{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 29 Calculating Orientations from Strike Lines\n",
"\n",
"The following will demonstrate how to calculate orietations based on strike lines on geological maps. These orientations can be used to create a GemPy model.\n",
"\n",
"\n",
"\n",
"Source: Powell, D. (1995): Interpretation geologischer Strukturen durch Karten - Eine praktische Anleitung mit Aufgaben und Lösungen, page 15, figure 10 A, Springer Verlag Berlin, Heidelberg, New York, ISBN: 978-3-540-58607-4."
]
},
{
"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": "2021-03-17T11:24:43.556208Z",
"start_time": "2021-03-17T11:24:41.410353Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n",
"C:\\Users\\ale93371\\Anaconda3\\envs\\test_gempy\\lib\\site-packages\\theano\\configdefaults.py:560: UserWarning: DeprecationWarning: there is no c++ compiler.This is deprecated and with Theano 0.11 a c++ compiler will be mandatory\n",
" warnings.warn(\"DeprecationWarning: there is no c++ compiler.\"\n",
"WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n",
"WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
]
}
],
"source": [
"import gemgis as gg\n",
"\n",
"file_path ='data/29_calculating_orientations_from_strike_lines/'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2021-03-17T11:24:43.936331Z",
"start_time": "2021-03-17T11:24:43.590212Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading file '29_calculating_orientations_from_strike_lines.zip' from 'https://rwth-aachen.sciebo.de/s/AfXRsZywYDbUF34/download?path=%2F29_calculating_orientations_from_strike_lines.zip' to 'C:\\Users\\ale93371\\Documents\\gemgis\\docs\\getting_started\\tutorial\\data\\29_calculating_orientations_from_strike_lines'.\n"
]
}
],
"source": [
"gg.download_gemgis_data.download_tutorial_data(filename=\"29_calculating_orientations_from_strike_lines.zip\", dirpath=file_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading Data\n",
"\n",
"A shape file containing the intersection points between topographic contours and layer boundaries is loaded as GeoDataFrame."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-12-22T12:23:36.842108Z",
"start_time": "2020-12-22T12:23:34.002670Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n",
"C:\\Users\\ale93371\\Anaconda3\\envs\\test_gempy\\lib\\site-packages\\theano\\configdefaults.py:560: UserWarning: DeprecationWarning: there is no c++ compiler.This is deprecated and with Theano 0.11 a c++ compiler will be mandatory\n",
" warnings.warn(\"DeprecationWarning: there is no c++ compiler.\"\n",
"WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n",
"WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
]
},
{
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},
"execution_count": 2,
"metadata": {},
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}
],
"source": [
"import geopandas as gpd\n",
"import rasterio \n",
"\n",
"gdf = gpd.read_file(file_path + 'points_strike.shp')\n",
"gdf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Loading the raster containing the geological map."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-12-22T12:23:36.873394Z",
"start_time": "2020-12-22T12:23:36.844112Z"
}
},
"outputs": [],
"source": [
"raster = rasterio.open(file_path + 'raster.tif')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting the data\n",
"\n",
"It can be seen that the loaded points are equal to the intersections between contour lines and layer boundaries."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-12-22T12:23:37.141639Z",
"start_time": "2020-12-22T12:23:36.874395Z"
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},
"outputs": [
{
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\n",
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