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@larrybradley
Created December 14, 2023 22:25
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "bba992cb-ea07-47cf-8f06-6deed80d7189",
"metadata": {
"execution": {
"iopub.execute_input": "2023-12-14T22:24:56.626921Z",
"iopub.status.busy": "2023-12-14T22:24:56.626117Z",
"iopub.status.idle": "2023-12-14T22:24:57.393984Z",
"shell.execute_reply": "2023-12-14T22:24:57.393167Z",
"shell.execute_reply.started": "2023-12-14T22:24:56.626894Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from astropy.visualization import simple_norm\n",
"from photutils.datasets import make_noise_image, make_test_psf_data\n",
"from photutils.detection import DAOStarFinder\n",
"from photutils.psf import IntegratedGaussianPRF, PSFPhotometry\n",
"\n",
"psf_model = IntegratedGaussianPRF(flux=1, sigma=2.7 / 2.35)\n",
"psf_shape = (9, 9)\n",
"nsources = 1\n",
"shape = (101, 101)\n",
"data, true_params = make_test_psf_data(shape, psf_model, psf_shape,\n",
" nsources, flux_range=(500, 700),\n",
" min_separation=10, seed=0)\n",
"noise = make_noise_image(data.shape, mean=0, stddev=1, seed=0)\n",
"data += noise\n",
"error = np.abs(noise)\n",
"\n",
"init_params = Table()\n",
"init_params['x'] = [63]\n",
"init_params['y'] = [79]\n",
"init_params['flux'] = [600]\n",
"\n",
"psf_model = IntegratedGaussianPRF(flux=1, sigma=2.7 / 2.35)\n",
"\n",
"psf_model.x_0.fixed = True\n",
"psf_model.y_0.fixed = True\n",
"fit_shape = (5, 5)\n",
"finder = DAOStarFinder(6.0, 2.0)\n",
"psfphot = PSFPhotometry(psf_model, fit_shape, finder=finder,\n",
" aperture_radius=4)\n",
"phot = psfphot(data, error=error, init_params=init_params)\n",
"\n",
"resid = psfphot.make_residual_image(data, (9, 9))\n",
"\n",
"fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(15, 5))\n",
"norm = simple_norm(data, 'sqrt', percent=99)\n",
"ax[0].imshow(data, origin='lower', norm=norm)\n",
"ax[1].imshow(data - resid, origin='lower', norm=norm)\n",
"im = ax[2].imshow(resid, origin='lower')\n",
"ax[0].set_title('Data')\n",
"ax[1].set_title('Model')\n",
"ax[2].set_title('Residual Image')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4efc7fb2-d710-49ea-8b86-56a01c1852be",
"metadata": {
"execution": {
"iopub.execute_input": "2023-12-14T22:24:57.396709Z",
"iopub.status.busy": "2023-12-14T22:24:57.396249Z",
"iopub.status.idle": "2023-12-14T22:24:57.401774Z",
"shell.execute_reply": "2023-12-14T22:24:57.401119Z",
"shell.execute_reply.started": "2023-12-14T22:24:57.396694Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'flux': False, 'x_0': True, 'y_0': True, 'sigma': True}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"psf_model.fixed"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "73d9c4a4-89bc-44dd-b285-a5fbaf1176e0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-12-14T22:24:57.403491Z",
"iopub.status.busy": "2023-12-14T22:24:57.402750Z",
"iopub.status.idle": "2023-12-14T22:24:57.414304Z",
"shell.execute_reply": "2023-12-14T22:24:57.413782Z",
"shell.execute_reply.started": "2023-12-14T22:24:57.403426Z"
}
},
"outputs": [
{
"data": {
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"<thead><tr><th>int64</th><th>int64</th><th>float64</th><th>int64</th><th>int64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th></tr></thead>\n",
"<tr><td>1</td><td>1</td><td>0.0</td><td>63</td><td>79</td><td>600</td><td>63.0</td><td>79.0</td><td>835.3241559790999</td><td>nan</td><td>nan</td><td>0.586970352531163</td><td>25</td><td>1</td><td>2.8565846303160076</td><td>-0.038610597713202834</td><td>0</td></tr>\n",
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" id group_id local_bkg ... qfit cfit flags\n",
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" 1 1 0.0 ... 2.8565846303160076 -0.038610597713202834 0"
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"phot"
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},
{
"cell_type": "code",
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"metadata": {},
"outputs": [],
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}
],
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