{ "cells": [ { "cell_type": "markdown", "id": "arranged-tenant", "metadata": {}, "source": [ "# Example 15 - Three Point Problem\n", "\n" ] }, { "cell_type": "markdown", "id": "offensive-sociology", "metadata": { "ExecuteTime": { "end_time": "2021-04-27T05:56:52.775398Z", "start_time": "2021-04-27T05:56:52.762394Z" } }, "source": [ "This example will show how to convert the geological map below using ``GemGIS`` to a `GemPy` model. This example is based on digitized data. The area is 1187 m wide (W-E extent) and 1479 m high (N-S extent). The vertical model extent varies between 100 m and 300 m. This example represents a classic \"three-point-problem\" of planar dipping layers (green and yellow) above an unspecified basement (purple) which are separated by a fault (blue). The interface points were not recorded at the surface but rather in boreholes at depth. The fault has an offset of 20 m but no further interface points are located beyond the fault. This will be dealt with in a two model approach.\n", "\n", "The map has been georeferenced with QGIS. The outcrops of the layers were digitized in QGIS. The contour lines were also digitized and will be interpolated with `GemGIS` to create a topography for the model. \n", "\n", "Map Source: An Introduction to Geological Structures and Maps by G.M. Bennison" ] }, { "cell_type": "code", "execution_count": 1, "id": "communist-content", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:44.038289Z", "start_time": "2022-04-05T09:07:43.407570Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "img = mpimg.imread('../images/cover_example15.png')\n", "plt.figure(figsize=(10, 10))\n", "imgplot = plt.imshow(img)\n", "plt.axis('off')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "alike-configuration", "metadata": {}, "source": [ "## Licensing\n", "\n", "Computational Geosciences and Reservoir Engineering, RWTH Aachen University, Authors: Alexander Juestel. For more information contact: alexander.juestel(at)rwth-aachen.de\n", "\n", "\n", "This work is licensed under a Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/)" ] }, { "cell_type": "markdown", "id": "allied-vessel", "metadata": {}, "source": [ "## Import GemGIS\n", "\n", "If you have installed ``GemGIS`` via pip or conda, you can import ``GemGIS`` like any other package. If you have downloaded the repository, append the path to the directory where the ``GemGIS`` repository is stored and then import ``GemGIS``. " ] }, { "cell_type": "code", "execution_count": 2, "id": "neither-funeral", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:44.893313Z", "start_time": "2022-04-05T09:07:44.040283Z" } }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import gemgis as gg" ] }, { "cell_type": "markdown", "id": "latin-packaging", "metadata": {}, "source": [ "## Importing Libraries and loading Data\n", "\n", "All remaining packages can be loaded in order to prepare the data and to construct the model. The example data is downloaded from an external server using `pooch`. It will be stored in a data folder in the same directory where this notebook is stored. " ] }, { "cell_type": "code", "execution_count": 3, "id": "polar-appliance", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:44.909327Z", "start_time": "2022-04-05T09:07:44.895331Z" } }, "outputs": [], "source": [ "import geopandas as gpd\n", "import rasterio " ] }, { "cell_type": "code", "execution_count": 4, "id": "healthy-queens", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:45.811362Z", "start_time": "2022-04-05T09:07:44.911334Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading file 'example15_three_point_problem.zip' from 'https://rwth-aachen.sciebo.de/s/AfXRsZywYDbUF34/download?path=%2Fexample15_three_point_problem.zip' to 'C:\\Users\\ale93371\\Documents\\gemgis\\docs\\getting_started\\example\\data\\example15'.\n" ] } ], "source": [ "file_path = 'data/example15/'\n", "gg.download_gemgis_data.download_tutorial_data(filename=\"example15_three_point_problem.zip\", dirpath=file_path)" ] }, { "cell_type": "markdown", "id": "impressed-database", "metadata": {}, "source": [ "## Creating Digital Elevation Model from Contour Lines\n", "\n", "The digital elevation model (DEM) will be created by interpolating contour lines digitized from the georeferenced map using the `SciPy` Radial Basis Function interpolation wrapped in `GemGIS`. The respective function used for that is `gg.vector.interpolate_raster()`. \n" ] }, { "cell_type": "code", "execution_count": 5, "id": "bulgarian-uniform", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:46.000692Z", "start_time": "2022-04-05T09:07:45.814375Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "img = mpimg.imread('../images/dem_example15.png')\n", "plt.figure(figsize=(10, 10))\n", "imgplot = plt.imshow(img)\n", "plt.axis('off')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 6, "id": "informed-tomorrow", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:46.112727Z", "start_time": "2022-04-05T09:07:46.002693Z" } }, "outputs": [ { "data": { "text/html": [ "
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idZgeometry
0None180LINESTRING (608.177 -0.021, 598.911 22.516, 58...
1None190LINESTRING (323.662 216.425, 321.832 254.178, ...
2None200LINESTRING (142.794 190.113, 153.433 227.980, ...
3None250LINESTRING (1.395 1193.695, 20.385 1232.592, 3...
4None240LINESTRING (1.623 925.311, 8.487 939.039, 13.7...
\n", "
" ], "text/plain": [ " id Z geometry\n", "0 None 180 LINESTRING (608.177 -0.021, 598.911 22.516, 58...\n", "1 None 190 LINESTRING (323.662 216.425, 321.832 254.178, ...\n", "2 None 200 LINESTRING (142.794 190.113, 153.433 227.980, ...\n", "3 None 250 LINESTRING (1.395 1193.695, 20.385 1232.592, 3...\n", "4 None 240 LINESTRING (1.623 925.311, 8.487 939.039, 13.7..." ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topo = gpd.read_file(file_path + 'topo15.shp')\n", "topo.head()" ] }, { "cell_type": "markdown", "id": "inclusive-florence", "metadata": {}, "source": [ "### Interpolating the contour lines" ] }, { "cell_type": "code", "execution_count": 7, "id": "revolutionary-calibration", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:46.990950Z", "start_time": "2022-04-05T09:07:46.115733Z" } }, "outputs": [], "source": [ "topo_raster = gg.vector.interpolate_raster(gdf=topo, value='Z', method='rbf', res=5)" ] }, { "cell_type": "markdown", "id": "experimental-press", "metadata": {}, "source": [ "### Plotting the raster" ] }, { "cell_type": "code", "execution_count": 8, "id": "frozen-gazette", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.277219Z", "start_time": "2022-04-05T09:07:46.992944Z" } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 1479.0)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fix, ax = plt.subplots(1, figsize=(10, 10))\n", "topo.plot(ax=ax, aspect='equal', column='Z', cmap='gist_earth')\n", "im = plt.imshow(topo_raster, origin='lower', extent=[0, 1187, 0, 1479], cmap='gist_earth')\n", "cbar = plt.colorbar(im)\n", "cbar.set_label('Altitude [m]')\n", "ax.set_xlabel('X [m]')\n", "ax.set_ylabel('Y [m]')\n", "ax.set_xlim(0, 1187)\n", "ax.set_ylim(0, 1479)" ] }, { "cell_type": "markdown", "id": "common-franklin", "metadata": {}, "source": [ "### Saving the raster to disc\n", "\n", "After the interpolation of the contour lines, the raster is saved to disc using `gg.raster.save_as_tiff()`. The function will not be executed as a raster is already provided with the example data. " ] }, { "cell_type": "raw", "id": "proved-tourist", "metadata": { "ExecuteTime": { "end_time": "2021-04-03T12:17:31.197855Z", "start_time": "2021-04-03T12:17:31.146715Z" } }, "source": [ "gg.raster.save_as_tiff(raster=topo_raster, path=file_path + 'raster15.tif', extent=[0, 1187, 0, 1479], crs='EPSG:4326', overwrite_file=True)" ] }, { "cell_type": "markdown", "id": "under-pursuit", "metadata": {}, "source": [ "### Opening Raster\n", "\n", "The previously computed and saved raster can now be opened using rasterio. " ] }, { "cell_type": "code", "execution_count": 9, "id": "silver-defendant", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.308536Z", "start_time": "2022-04-05T09:07:47.279223Z" } }, "outputs": [], "source": [ "topo_raster = rasterio.open(file_path + 'raster15.tif')" ] }, { "cell_type": "markdown", "id": "central-option", "metadata": { "ExecuteTime": { "end_time": "2021-03-28T12:43:27.113805Z", "start_time": "2021-03-28T12:43:27.067793Z" } }, "source": [ "## Interface Points of stratigraphic boundaries\n", "\n", "The interface points for this three point example will be digitized as points with the respective height value as given by the borehole information and the respective formation. \n" ] }, { "cell_type": "code", "execution_count": 10, "id": "chemical-bracelet", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.466580Z", "start_time": "2022-04-05T09:07:47.309537Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "img = mpimg.imread('../images/interfaces_example15.png')\n", "plt.figure(figsize=(10, 10))\n", "imgplot = plt.imshow(img)\n", "plt.axis('off')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 11, "id": "activated-namibia", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.514590Z", "start_time": "2022-04-05T09:07:47.468566Z" } }, "outputs": [ { "data": { "text/html": [ "
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idformationZgeometry
0NoneShale190POINT (69.806 954.941)
1NoneIronstone170POINT (69.806 954.941)
2NoneIronstone190POINT (145.769 562.774)
3NoneIronstone185POINT (264.746 660.701)
4NoneShale210POINT (146.226 563.346)
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" ], "text/plain": [ " id formation Z geometry\n", "0 None Shale 190 POINT (69.806 954.941)\n", "1 None Ironstone 170 POINT (69.806 954.941)\n", "2 None Ironstone 190 POINT (145.769 562.774)\n", "3 None Ironstone 185 POINT (264.746 660.701)\n", "4 None Shale 210 POINT (146.226 563.346)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interfaces = gpd.read_file(file_path + 'interfaces15.shp')\n", "interfaces.head()" ] }, { "cell_type": "markdown", "id": "happy-fireplace", "metadata": {}, "source": [ "### Extracting Z coordinate from Digital Elevation Model" ] }, { "cell_type": "code", "execution_count": 12, "id": "stopped-saint", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.546672Z", "start_time": "2022-04-05T09:07:47.516586Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationZgeometryXY
0Shale190.00POINT (69.806 954.941)69.81954.94
1Ironstone170.00POINT (69.806 954.941)69.81954.94
2Ironstone190.00POINT (145.769 562.774)145.77562.77
3Ironstone185.00POINT (264.746 660.701)264.75660.70
4Shale210.00POINT (146.226 563.346)146.23563.35
5Shale205.00POINT (264.746 660.701)264.75660.70
\n", "
" ], "text/plain": [ " formation Z geometry X Y\n", "0 Shale 190.00 POINT (69.806 954.941) 69.81 954.94\n", "1 Ironstone 170.00 POINT (69.806 954.941) 69.81 954.94\n", "2 Ironstone 190.00 POINT (145.769 562.774) 145.77 562.77\n", "3 Ironstone 185.00 POINT (264.746 660.701) 264.75 660.70\n", "4 Shale 210.00 POINT (146.226 563.346) 146.23 563.35\n", "5 Shale 205.00 POINT (264.746 660.701) 264.75 660.70" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interfaces_coords = gg.vector.extract_xyz(gdf=interfaces, dem=None)\n", "interfaces_coords" ] }, { "cell_type": "code", "execution_count": 13, "id": "cultural-senior", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.626689Z", "start_time": "2022-04-05T09:07:47.548665Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationgeometryXYZ
0FaultPOINT (683.911 0.608)683.910.61178.76
1FaultPOINT (899.671 1477.524)899.671477.52254.62
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" ], "text/plain": [ " formation geometry X Y Z\n", "0 Fault POINT (683.911 0.608) 683.91 0.61 178.76\n", "1 Fault POINT (899.671 1477.524) 899.67 1477.52 254.62" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fault = gpd.read_file(file_path + 'fault15.shp')\n", "fault = gg.vector.extract_xyz(gdf=fault, dem=topo_raster)\n", "fault" ] }, { "cell_type": "code", "execution_count": 14, "id": "approximate-attention", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.641697Z", "start_time": "2022-04-05T09:07:47.628682Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexformationZgeometryXY
00Shale190.00POINT (69.806 954.941)69.81954.94
11Ironstone170.00POINT (69.806 954.941)69.81954.94
22Ironstone190.00POINT (145.769 562.774)145.77562.77
33Ironstone185.00POINT (264.746 660.701)264.75660.70
44Shale210.00POINT (146.226 563.346)146.23563.35
55Shale205.00POINT (264.746 660.701)264.75660.70
60Fault178.76POINT (683.911 0.608)683.910.61
71Fault254.62POINT (899.671 1477.524)899.671477.52
\n", "
" ], "text/plain": [ " index formation Z geometry X Y\n", "0 0 Shale 190.00 POINT (69.806 954.941) 69.81 954.94\n", "1 1 Ironstone 170.00 POINT (69.806 954.941) 69.81 954.94\n", "2 2 Ironstone 190.00 POINT (145.769 562.774) 145.77 562.77\n", "3 3 Ironstone 185.00 POINT (264.746 660.701) 264.75 660.70\n", "4 4 Shale 210.00 POINT (146.226 563.346) 146.23 563.35\n", "5 5 Shale 205.00 POINT (264.746 660.701) 264.75 660.70\n", "6 0 Fault 178.76 POINT (683.911 0.608) 683.91 0.61\n", "7 1 Fault 254.62 POINT (899.671 1477.524) 899.67 1477.52" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "interfaces_coords = pd.concat([interfaces_coords, fault]).reset_index()\n", "interfaces_coords" ] }, { "cell_type": "markdown", "id": "valued-coast", "metadata": {}, "source": [ "### Plotting the Interface Points" ] }, { "cell_type": "code", "execution_count": 15, "id": "involved-association", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:47.880753Z", "start_time": "2022-04-05T09:07:47.642686Z" } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 1479.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, figsize=(10, 10))\n", "\n", "interfaces.plot(ax=ax, column='formation', legend=True, aspect='equal')\n", "interfaces_coords.plot(ax=ax, column='formation', legend=True, aspect='equal')\n", "plt.grid()\n", "ax.set_xlabel('X [m]')\n", "ax.set_ylabel('Y [m]')\n", "ax.set_xlim(0, 1187)\n", "ax.set_ylim(0, 1479)" ] }, { "cell_type": "markdown", "id": "inner-mathematics", "metadata": {}, "source": [ "## Orientations from Strike Lines\n", "\n", "For this three point example, an orientation is calculated using `gg.vector.calculate_orientation_for_three_point_problem()`. \n" ] }, { "cell_type": "code", "execution_count": 16, "id": "bound-latitude", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.055778Z", "start_time": "2022-04-05T09:07:47.881747Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "img = mpimg.imread('../images/orientations_example15.png')\n", "plt.figure(figsize=(10, 10))\n", "imgplot = plt.imshow(img)\n", "plt.axis('off')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 17, "id": "bulgarian-turtle", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.087787Z", "start_time": "2022-04-05T09:07:48.057779Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id formation Z geometry\n", "1 None Ironstone 170 POINT (69.806 954.941)\n", "2 None Ironstone 190 POINT (145.769 562.774)\n", "3 None Ironstone 185 POINT (264.746 660.701)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations1 = gpd.read_file(file_path + 'interfaces15.shp')\n", "orientations1 = orientations1[orientations1['formation']=='Ironstone']\n", "orientations1" ] }, { "cell_type": "code", "execution_count": 18, "id": "configured-evaluation", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.117795Z", "start_time": "2022-04-05T09:07:48.089786Z" } }, "outputs": [ { "data": { "text/html": [ "
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ZformationazimuthdippolarityXYgeometry
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" ], "text/plain": [ " Z formation azimuth dip polarity X Y \\\n", "0 181.67 Ironstone -179.95 177.08 1 160.11 726.14 \n", "\n", " geometry \n", "0 POINT (160.107 726.139) " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations1 = gg.vector.calculate_orientation_for_three_point_problem(gdf=orientations1)\n", "orientations1" ] }, { "cell_type": "markdown", "id": "robust-tongue", "metadata": {}, "source": [ "### Changing the Data Type of Fields" ] }, { "cell_type": "code", "execution_count": 19, "id": "rolled-manhattan", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.149882Z", "start_time": "2022-04-05T09:07:48.119794Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1 entries, 0 to 0\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Z 1 non-null float64 \n", " 1 formation 1 non-null object \n", " 2 azimuth 1 non-null float64 \n", " 3 dip 1 non-null float64 \n", " 4 polarity 1 non-null float64 \n", " 5 X 1 non-null float64 \n", " 6 Y 1 non-null float64 \n", " 7 geometry 1 non-null geometry\n", "dtypes: float64(6), geometry(1), object(1)\n", "memory usage: 192.0+ bytes\n" ] } ], "source": [ "orientations1['Z'] = orientations1['Z'].astype(float)\n", "orientations1['azimuth'] = orientations1['azimuth'].astype(float)\n", "orientations1['dip'] = orientations1['dip'].astype(float)\n", "orientations1['dip'] = 180 - orientations1['dip']\n", "orientations1['azimuth'] = 180 - orientations1['azimuth']\n", "orientations1['polarity'] = orientations1['polarity'].astype(float)\n", "orientations1['X'] = orientations1['X'].astype(float)\n", "orientations1['Y'] = orientations1['Y'].astype(float)\n", "orientations1.info()" ] }, { "cell_type": "code", "execution_count": 20, "id": "super-isaac", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.180867Z", "start_time": "2022-04-05T09:07:48.152862Z" } }, "outputs": [ { "data": { "text/html": [ "
