{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 05 Interpolating Rasters\n", "\n", "In case the digital elevation model of a simple geological map needs to be interpolated from topographic contours, several methods have been implemented in GemGIS. These include the methods ```nearest```, ```cubic``` and ```linear``` of ```scipy.interpolate.griddata``` and ```Rbf``` of ```scipy.interpolate.rbf```. The different methods can be accessed by passing the argument ```method= 'method_name'```. More information about the interpolation methods can be found [here](https://docs.scipy.org/doc/scipy/reference/interpolate.html).\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set File Paths and download Tutorial Data\n", "\n", "If you downloaded the latest `GemGIS` version from the Github repository, append the path so that the package can be imported successfully. Otherwise, it is recommended to install `GemGIS` via `pip install gemgis` and import `GemGIS` using `import gemgis as gg`. In addition, the file path to the folder where the data is being stored is set. The tutorial data is downloaded using Pooch (https://www.fatiando.org/pooch/latest/index.html) and stored in the specified folder. Use `pip install pooch` if Pooch is not installed on your system yet." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-03-17T11:02:16.442352Z", "start_time": "2021-03-17T11:02:14.173675Z" } }, "outputs": [], "source": [ "import gemgis as gg\n", "\n", "file_path ='data/05_interpolating_rasters/'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-03-17T11:02:16.505963Z", "start_time": "2021-03-17T11:02:16.476379Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading file '05_interpolating_rasters.zip' from 'https://rwth-aachen.sciebo.de/s/AfXRsZywYDbUF34/download?path=%2F05_interpolating_rasters.zip' to 'C:\\Users\\ale93371\\Documents\\gemgis\\docs\\getting_started\\tutorial\\data\\05_interpolating_rasters'.\n" ] } ], "source": [ "gg.download_gemgis_data.download_tutorial_data(filename=\"05_interpolating_rasters.zip\", dirpath=file_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-12-28T09:29:36.448694Z", "start_time": "2020-12-28T09:29:31.253247Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id Z geometry\n", "0 None 400 LINESTRING (0.74088 475.44101, 35.62873 429.24...\n", "1 None 300 LINESTRING (645.96500 0.52496, 685.14093 61.86...\n", "2 None 400 LINESTRING (490.29223 0.52496, 505.75641 40.73...\n", "3 None 600 LINESTRING (911.43347 1068.58451, 908.85610 10...\n", "4 None 700 LINESTRING (228.43207 1068.58451, 239.77247 10..." ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas as gpd\n", "\n", "contours = gpd.read_file(file_path + 'topo.shp')\n", "\n", "contours.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-12-28T09:29:36.893607Z", "start_time": "2020-12-28T09:29:36.500698Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "contours.plot(aspect='equal',column='Z', cmap='gist_earth', legend=True)\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolating the Raster\n", "\n", "It is recommended to use the method `rbf` for the interpolation of contour lines. More information about RBF can be found [here in this paper](https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/JB076i008p01905)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-12-28T09:30:22.889964Z", "start_time": "2020-12-28T09:30:19.193174Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[393.56371914, 393.50838517, 393.45386851, ..., 396.15856133,\n", " 398.11421775, 400.06334288],\n", " [393.41982945, 393.36494644, 393.31088433, ..., 396.20694282,\n", " 398.16690286, 400.12027997]])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raster = gg.vector.interpolate_raster(gdf=contours,\n", " method='rbf')\n", "raster[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the interpolated raster" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "im = plt.imshow(raster, cmap='gist_earth', origin='lower')\n", "plt.grid()\n", "plt.colorbar(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolating the Raster\n", "\n", "Using different interpolation functions such as `nearest` will result in different, more unrealistic results." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "raster = gg.vector.interpolate_raster(gdf=contours,\n", " method='nearest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the interpolated raster" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "im = plt.imshow(raster, cmap='gist_earth', origin='lower')\n", "plt.grid()\n", "plt.colorbar(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional Arguments\n", "\n", "Several additional arguments can be passed to adapt the functionality of the function. For further reference, see the [API Reference for extract_xy](https://gemgis.readthedocs.io/en/latest/api_reference/vector_data.html).\n", "\n", "* n - Number of points, default all\n", "* res - Resolution of the interpolated raster, default 1\n", "* extent - Extent of the interpolated raster, default according to the input data\n", "* seed - seed for drawing random values\n", "* kwargs - optional keyword arguments for rbf and griddata interpolation functions - https://docs.scipy.org/doc/scipy/reference/interpolate.html" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.0" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }