{ "cells": [ { "cell_type": "markdown", "id": "b39f47ce-e430-4610-92a7-ba4ceebe096d", "metadata": {}, "source": [ "# Averages of ocean data\n", "\n", "While we provide atmosphere and ocean data on the same HEALPix grid, handling ocean data requires some special care due to the border between land and ocean. At the finest output grid resolution, we treat a cell either as completely ocean or as completely land, but during coarsening steps, a grid cell can be partially ocean and partially land.\n", "\n", "The coarse ocean data contains aggregations of only the ocean (or more generally non-`NaN` cells), thus e.g. the ocean temperature on a grid cell on the border will still contain the correct ocean temperature. However when doing spatial (e.g. global) averages, partial ocean cells need to be weighted less than fully covered cells to obtain the right result." ] }, { "cell_type": "code", "execution_count": 1, "id": "f588c765-8d66-4485-8096-38e2fac119cd", "metadata": {}, "outputs": [], "source": [ "import intake\n", "\n", "cat = intake.open_catalog(\"https://data.nextgems-h2020.eu/catalog.yaml\")\n", "experiment = cat.ICON.ngc3028" ] }, { "cell_type": "markdown", "id": "f0c42500-de44-47b1-aeac-dc5494c16985", "metadata": {}, "source": [ "## doing it wrong\n", "\n", "Let's first have a look at what would happen if we'd just compute a `mean` over all the cells for different `zoom` levels:" ] }, { "cell_type": "code", "execution_count": 2, "id": "0571654e-1c78-438e-a748-0a9911af0f86", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "for zoom in range(11):\n", " ws = experiment(zoom=zoom).to_dask().wind_speed_10m.sel(time=\"2020-01\")\n", " ws.mean(\"cell\").plot(label=zoom)\n", "plt.legend()\n", "plt.title(\"(WRONG) global average over zoom levels\")\n", "None" ] }, { "cell_type": "markdown", "id": "4bec656d-6720-4b2d-87d1-642efd297eac", "metadata": {}, "source": [ "... we get wildly different results, across zoom levels. There is some convergence towards higher resolution because there are proportionally less border cells, but that would of course defeat the purpose of the output hierarchy.\n", "\n", "## doing it right\n", "So how can we do better?\n", "\n", "The dataset provides the area fractions of grid cells covered by ocean in the `ocean_fraction_*` variables. There's one variable per vertical grid type. So let's do a weighted average:" ] }, { "cell_type": "code", "execution_count": 3, "id": "1fb0955e-c426-4fd5-9536-95592c8270ca", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "for zoom in range(11):\n", " ds = experiment(zoom=zoom).to_dask()\n", " ws = ds.wind_speed_10m.sel(time=\"2020-01\")\n", " ws.weighted(ds.ocean_fraction_surface).mean(\"cell\").plot(label=zoom)\n", "plt.legend()\n", "plt.title(\"global average over zoom levels\")\n", "None" ] }, { "cell_type": "markdown", "id": "426f6d02-d529-47eb-bbc5-437b490b78f3", "metadata": {}, "source": [ "much better! Now we have all globale averages on the same line and thus can use the coarsest `zoom` level and profit from the output hierarchy.\n", "\n", "## Be careful with 3D data\n", "\n", "There's a subtle trap for slices of 3D data. If you select a slice out of the data but not out of the weights (and don't specify the dimension to run the `mean` along), the code unfortunately works, but gives **false results**:" ] }, { "cell_type": "code", "execution_count": 4, "id": "9b18d0d7-8b50-4085-af8e-48bf97a88ed2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "18.749441642680484\n", "18.93881387033061\n", "19.057018612270735\n", "19.089355867021848\n", "19.10544300635326\n", "19.11321655991825\n", "19.11671614014757\n", "19.118259981523554\n", "19.118799459602887\n", "19.118264115458455\n", "19.124199430653736\n" ] } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "for zoom in range(11):\n", " ds = experiment(zoom=zoom).to_dask()\n", " to = ds.to.isel(time=0, depth_full=0)\n", " print(to.weighted(ds.ocean_fraction_depth_full).mean().values)" ] }, { "cell_type": "markdown", "id": "f46c015b-309f-4acf-8c84-a8c91adf6ce0", "metadata": {}, "source": [ "If you only look at one slice out of the 3D data, you'll have to subselect the weights as well. Here's the **correct version**:" ] }, { "cell_type": "code", "execution_count": 5, "id": "5c30a543-6ebd-4017-b9f1-9d34decd022d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "18.578372131136117\n", "18.578370332669174\n", "18.578370332669174\n", "18.578372131136117\n", "18.57836493726835\n", "18.578368534202234\n", "18.578373929603057\n", "18.578370332669174\n", "18.578372131136117\n", "18.57835594493364\n", "18.578350549532814\n" ] } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "for zoom in range(11):\n", " ds = experiment(zoom=zoom).to_dask()\n", " to = ds.to.isel(time=0, depth_full=0)\n", " print(to.weighted(ds.ocean_fraction_depth_full.isel(depth_full=0)).mean().values)" ] } ], "metadata": { "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 }