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@hayesla
Created May 5, 2020 14:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import sunpy.map\n",
"import sunpy.data.sample\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from astropy import units as u\n",
"from astropy.coordinates import SkyCoord"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"aia_map = sunpy.map.Map(sunpy.data.sample.AIA_1600_IMAGE)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0xb3a348590>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"aia_map.plot()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"top_right = SkyCoord(950 * u.arcsec, -250 * u.arcsec, frame=aia_map.coordinate_frame)\n",
"bottom_left = SkyCoord(600 * u.arcsec, -450 * u.arcsec, frame=aia_map.coordinate_frame)\n",
"sub_map = aia_map.submap(bottom_left, top_right)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0xb31589310>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplot(projection=sub_map)\n",
"sub_map.plot()\n",
"sub_map.draw_limb()\n",
"ax.contour(sub_map.data, levels=np.arange(0.3, 0.9, 0.1)*np.max(sub_map.data),\n",
" transform=ax.get_transform(sub_map.wcs))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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