{ "cells": [ { "cell_type": "markdown", "id": "a2ed3d3b-1e72-4751-b318-d131b1b55c00", "metadata": {}, "source": [ "# Resampling to lon-lat grid\n", "\n", "This notebook shows a quick way to resample HEALPix data to a lon/lat grid using nearest neighbors.\n", "\n", "## Remapping via source indices\n", "Likely, the easiest method for resampling HEALPix data is to compute which index of the HEALPix grid corresponds to each pixel of the target grid. We'll take this approach and build a function which computes the HEALPix pixel indices for each lon/lat pair in a [rectilinear grid](https://en.wikipedia.org/wiki/Regular_grid#Rectilinear_grid) of longitudes and latitudes:" ] }, { "cell_type": "code", "execution_count": 1, "id": "ed9df4e6-d8b6-4ce8-930a-fa6b17dbbacf", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import healpy\n", "\n", "\n", "def get_nn_lon_lat_index(nside, lons, lats):\n", " lons2, lats2 = np.meshgrid(lons, lats)\n", " return xr.DataArray(\n", " healpy.ang2pix(nside, lons2, lats2, nest=True, lonlat=True),\n", " coords=[(\"lat\", lats), (\"lon\", lons)],\n", " )" ] }, { "cell_type": "markdown", "id": "002d7607-c480-4e49-8d25-40fcf422f226", "metadata": {}, "source": [ "Let's try this function on a coarse HEALPix grid (`nside=2`) and for a coarse global lon/lat grid. We'll obtain an array of cell indices:" ] }, { "cell_type": "code", "execution_count": 2, "id": "295c30d4-9f04-4583-b619-8445c209ece9", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (lat: 5, lon: 10)>\n",
       "array([[40, 40, 40, 44, 44, 32, 32, 36, 36, 40],\n",
       "       [42, 42, 41, 46, 45, 34, 33, 38, 37, 42],\n",
       "       [25, 25, 30, 29, 18, 17, 22, 21, 26, 25],\n",
       "       [10, 10,  9, 14, 13,  2,  1,  6,  5, 10],\n",
       "       [11, 11, 11, 15, 15,  3,  3,  7,  7, 11]])\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 -90.0 -45.0 0.0 45.0 90.0\n",
       "  * lon      (lon) float64 -180.0 -140.0 -100.0 -60.0 ... 60.0 100.0 140.0 180.0
" ], "text/plain": [ "\n", "array([[40, 40, 40, 44, 44, 32, 32, 36, 36, 40],\n", " [42, 42, 41, 46, 45, 34, 33, 38, 37, 42],\n", " [25, 25, 30, 29, 18, 17, 22, 21, 26, 25],\n", " [10, 10, 9, 14, 13, 2, 1, 6, 5, 10],\n", " [11, 11, 11, 15, 15, 3, 3, 7, 7, 11]])\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -45.0 0.0 45.0 90.0\n", " * lon (lon) float64 -180.0 -140.0 -100.0 -60.0 ... 60.0 100.0 140.0 180.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_nn_lon_lat_index(2, np.linspace(-180, 180, 10), np.linspace(-90, 90, 5))" ] }, { "cell_type": "markdown", "id": "8f86136f-6330-4dc4-bac8-c8c7e382e22a", "metadata": {}, "source": [ "This doesn't look too bad (we expect values in the range of $0$ to $12 N_\\rm{side}^2-1$ or $0$ to $47$ in this case). But let's also check this result visually with a few more pixels:" ] }, { "cell_type": "code", "execution_count": 3, "id": "7ebcbefb-b629-47cb-9776-3cefd6be2002", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_nn_lon_lat_index(2, np.linspace(-180, 180, 800), np.linspace(-90, 90, 400)).plot(\n", " figsize=(8, 4)\n", ")\n", "None" ] }, { "cell_type": "markdown", "id": "f34e79d7-109f-43d4-9e56-38daedf5bf6c", "metadata": {}, "source": [ "Indeed, this shows us the HEALPix pixel numbers on a lon/lat grid as depicted in [Górski et al., 2004](https://iopscience.iop.org/article/10.1086/427976/pdf):\n", "\n", "![Gorski_HEALPix-2 NEST pixel numbers](gorski_healpix_2_nest.png)" ] }, { "cell_type": "markdown", "id": "d47b6eb5-6fcd-40e2-87b1-1585d6ad4b4b", "metadata": {}, "source": [ "This seems to be correct, so let's apply it to some model output:\n", "\n", "## Remapping model output\n", "\n", "Of course, we first need access to some model output:" ] }, { "cell_type": "code", "execution_count": 4, "id": "f6d37174-5d17-469d-b241-2a20a56c7395", "metadata": {}, "outputs": [], "source": [ "import intake\n", "\n", "cat = intake.open_catalog(\"https://data.nextgems-h2020.eu/catalog.yaml\")" ] }, { "cell_type": "markdown", "id": "e7921798-7fef-4e74-9f77-0560c3cef848", "metadata": {}, "source": [ "When selecting the `zoom` level, it's best to find a level which approximately matches your desired output resolution. Please have a look at the [HEALPix intro](index.rst#healpix-spatial-resolution) for a comparison between angular resolution and typical HEALPix `zoom` levels. In