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@simonrw
Created November 3, 2015 15:48
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pre-chosen apertures\n",
"\n",
"Using the interactive visualisation tool created for assessing the red noise properties of NGTS lightcurves, I hand picked which had a visible trend, and I picked stars without. The trend was assessed in data binned to 100 points (~16 minutes) and stars were chosen between a mean flux range of 1E4 to 1E5.\n",
"\n",
"In this investigation I consider these things:\n",
"\n",
"1. do the stars with trends travel further through field rotation or atmospheric refraction?\n",
"1. do the stars with trends have more or closer companions?\n",
"1. are the stars with trends a particular colour?\n",
"1. how are the stars with trends distributed across the chip?\n",
"\n",
"First some imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/sw/work/NGTS/lightcurve-visualiser/venv/lib/python3.5/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n",
"/home/sw/work/NGTS/lightcurve-visualiser/venv/lib/python3.5/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n",
"/home/sw/work/NGTS/lightcurve-visualiser/venv/lib/python3.5/site-packages/matplotlib/__init__.py:892: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n"
]
}
],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format='retina'\n",
"\n",
"import os\n",
"import fitsio\n",
"import pandas as pd\n",
"from astropy.stats import sigma_clip\n",
"from astropy.visualization import scale_image\n",
"from astropy.wcs import WCS\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import sys\n",
"import seaborn as sns\n",
"from sqlalchemy import create_engine\n",
"sys.path.insert(0, '..')\n",
"# function to bin a numpy array in 2d rather than iterating over lightcurves\n",
"from binmodule import fast_bin\n",
"from collections import namedtuple\n",
"from matplotlib.collections import PatchCollection\n",
"from scipy.spatial import KDTree\n",
"\n",
"\n",
"sns.set(style='ticks', context='poster', palette='Set2')\n",
"colours = sns.color_palette()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define our aperture list. These apertures have come from my manual selection process."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"33 objects, 16 with trend, 17 without\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>aperture</th>\n",
" <th>trend</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3628</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>5792</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>7209</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2514</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>8764</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>18565</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>10324</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>5531</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>11511</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>6424</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>7178</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>14366</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4596</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>11124</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>15249</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>12043</td>\n",
" <td>with</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>17896</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>4444</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>4586</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>9982</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>9386</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>15932</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>18229</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>14527</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>6391</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>7822</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>906</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14799</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>15759</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11294</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>7328</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>3201</td>\n",
