{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Deal with nested grids\n", "\n", "In Marthe, grid domain can be refined locally. In this case, special method are required for visualisation.\n", "This tutorial aim to show the main function to plot such nested grids." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load grid\n", "\n", "Nested grids are loaded by `gridmarthe` just as any Marthe grid." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import gridmarthe as gm\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as cm\n", "\n", "ds = gm.load_marthe_grid('./data/nested.permh', drop_nan=True, nan_value=[0., -9999.])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, data are stored in 1D (only 1 timestep here). The vector is composed by data from\n", "maingrid then nested grid 1, nested grid 2 and nested grid 3. Each value of the vector is associated\n", "with an index (the `zone` dimension), linked to a couple of coordinates.\n", "\n", "If we assign coords and plot the dataset, the non-continuous coordinates (dx and dy are not constant)\n", "lead to poor visualisation with matplotlib base `pcolormesh`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# assign coords \n", "ds2d = gm.assign_coords(ds).isel(time=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Naive plot" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(7,3.5))\n", "ds2d['permeab'].plot.pcolormesh(x='x', y='y', ax=ax, norm=cm.LogNorm())\n", "ax.set_title('xarray default plot for nested/irregular grid')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gridmarthe helper\n", "\n", "gridmarthe provide a helper function to plot such grids (which can accept keywords argument from `xarray.Dataset.plot.pcolormesh`)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(7,3.5))\n", "gm.plot_nested_grid(ds2d, varname='permeab', ax=ax, norm=cm.LogNorm())\n", "ax.set_title('nested grid with gridmarthe helper')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "gm", "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": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 2 }