{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "Python [conda env:pygeostat]", "language": "python", "name": "conda-env-pygeostat-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "colab": { "name": "Introduction.ipynb", "provenance": [], "include_colab_link": true } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "wv4c4y2XgY6j", "colab_type": "text" }, "source": [ "# Python and pygeostat\n", "\n", "\n", "## Introduction\n", "\n", "This notebook gives a brief overview of python and pygeostat for researchers and affiliates of CCG. This notebook is not an introduction to python in general, but is designed to help with:\n", "\n", " - deciding whether using python would be valuable for your work\n", " - applying python to geostatistics problems using CCG and GSLIB software\n", " - the basics of using python and pygslib to analyze data, visualize results and interface with Paraview\n", "\n", "Python is an interpreted, high level general purpose programming and scripting language which is very well suited to many of the common scripting tasks where bash or matlab would typically be used, and many tasks where an entire Fortran program might have previously been used. The huge collection of libraries for python covering machine learning, statistics, data management and optimization make it very useful for geostatistical workflows. There are many excellent [tutorials](http://docs.python.org/3/tutorial/introduction.html) for Python available which do a much better job introducing the language than this notebook would.\n", "\n", "Pygeostat is a python module using fortran libraries which was written to facilitate working with GeoEAS data files (GSLIB format), CSV data files, and GSLIB and CCG software. The integrated fortran libraries making pygeostat extremely quick to use for many applications, such as variogram calculation and modeling requiring no parameter files. For other GSLIB and CCG programs, generic interface routines are provided to interface with the programs using standard string interpolation techniques familiar to anyone who has scripted with Bash.\n", "\n", "## Running this notebook\n", "\n", "If you wish to run the code in this notebook yourself, a scientific python distribution and pygeostat are required. Otherwise, all output is shown in the notebook below each cell so you can see the output without install python and running the notebook yourself. The Anaconda distribution of Python is recommended and is compatible with Windows, Mac and *unix* distributions.\n", "\n", "To quickly setup python and pygeostat:\n", "\n", " - Download and run the Anaconda graphical installer of Python 3.* from http://continuum.io/downloads. Have the installer add python to the path. Test that the install worked by opening up a command prompt (cygwin or cmd) and running 'python --version'. The install version should be reported.\n", "\n", " - Install pygeostat using Python packaging Index (PyPI)\n", " \n", " ```shell\n", " pip install pygeostat\n", " ```\n", " \n", " - Follow the examples provided in this document \n", " \n", "\n", "\n", "[Center for Computational Geostatistics (CCG)](https://www.CCGAlberta.com)" ] }, { "cell_type": "code", "metadata": { "id": "B7r_alYUgY6k", "colab_type": "code", "colab": {} }, "source": [ "import os, sys\n", "import pygeostat as gs\n", "import matplotlib.pyplot as plt\n", "\n", "exe_dir=\"../pygeostat/executable/\"" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "AkcXvCl3gY6n", "colab_type": "text" }, "source": [ "## Brief Introduction to Python\n", "\n", "An extremely quick introduction to python is given here. Python is a high level interpreted programming language. Variable assignment and math is simple. The print operator prints to the screen. Whitespace (in the form of 4 spaces) is used for blocks such as if statements, or loops." ] }, { "cell_type": "code", "metadata": { "id": "AkWZCDI7gY6n", "colab_type": "code", "colab": {}, "outputId": "0d665f2d-7077-4012-f2ca-25e67d0e20ce" }, "source": [ "print('Hello World!')