this case, we have an angular resolution of about 0.05°, so `zoom=10` is probably appropriate." ] }, { "cell_type": "code", "execution_count": 5, "id": "b8963f20-9230-4db7-bd1b-65c6c7e2935c", "metadata": { "tags": [] }, "outputs": [], "source": [ "zoom = 10\n", "ds = cat.ICON.ngc3028(zoom=zoom, time=\"PT30M\").to_dask()" ] }, { "cell_type": "markdown", "id": "1a62b66e-b5b7-4e10-9a9c-116435e7c80a", "metadata": {}, "source": [ "Now that we have the output available, let's compute remapping indices for a region including the Amazon and the Caribbean:" ] }, { "cell_type": "code", "execution_count": 6, "id": "f5fea4c4-0cbd-4d23-b338-252adb166c45", "metadata": { "tags": [] }, "outputs": [], "source": [ "idx = get_nn_lon_lat_index(\n", " 2**zoom, np.linspace(-70, -55, 300), np.linspace(5, 20, 300)\n", ")" ] }, { "cell_type": "markdown", "id": "4878b8ef-2ea1-4535-b95d-ad02de4d9945", "metadata": {}, "source": [ "We can now use the index to select from the `cell` dimension to obtain a new `xr.DataArray` with surface temperature on a `lon` `lat` grid:" ] }, { "cell_type": "code", "execution_count": 7, "id": "d12da554-fbbd-46f4-8dd8-374d9598b232", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'tas' (lat: 300, lon: 300)>\n",
       "[90000 values with dtype=float32]\n",
       "Coordinates:\n",
       "    time     datetime64[ns] 2020-01-20T00:30:00\n",
       "  * lat      (lat) float64 5.0 5.05 5.1 5.151 5.201 ... 19.85 19.9 19.95 20.0\n",
       "  * lon      (lon) float64 -70.0 -69.95 -69.9 -69.85 ... -55.1 -55.05 -55.0\n",
       "Attributes:\n",
       "    cell_methods:   time: point\n",
       "    component:      atmo\n",
       "    grid_mapping:   crs\n",
       "    long_name:      temperature in 2m\n",
       "    standard_name:  air_temperature\n",
       "    units:          K\n",
       "    vgrid:          height_2m
" ], "text/plain": [ "\n", "[90000 values with dtype=float32]\n", "Coordinates:\n", " time datetime64[ns] 2020-01-20T00:30:00\n", " * lat (lat) float64 5.0 5.05 5.1 5.151 5.201 ... 19.85 19.9 19.95 20.0\n", " * lon (lon) float64 -70.0 -69.95 -69.9 -69.85 ... -55.1 -55.05 -55.0\n", "Attributes:\n", " cell_methods: time: point\n", " component: atmo\n", " grid_mapping: crs\n", " long_name: temperature in 2m\n", " standard_name: air_temperature\n", " units: K\n", " vgrid: height_2m" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tas_lon_lat = ds.tas.isel(time=0, cell=idx)\n", "tas_lon_lat" ] }, { "cell_type": "markdown", "id": "105a75c9-345b-49b8-bd87-7b8676d3a8d4", "metadata": {}, "source": [ "As the data is now on a rectangular grid, we can plot it quite easily:" ] }, { "cell_type": "code", "execution_count": 8, "id": "13ac0031-b312-4c4c-8962-550ed7d51aa5", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tas_lon_lat.plot()\n", "None" ] }, { "cell_type": "markdown", "id": "bfa6d101-4b2d-4e2f-9544-e6cc1fe04a0d", "metadata": {}, "source": [ "## Anti-Aliasing\n", "\n", "Nearest-Neighbor remapping can lead to [aliasing](https://en.wikipedia.org/wiki/Aliasing): along steep gradients (e.g. the temperature difference between land and water along the Amazon river), data is picked seemingly randomly from either side of the gradient (it depends on how the source and target grids fit onto each other on the very fine scale). While this effect likely averages out when analyzing larger areas, it can disturb the local scale. Several methods exist to overcome this problem. A simple approximative way is [supersampling](https://en.wikipedia.org/wiki/Supersampling), where we first interpolate to a finer grid and then average the interpolated data back to our target grid. Uniform supersampling can be implemented as follows:" ] }, { "cell_type": "code", "execution_count": 9, "id": "379d94c3-7540-4bc8-ac1c-f8ee23905ef6", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "supersampling = {\"lon\": 4, \"lat\": 4}\n", "idx = get_nn_lon_lat_index(\n", " 2**zoom,\n", " np.linspace(-70, -55, supersampling[\"lon\"] * 300),\n", " np.linspace(5, 20, supersampling[\"lat\"] * 300),\n", ")\n", "tas_lon_lat_aa = ds.tas.isel(time=0, cell=idx).coarsen(supersampling).mean()\n", "tas_lon_lat_aa.plot()\n", "None" ] }, { "cell_type": "markdown", "id": "3ed6610a-4a96-450c-9fc3-74d90b5467a2", "metadata": {}, "source": [ "While the output barely changes for uniform areas, regions