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idformationZgeometry
0NoneShale190POINT (69.806 954.941)
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" ], "text/plain": [ " id formation Z geometry\n", "0 None Shale 190 POINT (69.806 954.941)\n", "4 None Shale 210 POINT (146.226 563.346)\n", "5 None Shale 205 POINT (264.746 660.701)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations2 = gpd.read_file(file_path + 'interfaces15.shp')\n", "orientations2 = orientations2[orientations2['formation']=='Shale']\n", "orientations2" ] }, { "cell_type": "code", "execution_count": 21, "id": "stone-bangkok", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.212898Z", "start_time": "2022-04-05T09:07:48.182869Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Z formation azimuth dip polarity X Y \\\n", "0 201.67 Shale -179.77 177.07 1 160.26 726.33 \n", "\n", " geometry \n", "0 POINT (160.259 726.329) " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations2 = gg.vector.calculate_orientation_for_three_point_problem(gdf=orientations2)\n", "orientations2" ] }, { "cell_type": "markdown", "id": "demographic-wedding", "metadata": {}, "source": [ "### Changing the Data Type of Fields" ] }, { "cell_type": "code", "execution_count": 22, "id": "danish-jumping", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.243325Z", "start_time": "2022-04-05T09:07:48.216890Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1 entries, 0 to 0\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Z 1 non-null float64 \n", " 1 formation 1 non-null object \n", " 2 azimuth 1 non-null float64 \n", " 3 dip 1 non-null float64 \n", " 4 polarity 1 non-null float64 \n", " 5 X 1 non-null float64 \n", " 6 Y 1 non-null float64 \n", " 7 geometry 1 non-null geometry\n", "dtypes: float64(6), geometry(1), object(1)\n", "memory usage: 192.0+ bytes\n" ] } ], "source": [ "orientations2['Z'] = orientations2['Z'].astype(float)\n", "orientations2['azimuth'] = orientations2['azimuth'].astype(float)\n", "orientations2['dip'] = orientations2['dip'].astype(float)\n", "orientations2['dip'] = 180 - orientations2['dip']\n", "orientations2['azimuth'] = 180 - orientations2['azimuth']\n", "orientations2['polarity'] = orientations2['polarity'].astype(float)\n", "orientations2['X'] = orientations2['X'].astype(float)\n", "orientations2['Y'] = orientations2['Y'].astype(float)\n", "orientations2.info()" ] }, { "cell_type": "code", "execution_count": 23, "id": "australian-pipeline", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.306094Z", "start_time": "2022-04-05T09:07:48.246313Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationdipazimuthpolaritygeometryXYZ
0Fault90.00280.001.00POINT (792.591 727.511)792.59727.51215.87
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" ], "text/plain": [ " formation dip azimuth polarity geometry X Y \\\n", "0 Fault 90.00 280.00 1.00 POINT (792.591 727.511) 792.59 727.51 \n", "\n", " Z \n", "0 215.87 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations_fault = gpd.read_file(file_path + 'orientations15_fault.shp')\n", "orientations_fault = gg.vector.extract_xyz(gdf=orientations_fault, dem=topo_raster)\n", "orientations_fault" ] }, { "cell_type": "markdown", "id": "demonstrated-correlation", "metadata": {}, "source": [ "### Merging Orientations" ] }, { "cell_type": "code", "execution_count": 24, "id": "velvet-toyota", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.321100Z", "start_time": "2022-04-05T09:07:48.307101Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexZformationazimuthdippolarityXYgeometry
00181.67Ironstone359.952.921.00160.11726.14POINT (160.107 726.139)
10201.67Shale359.772.931.00160.26726.33POINT (160.259 726.329)
20215.87Fault280.0090.001.00792.59727.51POINT (792.591 727.511)
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" ], "text/plain": [ " index Z formation azimuth dip polarity X Y \\\n", "0 0 181.67 Ironstone 359.95 2.92 1.00 160.11 726.14 \n", "1 0 201.67 Shale 359.77 2.93 1.00 160.26 726.33 \n", "2 0 215.87 Fault 280.00 90.00 1.00 792.59 727.51 \n", "\n", " geometry \n", "0 POINT (160.107 726.139) \n", "1 POINT (160.259 726.329) \n", "2 POINT (792.591 727.511) " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations = pd.concat([orientations1, orientations2, orientations_fault]).reset_index()\n", "orientations" ] }, { "cell_type": "markdown", "id": "textile-christianity", "metadata": {}, "source": [ "### Plotting the Orientations" ] }, { "cell_type": "code", "execution_count": 25, "id": "detected-certificate", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:48.637372Z", "start_time": "2022-04-05T09:07:48.322098Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(179.77829589465532, 0.5, 'Y [m]')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, figsize=(10,10))\n", "\n", "interfaces.plot(ax=ax, column='formation', legend=True, aspect='equal')\n", "interfaces_coords.plot(ax=ax, column='formation', legend=True, aspect='equal')\n", "orientations.plot(ax=ax, color='red', aspect='equal')\n", "plt.grid()\n", "plt.xlim(0,1187)\n", "plt.ylim(0,1479)\n", "plt.xlabel('X [m]')\n", "plt.ylabel('Y [m]')" ] }, { "cell_type": "markdown", "id": "wired-vietnamese", "metadata": {}, "source": [ "## GemPy Model Construction (Part A)\n", "\n", "The structural geological model will be constructed using the `GemPy` package. The first model is calculated without the fault. " ] }, { "cell_type": "code", "execution_count": 26, "id": "governing-brazilian", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:49.555235Z", "start_time": "2022-04-05T09:07:48.639379Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\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 gempy as gp" ] }, { "cell_type": "markdown", "id": "associate-visitor", "metadata": {}, "source": [ "### Creating New Model" ] }, { "cell_type": "code", "execution_count": 27, "id": "recorded-delicious", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.205052Z", "start_time": "2022-04-05T09:07:49.557236Z" } }, "outputs": [ { "data": { "text/plain": [ "Model15a 2022-04-05 11:07" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model = gp.create_model('Model15a')\n", "geo_model" ] }, { "cell_type": "markdown", "id": "fitted-female", "metadata": {}, "source": [ "### Initiate Data\n", "\n", "The fault interfaces and orientations will be removed from the first model to model the layers also beyond the fault. As the information is provided that the fault has an offset of 20 m, the layers will be exported, the boundaries will be digitized and the elevation will be reduced by 20 m. " ] }, { "cell_type": "code", "execution_count": 28, "id": "complete-birth", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.220522Z", "start_time": "2022-04-05T09:07:50.207077Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexformationZgeometryXY
00Shale190.00POINT (69.806 954.941)69.81954.94
11Ironstone170.00POINT (69.806 954.941)69.81954.94
22Ironstone190.00POINT (145.769 562.774)145.77562.77
33Ironstone185.00POINT (264.746 660.701)264.75660.70
44Shale210.00POINT (146.226 563.346)146.23563.35
55Shale205.00POINT (264.746 660.701)264.75660.70
\n", "
" ], "text/plain": [ " index formation Z geometry X Y\n", "0 0 Shale 190.00 POINT (69.806 954.941) 69.81 954.94\n", "1 1 Ironstone 170.00 POINT (69.806 954.941) 69.81 954.94\n", "2 2 Ironstone 190.00 POINT (145.769 562.774) 145.77 562.77\n", "3 3 Ironstone 185.00 POINT (264.746 660.701) 264.75 660.70\n", "4 4 Shale 210.00 POINT (146.226 563.346) 146.23 563.35\n", "5 5 Shale 205.00 POINT (264.746 660.701) 264.75 660.70" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interfaces_coords_new=interfaces_coords[interfaces_coords['formation'] != 'Fault']\n", "interfaces_coords_new" ] }, { "cell_type": "code", "execution_count": 29, "id": "clean-layout", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.251933Z", "start_time": "2022-04-05T09:07:50.221513Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexZformationazimuthdippolarityXYgeometry
00181.67Ironstone359.952.921.00160.11726.14POINT (160.107 726.139)
10201.67Shale359.772.931.00160.26726.33POINT (160.259 726.329)
\n", "
" ], "text/plain": [ " index Z formation azimuth dip polarity X Y \\\n", "0 0 181.67 Ironstone 359.95 2.92 1.00 160.11 726.14 \n", "1 0 201.67 Shale 359.77 2.93 1.00 160.26 726.33 \n", "\n", " geometry \n", "0 POINT (160.107 726.139) \n", "1 POINT (160.259 726.329) " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientations_new=orientations[orientations['formation'] != 'Fault']\n", "orientations_new" ] }, { "cell_type": "code", "execution_count": 30, "id": "assisted-nothing", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.440996Z", "start_time": "2022-04-05T09:07:50.252947Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Active grids: ['regular']\n" ] }, { "data": { "text/plain": [ "Model15a 2022-04-05 11:07" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.init_data(geo_model, [0, 1187, 0, 1479, 100, 300], [100, 100, 100],\n", " surface_points_df=interfaces_coords_new[interfaces_coords_new['Z'] != 0],\n", " orientations_df=orientations_new,\n", " default_values=True)" ] }, { "cell_type": "markdown", "id": "integrated-pension", "metadata": {}, "source": [ "### Model Surfaces" ] }, { "cell_type": "code", "execution_count": 31, "id": "cutting-energy", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.504274Z", "start_time": "2022-04-05T09:07:50.442990Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces color id
0ShaleDefault series1#0154821
1IronstoneDefault series2#9f00522
" ], "text/plain": [ " surface series order_surfaces color id\n", "0 Shale Default series 1 #015482 1\n", "1 Ironstone Default series 2 #9f0052 2" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model.surfaces" ] }, { "cell_type": "markdown", "id": "younger-young", "metadata": {}, "source": [ "### Mapping the Stack to Surfaces" ] }, { "cell_type": "code", "execution_count": 32, "id": "formed-thoughts", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.598418Z", "start_time": "2022-04-05T09:07:50.506296Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces color id
0ShaleStrata11#0154821
1IronstoneStrata12#9f00522
2BasementStrata13#ffbe003
" ], "text/plain": [ " surface series order_surfaces color id\n", "0 Shale Strata1 1 #015482 1\n", "1 Ironstone Strata1 2 #9f0052 2\n", "2 Basement Strata1 3 #ffbe00 3" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.map_stack_to_surfaces(geo_model,\n", " {\n", " 'Strata1': ('Shale', 'Ironstone'),\n", " },\n", " remove_unused_series=True)\n", "geo_model.add_surfaces('Basement')" ] }, { "cell_type": "markdown", "id": "subtle-techno", "metadata": {}, "source": [ "### Showing the Number of Data Points" ] }, { "cell_type": "code", "execution_count": 33, "id": "forty-treaty", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.646443Z", "start_time": "2022-04-05T09:07:50.600433Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces color id No. of Interfaces No. of Orientations
0ShaleStrata11#015482131
1IronstoneStrata12#9f0052231
2BasementStrata13#ffbe00300
" ], "text/plain": [ " surface series order_surfaces color id No. of Interfaces No. of Orientations\n", "0 Shale Strata1 1 #015482 1 3 1\n", "1 Ironstone Strata1 2 #9f0052 2 3 1\n", "2 Basement Strata1 3 #ffbe00 3 0 0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gg.utils.show_number_of_data_points(geo_model=geo_model)" ] }, { "cell_type": "markdown", "id": "medieval-deployments", "metadata": {}, "source": [ "### Loading Digital Elevation Model" ] }, { "cell_type": "code", "execution_count": 34, "id": "subsequent-technique", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:50.915508Z", "start_time": "2022-04-05T09:07:50.648431Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cropped raster to geo_model.grid.extent.\n", "depending on the size of the raster, this can take a while...\n", "storing converted file...\n", "Active grids: ['regular' 'topography']\n" ] }, { "data": { "text/plain": [ "Grid Object. Values: \n", "array([[ 5.935 , 7.395 , 101. ],\n", " [ 5.935 , 7.395 , 103. ],\n", " [ 5.935 , 7.395 , 105. ],\n", " ...,\n", " [1184.49578059, 1466.50844595, 275.3008728 ],\n", " [1184.49578059, 1471.50506757, 275.80532837],\n", " [1184.49578059, 1476.50168919, 276.31124878]])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model.set_topography(\n", " source='gdal', filepath=file_path + 'raster15.tif')" ] }, { "cell_type": "markdown", "id": "extreme-drink", "metadata": {}, "source": [ "### Plotting Input Data" ] }, { "cell_type": "code", "execution_count": 35, "id": "conservative-philip", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:51.123368Z", "start_time": "2022-04-05T09:07:50.917512Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.plot_2d(geo_model, direction='z', show_lith=False, show_boundaries=False)\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 36, "id": "vocational-intranet", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:51.485280Z", "start_time": "2022-04-05T09:07:51.125355Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.plot_3d(geo_model, image=False, plotter_type='basic', notebook=True)" ] }, { "cell_type": "markdown", "id": "geological-triple", "metadata": {}, "source": [ "### Setting the Interpolator" ] }, { "cell_type": "code", "execution_count": 37, "id": "external-clerk", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:53.932778Z", "start_time": "2022-04-05T09:07:51.487287Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling theano function...\n", "Level of Optimization: fast_compile\n", "Device: cpu\n", "Precision: float64\n", "Number of faults: 0\n", "Compilation Done!\n", "Kriging values: \n", " values\n", "range 1906.94\n", "$C_o$ 86581.19\n", "drift equations [3]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.set_interpolator(geo_model,\n", " compile_theano=True,\n", " theano_optimizer='fast_compile',\n", " verbose=[],\n", " update_kriging=False\n", " )" ] }, { "cell_type": "markdown", "id": "above-lending", "metadata": {}, "source": [ "### Computing Model" ] }, { "cell_type": "code", "execution_count": 38, "id": "impressed-adams", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:58.795026Z", "start_time": "2022-04-05T09:07:53.934779Z" } }, "outputs": [], "source": [ "sol = gp.compute_model(geo_model, compute_mesh=True)" ] }, { "cell_type": "markdown", "id": "developing-wallet", "metadata": {}, "source": [ "### Plotting Cross Sections" ] }, { "cell_type": "code", "execution_count": 39, "id": "champion-collectible", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:07:59.462193Z", "start_time": "2022-04-05T09:07:58.797026Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.plot_2d(geo_model, direction=['x', 'x', 'y', 'y'], cell_number=[25, 75, 25, 75], show_topography=True, show_data=False)" ] }, { "cell_type": "markdown", "id": "intimate-connectivity", "metadata": {}, "source": [ "### Plotting 3D Model" ] }, { "cell_type": "code", "execution_count": 40, "id": "developing-comparison", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.390041Z", "start_time": "2022-04-05T09:07:59.464193Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gpv = gp.plot_3d(geo_model, image=False, show_topography=True,\n", " plotter_type='basic', notebook=True, show_lith=True)" ] }, { "cell_type": "markdown", "id": "three-nutrition", "metadata": {}, "source": [ "### Creating Polygons from GemPy Model\n", "\n", "A GeoDataFrame containing polygons representing the geological map can be created using `gg.post.extract_lithologies()`. This data is now being saved and the constructed layer boundaries beyond the fault in the east are being digitized. Their elevation values will be reduced by 20 m to simulate the offset of the fault. The model will then be recalculated again." ] }, { "cell_type": "code", "execution_count": 41, "id": "annual-clarity", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.454043Z", "start_time": "2022-04-05T09:08:01.392022Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationgeometry
0BasementPOLYGON ((22.538 3.254, 22.804 2.498, 27.546 2...