\n", "\n", "print('Math is easy and works as expected')\n", "a = 1\n", "b = 2\n", "print('a =',a,'b =',b)\n", "print('a + b =',a+b)\n", "print('a/b+0.2 =',a/b+0.2)\n", "\n", "if (1>2):\n", " print('This statement is unreachable')\n", "else:\n", " print('Note the 4 spaces for block statements like if and loops')\n", "\n", "print('Loops can use a list, or a range among other things!')\n", "for i in [1,2,10]:\n", " print(i)\n", "\n", "print('Note that everything starts from 0 in python unlike Fortran')\n", "for i in range(3):\n", " print(i)\n", "\n", "\n", "mystr = 'Hello World!'\n", "print('Lots of helpful options are built in such as string splitting:',mystr.split())" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Hello World!\n", "Math is easy and works as expected\n", "a = 1 b = 2\n", "a + b = 3\n", "a/b+0.2 = 0.7\n", "Note the 4 spaces for block statements like if and loops\n", "Loops can use a list, or a range among other things!\n", "1\n", "2\n", "10\n", "Note that everything starts from 0 in python unlike Fortran\n", "0\n", "1\n", "2\n", "Lots of helpful options are built in such as string splitting: ['Hello', 'World!']\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "CAWS2PFGgY6q", "colab_type": "code", "colab": {}, "outputId": "9ea17dcd-244d-4f8e-b191-16b964df8b56" }, "source": [ "c, d = 2.561, 10.2\n", "print('c = {}, d = {}'.format(c, d))\n", "print('c = {:.1f}, d = {:.2e}'.format(c, d))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "c = 2.561, d = 10.2\n", "c = 2.6, d = 1.02e+01\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "1QbngkPogY6v", "colab_type": "text" }, "source": [ "## Pygeostat Parameters and Matplotlib PlotStyle\n", "\n", "Pygeostat allows for default settings to be specified. This provides added convenience, since many arguments may be left to defaults and not specified repeatedly throughout the course of a notebook/project.\n", "\n", "Also, pygeostat has a default PlotStyle that uses Matplotlib's rcParams dictionary to setup a consistent plot style throughout the course of a notebook/project." ] }, { "cell_type": "code", "metadata": { "scrolled": true, "id": "k2YfYsVTgY6v", "colab_type": "code", "colab": {}, "outputId": "f5d8ae9d-ea9e-48ec-a568-20f70e02e204" }, "source": [ "# Setting the cat dictionary\n", "gs.Parameters['data.catdict'] = {1: 'Inside', 0: 'Outside'}\n", "gs.Parameters.describe('data.catdict')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "data.catdict:\n", "When initializing a DataFile, this dictionary will be used as DataFile.catdict (if catdict.keys() matches DataFile.cat codes). This dictionary is formaatted as {catcodes: catnames}.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "scrolled": false, "id": "lIqNUHdPgY6y", "colab_type": "code", "colab": {}, "outputId": "f478e1fe-fbca-4854-82aa-f09d881d2926" }, "source": [ "gs.Parameters" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Parameters({'config.autoload.parameters': True,\n", " 'config.autoload.plot_style': False,\n", " 'config.getpar': False,\n", " 'config.ignore_mpl_warnings': True,\n", " 'config.nprocess': 4,\n", " 'config.verbose': True,\n", " 'data.cat': None,\n", " 'data.catdict': {0: 'Outside', 1: 'Inside'},\n", " 'data.dh': None,\n", " 'data.fix_legacy_null': False,\n", " 'data.griddef': None,\n", " 'data.ifrom': None,\n", " 'data.io.pandas_engine': 'python',\n", " 'data.ito': None,\n", " 'data.legacy_null': [-999, -998, -99, -98],\n", " 'data.nreal': None,\n", " 'data.null': -999.0,\n", " 'data.null_vtk': 0.0,\n", " 'data.tmin': -998.0,\n", " 'data.weights': None,\n", " 'data.write.python_floatfmt': '%.6f',\n", " 'data.write_vtk.cdtype': 'float64',\n", " 'data.write_vtk.vdtype': 'float64',\n", " 'data.x': None,\n", " 'data.y': None,\n", " 'data.z': None,\n", " 'plotting.assumecat': 11,\n", " 'plotting.axis_xy': False,\n", " 'plotting.axis_xy_spatial': False,\n", " 'plotting.cmap': 'viridis',\n", " 'plotting.cmap_cat': 'tab20',\n", " 'plotting.gammasize': 3.0,\n", " 'plotting.grid': False,\n", " 'plotting.histogram_plot.cdfcolor': '.5',\n", " 'plotting.histogram_plot.edgecolor': 'k',\n", " 'plotting.histogram_plot.edgeweight': None,\n", " 'plotting.histogram_plot.facecolor': '.9',\n", " 'plotting.histogram_plot.histbins': 15,\n", " 'plotting.histogram_plot.stat_blk': 'all',\n", " 'plotting.histogram_plot.stat_xy': [0.95, 0.95],\n", " 'plotting.histogram_plot.stat_xy_cdf': [0.95, 0.05],\n", " 'plotting.histogram_plot_simulation.alpha': 0.5,\n", " 'plotting.histogram_plot_simulation.refclr': 'C3',\n", " 'plotting.histogram_plot_simulation.simclr': '0.2',\n", " 'plotting.lagname': 'Lag Distance',\n", " 'plotting.location_plot.c': '.4',\n", " 'plotting.location_plot.lw': 5.0,\n", " 'plotting.location_plot.s': 20.0,\n", " 'plotting.log_lowerval': 0.0001,\n", " 'plotting.nticks': None,\n", " 'plotting.rotateticks': [0, 0],\n", " 'plotting.roundstats': True,\n", " 'plotting.scatter_plot.alpha': 1.0,\n", " 'plotting.scatter_plot.c': 'kde',\n", " 'plotting.scatter_plot.cmap': 'viridis',\n", " 'plotting.scatter_plot.s': None,\n", " 'plotting.scatter_plot.stat_blk': 'pearson',\n", " 'plotting.scatter_plot.stat_xy': [0.95, 0.05],\n", " 'plotting.sigfigs': 2,\n", " 'plotting.stat_fontsize': None,\n", " 'plotting.stat_ha': 'right',\n", " 'plotting.stat_linespacing': 1.0,\n", " 'plotting.unit': 'm',\n", " 'plotting.variogram_plot.color': '.5',\n", " 'plotting.variogram_plot.ms': 6.0,\n", " 'plotting.variogram_plotsim.alpha': 0.5,\n", " 'plotting.variogram_plotsim.refclr': 'C3',\n", " 'plotting.variogram_plotsim.simclr': '0.2',\n", " 'plotting.vplot.colors': ['C0', 'C1', 'C2'],\n", " 'plotting.xabbrev': 'E',\n", " 'plotting.xname': 'Easting',\n", " 'plotting.yabbrev': 'N',\n", " 'plotting.yname': 'Northing',\n", " 'plotting.zabbrev': 'Elev',\n", " 'plotting.zname': 'Elevation'})" ] }, "metadata": { "tags": [] }, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "id": "IvM-vH8egY60", "colab_type": "code", "colab": {}, "outputId": "d931c0e8-dc20-48a5-8887-5b9f021ae42d" }, "source": [ "gs.Parameters['data.griddef'] = gs.GridDef('''\n", "120 5.0 10.0 \n", "110 1205.0 10.0 \n", "1 0.5 1.0''')\n", "print(gs.Parameters['data.griddef'])\n", "gs.Parameters.describe('data.griddef')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "120 5.0 10.0 \n", "110 1205.0 10.0 \n", "1 0.5 1.0\n", "data.griddef:\n", "When initializing a DataFile, this will be used as DataFile.GridDef if GridDef.count() matches DataFile.shape[0]. A pygeostat.GridDef object or valid gridstr/gridarr may be used for intitialization.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "Rmgh_HpVgY63", "colab_type": "code", "colab": {} }, "source": [ "# Default plot settings\n", "gs.PlotStyle['font.size'] = 12\n", "gs.PlotStyle['figure.figsize'] = (10, 10)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "HUgbL0d_gY66", "colab_type": "text" }, "source": [ "## Importing GSLIB files to python with pygeostat\n", "\n", "We will use the oilsands training data set for this example. A pygeostat DataFile object is used to store the data, and relevant parameters such as the names of x, y and z coordinates. The DataFile class stores data by default in a Pandas DataFrame called 'data'.\n", "\n", "Pygeostat contains a collection of example data sets under ~\\pygeostat\\data\\example_data that can be access through ExampleData." ] }, { "cell_type": "code", "metadata": { "id": "LSyuL1pbgY67", "colab_type": "code", "colab": {}, "outputId": "6ee01a65-4a3d-4a30-f56c-baa07f7b6663" }, "source": [ "datafl = gs.ExampleData('oilsands')\n", "datafl.head()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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Drillhole NumberEastNorthElevationBitumenFinesChloridesFacies Code
02.01245.010687.09257.57.37828.784-9.0-9.0
12.01245.010687.09254.59.17622.897-9.0-9.0
22.01245.010687.09251.511.54315.144-9.0-9.0
32.01245.010687.09248.56.80830.598-9.0-9.0
42.01245.010687.09245.510.65718.011-9.0-9.0
