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@dokeeffe
Created March 20, 2019 00:00
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Plotting sky brightness and moon visibility from a rural location in Ireland
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Comparing rural SQM readings with moon visibility "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using astropy and pandas, moon altitude and illumination is added to a set of data containing SQM reading and timestamps."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from astropy.coordinates import EarthLocation\n",
"import astropy.units as u\n",
"from astropy.time import Time\n",
"from astroplan import Observer\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"sns.set()\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the raw CSV data into a dataframe and add 2 columns for moon altitude and illumination. Also add the sun alt so we can remove data taken during twilight"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"sqm = pd.read_csv(\"sqm-readings.csv\", parse_dates=['DateTime_UT'])\n",
"lat=52.253\n",
"lon=-8.360\n",
"elev=100\n",
"location = EarthLocation.from_geodetic(lon*u.deg, lat*u.deg, elev*u.m)\n",
"observer = Observer(location=location)\n",
"sqm['moon_altitude'] = sqm.apply(lambda x: observer.moon_altaz(x['DateTime_UT']).alt.deg, axis=1)\n",
"sqm['moon_illumination'] = sqm.apply(lambda x: observer.moon_illumination(x['DateTime_UT']), axis=1)\n",
"sqm['sun_altitude'] = sqm.apply(lambda x: observer.sun_altaz(x['DateTime_UT']).alt.deg, axis=1)\n",
"sqm = sqm.set_index('DateTime_UT') "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Take a quick look at the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SQM</th>\n",
" <th>moon_altitude</th>\n",
" <th>moon_illumination</th>\n",
" <th>sun_altitude</th>\n",
" </tr>\n",
" <tr>\n",
" <th>DateTime_UT</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-10-02 20:47:08.943</th>\n",
" <td>19.200001</td>\n",
" <td>23.384257</td>\n",
" <td>0.902670</td>\n",
" <td>-24.455645</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10-02 20:48:54.315</th>\n",
" <td>19.209999</td>\n",
" <td>23.486184</td>\n",
" <td>0.902745</td>\n",
" <td>-24.693545</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10-02 20:53:44.354</th>\n",
" <td>19.170000</td>\n",
" <td>23.757017</td>\n",
" <td>0.902952</td>\n",
" <td>-25.343698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10-02 20:55:03.354</th>\n",
" <td>19.180000</td>\n",
" <td>23.828296</td>\n",
" <td>0.903008</td>\n",
" <td>-25.519567</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10-02 20:56:22.355</th>\n",
" <td>19.180000</td>\n",
" <td>23.898502</td>\n",
" <td>0.903064</td>\n",
" <td>-25.694905</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" SQM moon_altitude moon_illumination \\\n",
"DateTime_UT \n",
"2017-10-02 20:47:08.943 19.200001 23.384257 0.902670 \n",
"2017-10-02 20:48:54.315 19.209999 23.486184 0.902745 \n",
"2017-10-02 20:53:44.354 19.170000 23.757017 0.902952 \n",
"2017-10-02 20:55:03.354 19.180000 23.828296 0.903008 \n",
"2017-10-02 20:56:22.355 19.180000 23.898502 0.903064 \n",
"\n",
" sun_altitude \n",
"DateTime_UT \n",
"2017-10-02 20:47:08.943 -24.455645 \n",
"2017-10-02 20:48:54.315 -24.693545 \n",
"2017-10-02 20:53:44.354 -25.343698 \n",
"2017-10-02 20:55:03.354 -25.519567 \n",
"2017-10-02 20:56:22.355 -25.694905 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sqm.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clean up the data for plotting, round the moon illimunation to 1decimal and also remove any readings taken during twilight"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#round moon illumination to 1 decimal for nicer plotting\n",
"sqm['moon_illumination'] = sqm['moon_illumination'].apply(lambda x: round(x, 1))\n",
"#filter out any data taken when the sun is less than 18deg below the horizion.\n",
"night_time_data = sqm[sqm['sun_altitude']<-18]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a plot of SQM vs Moon altitude where each point size reperesents the moon's illumination"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = [15, 10]\n",
"ax = sns.scatterplot(x=\"moon_altitude\", y=\"SQM\",\n",
" size=\"moon_illumination\",\n",
" palette=\"muted\", sizes=(10, 200),\n",
" data=night_time_data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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
}
dokeeffe@dokeeffe-ThinkPad-X1-Carbon-4th:~/Documents$
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