1IronstonePOLYGON ((7.513 2.498, 12.521 2.498, 17.530 2....
2IronstonePOLYGON ((5.851 192.370, 7.513 194.147, 10.887...
3ShalePOLYGON ((4.134 362.255, 7.513 365.081, 10.021...
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" ], "text/plain": [ " formation geometry\n", "0 Basement POLYGON ((22.538 3.254, 22.804 2.498, 27.546 2...\n", "1 Ironstone POLYGON ((7.513 2.498, 12.521 2.498, 17.530 2....\n", "2 Ironstone POLYGON ((5.851 192.370, 7.513 194.147, 10.887...\n", "3 Shale POLYGON ((4.134 362.255, 7.513 365.081, 10.021..." ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf = gg.post.extract_lithologies(geo_model, [0, 1187, 0, 1479], 'EPSG:4326')\n", "gdf" ] }, { "cell_type": "code", "execution_count": 42, "id": "structural-malawi", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.518066Z", "start_time": "2022-04-05T09:08:01.456038Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationgeometry
0ConglomeratePOLYGON ((22.538 3.254, 21.064 7.495, 19.356 1...
1IronstonePOLYGON ((7.513 2.498, 2.504 2.498, 2.504 7.49...
2IronstonePOLYGON ((5.851 192.370, 2.504 188.069, 2.504 ...
3ShalePOLYGON ((4.134 362.255, 2.504 360.939, 2.504 ...
\n", "
" ], "text/plain": [ " formation geometry\n", "0 Conglomerate POLYGON ((22.538 3.254, 21.064 7.495, 19.356 1...\n", "1 Ironstone POLYGON ((7.513 2.498, 2.504 2.498, 2.504 7.49...\n", "2 Ironstone POLYGON ((5.851 192.370, 2.504 188.069, 2.504 ...\n", "3 Shale POLYGON ((4.134 362.255, 2.504 360.939, 2.504 ..." ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf = gpd.read_file(file_path + 'geolmap.shp')\n", "gdf" ] }, { "cell_type": "code", "execution_count": 43, "id": "insured-psychiatry", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.676100Z", "start_time": "2022-04-05T09:08:01.519061Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gdf.plot(column='formation', alpha=0.9, aspect='equal')\n", "plt.grid()" ] }, { "cell_type": "markdown", "id": "superior-fundamentals", "metadata": {}, "source": [ "### Preparing Interfaces beyond the fault" ] }, { "cell_type": "code", "execution_count": 44, "id": "special-integer", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.787156Z", "start_time": "2022-04-05T09:08:01.677100Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationgeometryXYZ
0ShalePOINT (778.812 601.522)778.81601.52208.06
1ShalePOINT (783.821 597.991)783.82597.99208.15
2ShalePOINT (788.829 594.245)788.83594.25208.26
3ShalePOINT (791.557 592.100)791.56592.10208.71
4ShalePOINT (797.430 587.103)797.43587.10208.89
..................
250IronstonePOINT (1169.470 270.001)1169.47270.00205.13
251IronstonePOINT (1172.985 267.319)1172.99267.32205.24
252IronstonePOINT (1174.479 266.187)1174.48266.19205.24
253IronstonePOINT (1179.487 262.439)1179.49262.44205.33
254IronstonePOINT (1184.496 258.751)1184.50258.75205.42
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255 rows × 5 columns

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" ], "text/plain": [ " formation geometry X Y Z\n", "0 Shale POINT (778.812 601.522) 778.81 601.52 208.06\n", "1 Shale POINT (783.821 597.991) 783.82 597.99 208.15\n", "2 Shale POINT (788.829 594.245) 788.83 594.25 208.26\n", "3 Shale POINT (791.557 592.100) 791.56 592.10 208.71\n", "4 Shale POINT (797.430 587.103) 797.43 587.10 208.89\n", ".. ... ... ... ... ...\n", "250 Ironstone POINT (1169.470 270.001) 1169.47 270.00 205.13\n", "251 Ironstone POINT (1172.985 267.319) 1172.99 267.32 205.24\n", "252 Ironstone POINT (1174.479 266.187) 1174.48 266.19 205.24\n", "253 Ironstone POINT (1179.487 262.439) 1179.49 262.44 205.33\n", "254 Ironstone POINT (1184.496 258.751) 1184.50 258.75 205.42\n", "\n", "[255 rows x 5 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interfaces_beyond_fault = gpd.read_file(file_path + 'interfaces15_beyond_fault.shp')\n", "interfaces_beyond_fault = gg.vector.extract_xyz(gdf=interfaces_beyond_fault, dem=topo_raster)\n", "interfaces_beyond_fault" ] }, { "cell_type": "markdown", "id": "accomplished-sample", "metadata": {}, "source": [ "### Substracting the fault offset" ] }, { "cell_type": "code", "execution_count": 45, "id": "ultimate-process", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.819167Z", "start_time": "2022-04-05T09:08:01.789158Z" } }, "outputs": [ { "data": { "text/html": [ "
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formationgeometryXYZ
0ShalePOINT (778.812 601.522)778.81601.52188.06
1ShalePOINT (783.821 597.991)783.82597.99188.15
2ShalePOINT (788.829 594.245)788.83594.25188.26
3ShalePOINT (791.557 592.100)791.56592.10188.71
4ShalePOINT (797.430 587.103)797.43587.10188.89
..................
250IronstonePOINT (1169.470 270.001)1169.47270.00185.13
251IronstonePOINT (1172.985 267.319)1172.99267.32185.24
252IronstonePOINT (1174.479 266.187)1174.48266.19185.24
253IronstonePOINT (1179.487 262.439)1179.49262.44185.33
254IronstonePOINT (1184.496 258.751)1184.50258.75185.42
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255 rows × 5 columns

\n", "
" ], "text/plain": [ " formation geometry X Y Z\n", "0 Shale POINT (778.812 601.522) 778.81 601.52 188.06\n", "1 Shale POINT (783.821 597.991) 783.82 597.99 188.15\n", "2 Shale POINT (788.829 594.245) 788.83 594.25 188.26\n", "3 Shale POINT (791.557 592.100) 791.56 592.10 188.71\n", "4 Shale POINT (797.430 587.103) 797.43 587.10 188.89\n", ".. ... ... ... ... ...\n", "250 Ironstone POINT (1169.470 270.001) 1169.47 270.00 185.13\n", "251 Ironstone POINT (1172.985 267.319) 1172.99 267.32 185.24\n", "252 Ironstone POINT (1174.479 266.187) 1174.48 266.19 185.24\n", "253 Ironstone POINT (1179.487 262.439) 1179.49 262.44 185.33\n", "254 Ironstone POINT (1184.496 258.751) 1184.50 258.75 185.42\n", "\n", "[255 rows x 5 columns]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interfaces_beyond_fault['Z']=interfaces_beyond_fault['Z']-20\n", "interfaces_beyond_fault" ] }, { "cell_type": "markdown", "id": "whole-amplifier", "metadata": {}, "source": [ "### Mergin old and new interfaces" ] }, { "cell_type": "code", "execution_count": 46, "id": "eight-omega", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.850172Z", "start_time": "2022-04-05T09:08:01.822166Z" } }, "outputs": [ { "data": { "text/html": [ "
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level_0indexformationZgeometryXY
000.00Shale190.00POINT (69.806 954.941)69.81954.94
111.00Ironstone170.00POINT (69.806 954.941)69.81954.94
222.00Ironstone190.00POINT (145.769 562.774)145.77562.77
333.00Ironstone185.00POINT (264.746 660.701)264.75660.70
444.00Shale210.00POINT (146.226 563.346)146.23563.35
555.00Shale205.00POINT (264.746 660.701)264.75660.70
660.00Fault178.76POINT (683.911 0.608)683.910.61
771.00Fault254.62POINT (899.671 1477.524)899.671477.52
8177NaNIronstone176.27POINT (949.099 437.906)949.10437.91
9199NaNIronstone177.36POINT (1039.795 417.218)1039.79417.22
10156NaNIronstone176.90POINT (853.939 427.352)853.94427.35
11127NaNShale194.60POINT (1169.470 472.641)1169.47472.64
124NaNShale188.89POINT (797.430 587.103)797.43587.10
13230NaNIronstone182.46POINT (1114.378 320.613)1114.38320.61
14155NaNIronstone176.77POINT (848.930 428.164)848.93428.16
15196NaNIronstone177.05POINT (1034.243 423.251)1034.24423.25
16110NaNShale191.82POINT (1124.395 527.284)1124.39527.28
170NaNShale188.06POINT (778.812 601.522)778.81601.52
1820NaNShale190.81POINT (838.823 547.130)838.82547.13
1974NaNShale187.12POINT (1034.243 618.288)1034.24618.29
2092NaNShale188.89POINT (1085.673 582.106)1085.67582.11
21138NaNIronstone175.84POINT (783.821 447.680)783.82447.68
22119NaNShale193.19POINT (1144.428 499.461)1144.43499.46
2394NaNShale189.24POINT (1089.653 577.110)1089.65577.11
2477NaNShale187.33POINT (1044.259 616.032)1044.26616.03
25123NaNShale193.80POINT (1154.445 488.152)1154.45488.15
2653NaNShale189.23POINT (965.782 582.106)965.78582.11
278NaNShale189.40POINT (807.567 577.110)807.57577.11
28194NaNIronstone176.60POINT (1024.226 432.683)1024.23432.68
29160NaNIronstone177.25POINT (868.964 425.396)868.96425.40
30181NaNIronstone176.12POINT (969.133 446.025)969.13446.03
3155NaNShale189.01POINT (971.197 587.103)971.20587.10
32233NaNIronstone183.05POINT (1122.155 312.289)1122.16312.29
33241NaNIronstone184.02POINT (1142.482 292.302)1142.48292.30
34144NaNIronstone176.33POINT (803.854 440.894)803.85440.89
35252NaNIronstone185.24POINT (1174.479 266.187)1174.48266.19
36152NaNIronstone176.80POINT (833.905 431.359)833.91431.36
