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@sfinkens
Last active May 4, 2020 16:25
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Problem\n",
"\n",
"The area extent obtained with `satpy.readers._geos_area.get_area_extent` does not match an upright SEVIRI image. I consider `seviri_0deg` as reference, because the coastline alignment with the data is better. I also got the coordinates from another source and they are identical to `seviri_0deg`.\n",
"\n",
"Let's have a look at the coastlines."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from satpy import Scene\n",
"import glob\n",
"\n",
"filenames = glob.glob('/data/georing/seviri_l1b_hrit/*201801181200*')\n",
"scene = Scene(filenames=filenames, reader='seviri_l1b_hrit')\n",
"scene.load(['IR_108'])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/stephan/venv/satpy/lib/python3.8/site-packages/pyproj/crs/crs.py:543: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n",
" proj_string = self.to_proj4()\n",
"/home/stephan/venv/satpy/lib/python3.8/site-packages/pyproj/crs/crs.py:543: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n",
" proj_string = self.to_proj4()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(-5570248.686685662, -5570248.686685662, 5567248.28340708, 5567248.28340708)\n",
"(-5570248.686685662, -5567248.28340708, 5567248.28340708, 5570248.686685662)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import cartopy.crs as ccrs\n",
"from satpy.resample import get_area_def\n",
"from satpy.readers._geos_area import get_area_extent\n",
"\n",
"pdict = {'a': 6378169.00,\n",
" 'b': 6356583.80,\n",
" 'h': 35785831.00,\n",
" 'ssp_lon': 0.0,\n",
" 'nlines': 3712,\n",
" 'ncols': 3712,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area',\n",
" 'cfac': 13642337,\n",
" 'lfac': 13642337,\n",
" 'coff': 1857,\n",
" 'loff': 1857, # why 1857 instead of 1856? See below.\n",
" 'scandir': 'N2S'}\n",
"\n",
"seviri_0deg = get_area_def('seviri_0deg')\n",
"areas = {'_geos_area.get_area_extent': seviri_0deg.copy(area_extent=get_area_extent(pdict)),\n",
" 'seviri_0deg': seviri_0deg}\n",
"\n",
"for key, area in areas.items():\n",
" print(area.area_extent)\n",
" crs = area.to_cartopy_crs()\n",
" fig, ax = plt.subplots(subplot_kw={'projection': crs}, figsize=(10,10))\n",
" ax.set_extent([0.498-0.75, 2.083+0.75, 38.355, 41.188], crs=ccrs.PlateCarree())\n",
" ax.coastlines(resolution='10m')\n",
" ax.imshow(np.flipud(np.fliplr(scene['IR_108'])), transform=crs, extent=crs.bounds, origin='upper', \n",
" vmin=280, vmax=290)\n",
" ax.set_title(key)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In particular I find it strange that `_geos_area.get_area_extent` returns an area extent of the form `(-a, -a, b, b)`. I think this is not possible, because the SEVIRI image datum (loff=coff=1856) is half a pixel off the image center and the number of lines & columns is even. I would expect `(-a, -b, b, a)`, see below."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Attempt\n",
"\n",
"Here is an attempt to fix it and below you can find a simple 4x4 example. Summary:\n",
"\n",
"- Lower left corner in image coordinates should be (line, col) = (nlines + 0.5, 0.5), independent of the scanning direction\n",
"- Upper right corner in image coordinates should be (line, col) = (0.5, ncols + 0.5), independent of the scanning direction\n",