" <td>without</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>15638</td>\n",
" <td>without</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" aperture trend\n",
"0 3628 with\n",
"30 5792 with\n",
"29 7209 with\n",
"28 2514 with\n",
"27 8764 with\n",
"26 18565 with\n",
"25 10324 with\n",
"31 5531 with\n",
"32 11511 with\n",
"1 6424 with\n",
"2 7178 with\n",
"3 14366 with\n",
"4 4596 with\n",
"5 11124 with\n",
"6 15249 with\n",
"7 12043 with\n",
"9 17896 without\n",
"24 4444 without\n",
"23 4586 without\n",
"22 9982 without\n",
"21 9386 without\n",
"20 15932 without\n",
"19 18229 without\n",
"18 14527 without\n",
"17 6391 without\n",
"15 7822 without\n",
"14 906 without\n",
"13 14799 without\n",
"12 15759 without\n",
"11 11294 without\n",
"10 7328 without\n",
"8 3201 without\n",
"16 15638 without"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aperture_list = pd.read_csv('./lightcurves.csv')\n",
"print('%d objects, %d with trend, %d without' % (\n",
" len(aperture_list), len(aperture_list[aperture_list['trend'] == 1]),\n",
" len(aperture_list[aperture_list['trend'] == 0])))\n",
"# Convert aperture_list trend column to categorical\n",
"aperture_list['trend'] = pd.Categorical(['with' if i == 1 else 'without' for i in aperture_list['trend']])\n",
"aperture_list.sort_values(by='trend')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now from the extracted output file, for each of the lightcurves in our list, compute the x/y position for the given frame (and for sanity extract the coordinates based on its ra/dec coordinates also). I do not recall when I changed the pipeline to render the aperture coordinates rather than the centroided positions, so to be safe I recompute the aperture positions from the astrometric solution. This does beg the question: are they consistent but that question can hopefully be answered separately (and soon!)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"extracted_fname = '/ngts/pipedev/ParanalOutput/nightly_data/20150911-ng2000-802-custom-flat-high-quality.fits'\n",
"# Skip the first N frames to reject the field acquisition\n",
"skip = 30\n",
"with fitsio.FITS(extracted_fname) as infile:\n",
" catalogue = infile['catalogue'].read()\n",
" imagelist = infile['imagelist'].read()[skip:]\n",
" flux = infile['tamflux'][:, skip:]\n",
" ccdx = infile['ccdx'][:, skip:]\n",
" ccdy = infile['ccdy'][:, skip:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute flux stats\n",
"\n",
"For each object in the sample, compute the median flux and fractional rms."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lcs = np.array([flux[i] for i in aperture_list['aperture']])\n",
"sc_lcs = sigma_clip(lcs, axis=1, iters=2)\n",
"binned_lcs = fast_bin(sc_lcs, 100)\n",
"med_flux = np.median(binned_lcs, axis=1)\n",
"mad_flux = np.median(np.abs(binned_lcs - med_flux[:, np.newaxis]), axis=1)\n",
"frms = 1.48 * mad_flux / med_flux\n",
"aperture_list['med_flux'] = med_flux\n",
"aperture_list['frms'] = frms"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute positional stats\n",
"\n",
"Also compute the difference between the 5th and 95th percentile to get the approximate distance traveled. This method is robust to outlier points, and has proven a good metric for distance traveled.\n",
"\n",
"Then also compute the vector magnitude of the distance travelled."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ccdx_sample = np.array([ccdx[i] for i in aperture_list['aperture']])\n",
"ccdy_sample = np.array([ccdy[i] for i in aperture_list['aperture']])\n",
"\n",
"aperture_list['distance_x'] = np.abs(np.diff(np.percentile(ccdx_sample, [5, 95], axis=1).T))\n",
"aperture_list['distance_y'] = np.abs(np.diff(np.percentile(ccdy_sample, [5, 95], axis=1).T))\n",
"aperture_list['distance_r'] = np.sqrt(aperture_list['distance_x'] ** 2 + aperture_list['distance_y'] ** 2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's visualise what we have so far. First the fractional rms for the stars with and without trends, as a function of distance traveled."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"text/plain": [
