\n", | |
"from glob import glob\n", | |
"from datetime import datetime\n", | |
"import pandas as pd\n", | |
"\n", | |
"\n", | |
"target_name = 'KIC 8462852'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tpfs_hi = lk.search_targetpixelfile(target_name, mission='tess').download_all()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"TargetPixelFileCollection of 2 objects:\n", | |
"\t185336364 (2 TessTargetPixelFiles) Sectors: 14,15" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"tpfs_hi" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x126bc8a58>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 402, | |
"width": 551 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tpfs_hi[0].plot(aperture_mask=tpfs_hi[0].pipeline_mask)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/designmatrix.py:248: LightkurveWarning: The design matrix has low rank (7) compared to the number of columns (8), which suggests that the matrix contains duplicate or correlated columns. This may prevent the regression from succeeding. Consider reducing the dimensionality by calling the `pca()` method.\n", | |
" LightkurveWarning)\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/regressioncorrector.py:224: RuntimeWarning: covariance is not positive-semidefinite.\n", | |
" samples = np.asarray([np.dot(self.X.values, np.random.multivariate_normal(coefficients, coefficients_err)) for idx in range(100)]).T\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/designmatrix.py:248: LightkurveWarning: The design matrix has low rank (7) compared to the number of columns (8), which suggests that the matrix contains duplicate or correlated columns. This may prevent the regression from succeeding. Consider reducing the dimensionality by calling the `pca()` method.\n", | |
" LightkurveWarning)\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/regressioncorrector.py:224: RuntimeWarning: covariance is not positive-semidefinite.\n", | |
" samples = np.asarray([np.dot(self.X.values, np.random.multivariate_normal(coefficients, coefficients_err)) for idx in range(100)]).T\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/designmatrix.py:248: LightkurveWarning: The design matrix has low rank (7) compared to the number of columns (8), which suggests that the matrix contains duplicate or correlated columns. This may prevent the regression from succeeding. Consider reducing the dimensionality by calling the `pca()` method.\n", | |
" LightkurveWarning)\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/regressioncorrector.py:224: RuntimeWarning: covariance is not positive-semidefinite.\n", | |
" samples = np.asarray([np.dot(self.X.values, np.random.multivariate_normal(coefficients, coefficients_err)) for idx in range(100)]).T\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/designmatrix.py:248: LightkurveWarning: The design matrix has low rank (7) compared to the number of columns (8), which suggests that the matrix contains duplicate or correlated columns. This may prevent the regression from succeeding. Consider reducing the dimensionality by calling the `pca()` method.\n", | |
" LightkurveWarning)\n", | |
"/Users/ch/K2/repos/lightkurve/lightkurve/correctors/regressioncorrector.py:224: RuntimeWarning: covariance is not positive-semidefinite.\n", | |
" samples = np.asarray([np.dot(self.X.values, np.random.multivariate_normal(coefficients, coefficients_err)) for idx in range(100)]).T\n" | |
] | |
} | |
], | |
"source": [ | |
"clc = []\n", | |
"rlc = []\n", | |
"for tpf1 in tpfs_hi:\n", | |
" \n", | |
" # Split at the data dump\n", | |
" split = np.where(np.diff(tpf1.cadenceno) > 10)[0][0]\n", | |
"\n", | |
" \n", | |
" # Get the CBVs from MAST\n", | |
" t = Time(tpf1.header['DATE-OBS']).datetime\n", | |
" y = t.year\n", | |
" dt = (t - datetime(year=y, month=1, day=1)).days\n", | |
" url = \"https://archive.stsci.edu/missions/tess/ffi/s{0:04}/{1}/{2}/{3}-{4}/\".format(tpf1.sector, y, dt, tpf1.camera, tpf1.ccd)\n", | |
" df = pd.read_csv(url, header=None, skiprows=8)[:-2]\n", | |
" fnames = [d.split('.fits\">')[1].split('</a>')[0] for d in df[0]]\n", | |
" fname = fnames[0]\n", | |
" hdu = fits.open(url + fname)\n", | |
"\n", | |
" cbvs = []\n", | |
" cbv_names = []\n", | |
" for ext in np.arange(2, len(hdu)):\n", | |
" names = [n.name for n in hdu[ext].data.columns if n.name.startswith('VECTOR')]\n", | |
" cbvs.append(np.asarray([hdu[ext].data[name] for name in names]))\n", | |
" cbv_names.append(hdu[ext].name)\n", | |
" \n", | |
" # Loop over each half\n", | |
" for a, b in zip([0, split], [split, len(tpf1.time)]):\n", | |
" tpf = tpf1[a:b]\n", | |
" aper = tpf.pipeline_mask\n", | |
" dm = lk.DesignMatrix(tpf.flux[:, ~aper], name='pixels').pca(5).append_constant()\n", | |
" cbv_dm = [lk.DesignMatrix(cbv[:, a:b].T, name='{}'.format(cbv_name)) for cbv, cbv_name in zip(cbvs, cbv_names)]\n", | |
"\n", | |
"\n", | |
" lc = tpf.to_lightcurve(aperture_mask=aper)\n", | |
" cadence_mask = ~((lc.time > 1729.5) & (lc.time < 1731))\n", | |
" \n", | |
" \n", | |
" s = lk.SFFCorrector(lc)\n", | |
" clc1 = s.correct(windows=1, bins=10, degree=2, timescale=2, additional_design_matrix=dm)\n", | |
" sff_dm = s.design_matrix_collection['sff']\n", | |
"\n", | |
" r = lk.RegressionCorrector(lc)\n", | |
" clc1 = r.correct(lk.DesignMatrixCollection([sff_dm, dm, *cbv_dm]), cadence_mask=cadence_mask, propagate_errors=True)\n", | |
" \n", | |
" #r.diagnose()\n", | |
" \n", | |
" clc.append(clc1)\n", | |
" rlc.append(lc)\n", | |
" #break\n", | |
"clc = lk.LightCurveCollection(clc).stitch()\n", | |
"rlc = lk.LightCurveCollection(rlc).stitch()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x129775a58>" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 369, | |
"width": 787 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = rlc.bin(15, 'median').plot()\n", | |
"clc.bin(15, 'median').plot(ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x13743a128>" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 848.5x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 369, | |
"width": 787 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"clc.bin(15, 'median').plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"729.4733311661204" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"clc.estimate_cdpp()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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