"- Instead, the sign of lfac and cfac should depend on the scanning direction. \n",
" - This was particularly confusing for me, because I never questioned these values from the data providers. But once I adapted the sign, everything made sense! SEVIRI or AHI, upright or flipped, full disk or single segment.\n",
" - It also simplifies the implementation.\n",
" - Nevertheless I'm a bit hesitant to deviate from the data provider's lfac/cfac. *So please correct me if you find a mistake in my argumentation!*"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from satpy.readers._geos_area import get_xy_from_linecol, make_ext\n",
"\n",
"\n",
"def get_area_extent_fix(pdict):\n",
" \"\"\"\n",
" The general relation between (line, col) and (y, x) is:\n",
" \n",
" y = (line - loff) / lfac\n",
" x = (col - coff) / cfac\n",
" \n",
" There are two scanning directions:\n",
" \n",
" 1) North-West to South-East:\n",
" \n",
" y\n",
" ^\n",
" |\n",
" 0.5 |\n",
" 0.5 ---------|-------------> cols\n",
" | | |\n",
" | | |\n",
" | | |\n",
" ----------------------------------------> x\n",
" | | |\n",
" | | |\n",
" | | |\n",
" |-------------------\n",
" | | \\\n",
" V | image\n",
" lines |\n",
" \n",
" Here the \"x\" and \"cols\" axes are parallel, but the \"y\" and \"lines\" axes \n",
" point into opposite directions. That means cfac must be positive and lfac \n",
" must be negative.\n",
" \n",
" 2) South-East to North-West: In this case just invert the x and y axes. Then\n",
" the \"x\" and \"cols\" axes point into opposite directions while the \"y\" and \"lines\"\n",
" axes are parallel. That means cfac must be negative and lfac must be positive.\n",
" \n",
" Note: lfac and cfac in the data might have different signs than what is expected\n",
" here (e.g. both negative for SEVIRI or both positive for AHI). In that case this\n",
" method will change the sign as explained above.\n",
" \n",
" Once the signs of lfac and cfac have been determined, use the above formulas \n",
" to compute the x/y coordinates at the lower left and upper right corner of the\n",
" image:\n",
" \n",
" lower left: (line, col) = (nlines + 0.5, 0.5)\n",
" upper right: (line, col) = (0.5, ncols + 0.5)\n",
" \n",
" By convention the center of the upper left pixel is (line, col) = (1, 1), so the \n",
" upper left corner is (0.5, 0.5).\n",
" \"\"\"\n",
" # Set sign of lfac and cfac dependening on the scanning direction\n",
" lfac_sign = -1 if pdict['scandir'] == 'N2S' else 1\n",
" lfac = np.fabs(pdict['lfac']) * lfac_sign\n",
" cfac_sign = 1 if pdict['scandir'] == 'N2S' else -1\n",
" cfac = np.fabs(pdict['cfac']) * cfac_sign\n",
" \n",
" factors = (lfac, cfac)\n",
" offsets = (pdict['loff'], pdict['coff'])\n",
" \n",
" # Lower left corner of the image\n",
" col = 0.5\n",
" line = pdict['nlines'] + 0.5\n",
" ll_x, ll_y = get_xy_from_linecol(line, col, offsets, factors)\n",
" \n",
" # Upper right corner of the image\n",
" col = pdict['ncols'] + 0.5\n",
" line = 0.5\n",
" ur_x, ur_y = get_xy_from_linecol(line, col, offsets, factors)\n",
" \n",
" return make_ext(ll_x=ll_x, ll_y=ll_y, ur_x=ur_x, ur_y=ur_y, h=pdict['h'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Minimal Example"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# scroll down, this is just plotting for the sketch\n",
"\n",
"def add_axis(ax, from_xy, to_xy, label):\n",
