{ "cells": [ { "cell_type": "markdown", "id": "0d454bf5", "metadata": {}, "source": [ "# Visualize cross section" ] }, { "cell_type": "code", "execution_count": 2, "id": "aee79787", "metadata": {}, "outputs": [], "source": [ "# load the domain with hydraulic conductivity field, and geometry\n", "import gridmarthe as gm\n", "\n", "permh = gm.load_marthe_grid('data/craie_npc.permh', drop_nan=True)\n", "topo = gm.load_marthe_grid('data/craie_npc.topog', varname='H_TOPOGR')\n", "hsub = gm.load_marthe_grid('data/craie_npc.hsubs', varname='H_SUBSTRAT')\n", "gwl = gm.load_marthe_grid('data/chasim_npc.out', varname='CHARGE', drop_nan=True) # groundwater level\n", "\n", "geom = gm.compute_geometry(topo, hsub, permh.zone)\n", "geom['charge'] = (('time', 'zone'), gwl['charge'].data) # add gwl to new dataset with geom\n", "\n" ] }, { "cell_type": "markdown", "id": "8431a69c", "metadata": {}, "source": [ "First, we extract the cross section values.\n", "For this, X,Y coordinates need to be assigned." ] }, { "cell_type": "code", "execution_count": 3, "id": "ba6f5936", "metadata": {}, "outputs": [], "source": [ "# assign coords:\n", "ds = gm.assign_coords(geom)" ] }, { "cell_type": "code", "execution_count": 4, "id": "8d0a1634", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Size: 170kB\n", "Dimensions: (z: 10, y: 301, time: 1)\n", "Coordinates:\n", " * z (z) int64 80B 1 2 3 4 5 6 7 8 9 10\n", " * y (y) float32 1kB 2.527e+06 2.528e+06 ... 2.677e+06 2.677e+06\n", " x float32 4B 6.118e+05\n", " * time (time) datetime64[ns] 8B 1850-01-01\n", "Data variables:\n", " h_topogr (time, z, y) float64 24kB nan nan nan nan nan ... nan nan nan nan\n", " dx (z, y) float32 12kB nan nan nan nan nan ... nan nan nan nan nan\n", " dy (z, y) float32 12kB nan nan nan nan nan ... nan nan nan nan nan\n", " z_lower (time, z, y) float64 24kB nan nan nan nan nan ... nan nan nan nan\n", " z_upper (time, z, y) float64 24kB nan nan nan nan nan ... nan nan nan nan\n", " thickness (time, z, y) float64 24kB nan nan nan nan nan ... nan nan nan nan\n", " depth (time, z, y) float64 24kB nan nan nan nan nan ... nan nan nan nan\n", " charge (time, z, y) float64 24kB nan nan nan nan nan ... nan nan nan nan\n", "Attributes: (12/17)\n", " conventions: CF-1.10\n", " title: \n", " marthe_grid_version: 9.0\n", " original_dimensions: x,y,z [grids]: 387 304 10\n", " crs: {'crs_wkt': 'PROJCRS[\"NTF (Paris) / Lambert zone II...\n", " lon_resolution: 500.0\n", " ... ...\n", " period: 1850-1850\n", " frequency: nan day(s)\n", " creation_date: Created on 2025-11-19T09:43:31Z UTC\n", " comment: Hydrogeological model created with MARTHE code (Thi...\n", " domain: FR-France\n", " institution: BRGM, French Geological Survey, Orléans, France\n" ] } ], "source": [ "XC = 6.116e5\n", "ds_xs = gm.slice_cross_section(ds, x=XC) # here we define a cross section along y axis (x is constant)\n", "print(ds_xs)" ] }, { "cell_type": "markdown", "id": "dedd9280", "metadata": {}, "source": [ "We can plot this with the helpful function" ] }, { "cell_type": "code", "execution_count": 5, "id": "40c9b180", "metadata": {}, "outputs": [], "source": [ "# 1st prep data and colormap/norm\n", "import numpy as np\n", "from matplotlib import pyplot as plt, colors\n", "\n", "line = ds_xs['charge'].isel(time=-1).sel(z=6).to_dataframe().reset_index()\n", "surf = gm.get_surface_layer(gwl)\n", "\n", "# prep colormap\n", "colours = ['slategrey', 'burlywood', 'red', 'yellow', 'orange', 'lightgreen', 'lightgrey', 'steelblue', 'darkgreen', 'brown']\n", "bounds = np.arange(1, len(colours)+2) # add a fictive layer at the end because this is lower bounds\n", "labels = ['Alluv.', 'Limons', 'Fland', 'Land', 'Than', 'Craie', 'No prod.', 'Tur', 'Ceno', 'Carbo']\n", "\n", "cmap = colors.ListedColormap(colours)\n", "norm = colors.BoundaryNorm(bounds, cmap.N)" ] }, { "cell_type": "code", "execution_count": 6, "id": "e336cc98", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# CREATE AXES\n", "fig, axes = plt.subplots(ncols=2, figsize=(14,4), width_ratios=[0.5, 0.6])\n", "\n", "# MAP\n", "ax = axes[0]\n", "gm.plot_outcrop(\n", " gm.assign_coords(surf, add_lay=False),\n", " fig=fig, ax=ax, cmap=cmap, norm=norm, labels=labels, cbar_width=4,\n", " alpha=0.7\n", ")\n", "ax.axvline(x=XC, color='k', label='cross_section')\n", "\n", "# CROSS-SECT\n", "ax = axes[1]\n", "gm.plot_cross_section(ds_xs, fig=fig, ax=ax, cmap=cmap, norm=norm, labels=labels)\n", "line.plot(y=\"charge\", x='y', ax=ax, color='blue', linewidth=0.7, alpha=0.6) # gwl line\n", "ax.set_xlim(2.5692e6)\n", "\n", "plt.tight_layout()\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": 5 }