373NaNShale188.71POINT (791.557 592.100)791.56592.10
38129NaNShale194.85POINT (1174.933 467.184)1174.93467.18
3946NaNShale190.13POINT (944.754 562.120)944.75562.12
40169NaNIronstone176.79POINT (914.040 427.799)914.04427.80
41211NaNIronstone179.46POINT (1069.302 377.432)1069.30377.43
42186NaNIronstone175.71POINT (989.167 448.328)989.17448.33
43206NaNIronstone178.75POINT (1059.017 392.235)1059.02392.23
44149NaNIronstone176.38POINT (823.888 434.155)823.89434.15
45212NaNIronstone179.93POINT (1072.891 372.248)1072.89372.25
46225NaNIronstone181.85POINT (1103.757 332.275)1103.76332.28
47187NaNIronstone175.83POINT (994.175 447.621)994.18447.62
4842NaNShale190.77POINT (931.344 552.127)931.34552.13
49109NaNShale191.38POINT (1121.307 532.140)1121.31532.14
50108NaNShale191.45POINT (1119.386 535.097)1119.39535.10
5138NaNShale191.03POINT (919.049 545.720)919.05545.72
52192NaNIronstone176.51POINT (1018.269 437.204)1018.27437.20
53121NaNShale193.50POINT (1149.437 493.655)1149.44493.66
54254NaNIronstone185.42POINT (1184.496 258.751)1184.50258.75
55222NaNIronstone181.17POINT (1094.344 343.135)1094.34343.14
56184NaNIronstone175.73POINT (979.150 448.200)979.15448.20
57209NaNIronstone178.98POINT (1064.293 384.655)1064.29384.65
\n", "
" ], "text/plain": [ " level_0 index formation Z geometry X Y\n", "0 0 0.00 Shale 190.00 POINT (69.806 954.941) 69.81 954.94\n", "1 1 1.00 Ironstone 170.00 POINT (69.806 954.941) 69.81 954.94\n", "2 2 2.00 Ironstone 190.00 POINT (145.769 562.774) 145.77 562.77\n", "3 3 3.00 Ironstone 185.00 POINT (264.746 660.701) 264.75 660.70\n", "4 4 4.00 Shale 210.00 POINT (146.226 563.346) 146.23 563.35\n", "5 5 5.00 Shale 205.00 POINT (264.746 660.701) 264.75 660.70\n", "6 6 0.00 Fault 178.76 POINT (683.911 0.608) 683.91 0.61\n", "7 7 1.00 Fault 254.62 POINT (899.671 1477.524) 899.67 1477.52\n", "8 177 NaN Ironstone 176.27 POINT (949.099 437.906) 949.10 437.91\n", "9 199 NaN Ironstone 177.36 POINT (1039.795 417.218) 1039.79 417.22\n", "10 156 NaN Ironstone 176.90 POINT (853.939 427.352) 853.94 427.35\n", "11 127 NaN Shale 194.60 POINT (1169.470 472.641) 1169.47 472.64\n", "12 4 NaN Shale 188.89 POINT (797.430 587.103) 797.43 587.10\n", "13 230 NaN Ironstone 182.46 POINT (1114.378 320.613) 1114.38 320.61\n", "14 155 NaN Ironstone 176.77 POINT (848.930 428.164) 848.93 428.16\n", "15 196 NaN Ironstone 177.05 POINT (1034.243 423.251) 1034.24 423.25\n", "16 110 NaN Shale 191.82 POINT (1124.395 527.284) 1124.39 527.28\n", "17 0 NaN Shale 188.06 POINT (778.812 601.522) 778.81 601.52\n", "18 20 NaN Shale 190.81 POINT (838.823 547.130) 838.82 547.13\n", "19 74 NaN Shale 187.12 POINT (1034.243 618.288) 1034.24 618.29\n", "20 92 NaN Shale 188.89 POINT (1085.673 582.106) 1085.67 582.11\n", "21 138 NaN Ironstone 175.84 POINT (783.821 447.680) 783.82 447.68\n", "22 119 NaN Shale 193.19 POINT (1144.428 499.461) 1144.43 499.46\n", "23 94 NaN Shale 189.24 POINT (1089.653 577.110) 1089.65 577.11\n", "24 77 NaN Shale 187.33 POINT (1044.259 616.032) 1044.26 616.03\n", "25 123 NaN Shale 193.80 POINT (1154.445 488.152) 1154.45 488.15\n", "26 53 NaN Shale 189.23 POINT (965.782 582.106) 965.78 582.11\n", "27 8 NaN Shale 189.40 POINT (807.567 577.110) 807.57 577.11\n", "28 194 NaN Ironstone 176.60 POINT (1024.226 432.683) 1024.23 432.68\n", "29 160 NaN Ironstone 177.25 POINT (868.964 425.396) 868.96 425.40\n", "30 181 NaN Ironstone 176.12 POINT (969.133 446.025) 969.13 446.03\n", "31 55 NaN Shale 189.01 POINT (971.197 587.103) 971.20 587.10\n", "32 233 NaN Ironstone 183.05 POINT (1122.155 312.289) 1122.16 312.29\n", "33 241 NaN Ironstone 184.02 POINT (1142.482 292.302) 1142.48 292.30\n", "34 144 NaN Ironstone 176.33 POINT (803.854 440.894) 803.85 440.89\n", "35 252 NaN Ironstone 185.24 POINT (1174.479 266.187) 1174.48 266.19\n", "36 152 NaN Ironstone 176.80 POINT (833.905 431.359) 833.91 431.36\n", "37 3 NaN Shale 188.71 POINT (791.557 592.100) 791.56 592.10\n", "38 129 NaN Shale 194.85 POINT (1174.933 467.184) 1174.93 467.18\n", "39 46 NaN Shale 190.13 POINT (944.754 562.120) 944.75 562.12\n", "40 169 NaN Ironstone 176.79 POINT (914.040 427.799) 914.04 427.80\n", "41 211 NaN Ironstone 179.46 POINT (1069.302 377.432) 1069.30 377.43\n", "42 186 NaN Ironstone 175.71 POINT (989.167 448.328) 989.17 448.33\n", "43 206 NaN Ironstone 178.75 POINT (1059.017 392.235) 1059.02 392.23\n", "44 149 NaN Ironstone 176.38 POINT (823.888 434.155) 823.89 434.15\n", "45 212 NaN Ironstone 179.93 POINT (1072.891 372.248) 1072.89 372.25\n", "46 225 NaN Ironstone 181.85 POINT (1103.757 332.275) 1103.76 332.28\n", "47 187 NaN Ironstone 175.83 POINT (994.175 447.621) 994.18 447.62\n", "48 42 NaN Shale 190.77 POINT (931.344 552.127) 931.34 552.13\n", "49 109 NaN Shale 191.38 POINT (1121.307 532.140) 1121.31 532.14\n", "50 108 NaN Shale 191.45 POINT (1119.386 535.097) 1119.39 535.10\n", "51 38 NaN Shale 191.03 POINT (919.049 545.720) 919.05 545.72\n", "52 192 NaN Ironstone 176.51 POINT (1018.269 437.204) 1018.27 437.20\n", "53 121 NaN Shale 193.50 POINT (1149.437 493.655) 1149.44 493.66\n", "54 254 NaN Ironstone 185.42 POINT (1184.496 258.751) 1184.50 258.75\n", "55 222 NaN Ironstone 181.17 POINT (1094.344 343.135) 1094.34 343.14\n", "56 184 NaN Ironstone 175.73 POINT (979.150 448.200) 979.15 448.20\n", "57 209 NaN Ironstone 178.98 POINT (1064.293 384.655) 1064.29 384.65" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interfaces_coords = pd.concat([interfaces_coords, interfaces_beyond_fault.sample(n=50)]).reset_index()\n", "interfaces_coords" ] }, { "cell_type": "markdown", "id": "hybrid-productivity", "metadata": {}, "source": [ "## GemPy Model Construction (Part B)\n", "\n", "The structural geological model will be constructed using the `GemPy` package. " ] }, { "cell_type": "code", "execution_count": 47, "id": "changing-repeat", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.866175Z", "start_time": "2022-04-05T09:08:01.852172Z" } }, "outputs": [], "source": [ "import gempy as gp" ] }, { "cell_type": "markdown", "id": "protecting-selection", "metadata": {}, "source": [ "### Creating new Model" ] }, { "cell_type": "code", "execution_count": 48, "id": "separate-florida", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:01.960992Z", "start_time": "2022-04-05T09:08:01.868175Z" } }, "outputs": [ { "data": { "text/plain": [ "Model15b 2022-04-05 11:08" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model = gp.create_model('Model15b')\n", "geo_model" ] }, { "cell_type": "markdown", "id": "inclusive-complement", "metadata": {}, "source": [ "### Initiate Data\n" ] }, { "cell_type": "code", "execution_count": 49, "id": "varied-tender", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:02.180913Z", "start_time": "2022-04-05T09:08:01.962992Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Active grids: ['regular']\n" ] }, { "data": { "text/plain": [ "Model15b 2022-04-05 11:08" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.init_data(geo_model, [0, 1187, 0, 1479, 100, 300], [100, 100, 100],\n", " surface_points_df=interfaces_coords[interfaces_coords['Z'] != 0],\n", " orientations_df=orientations,\n", " default_values=True)" ] }, { "cell_type": "markdown", "id": "compatible-james", "metadata": {}, "source": [ "### Model Surfaces" ] }, { "cell_type": "code", "execution_count": 50, "id": "round-morning", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:02.196923Z", "start_time": "2022-04-05T09:08:02.182922Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces color id
0ShaleDefault series1#0154821
1IronstoneDefault series2#9f00522
2FaultDefault series3#ffbe003
" ], "text/plain": [ " surface series order_surfaces color id\n", "0 Shale Default series 1 #015482 1\n", "1 Ironstone Default series 2 #9f0052 2\n", "2 Fault Default series 3 #ffbe00 3" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model.surfaces" ] }, { "cell_type": "markdown", "id": "coupled-thompson", "metadata": {}, "source": [ "### Mapping the Stack to Surfaces" ] }, { "cell_type": "code", "execution_count": 51, "id": "formed-thought", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:02.354975Z", "start_time": "2022-04-05T09:08:02.197934Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fault colors changed. If you do not like this behavior, set change_color to False.\n" ] }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
order_seriesBottomRelationisActiveisFaultisFinite
Fault11FaultTrueTrueFalse
