{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Computing velocity-grid following sections with `sectionate`\n", "\n", "In this example, we use the `sectionate.grid_section` function to find the indices for the series of grid cell faces (corresponding to velocity points on an Arakawa \"C-grid\" model such as MOM6) that best approximate a hydrographic section input by the user. In this case, we consider both the West and East sections of the *Overturning of the Subpolar North Atlantic (OSNAP)* observational program.\n", "\n", "We consider both cases of MOM6's horizontal grid configurations: non-symmetric (excluding the cell faces at the western and southern edges of the domain; also used in MOM5 and the MITgcm C-grids) and symmetric (including all tracer cell faces)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sectionate version: 0.3.3\n" ] } ], "source": [ "import xgcm\n", "import xarray as xr\n", "import numpy as np\n", "import matplotlib.pylab as plt\n", "\n", "import sectionate\n", "print(f\"Sectionate version: {sectionate.__version__}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Unlabelled sections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A) Non-symmetric grid example (MOM5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load the model grid" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "X Axis (periodic, boundary='periodic'):\n", " * center xt_ocean --> right\n", " * right xu_ocean --> center\n", "Y Axis (not periodic, boundary='extend'):\n", " * center yt_ocean --> right\n", " * right yu_ocean --> center" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = xr.open_dataset('../data/MOM5_global_example_grid.nc')\n", "\n", "# Sectionate requires xgcm grid objects so that it knows the model's grid metrics\n", "# and horizontal boundary conditions.\n", "coords={\n", " 'X': {'center': 'xt_ocean', 'right': 'xu_ocean'},\n", " 'Y': {'center': 'yt_ocean', 'right': 'yu_ocean'},\n", "}\n", "grid = xgcm.Grid(ds, coords=coords, boundary={\"X\":\"periodic\", \"Y\":\"extend\"}, autoparse_metadata=False)\n", "display(grid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define section start, end, and some intermediate points to capture the general structure" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Some hard-coded coordinates that approximate the OSNAP section\n", "west_section_lons=[-56.8775, -52.0956, -49.8604, -47.6107, -44.8000]\n", "west_section_lats=[52.0166, 52.6648, 53.5577, 58.8944, 60.4000]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We call `sectionate.grid_section` to map our target section onto the model grid. Behind the scenes, `sectionate.create_section_composite` iterates through each of the consecutive linear segments in the section and uses `sectionate.create_section` to approximate them with the closest series of consecutive points on the \"corner\" points that corresponding to the vorticity grid (i.e. which connect the cell faces on which velocities are defined)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "i_c,j_c,lons_c,lats_c = sectionate.grid_section(\n", " grid,\n", " west_section_lons,\n", " west_section_lats,\n", " topology=\"MOM-tripolar\"\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the section in terms of both geographic coordinates and indices\n", "plt.figure(figsize=[15,5.5])\n", "plt.subplot(1,2,1)\n", "plt.pcolormesh(ds['geolon_t'], ds['geolat_t'], ds['ht'][1::,1::], cmap=\"viridis_r\")\n", "plt.plot(lons_c, lats_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.plot(west_section_lons, west_section_lats, \"C3+\", markersize=12., mew=4., alpha=0.75, label=\"Points of target section\")\n", "plt.axis([-65,-40, 51, 67])\n", "plt.xlabel(\"longitude\")\n", "plt.ylabel(\"latitude\")\n", "plt.title(\"With respect to geographic coordinates\")\n", "plt.legend(loc=\"upper right\")\n", "\n", "plt.subplot(1,2,2)\n", "plt.pcolormesh(ds['ht'].values, cmap=\"viridis_r\")\n", "plt.plot(i_c+1, j_c+1, 'k.