{ "cells": [ { "cell_type": "markdown", "id": "bf37df95", "metadata": {}, "source": [ "# Creating thickness maps from GeoTOP\n", "\n", "In this example we will retrieve GeoTOP from the OpenDAP server for an area around Delft and \n", "visualize the thickness of several geological layers and lithologies to gain\n", "a quick insight in how the subsurface in this area is built-up.\n", "\n", "First, we import the GeoTop class from GeoST and retrieve GeoTOP data within the selected\n", "bounding box." ] }, { "cell_type": "code", "execution_count": 5, "id": "fb46f0e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GeoTop\n", "Data variables:\n", " strat (y, x, z) float32 9MB dask.array\n", " lithok (y, x, z) float32 9MB dask.array\n", " kans_1 (y, x, z) float32 9MB dask.array\n", " kans_2 (y, x, z) float32 9MB dask.array\n", " kans_3 (y, x, z) float32 9MB dask.array\n", " kans_4 (y, x, z) float32 9MB dask.array\n", " kans_5 (y, x, z) float32 9MB dask.array\n", " kans_6 (y, x, z) float32 9MB dask.array\n", " kans_7 (y, x, z) float32 9MB dask.array\n", " kans_8 (y, x, z) float32 9MB dask.array\n", " kans_9 (y, x, z) float32 9MB dask.array\n", " onz_lk (y, x, z) float32 9MB dask.array\n", " onz_ls (y, x, z) float32 9MB dask.array\n", "Dimensions: {'y': 82, 'x': 92, 'z': 313}\n", "Resolution (y, x, z): (100.0, 100.0, 0.5)\n" ] } ], "source": [ "from geost.bro import GeoTop\n", "\n", "# Load the GeoTOP model for the Delft area\n", "geotop = GeoTop.from_opendap(bbox=(80000, 442000, 89000, 450000))\n", "\n", "print(geotop)" ] }, { "cell_type": "markdown", "id": "dbd5f4e1", "metadata": {}, "source": [ "As you can see, geotop_delft is now an instance of [`GeoTop`](../api_reference/bro_geotop.rst) \n", "and provides a number of methods to make further selections and exports. \n", "We will make use of the GeoTop.get_thickness method.\n", "\n", "We'd like to know the total thickness of clay layers in the area. Let's first check the\n", "GeoTop lithology encoding, which can be accessed from the [`Lithology`](../api_reference/geotop_selection.rst)\n", "class or through downloading the reference list from the [GeoTOP page on the BRO website](https://basisregistratieondergrond.nl/inhoud-bro/registratieobjecten/modellen/geotop-gtm/).\n", "The code for 'Clay' in GeoTOP is 2, so we will use that in the get_thickness method as follows:" ] }, { "cell_type": "code", "execution_count": null, "id": "5a3530fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import the Lithology class to access GeoTOP lithological types\n", "from geost.bro import Lithology\n", "\n", "# Get the thickness of clay layers in the GeoTOP model and plot it\n", "thickness_clay = geotop.get_thickness(geotop[\"lithok\"] == Lithology.clay)\n", "thickness_clay.plot.imshow(vmin=0, vmax=20)" ] }, { "cell_type": "markdown", "id": "6f2cda6a", "metadata": {}, "source": [ "This shows the total thickness of all clay layers combined in the GeoTOP model. However,\n", "we are only interested in Holocene clay layers. The stratigraphic units defined in the\n", "[`StratGeotop`](../api_reference/geotop_selection.rst) class can be used to refine the selection. Alternatively, \n", "you can also reference the [GeoTOP documentation](https://basisregistratieondergrond.nl/inhoud-bro/registratieobjecten/modellen/geotop-gtm/) and use the stratigraphic units numbering \n", "directly. We will use the `StratGeotop` class in this example:" ] }, { "cell_type": "code", "execution_count": 10, "id": "df6b1a44", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import the StratGeotop class to access GeoTOP stratigraphic units\n", "from geost.bro import StratGeotop\n", "\n", "# Get the total thickness of clay in the Holocene stratigraphic units\n", "thickness_clay_holocene = geotop.get_thickness(\n", " (geotop[\"lithok\"] == Lithology.clay) & (geotop[\"strat\"].isin(StratGeotop.holocene))\n", ")\n", "thickness_clay_holocene.plot.imshow(vmin=0, vmax=20)" ] }, { "cell_type": "markdown", "id": "aaefa674", "metadata": {}, "source": [ "We can also get the thickness of, say, basal peat. The code for organic material is 1 and\n", "the stratigraphic unit we're looking for is the Formatie van Nieuwkoop - Basisveen Laag, \n", "which is encoded as 1130." ] }, { "cell_type": "code", "execution_count": 8, "id": "95217ed6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the thickness of basal peat\n", "thickness_basal_peat = geotop.get_thickness(\n", " (geotop[\"lithok\"] == Lithology.organic)\n", " & (geotop[\"strat\"] == StratGeotop.select_units(\"NIBA\"))\n", ")\n", "thickness_basal_peat.plot.imshow()" ] }, { "cell_type": "markdown", "id": "b07fd974", "metadata": {}, "source": [ "Since the results are Xarray DataArrays, we can export them using rioxarray to geotiffs\n", "for sharing and viewing the results in GIS software for example." ] }, { "cell_type": "code", "execution_count": 9, "id": "5df3f955", "metadata": {}, "outputs": [], "source": [ "# Export thickness_basal_peat to a GeoTIFF using rioxarray\n", "thickness_basal_peat.rio.to_raster(\"thickness_basal_peat.tif\")" ] } ], "metadata": { "kernelspec": { "display_name": "default", "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": 5 }