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@maspetsberger
Created August 3, 2018 14:27
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Handling Sentinel-5P Footprints"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the frame of our Earth Observation projects at Catalysts, we frequently stumble over small things, like efficiently handling satellite footprints. In this blog-post we want to share some of our experience when it comes to handling large area footprints that stretch over the dateline or the poles. It’s not rocket science per se, but maybe not that obvious either.\n",
"\n",
"The Sentinel-5 Precursor mission flying the TROPOMI instrument was launched last October. It is observing our earth with a high spatial and spectral resolution to monitor various atmospheric aspects. You can read more about it [here](https://sentinels.copernicus.eu/web/sentinel/missions/sentinel-5p). \n",
"\n",
"Since a few weeks ago, the data is being published on the [Copernicus Open Access Hub](https://scihub.copernicus.eu/news/News00351) for everyone to access. My colleague Alejandro and I had a quick look to see how well it can be used for our GRASP projects."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import netCDF4\n",
"from mpl_toolkits.basemap import Basemap"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ds = netCDF4.Dataset(\"/archive/copernicus.eu/s5p_offl_l2__co____/2018/07/19/S5P_OFFL_L2__CO_____20180719T020227_20180719T034356_03954_01_010100_20180725T012406.nc\", 'r')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data = ds['PRODUCT']['carbonmonoxide_total_column'][0, :, :]\n",
"data_lat,data_lon = ds['PRODUCT']['latitude'][0, :, :], ds['PRODUCT']['longitude'][0, :, :]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following image is showing the carbon monoxide concentration for one S5P orbit on July 19th:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:1711: MatplotlibDeprecationWarning: The axesPatch function was deprecated in version 2.1. Use Axes.patch instead.\n",
" if limb is not ax.axesPatch:\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f46ecc756a0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure(figsize(10,8))\n",
"m = Basemap(projection='ortho', lon_0=120, lat_0=45, resolution='l')\n",
"title(\"Total Column Carbon Monoxide Concentration, S5P/TROPOMI Orbit 3954\", weight=\"bold\")\n",
"m.drawcoastlines()\n",
"m.drawcountries()\n",
"colorbar(m.pcolormesh(*m(data_lon[800:], data_lat[800:]), data[800:], vmax=0.15))\n",
"m.plot(0,90, \"ro\", latlon=True)\n",
"m.plot(ones(90*2)*180, arange(90,-90,-1), \"r-.\", label=\"dateline\", latlon=True)\n",
"legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There is not much going on in that orbit, there is a bit of CO emission near Jakutsk in Sibiria, Russia, likely due to [vast wildfires in that region](https://earthobservatory.nasa.gov/images/92165/sweltering-smoky-fires-in-siberia)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking at the Footprint Boundaries\n",
"Just like other earth observation datasets, Sentinel-5P products are disseminated in terms of orbits, typically 14 per day. When developing algorithms, and testing it a specific region, it is essential to locate the relevant data quickly. Going through all 14 orbits, loading all data and discarding what is not needed is tremendously slow.\n",
"\n",
"A much quicker way is to only test the footprint boundaries for a match. This can typically be done with a handful of tests.\n",
"\n",
"While the S5P products are pretty big in size, they luckily have the footprint boundaries stored in an attribute:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"footprint = [float(f) for f in getattr(ds['METADATA/EOP_METADATA/om:featureOfInterest/eop:multiExtentOf/gml:surfaceMembers/gml:exterior'], 'gml:posList').split(' ')]\n",
"flon, flat = footprint[1::2], footprint[0::2]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"tests = [\n",
" (\"New Zealand\", 170,-45, True),\n",
" (\"North Pole\", 0, 90, True),\n",
" (\"Argentina\", -70,-45, False),\n",
" (\"Iceland\", -20, 66, True),\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f46f0211198>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m = Basemap()\n",
"title(\"S5P/TROPOMI Orbit 3954 Footprint\", weight=\"bold\")\n",
"m.drawcoastlines()\n",
"m.scatter(flon, flat, marker=\".\", color=\"green\", label=\"Outline\")\n",
"m.drawmeridians(range(-180,180,45), labels=[0,0,0,1]); m.drawparallels(range(-90,90,45), labels=[1,0,0,0]);\n",
"m.plot([x for (_,x,_,_) in tests], [y for (_,x,y,_) in tests], \"ro\", label=\"Tests\")\n",
"legend(loc=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Given the wide swath of TROPOMI, 2600km, and the fact that the products are distributed as full (half) orbit files, the footprint boundaries will almost always cross the dateline. On the Earth's surface this is fine, but on a 2D map the wrap-around is troublesome: ... 175, 178, -179, -176, ..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f46ed919a90>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m = Basemap()\n",
"title(\"S5P/TROPOMI Orbit 3954 Footprint\", weight=\"bold\")\n",
"m.drawcoastlines()\n",
"fill(flon, flat, label=\"Fill\")\n",
"m.drawmeridians(range(-180,180,45), labels=[0,0,0,1]); m.drawparallels(range(-90,90,45), labels=[1,0,0,0]);\n",