-', markersize=1.5, lw=0.75) # add 1 to line up with tracer cell convention\n", "plt.axis([850,960, 725, 835])\n", "plt.title(\"With respect to model indices (i_c,j_c)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Find the locations of the velocity points from the section defined by corner indices" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "uvindices = sectionate.uvindices_from_qindices(grid, i_c, j_c)\n", "lons, lats = sectionate.uvcoords_from_uvindices(\n", " grid,\n", " uvindices,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Section orientation metadata\n", "\n", "Sectionate keeps track of the orientation of each section to ensure normal vectors have self-consistent sign conventions. The default orientation is such that a closed section will be clockwise when viewed from the south pole stereographic projection." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "plt.plot(west_section_lons, west_section_lats, \"C0o\", alpha=0.4)\n", "for (p, (var, lon, lat, nward, eward)) in enumerate(zip(uvindices['var'], lons, lats, uvindices['nward'], uvindices['eward'])):\n", " if var==\"V\":\n", " efact = 0.\n", " nfact = -1 if not(eward) else 1\n", " if var==\"U\":\n", " efact = -1 if nward else 1\n", " nfact = 0.\n", "\n", " plt.annotate('', xy=(lon+float(efact)*0.35, lat+float(nfact)*0.3), xycoords='data',\n", " xytext=(lon, lat),\n", " arrowprops=dict(facecolor='black', shrink=0.01, width=0.25, headwidth=5., headlength=4., alpha=0.4),\n", " horizontalalignment='center', verticalalignment='center')\n", "plt.plot(lons_c, lats_c, \"ko-\", alpha=0.5, markersize=3, label=\"tracer cell corners (vorticity grid)\")\n", "plt.plot(lons, lats, \"C1o\", alpha=0.5, lw=1, markersize=3, label=\"velocity cells (faces normal to section)\");" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "### B) Symmetric grid example (MOM6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Download example model output and generate grid" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from load_example_model_grid import load_MOM6_example_grid\n", "grid = load_MOM6_example_grid()\n", "ds = grid._ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define section start, end, and some intermediate points to capture the general structure\n", "\n", "We now consider a different section, which roughly corresponds to the Eastern part of the OSNAP array." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "east_section_lats=[60.3000, 58.8600, 58.0500, 58.0000, 56.5000]\n", "east_section_lons=[-44.9000, -30.5400, -28.0000, -14.7000, -5.9300]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We iterate on each linear segment of the section to better follow the path of the ship. We use `sectionate.create_section` to find the path of adjacent tracer cell indices that most closely follow each segment. The sub-sections for each linear segment are then appended to common arrays to build the full section.\n", "\n", "**Note:** the last point of a segment is removed to not duplicate the first point of the following segment.\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "i_c,j_c,lons_c,lats_c = sectionate.grid_section(\n", " grid,\n", " east_section_lons,\n", " east_section_lats,\n", " topology=\"MOM-tripolar\"\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[15,5.5])\n", "plt.subplot(1,2,1)\n", "plt.pcolormesh(ds['geolon_c'], ds['geolat_c'], ds['deptho'].where(ds['deptho']!=0), cmap=\"viridis_r\")\n", "plt.plot(lons_c, lats_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.plot(east_section_lons, east_section_lats, \"C3+\", markersize=12., mew=4., alpha=0.75, label=\"Points of target section\")\n", "plt.axis([-50, 0, 51, 67])\n", "plt.xlabel(\"longitude\")\n", "plt.ylabel(\"latitude\")\n", "plt.title(\"With respect to geographic coordinates\")\n", "plt.legend(loc=\"upper right\")\n", "\n", "plt.subplot(1,2,2)\n", "plt.pcolormesh(ds['deptho'].where(ds['deptho']!=0).values, cmap=\"viridis_r\")\n", "plt.plot(i_c, j_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.axis([166, 200, 123, 145])\n", "plt.title(\"With respect to model indices (i_c,j_c)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "uvindices = sectionate.uvindices_from_qindices(grid, i_c, j_c)\n", "lons, lats = sectionate.uvcoords_from_uvindices(\n", " grid,\n", " uvindices\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(-50.0), np.float64(0.0), np.float64(51.0), np.float64(67.0))" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "plt.plot(east_section_lons, east_section_lats, \"C0o\", alpha=0.4)\n", "for (p, (var, lon, lat, nward, eward)) in enumerate(zip(uvindices['var'], lons, lats, uvindices['nward'], uvindices['eward'])):\n", " if var==\"V\":\n", " efact = 0.