Strata12ErosionTrueFalseFalse
" ], "text/plain": [ " order_series BottomRelation isActive isFault isFinite\n", "Fault1 1 Fault True True False\n", "Strata1 2 Erosion True False False" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.map_stack_to_surfaces(geo_model,\n", " {\n", " 'Fault1' : ('Fault'),\n", " 'Strata1': ('Shale', 'Ironstone'),\n", " },\n", " remove_unused_series=True)\n", "geo_model.add_surfaces('Basement')\n", "geo_model.set_is_fault(['Fault1'])" ] }, { "cell_type": "markdown", "id": "subtle-technos", "metadata": {}, "source": [ "### Showing the Number of Data Points" ] }, { "cell_type": "code", "execution_count": 52, "id": "forty-treaties", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:02.416983Z", "start_time": "2022-04-05T09:08:02.356963Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
surface series order_surfaces color id No. of Interfaces No. of Orientations
2FaultFault11#527682121
0ShaleStrata11#9f00522251
1IronstoneStrata12#ffbe003311
3BasementStrata13#728f02400
" ], "text/plain": [ " surface series order_surfaces color id No. of Interfaces No. of Orientations\n", "2 Fault Fault1 1 #527682 1 2 1\n", "0 Shale Strata1 1 #9f0052 2 25 1\n", "1 Ironstone Strata1 2 #ffbe00 3 31 1\n", "3 Basement Strata1 3 #728f02 4 0 0" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gg.utils.show_number_of_data_points(geo_model=geo_model)" ] }, { "cell_type": "markdown", "id": "medieval-deployment", "metadata": {}, "source": [ "### Loading Digital Elevation Model" ] }, { "cell_type": "code", "execution_count": 53, "id": "subsequent-techniques", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:02.703041Z", "start_time": "2022-04-05T09:08:02.417977Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cropped raster to geo_model.grid.extent.\n", "depending on the size of the raster, this can take a while...\n", "storing converted file...\n", "Active grids: ['regular' 'topography']\n" ] }, { "data": { "text/plain": [ "Grid Object. Values: \n", "array([[ 5.935 , 7.395 , 101. ],\n", " [ 5.935 , 7.395 , 103. ],\n", " [ 5.935 , 7.395 , 105. ],\n", " ...,\n", " [1184.49578059, 1466.50844595, 275.3008728 ],\n", " [1184.49578059, 1471.50506757, 275.80532837],\n", " [1184.49578059, 1476.50168919, 276.31124878]])" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_model.set_topography(\n", " source='gdal', filepath=file_path + 'raster15.tif')" ] }, { "cell_type": "markdown", "id": "extreme-drinks", "metadata": {}, "source": [ "### Plotting Input Data" ] }, { "cell_type": "code", "execution_count": 54, "id": "conservative-philips", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:02.910179Z", "start_time": "2022-04-05T09:08:02.705049Z" } }, "outputs": [ { "data": { "image/png": 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RyMzMRKVS3XFFw/xIaAghCpXVasVsNhMUFOSwTVEU9Hr9XS825e48rW0+Pj6kpqZitVrvqb7u30IhhEcxmUwl4tbTkkyn093TkrggoSGEKGSKonjEb9wPMpVKdc/PrMh3VgghHjD3s6SthIYQwm0Z7rELxZ38fQljTycD4UIIt5KRmcXqLb/z4+4DXL+ZSYCfL+2iI+nZpgWlfH0K9Vzt2rUjJSUl19PPU6ZMyXP5V2eMGzeOoKAgxo4dy+bNm/noo49YuXJlYVTXLUhoCCHcRkZmFm/M/4yzl5Pt267fzOTrn7ex52gCk4YOLPTgmDVrFm3bti3UY+ZIT0/HarUWybFdRbqnhBBuY/WW3x0C43ZnLyez+uetxVaXb775hl69ehETE0OTJk2YMGGCffC4Xbt2/PTTT/Z9P/jgA1577TWH9x88eJC33nqLI0eO0KJFi2Krd1GT0BBCuI0fdx8ouHzX/mKpx7lz53jjjTeYOHEiu3btYtmyZaxfv57t27c7fYwGDRrw9ttvU6dOHX7//fcirG3xku4pIYRbMJhMXL+ZWeA+129mYjSZ0RbifFKjRo1yGNNo37498fHxrFu3jipVqpCamkpaWhqlS5fm8uXLhXZeT+WS0Dh48CAvvfQSv/32m8N2q9XKwIEDefjhhxk7dixgu+d7xowZrFixAovFQvfu3Xnttdfs3+T169fzwQcfcO3aNZo0acK7775LuXLlir1NQoj7o/P2JsDPt8DgCPDzLdTAAJgxY0auMQ2r1cqKFStYuXIlvr6+1K1bF5PJVOLGJ+5FsXZPKYrCypUree655/J8GvHTTz9l9+7dDtuWLl3Kli1bWLt2LRs2bGDv3r0sW7YMgKNHj/LWW28xY8YMtm3bRrly5Xj77beLpS1CiMLXLjqy4PKYhsVSj2+++YYNGzbw9ddf8/333zNr1iyHp9zVarXDZ1haWlqx1MsdFGtozJ8/nyVLljB06NBcZUePHmXVqlU89thjDtvXrFnDwIEDCQkJITg4mCFDhvDll18CsG7dOtq3b09kZCR6vZ7Ro0ezefNmrl69WiztEUIUrp5tWlC1fN4rxlUtH0zP1s2LpR4ZGRloNBq0Wi1Go5GPP/6Yc+fO2WftrV69Ohs3biQ7O5s///yTX3/9Nc/jaLVabt68WSQrBrpKsYZG7969WbNmDfXr13fYbjQaGTt2LO+88w6+vr4OZYmJiURERNhfh4WFkZCQgKIoucqCgoLw9/cnMTGxaBsihCgSpXx9mDR0ID3aNCfAz/ZZEODnS482zYvkdtv89OzZk5o1a9K2bVvatGnDoUOHeOyxxzh58iQAr776KufOnaNZs2ZMnjyZrl275nmcmJgY+9+eMnX6nRTrmEZISEie26dPn07Lli2Jjo7O9RBMVlaWwxKKPj4+WK1WjEZjrrKc8qysLKfrZDQayc7OvotWuD9Pm9//bkjb3J/BYMDb29uh/z/n386MCfjqdTzdsS1Pd2yba9C7sMcUfvjhhzyPq9VqmTlzZp7vsVqt1KpVi//973/21waDAZ1Oh9Vq5b333rNvDw4OZuPGjUVW/3tltVrznbDwTj9/Lr97atu2bWzfvp0VK1bkWa7X6x0akZWVhUajQafTodfrc33gZ2Vl5bpaKcjp06fJzCz4jg1PlZCQ4OoqFBlpm3sLCwvLs0vmXgIxy+wZU4l4UtgbDAaSkpLyLEtOzvs5mRwuD40NGzZw5swZmje39VVmZ2ejUqlITExkwYIF1KhRg6SkJCIjbQNkSUlJhIeHA9jLcly7do309HRq1Kjh9PlDQ0MJCwsrxBa5nsFgICEhgYiIiBI3RbW0zf3lXGnc3gtw+2/jJW0GXE9sm0qlyvfn7Pz58wW+1+WhER8fT3x8vP317fO2AHTr1o1FixbRtGlTNBoNCxYsoHv37gB06dKF/v3707t3b+rXr8+MGTNo1aqVw+Ivd6LVanN1cZUUOVdjJZG0zf3l9QGqVqs95oP1bnlS29Rqdb4/Z3f6hcXloXEn/fr1IyUlhT59+mAymejatStxcXEA1KlTh/j4eMaPH09ycjLR0dFMnjzZxTUWQoiSyyWhERsby44dO/IsmzJlisNrLy8vRo4cyciRI/Pcv1OnTnTq1KnQ6yiEECI3z7iWEkII4RYkNIQQQjhNQkMIIYTTJDSEEG7LnOU5zz48KCQ0hBBuxZCawe6xn7M8JI7/+vZjeUgcu8d+jiE1o0jOl5SUxIsvvkhMTAxRUVF069bN/rDxnDlzGDFixD0dt1atWhw/frwwq+oW3P6WWyHEg8OQmsHGR94g7fBZ+7bs5Oscmvo1577Zwz9+nYQuqFShnc9qtTJo0CB69erFBx98gFarZffu3QwfPpyAgIBCO09JIlcaQgi38ceU1Q6Bcbu0w2f549+rC/V8qampnDt3jm7duqHX61Gr1TRp0oQxY8bY52ZKTU1lxIgRNGnShMcee8xhFb4lS5bQrVs3WrVqRcuWLZkzZ06e57lw4QJDhw4lNjaWDh068NVXXxVqO4qThIYQwm2c+PTHAssT7lB+t8qWLUuTJk2Ii4tj9uzZbN++nczMTJ544gm6dOkCwN69e+nZsyfbt2/n8ccft6/Zs3v3bubPn8/s2bP55ZdfmDlzJh9++CGnT592OIfFYmHo0KHUrFmTX3/9ldmzZ/PBBx/c1dKx7kRCQwjhFsxZBgwp1wvcJzv5OuZsY6Ge95NPPqF///5s376dQYMG0aRJE0aNGkVqaioA0dHRtG3bFrVazeOPP865c+cAqFevHqtWraJ69epcvXoVk8mEXq/nypUrDsf/448/uHjxIiNHjkSr1VK7dm369u2b7ySt7k7GNIQQbkHjo0NXLqDA4NAHB6DRawv1vDqdjmeffZZnn30Wg8HAnj17mDZtGq+//jp169aldOnS9n29vb2xWCyAbf6mefPm8d133xEUFGRfJ+jv059fuHCBjIwMmjRpYt9msVioV69eobajuEhoCCHcRs3n2nFo6tf5lkc8165Qz7dhwwbef/99Nm/ejEqlQqfT0bx5c1588UUmT55M3bp1833v4sWLOX78OJs2bUKj0aDRaBzWzsgREhJC+fLl2bJli31bSkqKx67mJ91TQgi3UX9cTwLrVc2zLLBeVeqP7Vmo52vWrBmZmZm8++67XL16FUVROH36NMuXL6dt27YFvjcjIwNvb2+8vb3JzMxk2rRpmEwm+5KwOXKWo/7kk08wmUxcunSJuLg4li5dWqhtKS4SGkIIt6ELKsU/fp3Ew2N7oA+23fKqDw7g4bE9Cv12W7AtEb1s2TKuXLlCly5daNiwIXFxcdSvX59x48YV+N64uDg0Gg0tWrSgR48eGAwGGjVqZF8SNoe3tzcLFy5k586dtGzZkl69ehEbG8uwYcMKtS3FRaV46jXSfTp37hzt27dnw4YNd7VokyfIzs7m8OHD1KtXr0Ssy3A7aZv7y1lN8++LMGVlZeHj43NXa06Ys42FPoZR2O61ba6U1/coR85n4+bNm6lSpUqucs9ooRDigeTugfEgktAQQgjhNAkNIYQQTpPQEEII4TQJDSGEEE6T0BBCCOE0CQ0hhBBOk9AQQrgvS5ara1Do0tLSyMgomgWlioOEhhDCvZhS4eRY+C0EfvG1/X1yrG17ERgwYAD//e9/i+TYeenYsSMXLlwotvMVNpmwUAjhPkypsO8RuHn4tm3JcGYqXP0Gon4F7yDX1a8QpKWluboK90WuNIQQ7uPMFMfAuN3Nw3Dm30V26jlz5jBkyBA6depEq1atyMjI4Pfff6dXr140atSI7t278/PPP9v3r1WrFkuWLKFdu3a0adOGf/3rXxiNtrU+tm7dSteuXYmOjqZr166sWbMGgF69egHwxBNP8MMPP2A2m5k5cyatWrUiNjaWESNGcPnyZQBWrVrF888/z5gxY2jUqBGPPvooX3/9tf38x44dY8CAAfZz3F63oiShIYRwHxc/vb/y+7R9+3ZmzpzJN998w8WLF3nxxRcZOnQoO3fuZNSoUbzyyiscO3bMvv+2bdtYt24dn332Gb/99hubNm0C4LXXXmP48OHs3r2b119/nYkTJ5KRkcGqVasAWLFiBY8++iizZ89m8+bNLFu2jC1bthAQEMArr7xinzb9t99+o0WLFuzcuZMBAwYQHx+PwWAgIyOD559/nscff5zt27fzxhtvMHr0aJKSkor06wMSGkIId2HJAlNKwfuYksGSXWRVqFOnDg899BD+/v588803NG/enA4dOqDRaGjdujXt2rVj3bp19v0HDhyIn58foaGhREVFcerUKQD8/f1Zv34927Zto3HjxuzZs4dSpXLP0LtmzRqGDx9OlSpV8PHx4fXXX+ePP/4gMTERgEqVKtGjRw80Gg09evQgIyODq1ev8vPPP1OmTBmefvppNBoNsbGxPProo6xeXbhrqOdFQkMI4R68fMC7XMH7eAeDV9HNABwcHGz/97Vr16hUqZJDeaVKlbh06ZL9dZkyZez/1mg09iuEjz76CJ1Ox6hRo4iNjWXq1KmYTKZc57t69arDOXx9fQkMDLR3UQUF3Rq/0WhsQ9BWq5ULFy5w8uRJoqOj7X++/fZbh7oVFRkIF0K4j4rP2Qa9CyovQiqV6tapKlZk//79DuXnzp2jQoUKBR7DaDRy5swZ3n//fRRFYf/+/QwbNoz69evTuXNnh30rVarE+fPn7UvF3rx5k9TUVMqWLVtgAAQHB9OwYUOHhZwuXbqETqdztqn3TK40hBDuo9o48Mtn7Wy/elBtbLFVpVOnTuzYsYNNmzZhsVj4+eef+fHHH+nUqdMd3ztq1ChWrFgB2JZ7ValUBAYGArZFmXKe0+jRowcffvgh58+fJysri8mTJxMREcFDDz1U4PHbtGlDYmIi69evx2KxcPLkSfvgelGT0BBCuA/vINtttdXG2rqiwPZ3tbHFfrttaGgoH374IR999BHR0dFMmzaN6dOn06BBgwLfp9VqmT17NsuWLaNRo0b83//9HwMGDKBFixaA7Q6quLg4Vq9ezeDBg2nXrh39+vWjZcuWXLt2jYULFzpc8eQlMDCQTz75hC+++ILY2Fji4uJ46qmneOKJJwqt/fmRlftk5T6PIm1zf4W5ch+W7CIdwygMsnKfEEK4CzcPjAeRhIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIdyWyVzylnstLmazuUgmMJQJC4UQbiUzO5Ufd/2bXX/+h4ysZEr5BBNT91naxYzFV1+404jUqlULvV6PWq1GURQCAwPp27cvQ4cOLdTzuMKoUaNo0qQJ/fv3L9TjSmgIIdxGZnYqH65ozaWrt1bvy8hK5qc90zhyagPDnvi50INjxYoV9gkCjx07xsCBA6lRowaPPfZYoZ6nuKWmFs2a6tI9JYRwGz/u+rdDYNzu0tXD/Li7gGnTC0GtWrWIiorizz//BGzzSs2cOZPHH3+cqKgoWrduzfLly+37T5s2jUceeYT27dszePBgzp49C4DFYmHu3Lm0a9eOZs2a8dprr9lntl21ahVDhw5l3LhxREVF0aFDB3bt2sWrr75KVFQUnTt35ujRo/