"<matplotlib.figure.Figure at 0x7fc38e670a58>"
]
},
"metadata": {
"image/png": {
"height": 626,
"width": 913
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"for trend, group in aperture_list.groupby('trend'):\n",
" ax.plot(group['distance_r'], group['frms'], '.', label=trend)\n",
"ax.set(yscale='log', xlabel='Distance traveled [pix]', ylabel='Fractional rms')\n",
"ax.grid(True)\n",
"ax.legend(loc='best')\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly the stars with trends have higher frms - that's how they were chosen.There is perhaps a slight trend for the stars with trends. Since Dan found a possible trend with RA, perhaps this is the key."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"aperture_list['ra'] = np.array([catalogue['RA'][i] for i in aperture_list['aperture']])\n",
"aperture_list['dec'] = np.array([catalogue['DEC'][i] for i in aperture_list['aperture']])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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h7u27JlCxwdHRXKZGRkYNmyZThy5AgEQUDr1q1x+PBhteukiuXIkSM4efIkWrVqBXt7e7Rq1QoN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\nIiIik2AwkoiIiIiIiIiIiIiIiIhM4v8AK3z7X6OTcD4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc36306c400>"
]
},
"metadata": {
"image/png": {
"height": 626,
"width": 913
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"for trend, group in aperture_list.groupby('trend'):\n",
" ax.plot(group['distance_x'], group['frms'], '.', label=trend)\n",
"ax.set(yscale='log', xlabel='Distance traveled in ra direction [pix]', ylabel='Fractional rms')\n",
"ax.grid(True)\n",
"ax.legend(loc='best')\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Trouble is with so few points it's going to be very hard to see trends. Perhaps the stars with trends move further in the RA direction? This is in the X axis of the chip as the detector is rotated 180 degrees on the sky."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/sw/work/NGTS/lightcurve-visualiser/venv/lib/python3.5/site-packages/matplotlib/__init__.py:892: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc36015ceb8>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x7fc36015cf60>"
]
},
"metadata": {
"image/png": {
"height": 567,
"width": 793
}
},
"output_type": "display_data"
}
],
"source": [
"# Build a temporary data frame object to hold the coordinate data, for\n",
"# nicer plotting with `boxplot`\n",
"trends = np.hstack([aperture_list['trend'], aperture_list['trend']])\n",
"coords = np.hstack([aperture_list['distance_x'], aperture_list['distance_y']])\n",
"coord_type = np.hstack([np.array(['x'] * len(aperture_list)), np.array(['y'] * len(aperture_list))])\n",
"df = pd.DataFrame({'trend': trends, 'distance': coords, 'coord_type': coord_type})\n",
"\n",
"sns.boxplot(data=df, x='trend', y='distance', hue='coord_type')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>distance</th>\n",
" </tr>\n",
" <tr>\n",
" <th>trend</th>\n",
" <th>coord_type</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">with</th>\n",
" <th>x</th>\n",
" <td>0.459741</td>\n",
" </tr>\n",
" <tr>\n",
" <th>y</th>\n",
" <td>0.268823</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">without</th>\n",
" <th>x</th>\n",
" <td>0.388159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>y</th>\n",
" <td>0.287280</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" distance\n",
"trend coord_type \n",
"with x 0.459741\n",
" y 0.268823\n",
"without x 0.388159\n",
" y 0.287280"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(['trend', 'coord_type']).median()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All apertures show more movement in the x (RA) direction. Stars with trends show a higher ratio of x movement to y movement.\n",
"\n",
"# Generating thumbnails\n",
"\n",
"We now look at thumbnails for each aperture. First get the thumbnail data from the chosen file. Then get the coordinates from the pipeline, then get the coordinates from the WCS solution."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extract the thumbnails\n",
"\n",
"Get the thumbnail file.\n",
"\n",
"I use the night of 2015-09-11, and using the database pick a low airmass file.\n",
"\n",
"First we get the autoguider residuals for that night to compute the rejection criteria for images."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"engine = create_engine('mysql+pymysql://sw@ngtsdb/ngts_ops')\n",
"query = '''select x_error, y_error from autoguider_log\n",
"join raw_image_list using (image_id)\n",
"where camera_id = 802\n",
"and night = \"2015-09-11\"\n",
"and image_class = \"SCIENCE\"\n",
"and field like \"NG200%%\"'''\n",
"ag = pd.read_sql_query(query, engine)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.35448710233 0.257347694522\n"
]
},
{
"data": {
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E0uGhkYHvB+6M4gN3RqmvJ9LhoXp3i4xK9/ZGvDwwdcPBgUj39Va/Q1OYThDl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QAAAg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pfegELPtIM1LHLCb5IOXzkvjwwXVi5/Of/zx+8IMfYGFhAT09PXjsscfw7W9/G3v2mG8cVlZW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\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ufK24Un3YrQ0FdhZiTH4vUL1mw+nHroTZ4ch2FSvlYC3S6FnyPVa2WTUxUiNCi1IyLQ3j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\nsA4XA9b8vLhvA3XEvboRmMvPc7fz/FlJlZU6n8+3a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"text/plain": [
"<matplotlib.figure.Figure at 0x7fc36310a518>"
]
},
"metadata": {
"image/png": {
"height": 567,
"width": 827
}
},
"output_type": "display_data"
}
],
"source": [
"x_error, y_error = [sigma_clip(data) for data in [ag['x_error'], ag['y_error']]]\n",
"plt.plot(x_error, '.', label='x')\n",
"plt.plot(y_error, '.', label='y')\n",
"plt.ylim(-1, 1)\n",
"plt.xlabel('Frame')\n",
"plt.ylabel('x/y error')\n",
"plt.legend(loc='best')\n",
"\n",
"sigma_x, sigma_y = [data.std() for data in [x_error, y_error]]\n",
"print(sigma_x, sigma_y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use these sigma values to set limits on the autoguider exertion."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Chosen image 80220150912011938. Airmass: 1.065970\n"
]
}
],
"source": [
"query = '''select image_id, airmass\n",
" from raw_image_list\n",
" join autoguider_log using (image_id)\n",
" where night = \"2015-09-11\"\n",
" and image_class = \"SCIENCE\"\n",
" and abs(x_error) < %s\n",
" and abs(y_error) < %s\n",
" and camera_id = 802\n",
" and field like \"NG200%%\"\n",
" order by airmass asc\n",
" limit 1'''\n",
"connection = engine.connect()\n",
"rows = connection.execute(query, (float(sigma_x), float(sigma_y)))\n",
"image_id, airmass = rows.fetchone()\n",
" \n",
"print('Chosen image %d. Airmass: %f' % (image_id, airmass))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image index: 460\n"
]
}
],
"source": [
"image_ind = np.where(imagelist['IMAGE_ID'] == image_id)[0][0]\n",
"print('Image index: %d' % image_ind)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"filename = 'procIMAGE{image_id}.fits'.format(image_id=image_id)\n",
"root_dir = '/ngts/pipedev/ParanalOutput/detrending_subset/reduced_data/20150911'\n",
"full_path = os.path.join(root_dir, filename)\n",
"assert os.path.isfile(full_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Extract the image data from this file."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"with fitsio.FITS(full_path) as infile:\n",
" header = infile[0].read_header()\n",
" full_image = infile[0].read()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pipeline coordinates"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"aperture_list['x_pipeline'] = ccdx_sample[:, image_ind]\n",
"aperture_list['y_pipeline'] = ccdy_sample[:, image_ind]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## WCS coordinates"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"wcs = WCS(header)\n",
"x, y = wcs.all_world2pix(aperture_list['ra'], aperture_list['dec'], 1)\n",
"aperture_list['x_wcs'] = x\n",
"aperture_list['y_wcs'] = y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Build a KDTree of the positions of all objects in the input catalogue."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"x_image, y_image = ccdx[:, image_ind], ccdy[:, image_ind]\n",
"tree = KDTree(np.stack([x_image, y_image]).T)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Value object to hold the thumbnail information\n",