"legend(loc=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If libraries are not built to handle these cases, they'll likely interpret the shape wrongly and mess up the covered area."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing Footprint Intersections\n",
"[Shapely](https://github.com/Toblerity/Shapely) is usually a good tool to handle geometric operations, e.g. to test for polygon-polygon intersections. But when using it to handle the S5P orbits, it seems to have issues like the other 2D libraries:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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],
"text/plain": [
"<shapely.geometry.polygon.Polygon at 0x7f46f0133048>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from shapely import geometry\n",
"fp_poly = geometry.Polygon(list(zip(flon, flat)))\n",
"fp_poly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we run our suite of test locations, we get this:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"New Zealand is outside (*wrong*)\n",
"North Pole is outside (*wrong*)\n",
"Argentina is inside (*wrong*)\n",
"Iceland is inside (correct)\n"
]
}
],
"source": [
"for (l,x,y,t) in tests:\n",
" a = fp_poly.contains(geometry.Point(x,y))\n",
" print (l, \"is\", \"inside\" if a else \"outside\", \"(correct)\" if a == t else \"(*wrong*)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All tests but one fail."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### So, how do we fix this?\n",
"Well, I can think of four ways to handle it:\n",
"1. Cut the one big footprint polygon in several smaller, so that each individual one has no dateline crossing anymore\n",
"1. Define the footprint by a point and offsets from it\n",
"1. Tinker with the coordinates by shifting and wrapping and using some fancy checks to test the intersection\n",
"1. Reproject the coordinates into another space, where there is no discontinuity\n",
"\n",
"For sake of simplicity, it would be best if ESA could change the products to include (1). But for the time being (4) seems like the best option."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Working with Spherical Geometries\n",
"One space in which no such discontinuity exists is the spherical domain. Luckily there is a ready-to-use [Spherical Geometry](https://github.com/spacetelescope/spherical_geometry) package around, which can be installed via `pip`.\n",
"\n",
"A `SphericalPolygon` can be constructed either via transforming lat/lon coordinates into cartesian, or via the `from_lonlat` constructor functions."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from spherical_geometry.polygon import SphericalPolygon"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"New Zealand is inside (*wrong*)\n",
"North Pole is inside (*wrong*)\n",
"Argentina is inside (*wrong*)\n",
"Iceland is inside (*wrong*)\n"
]
}
],
"source": [
"sp = SphericalPolygon.from_lonlat(lon=flon, lat=flat)\n",
"for (site,x,y,expect) in tests:\n",
" actual = sp.contains_lonlat(x,y)\n",
" print (site, \"is\", \"inside\" if a else \"outside\", \"(correct)\" if actual == expect else \"(*wrong*)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmmm, this is not working at all. Did we get any of the parameters wrong?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A simple test\n",
"Let's have a look at a simple, non-problematic test."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"sp = SphericalPolygon.from_lonlat([-10, -10, 10, 10, -10], [-10, 10, 10, -10, -10])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sp.draw(m, latlon=True, color=\"red\")\n",
"m.drawcoastlines()\n",
"m.drawmeridians(range(-180,180,45), labels=[0,0,0,1]); m.drawparallels(range(-90,90,45), labels=[1,0,0,0]);"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(True, False)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sp.contains_lonlat(0,0), sp.contains_lonlat(-45,-45)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All good. We are at least using it the right way and it is working in general.\n",
"\n",
"Let's look at an example near the dateline now."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"sp = SphericalPolygon.from_lonlat([170, 170, -170, -170, 170], [-10, 10, 10, -10, -10])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sp.draw(m, latlon=True, color=\"red\")\n",
"m.drawcoastlines()\n",
"m.drawmeridians(range(-180,180,45), labels=[0,0,0,1]); m.drawparallels(range(-90,90,45), labels=[1,0,0,0]);"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(True, True)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sp.contains_lonlat(175,0), sp.contains_lonlat(0,0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot does not work - which we kind of expected - but the test doesn't work either.\n",
"That's a bummer. After all we want to use it for exactly that purpose.\n",
"\n",
"Now, if one looks closer at the [documentation](http://spacetelescope.github.io/spherical_geometry/api/spherical_geometry.polygon.SphericalPolygon.html#spherical_geometry.polygon.SphericalPolygon.inside), there is actually an `inside` or `center` parameter to specify a point within the polygon:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(True, False)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sp = SphericalPolygon.from_lonlat([170, 170, -170, -170, 170], [-10, 10, 10, -10, -10], center=(175,0))\n",
"sp.contains_lonlat(175,0), sp.contains_lonlat(0,0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Excellent, that seems to do the trick."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Back to the full footprint\n",