ZzLFu2jA4dOhAbG8uwYcNITk4GYMeOHXTt2pXJkyfTpEkTWrVqxccffwzAu+++y+7du5kyZQpTpkwp1K+RhIYQwm3s/HNxgeW7Dhdcfr+OHDnCH3/8QatWrQBYu3YtmzZt4vPPP2fv3r28+uqrvPfee9y8eZNt27axceNG1q5dy3fffUf58uWZM2cOAIsXL+b7779n6dKlfP/992RnZxMfH28/z08//USrVq3Ys2cPkZGRPPvss3To0IEdO3ZQp04d5s2bB8DGjRtZuHAhH374Ib/88gtVq1Zl5MiR9uMcP36c0qVLs3XrVt58801mzJjBpUuXGD9+PNHR0YwbN45x48YV6tfIJaFx8OBBWrZsaX996dIlXnrpJWJjY2nRogXx8fH2BdoVRWH69Ok0bdqUmJgYJk2ahMVisb93/fr1tG/fnqioKIYMGUJKyh2WixRCuCWTOYubWQX//83ISsZkLtzlXvv27Ut0dDSRkZH06NGD2rVrU6tWLQAeffRRPvvsM8qVK8fly5fR6XQYDAbS09MpVaoUV69eZeXKlZw7d4533nmHqVNtV0IrV65k+PDhVKxYkVKlSjF69GjWrl2LwWAAoHLlynTq1Am1Wk2TJk2oVKkSHTt2RKvV0rRpUy5cuGA/zrPPPkvNmjXtKwEeOHDAvha4l5cXgwcPRqPR8Nhjj+Hr62u/2ikqxRoaiqKwcuVKnnvuOYelD8eMGUOFChX45Zdf+Prrr/njjz/48MMPAVi6dClbtmxh7dq1bNiwgb1797Js2TIAjh49yltvvcWMGTPYtm0b5cqV4+233y7OJgkhCom3xgc/n4KXey3lE4y3pnBnvl2+fDm7d+/mwIED/Pbbb6hUKkaNGgWAyWRi0qRJxMbGMmTIEH766SfA1m1Vv359Jk+ezC+//MKTTz5Jp06d2LJlCwAXL17kX//6l30p1u7du6PRaOxhkLMgE9g++P39/e2v1Wo1VqvVfpyZM2faj9O8eXNUKpX9OP7+/nh7e9vfq9Fo7O8tKsUaGvPnz2fJkiUOdyYYjUZ8fHx48cUX0el0BAcH07VrV/bt2wfYFl4fOHAgISEhBAcHM2TIEL788ksA1q1bR/v27YmMjESv1zN69Gg2b97M1atXi7NZQohC0qRuXIHlMfUKLr9fwcHB9OvXj23btgEwY8YMFEXh119/Zc2aNYwYMcK+78WLFwkPD+fzzz9ny5Yt9O7dm3/+859YLBaCg4OZN28eu3fvZvfu3Wzbto01a9ZQrVq1u67PG2+8YT/O7t27Wb16NTExMYXa7rtRrKHRu3dv1qxZY18PF2yrXC1cuNBhQfeffvqJ2rVrA5CYmEhERIS9LCwsjISEBBRFyVUWFBSEv78/iYmJxdAaIURhaxczlgpl817utULZerSL/leRnv/69et89dVXREVFAZCRkYFWq8XLy4vU1FT+/e9/A7ZnIA4cOMCQIUM4e/Ysvr6+BAQEEBAQgJeXl30Z1ytXrmAymZg5cyaDBg3ibte869mzJ4sXL+b06dNYrVY+//xznnzySbKy7vz8ilartQ++F6ZiveU2JCSkwHJFUXj33XdJTExk2rRpAGRlZTmsLuXj44PVasVoNOYqyyl35guaw2g02lexKily+k1z/i5JpG3uz2Aw4O3t7dBNkvPvO3Wd6LWlebH3T2zZM42df/6Hm1nJ+PkE06Tus7RpPAa9tnShd7888cQT9hX3vL29adasGVOmTMFqtTJ8+HDGjRtHTEwMAQEBdOvWjWrVqpGQkECHDh04evQoTz/9NBkZGYSHhzNz5kysViuDBw/GaDTy5JNPcuPGDerWrcv8+fPtz4Pc/rUo6HXXrl1JTU1l0KBBXL16lfDwcObPn4+/v3+u9+VQFAWr1Urnzp2Jj4+3j7fczmq1OgwR3O5OP38uWe51x44djBgxgh07dti3ZWdn869//Ytjx47xySefULVqVQAaNWrE4sWLiYyMBGx3C/Ts2ZPDhw8zdOhQGjVqxAsvvGA/TmxsLB9++CHR0dEF1iFnScNZs2Y5XOUIIe5fWFgYOp3uvo9jMmcX+hiGsAVDzmD63yUnJ/PKK6/ku9yrWzzcl5aWxqBBg/D19eV///ufwyBRjRo1SEpKsodGUlIS4eHhDmU5rl27Rnp6+l2t+R0aGkpYWFjhNMRNGAwGEhISiIiIKJT/uO5E2ub+cq40/r5GuMFgQKfT3dU62j74FEUVC9W9ts2VVCpVvj9n58+fL/C9Lg8NRVF4+eWXKVeuHHPmzHG4EwCgW7duLFq0iKZNm6LRaFiwYAHdu3cHoEuXLvTv35/evXtTv359ZsyYQatWrQgKcv6JUa1Wm+fi6iWBTqeTtnmgktK2vD5A1Wq1x3yw3i1Paptarc735+xOv7C4PDT27dvHzp070el0NGnSxL69bt26LF26lH79+pGSkkKfPn0wmUx07dqVuDjbHRR16tQhPj6e8ePHk5ycTHR0NJMnT3ZVU4QQosRzSWjExsbaxzMaNWrEsWPH8t3Xy8uLkSNHOjwFebtOnTrRqVOnIqmnEEKURIqioFKp7um9nnEtJYTwGCqVqsgfMBP3R0JDCOE2vL29Pf624ZIu52aFe+HyMQ0hRMmiVqvRaDSkp6ej1WrtVx4GgwGVSuUxg8XO8qS2KYqC0WhEo9Hcc13du4VCCI/k7++Pn5+fvQvEZDKRlJSU7wNlnsyT2qZSqfDz83OY6+puyZWGEKJIaDQaNBrHj5iScjtxXkpy224nVxpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEEMJpEhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEEMJpEhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEEMJpEhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEEMJpEhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEEMJpEhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEEMJpEhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkuCY2DBw/SsmVL++v09HSGDRtG48aNadOmDStWrLCXKYrC9OnTadq0KTExMUyaNAmLxWIvX79+Pe3btycqKoohQ4aQkpJSrG0RQogHSbGGhqIorFy5kueeew6TyWTf/uabb+Lr68vWrVuZPXs277//PkePHgVg6dKlbNmyhbVr17Jhwwb27t3LsmXLADh69ChvvfUWM2bMYNu2bZQrV4633367OJskhBAPlGINjfnz57NkyRKGDh1q33bz5k1++OEHRowYgU6no0GDBnTp0sV+tbFmzRoGDhxISEgIwcHBDBkyhC+//BKAdevW0b59eyIjI9Hr9YwePZrNmzdz9erV4myWEEI8MIo1NHr37s2aNWuoX7++fdvp06fRaDRUrVrVvi0sLIwTJ04AkJiYSEREhENZQkICiqLkKgsKCsLf35/ExMRiaI0QQjx4NMV5spCQkFzbMjMz0ev1Dtv0ej3Z2dkAZGVlOZT7+PhgtVoxGo25ynLKs7KynK6T0Wi0n6ukMBgMDn+XJNI2zyRt8xx3akexhkZefHx8cn1oZ2dn4+vrC9gC5PZGZGVlodFo0Ol0DuFye3nOe51x+vRpMjMz76MF7ishIcHVVSgy0jbPJG1zf8nJyQWWuzw0QkNDMZvNXLhwgUqVKgGQlJRk73aqUaMGSUlJREZG2svCw8MdynJcu3aN9PR0atSocVfnDwsLK6zmuAWDwUBCQgIRERHodDpXV6dQSds8k7TNc5w/f77AcpeHRqlSpWjfvj3Tp09n0qRJnDhxgvXr17Nw4UIAunXrxqJFi2jatCkajYYFCxbQvXt3ALp06UL//v3p3bs39evXZ8aMGbRq1YqgoCCnz6/VanN1cZUUOVdjJZG0zTNJ29zfnYLP5aEBEB8fz1tvvUXr1q3x9fVlzJgx9iuLfv36kZKSQp8+fTCZTHTt2pW4uDgA6tSpQ3x8POPHjyc5OZno6GgmT57syqYIIUSJ5pLQiI2NZceOHfbXgYGBzJo1K899vby8GDlyJCNHjsyzvFOnTnTq1KlI6imEEMKRTCMihBDCaRIaQgghnOYWYxqezpR2EWvWNdQ+ZfAOrOjq6gghRJGR0LgPxtQLWM+vQJs+G29jIlbv6mSXfgV15SfQlqns6uoJIUShk9C4RxbDTZTE99Bf/9C+TW06hT5lJAbDUcy+76PRl3JhDYUQovDJmMY9Mp7fhu76vDzLdDcWYDq/rZhrJIQQRU9C417d+ANQCig/UGxVEUKI4iKhUVRU8qUVQpQ88sl2j1QBjcj/y6eCgEbFWR0hhCgWEhr3SFulKYbAf+VZZig9Bl2lpsVcIyGEKHpy99Q9UnvrUEeMJvtsBJrrn6IxHcHsXRtzwHN4VemBWuf5E5cJIcTfSWjcB2//snjXfR5z1pMYM6+i9i2L3sff1dUSQogiI6FRCDQ+/iBhIYR4AMiYhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginuU1o7N27l169etGoUSM6duzIunXrAEhPT2fYsGE0btyYNm3asGLFCvt7FEVh+vTpNG3alJiYGCZNmoTFYnFVE4QQosTTuLoCABaLhWHDhvHWW2/x+OOPs3v3bgYOHEhUVBRTp07F19eXrVu3cuzYMQYPHkz9+vWpXbs2S5cuZcuWLaxduxaVSsWQIUNYtmwZAwYMcHWThBCiRHKLK43r169z7do1LBYLiqKgUqnw9vbGy8uLH374gREjRqDT6WjQoAFdunSxX22sWbOGgQMHEhISQnBwMEOGDOHLL790cWuEEKLkcosrjaCgIPr168eoUaMYM2YMVquVd999l9TUVDQaDVWrVrXvGxYWxqZNmwBITEwkIiLCoSwhIcEePM4wGo1kZ2cXboNczGAwOPxdkkjbPJO0zXPcqR1uERpWqxW9Xs+sWbNo164dW7du5dVXX+Wjjz5Cr9c77KvX6+0f8llZWQ7lPj4+WK1WjEYjOp3OqXOfPn2azMzMwmuMG0lISHB1FYqMtM0zSdvcX3JycoHlbhEamzZt4uDBg4wdOxaANm3a0KZNG+bMmZPrKiA7OxtfX1/AFiC3p2JWVhYajcbpwAAIDQ0lLCysEFrhPgwGAwkJCURERNzV18ITSNs8k7TNc5w/f77AcrcIjYsXL2I0Gh22aTQa6tWrx549e7hw4QKVKlUCICkpyd4lVaNGDZKSkoiMjLSXhYeH39W5tVptrquZkkKn00nbPJC0zTOVlLbdKfjcYiC8efPmHDlyhK+++gpFUdi5cyfff/89nTt3pn379kyfPp2srCwOHjzI+vXr6dq1KwDdunVj0aJFXLp0iZSUFBYsWED37t1d3BohhCi53OJKo1atWsyePZtZs2bx7rvvUqlSJf79739Tv3594uPjeeutt2jdujW+vr6MGTPGfmXRr18/UlJS6NOnDyaTia5duxIXF+fi1gghRMnlFqEB0K5dO9q1a5dre2BgILNmzcrzPV5eXowcOZKRI0cWdfWEEELgJt1TQgghPIOEhhBCCKdJaAghhHCahIYQoshs27aNf3TqRGJioqurIgqJhIYQotAdP36cLt260f7Rx/jhhx8oV66cq6skComEhhCi0Fy5coUXhgylcXQMZ25kU/uRR2nTti0BAQGurpooJPmGxpUrV4qzHkIID3bz5k0mvv02ETUf4tcDh2g98EVqNnmE9HOn6N+vn6urJwpRvqHRuXNnmWZcCFEgs9nMwoULCQ0L47+r1tC8bxx1W3dE5+uHyWDgQtIJunXr5upqikKUb2j079+fSZMmMWDAAE6fPl2cdRJCuDlFUVi7di216tQhfur71H+8F5GP98QvsIx9n8uJx2nSJJagoCAX1lQUtnxD45VXXmHt2rVotVq6devGwoULZSlVIQQ7d+6kWfMWDHrxJcpHxhLTqz9lKlbOtV/KqRMMeFq6pkqaAqcRqV69OosWLeK7775j2rRpbNy4kRdffDHXLIitW7cu0koKIVzv4sWLvDhsGFt+/oUaTVrSsmVHVOq8f+80m4xcPHmcHj16FG8lRZFzau6pjh07kpmZyZtvvsmIESMcylQqFUeOHCmSygkh3MfevXv5Zv162scNc+iGysuVU4n4+fmxfv16oqOjHVbYFJ7tjrfcHjx4kCeeeIIJEybw/PPPc+DAAY4ePWr/I4FR9KxWK76+PnipVcyYMcPV1REPqM6dO/Paa6+xf+NqzMaClwQtU7Ey5etE8u7MudSvX7/ELan8IMs3NNLT05kwYQJ9+/ZFq9Xy9ddfM3LkyBKxMpWnWbt2LVlZ2Tz9KLz5+quuro54gL09cSId2rZh/8bVWK35j3EqikJYwxhqxD5CcEj5ErE4kbDJt3uqQ4cOALzzzjv06dOn2Cokcitbtiw+WkABLy95HlO4jkqlYtEnH9Oh4+Mc/vFbHm7fCZVKlWu/XauXcf1aCkajkXaPPuqCmoqiku8nUNu2bfn2228lMNzAI488wsJFn3PW2ILft+93dXXEA87b25u1a75GY7hJws7f8tzHbDJw/PhxTp48ycZvvinmGoqilO+VxpQpU4qzHuIO+vfvT//+/V1dDSEA8Pf3Z/P3m2gUHY2ulD/V6jV0KDebTPj6+hIcHAwgYxoliPR1CCHuScWKFdn8/fckbP2JK6dOOpSZjEYZxyihJDSEEPesbt26fL16NQe++5r0K5fs201GIz4+Pi6smSgqEhpCiPvSunVr5s/7iN1r/0fmjfS/7qpSodE49RiY8DASGkKI+9av31OMHTOGPWuWk30zA61O6+oqiSIivwoIIQrFuLH/IulUEmvWrUArz3OVWHKlIYQoFCqVio8+/JBG9R/GRwbBSyy50hBCFBovLy++WrmCbdu2uboqoojIlYYQolD5+vrSvn17V1dDFBEJDSGEEE6T0BBCCOE0GdMQeVIsZoxXjoLVhFdgGBq/QFdXSQjhBiQ0RC7Zp35DnfwxupvLQDFj1j9CdrlX0IV3R+UlPzJCPMjkE0A4yD69A+2ZJ1FbLtq3abJ/RXPud7JZjr7mEy6snRDC1WRMQzhK3egQGLdY0SRPxXQ9pdirJIRwHxIaws5qNqI3fZ1vucawG8u1Y8VXISGE25HQEHYqlRqrcocnedXSoynEg0xCQ9ipvDQY9fmPWZh8Hse7fP1irJEQwt1IaAgHqnIdMXk3zl3gVQpLyEi8dL7FXykhhNuQvgbhQFfpYbKVxVhSvkGX9Tkq5SYGbTesZXrgE9bO1dUTQriYhIbIRV+5PlSujznzRRSzAV1AiKurJIRwExIaIl8a39KuroIQws3ImIYQQginyZWGEEIUIavZQuofp0k/egG1TkPZRuH4V/fcLl8JDSGEKCLZV29w6N+rOTx9HZpSemo805qza3dx82wKpWtXoVq3GMq3rotG7zlrqktoCCFEEUlc+guHpq1BrdVQe9jjHJ6+FqvRDMClHw9xbN63RE97hjojOuGl9XZxbZ0jYxpCCFEEMi9c48A7KwCo1qMJJz75wR4Yt9s9ZglX9yYWd/XumYSGEEIUgawr6Riu3gBAG+hHdvL1fPdN2ZlQXNW6b9I9JYS4b4qikLztGGfX7yF52zEC61WjavcYKrSqi5fOM7pdCpu2tC8aXx3mTAOKxVrgvuabhmKq1f1zmyuNS5cuMWTIEBo1akSrVq1YsmQJAOnp6QwbNozGjRvTpk0bVqxYYX+PoihMnz6dpk2bEhMTw6RJk7BYLK5qghAPrDNrdrKx9QT+mLyKS1sOc/TDjXzf4R2OLfweq/nB/D/pH1aeOv/sDIBaq0Glzv/jtnTtysVVrfvmFqGhKAovvfQS4eHh7Nixg0WLFjF37lz27t3Lm2++ia+vL1u3bmX27Nm8//77HD16FIClS5eyZcsW1q5dy4YNG9i7dy/Lli1zcWuEeLDcOH2F3+M+RPlbOIS0qE3aH2c4t3EfptSbLqqdaz00+DEqdWzI+Y37CO3TNM99ysZEENzsoWKu2b1zi9A4cOAAV65cYfTo0Xh7e1OzZk2WL19O+fLl+eGHHxgxYgQ6nY4GDRrQpUsX+9XGmjVrGDhwICEhIQQHBzNkyBC+/PJLF7dGiAfL1T2JGNNuhYLGT0/9cT0x3zRw/OPv+bHbZDa1moDvkfRcwVLS+VcPodWyf9J03mAqPd6Qh//VA00p2/IDKi81NZ9vT6vPR+BbIcjFNXWeW4xpHD58mJo1azJt2jTWrVtHqVKlGDp0KLVq1UKj0VC1alX7vmFhYWzatAmAxMREIiIiHMoSEhJQFAWVSuXUuY1GI9nZ2YXbIBczGAwOf5ck0jb3Y850rG/N59vz58xvsGQb7dtuJFxix4AP8fpUoVLnRmgCfIq7mndNsVi5+vtxzqzeQcrOBMpF16Bqr1jKtXgIlcbLvt8dv2++3pRrW9f+Mvz5thgup+Nd2he/iAqo1Cq3+gy608+fW4RGeno6O3bsoGnTpvz0008cOnSIQYMGsXDhQvR6x0WB9Hq9/QuclZXlUO7j44PVasVoNKLT6Zw69+nTp8nMzCy8xriRhATPuSPjbknb3EepcnpQqUBR0AcHkHUp1SEwbnd0zkZuXk7F+9EIDCr3verQemtR/Xya3SMW27dd25vI8YXfEzVzIEqralisjvW/q++bL2DKhiPX8t1F46VBn2Ik+8RlFMCnZnmyy2kxW3LftluYkpOTCyx3i9DQarWULl2aIUOGANCoUSM6duzI7NmzcyVwdnY2vr62NR30er1DKmZlZaHRaJwODIDQ0FDCwsIKoRXuw2AwkJCQQERExF19LTyBtM39WM0Wrg7pwPH531GmYRjJ20/ku++1fUlEPNuW0te9KNu8djHW0nmWTCMX1u9l2+jP8yw/MGYp/9g5Gf96lYCi+b5ZMg0kzP+B7ROW41upDJUei+Tm/nOUiQylxv81R+NXdD8f58+fL7DcLUIjLCyMrKwszGYzGo2tShaLhbp167J7924uXLhApUq2b1BSUpK9S6pGjRokJSURGRlpLwsPD7+rc2u12lxXMyWFTqeTtnkgT2xbw7eewLdSEJe2HEJb2pf8hr29dN5c25vEH5NX0eCNPlR/sjk+we41m/KpdXtJ2XoszwfxAKwmM2n7ThHc0PGzpjC/b0lr9rB/wnJqD/sHGaeukPDZTygWKyEtaqMN8CP86Uec7oK/W3cKPrcYCG/RogUBAQFMnz4ds9nM3r17+f7773n88cdp374906dPJysri4MHD7J+/Xq6du0KQLdu3Vi0aBGXLl0iJSWFBQsW0L17dxe3RogHj2+FIBq++QTNP36RiGfb5Ltf1e4xnNuwh6xLaewY/gkH3lmB2ZB3V5YrmLMM/DnrG6x3eK7CYjAVWR1MN7M5PHM9NZ9vT+KyXzm7dpf9OY8rvx/lt7i5nP9uf5Gd/07cIjT0ej2ff/45x48fp3nz5owePZo33niDhg0bEh8fj9lspnXr1owYMYIxY8bYryz69etHu3bt6NOnD507d6ZRo0bExcW5uDVCPLgCwitQ/ckWVOoYmausVPUQtKUdn4w+Oncj1/YlFWcVC2RMz+TagVN3fCCxKJ+rMKbf5MbJS1gNZgwpuZ8iV8wWDk9fiznLNTdMuEX3FNjGFhYtWpRre2BgILNmzcrzPV5eXowcOZKRI0cWdfWKldVkJuvsAaxZqah0wfhUq+sxk5kJ4VelLC0XDydp2W+c33QAxWoloGZFjGk3Of7x97n2Tzt0lpCmtVxQ01uM1zOxZJvw8tMTUKsyV347QuXHozj/7b5c+1Z/sjnlomsUWV28/X2p0rkxV34/mu8+F384SMbpZAJrVymyeuTHbUJD2GSfOwAXPsEv61OwZoJ3OW5eHY4S3JdS4a79jyWEs3wrlqHmC4/hU6UM6UfOczB+JYo17y4ftbdXntuLQ8aZZM6u2cWfszdgvHaDKl2iqffPzuwY8Sm+VcoSEdeOUyu2Ys7IRuOnp9bQDtR5pTPepYrulmGtvw+hvWK5uiv/u7FUajVqL9d83SQ03Igp/QJeZ0bgbfjlto0p+JkmknnpEtmlp6Av616DhkLkR+vvQ/j/teTy70c5GL8yz31UGi/KRLnm7sXMi9fYOmgeF74/aN92cskWEpf9SpNZcewYvghtgA/VesTipfcmKLI64f1aoi/jX+R1K9+yDlW7x5B2+Gye5eFPP0KpMNcs5OQWYxrCxnL5F8fAuI2v8WPMl3YVc42EuH/BsTWJmtwvz7Lof/cn6OFqxVwjSD9xgQub/8AvNATfSmUcyhSzhaPzvqPz9vdoNLk/Ic0eouazbXno+fbFEhgAuqBS1HimDUGR1XOVaQP9qP3yP1Br5ErjgacyHMu/ULGgyj4GPFps9RGiMKg1XkS80B6vigFc/HIHqQdOU7ZRGBHPtafSY5F5TuR3N7M63I2b565y7KNvOTxjPZZsI2pvDVW7x6D29iLpi9/s+6UfPovVbKX2ix0LvQ7OCqxVmbZfjeHcN3s49tF3WLJNhPd/hNDezSjb0HXPlklouBGV+g73eHt5zgNfQtxOrdeSXTeQFstfwctsm5/q778pZ5xN4eIPBzn5+c+YMw2E9W1JlcejCuVOpfQTF0nZnUDaoTOY0rMoVT2Y9KPnsZrMnF65jeDYmlRo8zCXthy69Sarct/nvV8BNSpQd0RnHhr0KFaLFa2/66dfkdBwI6qgGLiST6GmNOqyTYq1PkIUNpWXF1q/3L8cZZxO5tdnZnP5lz/t21J2nODPGetov/41yjSofk/ns1osJC3/nW0vzHeYI6tajyb4VS3Hhe8PAJC84wS1h/3DHhqlwsu71XTlGl/3+YVRxjTciHf5FphCxudRosYQMgOfqg2KvU5CFIdzG/Y6BEaOm2dTODZ/E4pyb7/1X/7lCL8OmJ1rUsUzX+/ELzTYPuMscGu+LJWKmGnPoC8XcE/nLOnkSsOdeOnwrvUaRp+H8Ur7Ei/zcUzesVgDe6ENfdzVtROiSJizjRyb/12+5Sc+2czDY7rjH1b+ro99etV2yCdwTn25lWrdYkhc9itgG3up+Fgk9UZ2oVKH3A8nuqu0o+dI2ZmA6UYW/uHlKRdbs0gH7CU03I3GD214X6AvWE14q+WhPlGyWU0WTNezCig3YzXe/Yy4iqIU+ICc6XomXn91+6i81IQ/3Yoy0eF4+7hPV1BBFEXh9Ffb+XXAbIdZhYObPUSzBUMpUz+0SM4r3VPuTAJDPAC0/j5Uf7J5vuXlW9XFt0qZfMvzo1KpCnwGxMtHi2KyhVGz+UMIaVHLYwIDIGVXAj/3nZFrGvrkbcfZN2E52dduFMl5JTSEEC4X2qcZmjwGyFGpqD+2J955lTmh+hP5h1H4063wrVqWjj9OJGJgmwLX8HZHF388ZJ/I8O/OrtnFxU0HiuS8nvVVEkKUSMExETz27RtU/keUfVtQwzDarx2X5+SHzqrQth5NZj6XKxCqdmlMgzd60yj+KSq2rY/a2/N66q8fK2DdC0Uh7c9zXE+6VOjn9byvlBCiRCrfsg5tv/oX109cRLFY8A8vj7a0330dU6PTUnvY45R/pA4puxKwGEyUrl2Zck1qogu8v2O7Wqka+d8YkBOSqQdOExBWoVDPK6EhhHAbGh8tZRoU7gCuWuNF2UbhlG10dwu0ubsKreuh1mryXCyqSpfGmDMNXDtwmtAesYV6XumeEkIID1ThkbrEzhmE99+eEg9pURttoB+WLGORXE3JlYYQQnioKt0ao1ispB0+Y1sPRK8l+0o6vpXLcGTWBjpumVjo55QrDSGE8FB+FcoQ3PQh+xiG1WTGkJrBoalraLbgBco1LvzFouRKQwghPFjZqDC0Zbpy5fdj3Ey6QlCD6kT/ewClwkM4/+1+Lm45hDHtJiHNa1OhTV38q9/9k/W3k9AQQggP5x8agn/orUWZDGk32ffmFxyduxEvnTdVukZz5fejXN2XSK0XHiOo3r2vYSKhIYQQJcylH//g6NyNVGjzMKVrV+bUym0YUq7jHeCLCqg3qhulQoPv6dgypiGEECVM0v9+xz+iIvqQAI7N/w5DynXANt/Wkdkb2PHKp2ReSb+nY0toCCFECZNxOpnKHSI5tWJbnuVn1+wkadmvGFIz7vrYEhpCCFHCVPlHFBajOd9p4QHSDp/l/Ia9d31sCQ0hhChhqnSJRu3tVeA+KrWKo/O/w/y3WXLvREJDCCFKmHKNa1CtZyxePtq8d1CpUGu8uHHyMpd/P8r1k85PbCihIYQQJVDlxyJpMvO5PMtqPt+es+v3EPRwNfa9vozf4uZy4rOfMP1tWdy8yC23QghRQtWMa4ta68WZVTu4fvwifqHBBNapzIXvD2I1mKjaLZpLP//JjYRLnF65HcVixa/dQwUeU0JDCCFKKLW3htDezbBkGjHeyOJGwkUubNqPT6Uy1Hu1KztGfGofLL+2P4lz63fTcHK/Ao8poSGEECWY1t+HWi92pEKbelw7cIrkbccoFVaefROW53l31f7Xv4Ca+R9PQkMIIUo4lUpFYN2qlAoL4fCMdVgMZswZ2XnvXMBtuiAD4UII8cDQ+OioM/wf+a4t7tQxCrE+QogHndUEGQfh5kFADf5R4Pewq2t17xQrGC+AKQ1uHobsRFB5g64qWDLBdAWtpiyVggoePHYnlTs1sj0JrlLd8aoiLxIaQojCYUqDM1PhzBTgrw8jlQbC3kUVPNiVNbs36dvhwieg8YfkVWA4c1uhGqqMgCv/Q228SEW1D1b9fKj4NKgKfqjO1XyCSxP+TBvSj5zj+MIfcpVX7BgJSYfyfb90TwkhCkfKajgzGXtgAChmODUR74xfqV16K9qLH8DFzyAzwWXVdEr6NjjwKNw8ANd3/C0wAKxwbhYE9/rrZRbqY89C2i/FXdN74lPGn6h3niJ62jNo/1oS1stHy8PjelJvSt8C3ytXGkKI+2dKhdNTcm9X66HqP1EfeQo/a+at7ZrSUH8tBLYqvjrmx2qEtF/h2gZbF1RgB8jYBZab4B8NF+bn80YFrNm2qynFbHudsg50lSF9KxiTQVcBSrcAn/DibJFTfMoH8vDo7lR/sjnZydfRBvoRUKMC586dK/B9EhpCiPtnToOs47m3h/wfnJsLtwcGgDkdLiyArJOQ+jOo1FDmMSjVELQVwTuwGCoNKBa4+Ckcf/HWNl1luPLlX+Wmgt9vTgcvP9vfah14h8DuxmC5bfZYTRmouwzKdiz8+heCUtWCKVXN+bU1JDSEEPdPUxp0oWA47bhd7QOWG7n3D/k/uPknXF52a9ulxeAfA34NoFR9KNMZMANq2we5xu/e6mY1gikZVDrQlnMsyzgAx4c5blOUvwaJsV1FqLxs4ZIX73Jgvv5Xm/rauucsf5tu3HwNjsZBjfehXFfbGIkHkzENIcT98y4D1V/LvT2v39TVvrbfzjP25y67sct21XHyX3DsWUh4BXbVhSNPw/mFkL7LNm6QvAau77EFQn4UBa79AIf7wfYasLMenJ4MmSdv7XN9J/C3209TN0OZTrZ/X90I5XrmfXwv/7/C5K8xHLUPWK7nva/xIqT/Zhv38XASGkKIwlGuN1T622/tal3u/co+Dilr8z/Ote8gqD2k/w4+NW0fzClrITsJTrwI+1rDoR6wJwaOvQBZSfkcZyMcfBxSvgKrAUxXIPF1+LMfZP81sG3Jyv0+wxnwqQFeAbZ/KyYo2xVQ3dpHVw2qDIdLn+U0FMU7JPexbqcYIWkiXN0EpmsF7+vGpHtKCFE4tOUgYhqU7/fXcxoqKBUJ1zZD1rFb+3kF2MZA8mNOvdWFY7gA3mUhqIPtA9p48bYdFds2qwlqfwpetwWUKRUSxubdrXRjJ6RugYrPgG8+z1ecnweVhtgGuK98AT614KGPQK21jVtogiArEcLewaouzVVzDcr4pFHgzbZqnS34klfA5c8hYgZo722dbleS0BBCFB4vHwhsbvuTo95ylKODUWXstr2+sRdKt4S0LXkfo3QzuLHvrxdWQA3eQX8LjNtcWWZ7ZqJ07K1tmccgM/9nDUj52hYaAU1td3D9/VZZxWgbvI+YC9XfsnWZ/f0D/q82GrOzOXP4MIG1auHlEwFZedxO7FcfMo+DVynbHVeX/wv+jaHic6AJyL+ebki6p4QQRcu/IaZ6G0gNXYml9jKoORuqjsahuyeHysv2AZt1wvZaV8U2iG29wzoPuZ6juJO/zq0tC7U+gUpDbYPeYBubCH0Dqr8NGj3oyjt1RWDRhEC9/9nqf7tSjWy33ab+YBsfubrOtj1lNVz64p6eynYludIQQhQ5q9qfxNTq1KtUDy+93tZt9PBXkPCqrcsGQB9mu6vq4ie216Ua3SpTeRd8Aq/Sjq99a9k+vG/+kff+5brftm9NeOhDqPKyrVtLG2Lbdi/8G0GDDXBlOWQeBZUWMg/bnvXwb2wbHzGn2/Y1XbN1UwW1BL9693Y+F5DQEEIUP5UXBPe0dVPdPGLresrYD2dngCYQKg6y3YmU87yESp3/ra8+D0FAI8dt3kFQYwr80S33ewKaQlDbv9VHDX51C6dt+iq28ZC0X+HqN6CvAZUb2J5jubL81n6lGtquOm4ekdAQQginaINvdf2U6w6VX7J1DxnOw5X/gU+E7RZdlR7C3rXd/XT7LbKaMlBnse15ib8r8w+I3ATn58PV9bZnSaqMhOA+oK9atO3S+EO5TmBJhz/7k+u2XrWvLRzN6Xe+inIzbhcaKSkpdO3alffee4+2bduSnp7O66+/zvbt2/H392fYsGE88cQTACiKwowZM1ixYgUWi4Xu3bvz2muv4eXl3hOGCSHy4KUHr78+zLXlwD8SQseD8QpYb4K28l+34m613T7rEw6lH8m/K0mlgqB2tqsZY4rt7irvssXXHrAFYc3ZcOpt29gM2Gb9LdvFNneVprTtDjMP4nahMX78eNLS0uyv33zzTXx9fdm6dSvHjh1j8ODB1K9fn9q1a7N06VK2bNnC2rVrUalUDBkyhGXLljFgwADXNUAIUXg0fqAJu/VaGw0B0Xd3DLUW9JUKt17O8vKFCnGAGjL22rrBMo/+NROwCmr/B1Ag7Tfb1YlvHVt93Zhb3T31xRdf4OPjQ8WKFQG4efMmP/zwAyNGjECn09GgQQO6dOnCihUrAFizZg0DBw4kJCSE4OBghgwZwpdffunKJgghhCONL1ToB0GP2p7tyD4N5QdA5Pe2f+9qCPsegV1RcOQZyMhn8N5NuM2VxqlTp1i8eDFffvklvXrZphs+ffo0Go2GqlVv9T+GhYWxadMmABITE4mIiHAoS0hIQFEUVKo8bufLg9FoJDs7n2UPPZTBYHD4uySRtnkmaZsOSndHFdAFlZKNovLB++JU1KffthX71ITA1gAopydjrhaPxbtyEdc8b3f6HrlFaJjNZsaMGcP48eMJDAy0b8/MzESv1zvsq9fr7R/yWVlZDuU+Pj5YrVaMRiM6XR7TF+Th9OnTZGZm3nlHD5SQ4OZrFtwHaZtnkrbZVAm6QfmzU2zPhlQebpuS/eIiQEHlVx9V+k8cu9oYs/nel2W9V8nJyQWWu0VozJs3jzp16tC6dWuH7T4+PrmuArKzs/H19QVsAXJ7KmZlZaHRaJwODIDQ0FDCwsLuvKMHMRgMJCQkEBERcVdfC08gbfNM0jZHmuubbA8sVhpimwrFnHqr8OYfaE68wMP11mAKeKyIap2/8+fPF1juFqGxYcMGkpOT2bBhAwAZGRmMGjWKQYMGYTabuXDhApUq2QaykpKS7F1SNWrUICkpicjISHtZePjdLXai1WpzXc2UFDqdTtrmgaRtnumu2pZZ6q8pRQyOgWGn4HXmHbzq1gff6oVZzTu6U/C5RWh8++23Dq/btWvHm2++Sdu2bTl69CjTp09n0qRJnDhxgvXr17Nw4UIAunXrxqJFi2jatCkajYYFCxbQvXv3vE4hhBDuwz8Sgv7x19Ts+bixG9J/sT2hrvEtvrrdgVuERkHi4+N56623aN26Nb6+vowZM8Z+ZdGvXz9SUlLo06cPJpOJrl27EhcX5+IaCyHEHXiXhWqj4cRLBeyktk0Pr1JBBfd5jMAtQ+PHH3+0/zswMJBZs2bluZ+XlxcjR45k5MiRxVU1IYQoHKWbQPln4MaevMvLdLRNcnhlKQQ0A9+IvPcrZm71nIYQQjxQgnvYnlj/O++ytkkXsxPBchOu7yr2quXHLa80hBDigaCvZls7/Oo3cO1b2xoe/k1A7Q3n59zaz5qR/zGKmYSGEEK4UkAT20qHitm27viV/9nC43b6u7srtChJ95QQQriSSgXlethuwb2+PXdgBHW4+/m2ipCEhhBCuJo2GGovss1JZV/RUA0VnrUtEKUpXcCbi5d0TwkhhDvwrWkLjqojbVO5a4Nt06irVJC+DVK3gOG0bVtgGyj1sEuqKaEhhBDuQu0N/lG3XisWuLQEjj4P3LaWuJcf1F+XewXC4qhisZ9RCCGEczL2w9FBOAQG2G7D/fMZMFwu9ipJaAghhLtK306upWJzGM/ZlrE1Fm9wSGgIIYS7stwouPz6djgSB9lni6c+SGgIIYT7utPzGWotXNsIyauLpz5IaAghhPsq3QJ8auVdVrYLpP41T9+5D+DGfrCai7xKEhpCCOGu9JXh4S+hzD9ubVNpIPgJUHlB5lHbNlMKnPk3nJ0JlqwirZLcciuEEO6sVAOouwzOzQHDGUBl65IynLu1T0Bz8ImArOOQ9huULboV/yQ0hBDC3XkHQkBjODghj0IVBDSF0+/YXqZuhoj3oVw329VIIZPuKSGE8ARBHaDel6CteGubrgpUGwsXF9zalp0Ih3rDtU1FUg250hBCCE+g1kDIE+AXCefn2q4ivPzhzGTbDLkOFDg7wzbdiJdP4VajUI8mhBCiaPk9BD41IfsUXJiXR2D8JfUHMF4q9NPLlYYQQnia8n3BaoSbf4Dpat77ePmDWlfop5bQEEIIT6MNhirDATMkjstdrtZBxAy4shIyDoC+KgS2hdLNbZMi3gcJDSGE8EReOgh5Cq59D2mbbytQQ/WJkDASLLcvE/s21JwLlV64r+CQ0BBCCE/lUw3qLIH0nyFlDVhNUGEAJIz+W2D85cRw8I+G0rH3fEoJDSGE8GT6SqB/Cso/ZXt9bRNkn8x//+vb7ys05O4pIYQoScx5XGE4lKff1+ElNIQQoiTxCaPAj3bfmvd1eAkNIYQoSfzqQ+WX8i7T17DNnHsfZExDCCFKErUGqr0Gal84NxMUo217mU4Q/h7oq93aNysJrm+zzZKrrWSbw+oOJDSEEKKk0VeCGlOg4kAwnAdNadsVyO1TiqT+BId6gTnttvdVo0z4kgIPLaEhhBAlkUoFfnVtf/4uKxEO9bw1KK4JguDeoFLjk7aiwMNKaAghxIMmfdutwNBWhPL9bJMgWg2oAHgo37dKaAghxIPGeOXWv0OesM2Ii+LUW+XuKSGEeNDoKtn+1gT9FSDOBQbIlYYQQjx4SjcF7/LgXRayT9/VW+VKQwghHjT6UKi/2raQ0+234DpBQkMIIR5EpZtB5CYo2x3+Gv52hoSGEEI8qHQVbAPhtT8Fldapt8iYhhBCPMjUGqgwEAJi4PpuDNnXgbn57158NRNCCOGWVCrwqwcVB5Ls3bPAXSU0hBBCOE1CQwghhNMkNIQQQjhNQkMIIYTTJDSEEEI4TUJDCCGE0yQ0hBBCOM1tQmP37t088cQTNG7cmEcffZTly5cDkJ6ezrBhw2jcuDFt2rRhxYpbC4QoisL06dNp2rQpMTExTJo0CYvF4qomCCFEiecWT4Snp6fz0ksv8cYbb9ClSxeOHDlCXFwc1apVY/ny5fj6+rJ161aOHTvG4MGDqV+/PrVr12bp0qVs2bKFtWvXolKpGDJkCMuWLWPAgAGubpIQQpRIbnGlceHCBVq3bk23bt1Qq9XUq1eP2NhY9u7dyw8//MCIESPQ6XQ0aNCALl262K821qxZw8CBAwkJCSE4OJghQ4bw5Zdfurg1QghRcrnFlUadOnWYNm2a/XV6ejq7d++mVq1aaDQaqlatai8LCwtj06ZNACQmJhIREeFQlpCQgKIoqFTOzdpoNBrJzs4upJa4B4PB4PB3SSJt80zSNs9xp3a4RWjc7saNGwwdOtR+tbFkyRKHcr1eb/+Qz8rKQq/X28t8fHywWq0YjUZ0Op1T5zt9+jSZmZmF1wA3kpCQ4OoqFBlpm2eStrm/5OTkAsvdKjTOnj3L0KFDqVq1KjNnzuTkyZO5rgKys7Px9fUFbAFyeypmZWWh0WicDgyA0NBQwsLCCqcBbsJgMJCQkEBERMRdfS08gbTNM0nbPMf58+cLLHeb0Dh8+DCDBg2iW7dujB07FrVaTWhoKGazmQsXLlCpkm1N26SkJHuXVI0aNUhKSiIyMtJeFh4eflfn1Wq1DlcrJYlOp5O2eSBpm2cqKW27U/C5xUB4SkoKgwYNIi4ujtdeew212latUqVK0b59e6ZPn05WVhYHDx5k/fr1dO3aFYBu3bqxaNEiLl26REpKCgsWLKB79+6ubIoQQpRobnGlsXLlSq5du8ZHH33ERx99ZN/+zDPPEB8fz1tvvUXr1q3x9fVlzJgx9iuLfv36kZKSQp8+fTCZTHTt2pW4uDhXNUMIIUo8twiNoUOHMnTo0HzLZ82aled2Ly8vRo4cyciRI4uqakIIIW7jFt1TQgghPIOEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdJaAghhHCahIYQQginSWgIIYRwmoSGEEIIp0loCCGEcJqEhhBCCKdpXF0BIUTRSruRwYmz57l+M5Mg/1JEVKlMQClfV1dLeCiPD40///yTCRMmkJCQQGhoKG+//TYNGzZ0dbWEcAsnzpxnxheruHItzb6takgwr/TtQVjlCq6rmPBYHt09ZTAYGDp0KL169WLXrl0MGDCA4cOHYzQaXV01IVzuatp1pn2+wiEwAM5eSWbm8tVcz8h0TcWER/Po0Ni+fTtqtZp+/frh7e1Nnz59CAoK4qeffnJ11YRwueNnz3P1+o08y85dSeHEufPFXCNREnh091RSUhI1atRw2BYWFsaJEyfo2LFjge+1WCwAnD17tsjq5ypGo5Hk5GSSkpLQarWurk6hkrY573LK1QLLLyWncNK7eH5vlO+b57h8+TJw6zPy7zw6NDIzM/Hx8XHYptfryc7OvuN7k5OTARgyZEiR1E0Idzfq6/+6ugrCjSUnJxMaGppru0eHho+PT66AyM7Oxtf3zneGPPzwwyxdupTg4GC8vLyKqopCCOFRLBYLycnJPPzww3mWe3RohIeH89//Ov62lJSURJcuXe74Xr1eT3R0dFFVTQghPFZeVxg5PHogvFmzZhiNRj7//HNMJhMrV64kJSWFli1burpqQghRIqkURVFcXYn7cfToUSZOnMixY8cIDQ1l4sSJ8pyGEEIUEY8PDSGEEMXHo7unhBBCFC8JDSGEEE6T0BBCCOG0BzI0/vzzT/r06UPDhg3p3r07+/fvd3WV7sru3bt54oknaNy4MY8++ijLly8HID09nWHDhtG4cWPatGnDihUr7O9RFIXp06fTtGlTYmJimDRpUr5PfLqDlJQUmjVrZp8SpiS07dKlSwwZMoRGjRrRqlUrlixZApSMtu3du5devXrRqFEjOnbsyLp16wDPbtvBgwcd7sS8n7asX7+e9u3bExUVxZAhQ0hJSSnWthQq5QGTnZ2tPPLII8rSpUsVo9GorFixQmnRooViMBhcXTWnpKWlKTExMcqaNWsUi8WiHDp0SImJiVF+//135eWXX1ZGjx6tZGdnKwcOHFCaNGmiHDlyRFEURfn888+VLl26KJcvX1auXLmi9OzZU1myZImLW5O/F154Qaldu7by448/KoqieHzbrFar0rNnT2XKlCmK0WhUjh8/rsTExCh79uzx+LaZzWaladOmysaNGxVFUZRdu3YpdevWVc6ePeuRbbNarcqKFSuUxo0bK02aNLFvv9e2HDlyRGnUqJGyf/9+JSsrS3n99deV4cOHu6RtheGBC40tW7YorVu3dtjWpUsX5dtvv3VNhe7Sn3/+qYwePdph2/Dhw5U5c+YoderUUc6cOWPf/s477yjvvPOOoiiK0qdPH2XFihX2sm+//Vbp0qVL8VT6Li1btkx55ZVXlLZt2yo//vijkpGR4fFt27dvn9KiRQvFbDbbt508eVI5d+6cx7ft2rVrykMPPaSsX79esVqtyu7du5XIyEjlwoULHtm2efPmKV27dlU+/vhje2jcz8/g1KlTlTFjxtjLrl27ptSpU0dJSUkpjuYUugeue6qgSQ49QZ06dZg2bZr9dXp6Ort37wZAo9FQtWpVe9nt7UpMTCQiIsKhLCEhAcXN7rg+deoUixcvZuLEifZtp0+f9vi2HT58mJo1azJt2jRatGhBx44dOXDgAOnp6R7ftqCgIPr168eoUaOoV68eTz/9NG+++Sapqake2bbevXuzZs0a6tevb992Pz+Dfy8LCgrC39+fxMTEYmhN4XvgQuN+Jjl0Nzdu3GDo0KHUq1eP2NhY9Hq9Q/nt7crKynIo9/HxwWq1utXaI2azmTFjxjB+/HgCAwPt2zMzMz2+benp6ezYscM+df/kyZOJj48vEW2zWq3o9XpmzZrF/v37mT9/Pu+99x4ZGRke2baQkBBUKpXDtvv5Pv29LKc8KyuriFpQtB640LifSQ7dydmzZ+nbty+lS5dm7ty5+Pr6FtguvV6PwWCwl2VlZaHRaNDpdMVa74LMmzePOnXq0Lp1a4ftd/qeeULbtFotpUuXZsiQIWi1WvuA8ezZsz2+bZs2beLgwYM8/vjjaLVa2rRpQ5s2bZgzZ47Hty3H/fwM5vVLaVZWlsd95uR44EIjPDycpKQkh21JSUkOl4/u7vDhwzz55JO0bNmSefPmodfrCQ0NxWw2c+HCBft+t7erRo0aDu1OSkoiPDy82OtekA0bNvDNN98QHR1NdHQ0Fy5cYNSoUWzZssXj2xYWFkZWVhZms9m+zWKxULduXY9v28WLF3NdHWg0GurVq+fxbctxP/+//l527do10tPTc3WTewyXjqi4gMFgUFq2bKksWbLEfvdU06ZNlZs3b7q6ak5JTk5WmjZtqixYsCBX2fDhw5VRo0YpmZmZ9rs79u/fryiKoixZskTp0qWLcvHiRSU5OVnp2bOn8vHHHxd39e9KzkC4onh+27KyspRHHnlEmTJlimIymZQ9e/YoDRs2VPbt2+fxbTt69KhSr149ZeXKlYrValV27NihREVFKQcPHvTotm3fvt3h7ql7bcuff/6pNGrUSNm1a5eSnZ2tjB8/Xhk8eLBL2lQYHrjQUBTbLXD/93//pzRs2FDp3r27sm/fPldXyWkfffSR8tBDDykNGzZ0+DNjxgwlNTVVGTFihBITE6O0bt3a4W4Os9mszJgxQ2nRooXSpEkTJT4+3uFOHnd0e2iUhLadOnVKee6555SYmBilbdu2ysqVKxVFKRlt27x5s9KtWzclKipK6dy5s7Jp0yZFUTy7bX8PjftpyzfffKN06NBBiYqKUgYPHuyxd04piqLIhIVCCCGc9sCNaQghhLh3EhpCCCGcJqEhhBDCaRIaQgghnCahIYQQwmkSGkIIIZwmoSGEC5w4cYL69euzcOHCXGWvvPIKvXr1wmQyuaBmQhRMQkMIF6hZsybDhg1jzpw5nDx50r599erV/PTTT0ydOhVvb28X1lCIvMnDfUK4iNls5sknn8Tb25svvviCCxcu0L17d15++WWeffZZV1dPiDxJaAjhQseOHaN3796MGTOGn376CUVR+M9//pNram4h3IWEhhAuNnfuXD766CN8fHxYt24dFStWdHWVhMiXjGkI4WLt2rXDbDZTrVo1ypcv7+rqCFEgCQ0hXMhoNPL666/TuHFjjh07xn/+8x9XV0mIAkloCOFCc+bM4fz583zwwQc8++yzzJw5M9ciYUK4ExnTEMJF9u7dS//+/Xnvvffo0aMHBoOB7t27ExgYyLJly1Cr5Xc64X7kp1IIF8jMzGTs2LG0atWKHj16AKDT6Xjvvfc4cOCAdFMJtyWhIYQLTJkyhevXrxMfH++wvVGjRvTv35+ZM2eSmJjootoJkT/pnhJCCOE0udIQQgjhNAkNIYQQTpPQEEII4TQJDSGEEE6T0BBCCOE0CQ0hhBBOk9AQQgjhNAkNIYQQTpPQEEII4bT/B3ZG8urJmPMwAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.plot_2d(geo_model, direction='z', show_lith=False, show_boundaries=False)\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 55, "id": "vocational-intranets", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:03.178337Z", "start_time": "2022-04-05T09:08:02.912168Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.plot_3d(geo_model, image=False, plotter_type='basic', notebook=True)" ] }, { "cell_type": "markdown", "id": "geological-triples", "metadata": {}, "source": [ "### Setting the Interpolator" ] }, { "cell_type": "code", "execution_count": 56, "id": "external-clerks", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:05.563786Z", "start_time": "2022-04-05T09:08:03.179339Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling theano function...\n", "Level of Optimization: fast_compile\n", "Device: cpu\n", "Precision: float64\n", "Number of faults: 1\n", "Compilation Done!\n", "Kriging values: \n", " values\n", "range 1906.94\n", "$C_o$ 86581.19\n", "drift equations [3, 3]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp.set_interpolator(geo_model,\n", " compile_theano=True,\n", " theano_optimizer='fast_compile',\n", " verbose=[],\n", " update_kriging = False\n", " )" ] }, { "cell_type": "markdown", "id": "above-lendings", "metadata": {}, "source": [ "### Computing Model" ] }, { "cell_type": "code", "execution_count": 57, "id": "impressed-adamss", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:31.326502Z", "start_time": "2022-04-05T09:08:05.565795Z" } }, "outputs": [], "source": [ "sol = gp.compute_model(geo_model, compute_mesh=True)" ] }, { "cell_type": "markdown", "id": "developing-wallets", "metadata": {}, "source": [ "### Plotting Cross Sections" ] }, { "cell_type": "code", "execution_count": 58, "id": "champion-collectibles", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:31.901253Z", "start_time": "2022-04-05T09:08:31.328497Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.plot_2d(geo_model, direction=['x', 'x', 'y', 'y'], cell_number=[25, 75, 25, 75], show_topography=True, show_data=False)" ] }, { "cell_type": "markdown", "id": "intimate-connectivitys", "metadata": {}, "source": [ "### Plotting 3D Model" ] }, { "cell_type": "code", "execution_count": 59, "id": "developing-comparisons", "metadata": { "ExecuteTime": { "end_time": "2022-04-05T09:08:33.887391Z", "start_time": "2022-04-05T09:08:31.903246Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gpv = gp.plot_3d(geo_model, image=False, show_topography=True,\n", " plotter_type='basic', notebook=True, show_lith=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "known-timings", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "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": 5 }