" ax.annotate(\"\", xy=to_xy, xytext=from_xy,\n",
" arrowprops=dict(arrowstyle=\"->\", color='C0', linewidth=2))\n",
" ax.text(to_xy[0], to_xy[1], label, color='C0')\n",
"\n",
"def add_grid(ax):\n",
" ax.set_xlim(0.5, 4.5)\n",
" ax.set_ylim(4.5, 0.5)\n",
" ax.set_xticks([1, 2, 3, 4])\n",
" ax.set_yticks([4, 3, 2, 1])\n",
" ax.set_ylabel('Line')\n",
" ax.set_xlabel('Column')\n",
"\n",
" for tick in [1.5, 2.5, 3.5]:\n",
" ax.axvline(tick, color='black', linewidth=0.75)\n",
" ax.axhline(tick, color='black', linewidth=0.75)\n",
" \n",
"fix, axes = plt.subplots(nrows=2, ncols=2, figsize=(10,10))\n",
"\n",
"# a) \n",
"ax0 = axes[0, 0]\n",
"ax0.set_title('a)\\nlfac=-1, cfac=1, loff=coff=3\\next = (-2.5, -1.5, 1.5, 2.5)')\n",
"add_grid(ax0)\n",
"add_axis(ax0, from_xy=(0.5, 3), to_xy=(4.5, 3), label='x')\n",
"add_axis(ax0, from_xy=(3, 4.5), to_xy=(3, 0.5), label='y')\n",
"\n",
"# b)\n",
"ax1 = axes[0, 1]\n",
"ax1.set_title('b)\\nlfac=1, cfac=-1, loff=coff=2\\next = (1.5, 2.5, -2.5, -1.5)')\n",
"add_grid(ax1)\n",
"add_axis(ax1, from_xy=(4.5, 2), to_xy=(0.5, 2), label='x')\n",
"add_axis(ax1, from_xy=(2, 0.5), to_xy=(2, 4.5), label='y')\n",
"\n",
"# c)\n",
"ax2 = axes[1, 0]\n",
"ax2.set_title('c)\\nlfac=-1, cfac=1, loff=coff=2.5\\next = (-2, -2, 2, 2)')\n",
"add_grid(ax2)\n",
"add_axis(ax2, from_xy=(0.5, 2.5), to_xy=(4.5, 2.5), label='x')\n",
"add_axis(ax2, from_xy=(2.5, 4.5), to_xy=(2.5, 0.5), label='y')\n",
"\n",
"# d)\n",
"ax3 = axes[1, 1]\n",
"ax3.set_title('d)\\nlfac=1, cfac=-1, loff=coff=2.5\\next = (2, 2, -2, -2)')\n",
"add_grid(ax3)\n",
"add_axis(ax3, from_xy=(4.5, 2.5), to_xy=(0.5, 2.5), label='x')\n",
"add_axis(ax3, from_xy=(2.5, 0.5), to_xy=(2.5, 4.5), label='y')\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the area extent has the form (-a, -b, b, a) or (b, a, a, b) if the image datum is half a pixel off the image center."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Test whether the updated method reproduces these results:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a) [-2.5 -1.5 1.5 2.5]\n",
"b) [ 1.5 2.5 -2.5 -1.5]\n",
"c) [-2. -2. 2. 2.]\n",
"d) [ 2. 2. -2. -2.]\n"
]
}
],
"source": [
"pdict = {'a': 1,\n",
" 'b': 1,\n",
" 'h': 1,\n",
" 'ssp_lon': 0,\n",
" 'nlines': 4,\n",
" 'ncols': 4,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area'}\n",
"\n",
"cases = {'a)': {'loff': 3, 'coff': 3, 'lfac': -1*2**16, 'cfac': 1*2**16, 'scandir': 'N2S'},\n",
" 'b)': {'loff': 2, 'coff': 2, 'lfac': 1*2**16, 'cfac': -1*2**16, 'scandir': 'S2N'},\n",
" 'c)': {'loff': 2.5, 'coff': 2.5, 'lfac': -1*2**16, 'cfac': 1*2**16, 'scandir': 'N2S'},\n",
" 'd)': {'loff': 2.5, 'coff': 2.5, 'lfac': 1*2**16, 'cfac': -1*2**16, 'scandir': 'S2N'}}\n",
"for key, params in cases.items():\n",
" pdict.update(params)\n",
" print(key, np.rad2deg(get_area_extent_fix(pdict)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Real World Examples\n",
"\n",
"Since the sign of lfac/cfac now only depends on `pdict['scandir']` I'm using the original lfac/cfac from the data in the following examples.\n",
"\n",
"## Upright SEVIRI image\n",
"\n",
"The flipped SEVIRI image has `loff=coff=1856`. Thus for an upright image we must specify `loff=coff=1857`. Why? See the example above: Flipping case b) yields case a), and the image datum goes from (2,2) to (3,3)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdict = {'a': 6378169.00,\n",