"Let's see how things look with that little hint:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"New Zealand is inside (correct)\n",
"North Pole is inside (correct)\n",
"Argentina is inside (correct)\n",
"Iceland is inside (correct)\n"
]
}
],
"source": [
"sp = SphericalPolygon.from_lonlat(lon=flon, lat=flat, center=(170,-45))\n",
"for (site,x,y,expect) in tests:\n",
" actual = sp.contains_lonlat(x,y)\n",
" print (site, \"is\", \"inside\" if a else \"outside\", \"(correct)\" if actual == expect else \"(*wrong*)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Awesome, 4 out of 4!\n",
"\n",
"Now, it is a bit odd to specify the center manually. For our processing we chose an arbitrary point of the `(lon,lat)` values from the band's georeferencing data."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"New Zealand is inside (correct)\n",
"North Pole is inside (correct)\n",
"Argentina is inside (correct)\n",
"Iceland is inside (correct)\n"
]
}
],
"source": [
"sp = SphericalPolygon.from_lonlat(lon=flon, lat=flat, center=(data_lon[10,10], data_lat[10,10]))\n",
"for (site,x,y,expect) in tests:\n",
" actual = sp.contains_lonlat(x,y)\n",
" print (site, \"is\", \"inside\" if a else \"outside\", \"(correct)\" if actual == expect else \"(*wrong*)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You should, however, not choose any of the footprint boundaries itself: "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"New Zealand is inside (*wrong*)\n",
"North Pole is inside (correct)\n",
"Argentina is inside (*wrong*)\n",
"Iceland is inside (correct)\n"
]
}
],
"source": [
"sp = SphericalPolygon.from_lonlat(lon=flon, lat=flat, center=(flon[0], flat[0]))\n",
"for (site,x,y,expect) in tests:\n",
" actual = sp.contains_lonlat(x,y)\n",
" print (site, \"is\", \"inside\" if a else \"outside\", \"(correct)\" if actual == expect else \"(*wrong*)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you don't want to touch the geocoding variables for the test, you could try to infer the point e.g. by finding the equatorial crossing. A product's swath will always be smaller than the non-covered part of the equator."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Speed Comparison"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.15 s ± 175 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"sp = SphericalPolygon.from_lonlat(lon=flon, lat=flat, center=(data_lon[10,10], data_lat[10,10]))\n",
"%timeit [ sp.contains_lonlat(x,y) for x in range(-50,50) for y in range(-50,50) ]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.09 s ± 21.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit [ fp_poly.contains(geometry.Point(x,y)) for x in range(-50,50) for y in range(-50,50) ]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In terms of processing speed, it seems to be around half as fast as Shapely, with some 41ms per point-test."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A Proper Plot with Split Polygons"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At the end of the day, it would be nice to see how the polygon looks filled on the globe.\n",
"\n",
"To do this, we first setup two split polygons, one for the Western Hemisphere and one for the Eastern, and intersect each with the footprint Polygon:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.6/site-packages/spherical_geometry/great_circle_arc.py:338: RuntimeWarning: invalid value encountered in less\n",
" angle = np.where(diff < 0.0, (2.0 * np.pi) - angle, angle)\n"
]
}
],
"source": [
"e = 1e-6 # the spherical geometry library runs into assertions if using 90 or 180 exactly\n",
"east = SphericalPolygon.from_lonlat(lon=[0,0,180-e,180-e], lat=[90-e,-90+e,-90+e,90-e], center=(15,0))\n",
"west = SphericalPolygon.from_lonlat(lon=[-180+e,-180+e,0,0], lat=[90-e,-90+e,-90+e,90-e], center=(-15,0))\n",
"west_int, east_int = sp.intersection(west), sp.intersection(east)\n",
"split = list(west_int.to_lonlat()) + list(east_int.to_lonlat())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"_Note, I had to add/remove a tiny epsilon near the poles and the dateline to not run into some assertions._"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m = Basemap()\n",
"title(\"S5P/TROPOMI Orbit 3954 Footprint\", weight=\"bold\")\n",
"m.drawcoastlines()\n",
"for p in split:\n",
" fill( ((p[0] - 180) % 360) - 180, p[1])\n",
"m.drawmeridians(range(-180,180,45), labels=[0,0,0,1]); m.drawparallels(range(-90,90,45), labels=[1,0,0,0]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The orbit is now split in three polygons, as the intersection for the Western Hemisphere is not continuous.\n",
"The `SphericalPolygon.to_lonlat` export yields longitude values in the `[0..360]` domain, and hence need to be converted."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Notes\n",
"There is a frequently a warning popping up about `great_circle_arc.py:259: RuntimeWarning: invalid value encountered in intersects`. With some footprints, this lead to a failure of the intersection testing. This seems to origin in the optimized C implementation, but is not around in the numpy version (which is actually the fall-back). I have not yet had the time to investigate this."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# authors: michael.aspetsberger@catalysts.cc, alejandro.hernandez-cerezo@catalysts.cc"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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