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@hayesla
Created December 8, 2022 16:35
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{
"cells": [
{
"cell_type": "code",
"execution_count": 108,
"id": "f2e44bf2",
"metadata": {},
"outputs": [],
"source": [
"from scipy.io import readsav\n",
"import sunpy.map\n",
"from sunpy.coordinates import frames\n",
"from astropy.coordinates import SkyCoord\n",
"from astropy import units as u \n",
"from astropy.time import Time\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np \n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "5f8839ea",
"metadata": {},
"outputs": [],
"source": [
"eovsa_cube = readsav(\"20220330_cube.sav\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "ef4f71fb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['ncube', 'good'])"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eovsa_cube.keys()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "51367c4b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('DATA',\n",
" 'XC',\n",
" 'YC',\n",
" 'DX',\n",
" 'DY',\n",
" 'TIME',\n",
" 'ID',\n",
" 'DUR',\n",
" 'XUNITS',\n",
" 'YUNITS',\n",
" 'ROLL_ANGLE',\n",
" 'ROLL_CENTER',\n",
" 'SOHO',\n",
" 'L0',\n",
" 'B0',\n",
" 'RSUN',\n",
" 'FREQ',\n",
" 'FREQUNIT',\n",
" 'STOKES',\n",
" 'DIMENSIONS',\n",
" 'DATATYPE',\n",
" 'DATAUNIT',\n",
" 'RMS')"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eovsa_cube[\"ncube\"].dtype.names"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "92871cce",
"metadata": {},
"outputs": [],
"source": [
"freq_array = eovsa_cube[\"ncube\"][\"freq\"][0]\n",
"time_array = eovsa_cube[\"ncube\"][\"time\"].astype(str)[:, 0]\n",
"time_array_astropy = Time.strptime(time_array, format_string=\"%d-%b-%Y %H:%M:%S.%f\")\n",
"data_cube = eovsa_cube[\"ncube\"][\"data\"]"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "29c41c36",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(data_cube)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "a1467aa8",
"metadata": {},
"outputs": [],
"source": [
"def make_maps_from_eovsa(time_ind, freq_ind):\n",
" \"\"\"\n",
" Create a sunpy.map.Map from the eovsa cube.\n",
" \n",
" Parameters\n",
" ----------\n",
" time_ind : `int`\n",
" array index of the time array of interest\n",
" freq_ind : `int`\n",
" array index of the freq array of interest\n",
" \n",
" Returns\n",
" -------\n",
" sunpy.map.Map\n",
" \n",
" \"\"\"\n",
" ncube = eovsa_cube[\"ncube\"][time_ind, freq_ind]\n",
" xcenter = ncube[\"XC\"]\n",
" ycenter = ncube[\"YC\"]\n",
" dx = ncube[\"DX\"]\n",
" dy = ncube[\"DY\"]\n",
" obstime = Time.strptime(ncube[\"time\"].decode(), \"%d-%b-%Y %H:%M:%S.%f\")\n",
" data_array = ncube[\"data\"]\n",
" freq = ncube[\"freq\"]\n",
" \n",
" ref_coord = SkyCoord(xcenter*u.arcsec, \n",
" ycenter*u.arcsec, \n",
" frame=frames.Helioprojective(obstime=obstime, observer=\"earth\"))\n",
" \n",
" header = sunpy.map.make_fitswcs_header(data_array,\n",
" ref_coord, \n",
" scale=[dx, dy]*u.arcsec/u.pixel,\n",
" instrument=\"eovsa\", \n",
" wavelength=freq*u.GHz)\n",
" \n",
" eovsa_map = sunpy.map.Map(data_array, header)\n",
" eovsa_map.plot_settings[\"cmap\"] = \"viridis\"\n",
" return eovsa_map\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "1904b3c4",
"metadata": {},
"outputs": [],
"source": [
"map_example = make_maps_from_eovsa(10, 10)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "d848930d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe2dfad3550>"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_example.plot()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "b197c675",
"metadata": {},
"outputs": [],
"source": [
"map_example2 = make_maps_from_eovsa(10, 1)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "c966996d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe2c8b130a0>"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_example2.plot()"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "4013e6c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9.359999656677246"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"freq_array[21]"
]
},
{
"cell_type": "code",
"execution_count": 115,
"id": "2f5ca998",
"metadata": {},
"outputs": [],
"source": [
"data = []\n",
"for i in range(len(data_cube[:, 21])):\n",
" data.append(np.nansum(data_cube[i, 21]))\n",
"\n",
"data_series = pd.Series(data, index=time_array_astropy.datetime)\n",
"data_series.sort_index(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "2e001f33",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe2c3728d00>]"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data_series)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d13f0809",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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