"ThumbnailBase = namedtuple('ThumbnailBase',\n",
" ['index', 'data', 'dx', 'dy', 'xmin', 'xmax',\n",
" 'ymin', 'ymax', 'has_trend', 'nn_distance'])\n",
"\n",
"class Thumbnail(ThumbnailBase):\n",
" def plot(self, axis=None):\n",
" '''\n",
" Plot a thumbnail on an axis.\n",
"\n",
" * show the thumbnail data\n",
" * for each object in the list, place a circular aperture\n",
" '''\n",
" axis = axis if axis is not None else plt.gca()\n",
" axis.imshow(scale_image(self.data, scale='log'),\n",
" origin='lower',\n",
" interpolation='None',\n",
" extent=[self.xmin, self.xmax, self.ymin, self.ymax])\n",
" patches = []\n",
" for (dx, dy) in zip(self.dx, self.dy):\n",
" patches.append(plt.Circle((self.xmin + dx, self.ymin + dy), 3, edgecolor='g', fill=False))\n",
" axis.add_collection(PatchCollection(patches, match_original=True))\n",
" axis.set(title='Aperture {0:d}; has trend: {1}'.format(int(self.index), self.has_trend))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"margin = 16 # Thumbnail half-width\n",
"thumbnails = {}\n",
"for _, row in aperture_list.iterrows():\n",
" # Get the image limits\n",
" x, y = np.round(row['x_wcs']).astype(int), np.round(row['y_wcs']).astype(int)\n",
" xlim = (x - margin, x + margin)\n",
" ylim = (y - margin, y + margin)\n",
" \n",
" # Aperture position in the thumbnail\n",
" dx, dy = (row['x_wcs'] - x + margin - 0.5, row['y_wcs'] - y + margin - 0.5)\n",
" \n",
" # Thumbnail data\n",
" thumbnail = full_image[ylim[0]:ylim[1], xlim[0]:xlim[1]]\n",
" \n",
" # Get the nearest neighbours from the KDTree\n",
" object_inds = tree.query_ball_point([xlim[0] + dx, ylim[0] + dy], np.sqrt(2) * margin)\n",
" \n",
" # Get the distance to the nearest neighbour\n",
" nn_distance, _ = tree.query([xlim[0] + dx, ylim[0] + dx])\n",
" \n",
" # For each neighbour, compute the relative aperture coordinates on the thumbnail\n",
" dxs, dys = [], []\n",
" for i in object_inds:\n",
" xx, yy = x_image[i], y_image[i]\n",
" dxs.append(xx - x + margin - 0.5)\n",
" dys.append(yy - y + margin - 0.5)\n",
" \n",
" # Generate the `Thumbnail` object\n",
" thumbnails[row['aperture']] = Thumbnail(index=row['aperture'],\n",
" data=thumbnail, dx=dxs, dy=dys,\n",
" xmin=xlim[0], xmax=xlim[1],\n",
" ymin=ylim[0], ymax=ylim[1],\n",
" nn_distance=nn_distance,\n",
" has_trend=row['trend'] == 'with')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Render the thumbnails to both the notebook and to static png images"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/sw/work/NGTS/lightcurve-visualiser/venv/lib/python3.5/site-packages/matplotlib/pyplot.py:516: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n"
]
},
{
"data": {
"image/png": 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RETm+kydP1rvu2Lx5s/DyFCvi2rZtCwCIjo5G3759kZCQgGXLluGNN96wHEnr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\n1OAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc362d75a90>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 312
}
},
"output_type": "display_data"
},
{
"data": {
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IEfjwww/x73//+7bTeuSRR7Bo0SIcPHjQabiPjw8KCwvRv3//ajX9+/fHxo0bcfz48Rr3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\nHBs2IiIiIpVjw0ZERESkcv8fkQQ6naC+V9QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3635f0978>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 310
}
},
"output_type": "display_data"
},
{
"data": {
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KqPZYwBEREdXCncI7WHVpFd4Lfw9e9l5yx5FNL99eeLb5s1hwZgEqNNJv1KDa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\nmJgYLF26tO3fubm5mDRpEm666SasXr0a+fn5bfd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2d9Bc/OPMP2THoC64fsD12HluJ69I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\nwwKOiIiIyMGwgCMiIiJyMP8PMBCEVmQtzO8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3c0587978>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 312
}
},
"output_type": "display_data"
},
{
"data": {
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iIqL6wUZMYaXWUuy4sgPn885Dp9EhKiAKL0a+CL1G7Ca7N9NqtOjq0xVdfbpW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\nvoydxTtxvuE8BocMxrj+42DW9/xPf2frzuJfpf/ChcYLGB4xHEvSl8C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iT58++OyzzzrV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\nIklYiBERERFJwkKMiIiISJL/D701Yw2hXPl6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3c0505c18>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 305