with gradients apprear much smoother now." ] }, { "cell_type": "markdown", "id": "bdd2f041-0860-4d8d-9a6e-fd17d89b8244", "metadata": {}, "source": [ "## Saving to disk\n", "\n", "Of course, any data remapped this way can be saved to disk by the usual means of [xarray I/O methods](https://docs.xarray.dev/en/stable/user-guide/io.html), including `netCDF` and `zarr` formats. If data is opened using `dask` ([remember](healpix_starter.ipynb) to use some `chunks` definition while opening), it is possible to perform the regridding lazily, chunk by chunk while writing the output." ] }, { "cell_type": "markdown", "id": "ffdd71c9-5b66-4a60-a299-80921d8bccd4", "metadata": {}, "source": [ "## Selecting zoom level automatically\n", "\n", "If we want a simple automatic way of selecting an appropriate zoom level, we can also compute HEALPix indices for multiple `zoom` levels and observe how many unique index values we obtain:\n", "\n", "* If we have only a few unique values, a single model output pixel will end up in many pixels in the lon/lat projection: the HEALPix resolution is too coarse for the desired lon/lat grid.\n", "* If we have as many unique values as lon/lat pixels, every lon/lat pixel will get data from a different model output pixel, but we might skip a bunch of model pixels, thus subsample the output and might see aliasing effects.\n", "\n", "So to choose an appropriate `zoom` level, we might want to search for the zoom where the `unique_fraction` goes towards 1 but not necessarily be exactly 1.\n", "\n", "Selecting a good `zoom` level comes with multiple advantages:\n", "\n", "* We don't load excessive amounts of data -> our code becomes faster\n", "* Using pre-aggregated data can reduce aliasing effects (if the output hierarchy uses area averaging)" ] }, { "cell_type": "code", "execution_count": 10, "id": "613374d6-f3b4-4951-a977-c1e4841f0382", "metadata": { "tags": [] }, "outputs": [], "source": [ "@lambda f: np.vectorize(f, excluded={1, 2})\n", "def unique_fraction(nside, lons, lats):\n", " idx = get_nn_lon_lat_index(nside, lons, lats)\n", " return np.unique(idx).size / idx.size" ] }, { "cell_type": "markdown", "id": "a5c21fd6-28ca-431b-96f4-9ce6adf22b1f", "metadata": {}, "source": [ "Let's try this function for several `zoom` levels and different grids:" ] }, { "cell_type": "code", "execution_count": 11, "id": "ed9f9ef0-fd9d-46db-a074-ced519e729b1", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "zoom = np.arange(15)\n", "\n", "grids = [\n", " (np.linspace(-70, -55, 300), np.linspace(5, 20, 300), \"Carribean, fine\"),\n", " (np.linspace(-70, -55, 100), np.linspace(5, 20, 100), \"Carribean, coarse\"),\n", " (np.linspace(-180, 180, 360), np.linspace(-90, 90, 180), \"Globe, 1° by 1°\"),\n", "]\n", "\n", "for lons, lats, label in grids:\n", " plt.plot(zoom, unique_fraction(2**zoom, lons, lats), label=label)\n", "\n", "plt.xlabel(\"zoom\")\n", "plt.ylabel(\"unique fraction\")\n", "plt.legend()\n", "None" ] }, { "cell_type": "markdown", "id": "a14378b3-d616-4195-93e5-f4a04a2661f1", "metadata": {}, "source": [ "As the change between 0 and 1 typically is rather steep, we could get a simple criterion for \"approaching 1\" by just picking the first zoom level where `unique_fraction > 0.5` and use that as a suggested zoom level:" ] }, { "cell_type": "code", "execution_count": 12, "id": "40be448f-0068-4014-a11f-ef7a2fc27cd4", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Carribean, fine 10\n", "Carribean, coarse 9\n", "Globe, 1° by 1° 6\n" ] } ], "source": [ "for lons, lats, label in grids:\n", " print(f\"{label:30s} {np.argmax(unique_fraction(2**zoom, lons, lats) > 0.5)}\")" ] }, { "cell_type": "markdown", "id": "edfd0d29-a219-4909-bca6-e9951951f774", "metadata": {}, "source": [ "So based on this criterion, the best zoom level for our initial example would indeed be `10`. We can also see that level `6` could be appropriate for a global 1° by 1° grid as suggested in the [HEALPix intro](index.rst#healpix-spatial-resolution)." ] } ], "metadata": { "jupytext": { "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version" }, "kernelspec": { "display_name": "Python 3 (based on the module python3/2023.01)", "language": "python", "name": "python3_2023_01" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.10" } }, "nbformat": 4, "nbformat_minor": 5 }