" 'b': 6356583.80,\n",
" 'h': 35785831.00,\n",
" 'ssp_lon': 0.0,\n",
" 'nlines': 3712,\n",
" 'ncols': 3712,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area',\n",
" 'cfac': 13642337,\n",
" 'lfac': 13642337,\n",
" 'coff': 1857,\n",
" 'loff': 1857,\n",
" 'scandir': 'N2S'}\n",
"\n",
"get_area_extent_fix(pdict) == seviri_0deg.area_extent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Does it also reproduce the SEVIRI scene's area definition?\n",
"\n",
"The data in the scene is flipped up-down and left-right."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdict = {'a': 6378169.00,\n",
" 'b': 6356583.80,\n",
" 'h': 35785831.00,\n",
" 'ssp_lon': 0.0,\n",
" 'nlines': 3712,\n",
" 'ncols': 3712,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area',\n",
" 'cfac': -13642337,\n",
" 'lfac': -13642337,\n",
" 'coff': 1856,\n",
" 'loff': 1856,\n",
" 'scandir': 'S2N'}\n",
"get_area_extent_fix(pdict) == scene['IR_108'].attrs['area'].area_extent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## And individual image segments?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"True\n",
"True\n",
"True\n",
"True\n",
"True\n",
"True\n",
"True\n"
]
}
],
"source": [
"pdict = {'a': 6378169.00,\n",
" 'b': 6356583.80,\n",
" 'h': 35785831.00,\n",
" 'ssp_lon': 0.0,\n",
" 'nlines': 464, # number of lines in a segment\n",
" 'ncols': 3712,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area',\n",
" 'cfac': -13642337,\n",
" 'lfac': -13642337,\n",
" 'coff': 1856,\n",
" 'scandir': 'S2N'}\n",
"\n",
"# Output captured from seviri_l1b_hrit:\n",
"seg_ext_ref = {1856: (5567248.28340708, -4175061.162145487, -5570248.686685662, -5567248.28340708),\n",
" 1392: (5567248.28340708, -2782874.0408838945, -5570248.686685662, -4175061.162145487),\n",
" 928: (5567248.28340708, -1390686.9196223018, -5570248.686685662, -2782874.0408838945),\n",
" 464: (5567248.28340708, 1500.2016392905093, -5570248.686685662, -1390686.9196223018),\n",
" 0: (5567248.28340708, 1393687.3229008832, -5570248.686685662, 1500.2016392905093),\n",
" -464: (5567248.28340708, 2785874.4441624754, -5570248.686685662, 1393687.3229008832),\n",
" -928: (5567248.28340708, 4178061.565424069, -5570248.686685662, 2785874.4441624754),\n",
" -1392: (5567248.28340708, 5570248.686685662, -5570248.686685662, 4178061.565424069)}\n",
"\n",
"\n",
"for loff, ext_ref in seg_ext_ref.items():\n",
" pdict['loff'] = loff\n",
" ext = get_area_extent_fix(pdict)\n",
" print(ext == ext_ref) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What about other instruments?\n",
"\n",
"In contrast to SEVIRI, the AHI image datum is at the center of the image (-> floating loff/coff) and AHI is scanning N2S."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"filenames = glob.glob('/data/georing/ahi_hsd/HS_H08_20180118_0000*')\n",
"scene2 = Scene(filenames=filenames, reader='ahi_hsd')\n",
"scene2.load(['B13'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Test whether the updated method reproduces the AHI scene's area definition:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pdict = {'a': 6378137.00,\n",
" 'b': 6356752.30,\n",
" 'h': 35785863.00,\n",
" 'ssp_lon': 140.7,\n",
" 'nlines': 5500,\n",
" 'ncols': 5500,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area',\n",
" 'cfac': 20466275,\n",
" 'lfac': 20466275,\n",
" 'coff': 2750.5,\n",