}
},
"output_type": "display_data"
},
{
"data": {
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UFDKZDBs3bkSPHj208ZIIIcSgZMuz8cPtHzCq46jqs2plKOM5lXbJbGTwsvTC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\nPYyPf/wYD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Pnkk9i4cSM6depUuy3HpHP6EfCwMamS19uwYYOamJio5uTkNPhzq9WqPvTQ\nQ+qyZcvUwYMHq6+88sodn/Ozzz5TExMT1b1799Y+VlhYqKakpKgffPBBnW2feuopdcSIEWIvwgW0\nVj+qqtro9u5KtC/37dunJiYmqvv376/z+IIFC9Tk5GTVYrGoqsox6ax+VFWOyTv15V//+lc1OTlZ\nvXz5cu1jZrNZ7d+/vzpjxozaxzgmndOPqup5Y5KnROmO/va3v8HhcODpp59udJvPP/8cYWFhuOee\ne2of++abb2Cz2TBixIg6244YMQJnz55FTk6O0zK7Imf1I925L61WKwDA39+/zuMBAQFwOBxQVRUA\nx6Sz+pHu3JcnTpxA+/btERcXV/uYn58f+vTpg3/+859wOBwAOCad1Y+eiAUb3VZ2djY+/PBDzJkz\nB1qttlFtrl+/jkOHDmHEiBHQaH4eYllZWTAYDGjXrl2d7ePj46GqKs6fP+/U7K7Emf140549e9Cz\nZ0+kpqbi8ccfx65du5wd2yU1pi/79++P9u3bY/78+cjKyoLZbMaBAwewevVqjB8/Hr6+vgA4Jp3V\njzdxTN66LzUaDfR6fb3HDQYDLBYLLl26BIBj0ln9eJMnjUlew0a3NWfOHAwbNgzp6emNbvPFF19A\nVVWMGjWqzuOlpaUNXpMQHBxc+3NP5cx+BG5cTJuamoq4uDgUFhbi448/xvPPP4/58+fj4YcfdmZ0\nl9OYvjQYDFi3bh2mTZuG4cOHAwAURcFjjz2G119/vXY7jknn9CPAMXmnvuzYsSMOHDiA0tJSBAUF\nAbhxc8GJEycA/DzWOCad04+A541JFmx0S1988QVOnjyJhQsXNrldUlISunTp0kLJ3EtL9OPs2bPr\n/P/QoUMxduxYvPfee265I2qsxvZlTU0Npk+fjsLCQixYsADR0dHIyMjAkiVLoNFoMGfOnNYJ7KJa\noh85Jm/fl+PGjcOaNWswa9YszJ49Gz4+Pvjwww9rT3EqitIacV1WS/Sjp41JnhKlBpnNZsybNw+T\nJ0+GXq9HeXk5ysrKoKoqbDYbysvLYbPZ6rU7ceIEfvrpJ4wZM6bezwIDA1FeXl7v8ZKSEgCo/bbk\nSVqiHxui0WjwwAMP4Nq1aygoKHD2y3AJTenLTz/9FIcPH8ZHH32Ehx56CGlpaZg4cSJee+01fPLJ\nJzhz5gwAjkmRfly/fn1tPzaEY7JuX7Zt2xYLFy7EyZMn8dvf/hYDBw7E8ePHMWHCBABAZGQkAI5J\nZ/VjQ9x9TLJgowYVFxejqKgI7733HtLT05Geno6+ffvi+vXr2L59O/r27Yu9e/fWa/fZZ59Br9fX\nnj75pfj4eNTU1ODy5ct1Hj9//jwURUF8fHyLvR5ZWqIfvVVT+vLs2bMIDAxE27Zt6zxHamoqgBvX\nCQEckyL9qKpqbT96q6b+ff/2t7/Ft99+i+3bt2Pnzp3YtGkTKioqEBMTg+joaAAck87qR0/EU6LU\noIiICKxZs6be4y+++CK6du2KZ599tt6Ow2q1Yvv27Rg4cCBCQkLqtb333nuh1WqxZcsWPPfcc7WP\nb9myBQkJCYiNjXX+C5GsJfqxIXa7Hdu3b0dMTAzCw8Odkt3VNKUvIyIiUFZWhsuXL9cpNo4fPw5F\nURAVFQWAY/KXRPqxIRyTDf99K4pSO1dYbm4u/vGPf2Dy5Mm1P+eY/JlIPzbE3cckCzYvtmPHDgBA\nZmYmVFXF3r17ERoaitDQ0NpvOb9mMBgQFhaGtLS0ej/bs2cPSktLG7xIHgBCQ0MxceJELF++HCaT\nqXZCyEOHDmHp0qXOfXGtqLX7cdu2bdizZw8GDhyIqKgo5OfnY+3atTh16lS9iUzdjbP6cvTo0Vi1\nahWmTJmCqVOn1k74unTpUqSkpKBPnz4AOCZ/SaQfOSbraqgvbTYb5s+fj/T0dPj7++PcuXNYvnw5\nunTpgokTJ9ZuxzH5M5F+9MQxyYLNi02fPr32Ak1FUfDmm28CANLT07F69eoG2yiKcsuLYz///HOE\nhIRg0KBBt/ydM2fOhMlkwurVq1FQUICOHTti0aJFGDhwoNiLkai1+zEuLg4FBQWYN28eSkpKYDQa\nkZKSghUrVqB///7iL0giZ/VlbGws1q9fjyVLlmDRokUoLi5GdHQ0xo0bh6lTp9bZlmMStds1tx85\nJutqqC8VRUF2dja2bduGsrIyREdH47HHHsMzzzwDna7uRzHHJGq3a24/euKYVFTOfEhERETk0njT\nAREREZGLY8FGRERE5OJYsBERERG5OBZsRERERC6OBRsRERGRi2PBRkREROTiWLARERERuTgWbERE\nREQujgUbERERkYtjwUZERETk4liwEREREbk4FmxERERELo4FGxEREZGLY8FGRERE5OJYsBERERG5\nOBZsRERERC7u/wGyfo9P/Riw8gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3c052d470>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 310
}
},
"output_type": "display_data"
},
{
"data": {
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M6+bmhrVr12LOnDnYvXs3fv75Z8iyjNDQUEyePBn9+/e3SPa77evV3bfL2xbFPzpu3xbF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FxcjH379sFms6GtrQ1lZWWoqanx+rZfuJMryzNnznjM2bVrFw4ePAiTyRQ2bzD+suzp6UF7ezva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\niIiIiILkH1NN9qwub8W2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3c04fccf8>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 305
}
},
"output_type": "display_data"
},
{
"data": {
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Yz0NBQQFzDKyfD5WVlcwx/LGrUEM15nvxj1iPw8HBgTmGqqoqpvoiEXs7lSVe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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc3c045a908>"
]
},
"metadata": {
"image/png": {
"height": 310,
"width": 310
}
},
"output_type": "display_data"
},
{
"data": {
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i+S0tLYUzlJSUCLUvKysTzlDx7OuGEl0GQPy9MMb2oNGI7RLs7OyEM+Tk5Ai1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