{ "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" ] }, { "data": { "text/html": [ "
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idZformationgeometry
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" ], "text/plain": [ " id Z formation geometry\n", "0 2 400 Ton POINT (62.513 382.832)\n", "1 3 500 Ton POINT (141.489 555.155)\n", "2 4 600 Ton POINT (191.943 720.949)\n", "3 5 700 Ton POINT (287.541 893.302)\n", "4 5 700 Ton POINT (481.908 893.302)\n", "5 4 600 Ton POINT (594.500 720.942)\n", "6 3 500 Ton POINT (684.515 555.153)\n", "7 1 300 Ton POINT (807.441 213.514)\n", "8 1 300 Ton POINT (878.392 213.516)\n", "9 2 400 Ton POINT (927.489 382.827)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "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" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(1,1)\n", "\n", "ax.imshow(raster.read(1), extent=[0,972,0,1069], cmap='gray')\n", "\n", "gdf.plot(ax=ax, aspect='equal', color='red')\n", "\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating LineStrings from Points\n", "\n", "LineStrings are created from the points to create strike lines." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T12:23:37.156596Z", "start_time": "2020-12-22T12:23:37.143639Z" } }, "outputs": [ { "data": { "text/html": [ "
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idZformationgeometry
02400TonPOINT (62.513 382.832)
13500TonPOINT (141.489 555.155)
24600TonPOINT (191.943 720.949)
35700TonPOINT (287.541 893.302)
45700TonPOINT (481.908 893.302)
54600TonPOINT (594.500 720.942)
63500TonPOINT (684.515 555.153)
71300TonPOINT (807.441 213.514)
81300TonPOINT (878.392 213.516)
92400TonPOINT (927.489 382.827)
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" ], "text/plain": [ " id Z formation geometry\n", "0 2 400 Ton POINT (62.513 382.832)\n", "1 3 500 Ton POINT (141.489 555.155)\n", "2 4 600 Ton POINT (191.943 720.949)\n", "3 5 700 Ton POINT (287.541 893.302)\n", "4 5 700 Ton POINT (481.908 893.302)\n", "5 4 600 Ton POINT (594.500 720.942)\n", "6 3 500 Ton POINT (684.515 555.153)\n", "7 1 300 Ton POINT (807.441 213.514)\n", "8 1 300 Ton POINT (878.392 213.516)\n", "9 2 400 Ton POINT (927.489 382.827)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T12:23:37.203111Z", "start_time": "2020-12-22T12:23:37.157597Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexidZformationgeometry
071300TonLINESTRING (807.441 213.514, 878.392 213.516)
102400TonLINESTRING (62.513 382.832, 927.489 382.827)
213500TonLINESTRING (141.489 555.155, 684.515 555.153)
324600TonLINESTRING (191.943 720.949, 594.500 720.942)
435700TonLINESTRING (287.541 893.302, 481.908 893.302)
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" ], "text/plain": [ " index id Z formation geometry\n", "0 7 1 300 Ton LINESTRING (807.441 213.514, 878.392 213.516)\n", "1 0 2 400 Ton LINESTRING (62.513 382.832, 927.489 382.827)\n", "2 1 3 500 Ton LINESTRING (141.489 555.155, 684.515 555.153)\n", "3 2 4 600 Ton LINESTRING (191.943 720.949, 594.500 720.942)\n", "4 3 5 700 Ton LINESTRING (287.541 893.302, 481.908 893.302)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "linestring_gdf = gg.vector.create_linestring_gdf(gdf=gdf)\n", "linestring_gdf" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T12:23:37.517005Z", "start_time": "2020-12-22T12:23:37.209095Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(1,1)\n", "\n", "ax.imshow(raster.read(1), extent=[0,972,0,1069], cmap='gray')\n", "\n", "gdf.plot(ax=ax, aspect='equal', color='red')\n", "linestring_gdf.plot(ax=ax, aspect='equal', color='red')\n", "\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating Orientations\n", "\n", "Orientations are calculated for one formation with eigenvector analysis. The orientations are then returned for the midpoint of each strike line and the DataFrame can directly be used for GemPy. Examples with multiple formations follow." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T12:23:37.532286Z", "start_time": "2020-12-22T12:23:37.519002Z" } }, "outputs": [ { "data": { "text/plain": [ "0 True\n", "1 True\n", "2 True\n", "3 True\n", "4 True\n", "dtype: bool" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "linestring_gdf.is_valid" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T12:23:37.596278Z", "start_time": "2020-12-22T12:23:37.534287Z" } }, "outputs": [ { "data": { "text/html": [ "
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dipazimuthZgeometrypolarityformationXY
030.57180.00350.00POINT (668.959 298.172)1.00Ton668.96298.17
130.13180.00450.00POINT (454.001 468.992)1.00Ton454.00468.99
231.10180.00550.00POINT (403.112 638.050)1.00Ton403.11638.05
330.12180.00650.00POINT (388.973 807.124)1.00Ton388.97807.12
\n", "
" ], "text/plain": [ " dip azimuth Z geometry polarity formation X \\\n", "0 30.57 180.00 350.00 POINT (668.959 298.172) 1.00 Ton 668.96 \n", "1 30.13 180.00 450.00 POINT (454.001 468.992) 1.00 Ton 454.00 \n", "2 31.10 180.00 550.00 POINT (403.112 638.050) 1.00 Ton 403.11 \n", "3 30.12 180.00 650.00 POINT (388.973 807.124) 1.00 Ton 388.97 \n", "\n", " Y \n", "0 298.17 \n", "1 468.99 \n", "2 638.05 \n", "3 807.12 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations = gg.vector.calculate_orientations_from_strike_lines(gdf=linestring_gdf)\n", "orientations" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-12-22T12:23:37.977407Z", "start_time": "2020-12-22T12:23:37.598270Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(1,1)\n", "\n", "ax.imshow(raster.read(1), extent=[0,972,0,1069], cmap='gray')\n", "\n", "gdf.plot(ax=ax, aspect='equal', color='red')\n", "linestring_gdf.plot(ax=ax, aspect='equal', color='red')\n", "orientations.plot(ax=ax, aspect='equal', color='blue')\n", "\n", "plt.grid()" ] } ], "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": "3.8.5" }, "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 }