\n", " nfact = -1 if not(eward) else 1\n", " if var==\"U\":\n", " efact = -1 if nward else 1\n", " nfact = 0.\n", "\n", " plt.annotate('', xy=(lon+float(efact), lat+float(nfact)), xycoords='data',\n", " xytext=(lon, lat),\n", " arrowprops=dict(facecolor='black', shrink=0.01, width=0.25, headwidth=5., headlength=4., alpha=0.4),\n", " horizontalalignment='center', verticalalignment='center')\n", "plt.plot(lons_c, lats_c, \"ko-\", alpha=0.5, markersize=3, label=\"tracer cell corners (vorticity grid)\")\n", "plt.plot(lons, lats, \"C1o\", alpha=0.5, lw=1, markersize=3, label=\"velocity cells (faces normal to section)\");\n", "plt.axis([-50, 0, 51, 67])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Labelled Sections\n", "\n", "When running analyses that involve many different sections and possibly multiply different model grids, it is helpful to use the labelled `Section` or `GriddedSection` classes to keep track of all the section-related data and metadata.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A) `Section`: named sections (with support for tracking child/parent relationships to other sections)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `Section` consists of a label (or section name) coupled to the section's coordinates:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Section(OSNAP-West, [(-56.8775, 52.0166), (-52.0956, 52.6648), (-49.8604, 53.5577), (-47.6107, 58.8944), (-44.8, 60.4)])\n", "attributes:\n", " name\n", " coords\n", " lons_c\n", " lats_c\n", " parent" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Section(OSNAP-East, [(-44.9, 60.3), (-30.54, 58.86), (-28.0, 58.05), (-14.7, 58.0), (-5.93, 56.5)])\n", "attributes:\n", " name\n", " coords\n", " lons_c\n", " lats_c\n", " parent" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "osnap_west = sectionate.Section(\n", " \"OSNAP-West\",\n", " (west_section_lons, west_section_lats)\n", ")\n", "display(osnap_west)\n", "\n", "osnap_east = sectionate.Section(\n", " \"OSNAP-East\",\n", " (east_section_lons, east_section_lats)\n", ")\n", "display(osnap_east)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some common sections are preset in `sectionate/catalog/*.json` files and can be loaded in directly without specifying their coordinates. The `utils` module contains various utility functions to browse the catalog. For example, the `get_all_section_names` function searches through the entires catalog and returns a list of the names of all available sections." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['11S',\n", " 'Bering Strait',\n", " 'Davis Strait',\n", " 'Denmark Strait',\n", " 'English Channel',\n", " 'Faroe Bank',\n", " 'Faroe Current',\n", " 'Fram Strait',\n", " 'Isthmus of Panama',\n", " 'MOVE 16N',\n", " 'NOAC 47N',\n", " 'OSNAP East',\n", " 'OSNAP West',\n", " 'Quebec',\n", " 'RAPID 26N',\n", " 'SAMBA',\n", " 'Strait of Gibraltar',\n", " 'Western Europe']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(sectionate.utils.get_all_section_names())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The OSNAP West and OSNAP East sections defined manually above are already available in the catalog, for example!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Section(OSNAP West, [(-58.0, 52.0), (-51.0, 52.5), (-49.0, 54.0), (-48.0, 58.5), (-45.0, 60.5), (-44.0, 64.0)])\n", "attributes:\n", " name\n", " coords\n", " lons_c\n", " lats_c\n", " parent" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Section(OSNAP East, [(-44.0, 64.0), (-42.0, 60.5), (-31.0, 59.0), (-28.0, 58.25), (-15.0, 58.0), (-12.5, 57.5), (-9.5, 57.25), (-5.0, 56.75)])\n", "attributes:\n", " name\n", " coords\n", " lons_c\n", " lats_c\n", " parent" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "osnap_west = sectionate.load_section(\"OSNAP West\")\n", "display(osnap_west)\n", "\n", "osnap_east = sectionate.load_section(\"OSNAP East\")\n", "display(osnap_east)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A convenient property of `Section`s is that they can be joined together to create \"parent\" sections that keep track of their \"child\" sections." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Section(OSNAP, [(-58.0, 52.0), (-51.0, 52.5), (-49.0, 54.0), (-48.0, 58.5), (-45.0, 60.5), (-44.0, 64.0), (-44.0, 64.0), (-42.0, 60.5), (-31.0, 59.0), (-28.0, 58.25), (-15.0, 58.0), (-12.5, 57.5), (-9.5, 57.25), (-5.0, 56.75)])\n", "attributes:\n", " name\n", " coords\n", " lons_c\n", " lats_c\n", " parent\n", " children:\n", " - Section(OSNAP West, [(-58.0, 52.0), (-51.0, 52.5), (-49.0, 54.0), (-48.0, 58.5), (-45.0, 60.5), (-44.0, 64.0)])\n", " - Section(OSNAP East, [(-44.0, 64.0), (-42.0, 60.5), (-31.0, 59.0), (-28.0, 58.25), (-15.0, 58.0), (-12.5, 57.5), (-9.5, 57.25), (-5.0, 56.75)])" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "osnap = sectionate.join_sections(\"OSNAP\", osnap_west, osnap_east)\n", "display(osnap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can trace these sections along a model grid just as before:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "i_c, j_c, lons_c, lats_c = sectionate.grid_section(\n", " grid,\n", " osnap.lons_c,\n", " osnap.lats_c,\n", " topology=\"MOM-tripolar\"\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[15,5.5])\n", "plt.subplot(1,2,1)\n", "plt.pcolormesh(ds['geolon_c'], ds['geolat_c'], ds['deptho'].where(ds['deptho']!=0), cmap=\"viridis_r\")\n", "plt.plot(lons_c, lats_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.plot(osnap.lons_c, osnap.lats_c, \"C3+\", markersize=12., mew=4., alpha=0.75, label=\"Points of target section\")\n", "plt.axis([-65, 0, 51, 67])\n", "plt.xlabel(\"longitude\")\n", "plt.ylabel(\"latitude\")\n", "plt.title(\"With respect to geographic coordinates\")\n", "plt.legend(loc=\"upper right\")\n", "\n", "plt.subplot(1,2,2)\n", "plt.pcolormesh(ds['deptho'].where(ds['deptho']!=0).values, cmap=\"viridis_r\")\n", "plt.plot(i_c, j_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.axis([156, 200, 123, 145])\n", "plt.title(\"With respect to model indices (i_c,j_c)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### B) `GriddedSection`: grid-native named sections\n", "\n", "A `GriddedSection` extends the concept of a labelled `Section` by coupling the `Section` to a specific instance of a model's `xgcm.Grid` class." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Section(OSNAP, [(-58.0, 52.0), (-51.0, 52.5), (-49.0, 54.0), (-48.0, 58.5), (-45.0, 60.5), (-44.0, 64.0), (-44.0, 64.0), (-42.0, 60.5), (-31.0, 59.0), (-28.0, 58.25), (-15.0, 58.0), (-12.5, 57.5), (-9.5, 57.25), (-5.0, 56.75)])\n", "attributes:\n", " name\n", " coords\n", " lons_c\n", " lats_c\n", " parent\n", " grid\n", " i_c\n", " j_c\n", " children:\n", " - Section(OSNAP West, [(-58.0, 52.0), (-51.0, 52.5), (-49.0, 54.0), (-48.0, 58.5), (-45.0, 60.5), (-44.0, 64.0)])\n", " - Section(OSNAP East, [(-44.0, 64.0), (-42.0, 60.5), (-31.0, 59.0), (-28.0, 58.25), (-15.0, 58.0), (-12.5, 57.5), (-9.5, 57.25), (-5.0, 56.75)])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "osnap_gridded = sectionate.GriddedSection(\n", " osnap,\n", " grid\n", ")\n", "osnap_gridded" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since mapping sections across high-resolution grids can be a bottleneck, we also provide utilities to save and load grided datasets." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Saving\n", "sectionate.utils.save_gridded_section(\"/tmp/osnap_gridded.json\", osnap_gridded)\n", "\n", "# Loading\n", "osnap_gridded = sectionate.utils.load_gridded_section(\"/tmp/osnap_gridded.json\", grid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we revisualize the entire gridded OSNAP section." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[15,5.5])\n", "plt.subplot(1,2,1)\n", "plt.pcolormesh(ds['geolon_c'], ds['geolat_c'], ds['deptho'].where(ds['deptho']!=0), cmap=\"viridis_r\")\n", "plt.plot(osnap_gridded.lons_c, osnap_gridded.lats_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.plot(osnap.lons_c, osnap.lats_c, \"C3+\", markersize=12., mew=4., alpha=0.75, label=\"Points of target section\")\n", "plt.axis([-65, 0, 51, 67])\n", "plt.xlabel(\"longitude\")\n", "plt.ylabel(\"latitude\")\n", "plt.title(\"With respect to geographic coordinates\")\n", "plt.legend(loc=\"upper right\")\n", "\n", "plt.subplot(1,2,2)\n", "plt.pcolormesh(ds['deptho'].where(ds['deptho']!=0).values, cmap=\"viridis_r\")\n", "plt.plot(osnap_gridded.i_c, osnap_gridded.j_c, 'k.-', markersize=1.5, lw=0.75)\n", "plt.axis([156, 200, 123, 145])\n", "plt.title(\"With respect to model indices (i_c,j_c)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "docs_env_sectionate", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 4 }