" 'loff': 2750.5,\n",
" 'scandir': 'N2S'}\n",
"get_area_extent_fix(pdict) == scene2['B13'].attrs['area'].area_extent"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Have a look at the coastlines:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/stephan/venv/satpy/lib/python3.8/site-packages/pyproj/crs/crs.py:543: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n",
" proj_string = self.to_proj4()\n",
"/home/stephan/venv/satpy/lib/python3.8/site-packages/pyproj/crs/crs.py:543: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n",
" proj_string = self.to_proj4()\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"areas = {'scene': scene2['B13'].attrs['area'],\n",
" 'fix': scene2['B13'].attrs['area'].copy(area_extent=get_area_extent_fix(pdict))}\n",
"for key, area in areas.items():\n",
" crs = area.to_cartopy_crs()\n",
" fig, ax = plt.subplots(subplot_kw={'projection': crs}, figsize=(10,10))\n",
" ax.set_extent([138.5, 140, -35, -37], crs=ccrs.PlateCarree())\n",
" ax.coastlines(resolution='10m')\n",
" ax.imshow(scene2['B13'], transform=crs, extent=crs.bounds, origin='upper', vmin=280, vmax=310)\n",
" ax.set_title(key)\n",
"plt.show()\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Last check\n",
"\n",
"There is no such instrument, but for completeness check floating loff/coff with S2N scanning direction"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(5499999.901174725, 5499999.901174725, -5499999.901174725, -5499999.901174725)\n"
]
}
],
"source": [
"# AHI flipped\n",
"pdict = {'a': 6378137.00,\n",
" 'b': 6356752.30,\n",
" 'h': 35785863.00,\n",
" 'ssp_lon': 140.7,\n",
" 'nlines': 5500,\n",
" 'ncols': 5500,\n",
" 'a_name': 'geostest',\n",
" 'a_desc': 'test area',\n",
" 'p_id': 'test_area',\n",
" 'cfac': -20466275,\n",
" 'lfac': -20466275,\n",
" 'coff': 2750.5,\n",
" 'loff': 2750.5,\n",
" 'scandir': 'S2N'}\n",
"area = scene2['B13'].attrs['area'].copy(area_extent=get_area_extent_fix(pdict))\n",
"print(area.area_extent)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/stephan/venv/satpy/lib/python3.8/site-packages/pyproj/crs/crs.py:543: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n",
" proj_string = self.to_proj4()\n",
"/usr/lib/python3/dist-packages/cartopy/mpl/feature_artist.py:163: UserWarning: Unable to determine extent. Defaulting to global.\n",
" warnings.warn('Unable to determine extent. Defaulting to global.')\n"
]
},
{
"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": [
"# Full disk\n",
"crs = area.to_cartopy_crs()\n",
"fig, ax = plt.subplots(subplot_kw={'projection': crs})\n",
"ax.coastlines(resolution='10m')\n",
"ax.imshow(np.flipud(np.fliplr(scene2['B13'])), transform=crs, extent=crs.bounds, origin='upper')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Zoom. Note that ax.set_extent rotates the map\n",
"crs = area.to_cartopy_crs()\n",
"fig, ax = plt.subplots(subplot_kw={'projection': crs}, figsize=(10,10))\n",
"ax.set_extent([138.5, 140, -35, -37], crs=ccrs.PlateCarree())\n",
"ax.coastlines(resolution='10m')\n",
"ax.imshow(np.flipud(np.fliplr(scene2['B13'])), transform=crs, extent=crs.bounds, origin='upper', vmin=280, vmax=310)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "satpy",
"language": "python",
"name": "satpy"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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