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" ], "text/plain": [ " Drillhole Number East North Elevation Bitumen Fines Chlorides \\\n", "0 2.0 1245.0 10687.09 257.5 7.378 28.784 -9.0 \n", "1 2.0 1245.0 10687.09 254.5 9.176 22.897 -9.0 \n", "2 2.0 1245.0 10687.09 251.5 11.543 15.144 -9.0 \n", "3 2.0 1245.0 10687.09 248.5 6.808 30.598 -9.0 \n", "4 2.0 1245.0 10687.09 245.5 10.657 18.011 -9.0 \n", "\n", " Facies Code \n", "0 -9.0 \n", "1 -9.0 \n", "2 -9.0 \n", "3 -9.0 \n", "4 -9.0 " ] }, "metadata": { "tags": [] }, "execution_count": 8 } ] }, { "cell_type": "code", "metadata": { "id": "JudBNpNHgY69", "colab_type": "code", "colab": {}, "outputId": "77cf8270-8ed5-490d-a97e-3d7398a1d1a6" }, "source": [ "datafl.describe()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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BitumenFinesChlorides
count5808.0000005808.0000005808.000000
mean7.70885228.707298103.139353
std5.13670921.247085286.545409
min0.0000000.861000-9.000000
25%2.87775010.166000-9.000000
50%7.48000024.4530005.400000
75%12.66600042.82325063.900000
max18.42800086.7770002602.000000
\n", "
" ], "text/plain": [ " Bitumen Fines Chlorides\n", "count 5808.000000 5808.000000 5808.000000\n", "mean 7.708852 28.707298 103.139353\n", "std 5.136709 21.247085 286.545409\n", "min 0.000000 0.861000 -9.000000\n", "25% 2.877750 10.166000 -9.000000\n", "50% 7.480000 24.453000 5.400000\n", "75% 12.666000 42.823250 63.900000\n", "max 18.428000 86.777000 2602.000000" ] }, "metadata": { "tags": [] }, "execution_count": 9 } ] }, { "cell_type": "code", "metadata": { "id": "kvk6h3ZagY6_", "colab_type": "code", "colab": {}, "outputId": "ce6f5912-b6f1-43a2-e9d0-4572e2c97d54" }, "source": [ "datafl.variables" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['Bitumen', 'Fines', 'Chlorides']" ] }, "metadata": { "tags": [] }, "execution_count": 10 } ] }, { "cell_type": "code", "metadata": { "id": "HDLMhXrMgY7D", "colab_type": "code", "colab": {}, "outputId": "4e050282-6a7c-48cb-869c-44d2845e4391" }, "source": [ "datafl.xyz" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['East', 'North', 'Elevation']" ] }, "metadata": { "tags": [] }, "execution_count": 11 } ] }, { "cell_type": "markdown", "metadata": { "id": "3FJsyZgAgY7F", "colab_type": "text" }, "source": [ "## Saving data to CSV, HDF5, and VTK file formats\n", "\n", "Working with data is only useful if it can be saved." ] }, { "cell_type": "code", "metadata": { "id": "TX5IlFbTgY7G", "colab_type": "code", "colab": {}, "outputId": "e43606e0-e179-4b26-a6bb-7415379c3c0b" }, "source": [ "out_dir = 'Output'\n", "gs.mkdir(out_dir)\n", "\n", "outgslibfl = os.path.join(out_dir,'oilsands_out.dat')\n", "outcsvfl = os.path.join(out_dir,'oilsands_out.csv')\n", "outhdf5fl = os.path.join(out_dir,'oilsands_out.hdf5')\n", "\n", "print('\\nThe datafile can be saved as a GSLIB file:',outgslibfl)\n", "datafl.write_file(flname=outgslibfl, fltype='GSLIB')\n", "\n", "print('\\nOr as a hdf5 file which can be opened by Excel')\n", "print('A subset of columns, can be saved with any of these modes - just saving X, Y and Z for example:',outhdf5fl)\n", "datafl.write_file(flname=outhdf5fl, variables=['East','North','Elevation'])\n", "\n", "print('\\nOr as a CSV file which can be opened by Excel')\n", "print('A subset of columns, can be saved with any of these modes - just saving X, Y and Z for example:',outcsvfl)\n", "datafl.write_file(flname=outcsvfl, variables=['East','North','Elevation'], fltype='CSV')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\n", "The datafile can be saved as a GSLIB file: Output\\oilsands_out.dat\n", "\n", "Or as a hdf5 file which can be opened by Excel\n", "A subset of columns, can be saved with any of these modes - just saving X, Y and Z for example: Output\\oilsands_out.hdf5\n", "\n", "Or as a CSV file which can be opened by Excel\n", "A subset of columns, can be saved with any of these modes - just saving X, Y and Z for example: Output\\oilsands_out.csv\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "nWXX5xlZgY7J", "colab_type": "code", "colab": {}, "outputId": "6345dfd5-77a5-4087-c1f7-e1c142218057" }, "source": [ "outvtkfl = os.path.join(out_dir,'oilsands_out.vtk')\n", "\n", "print('\\nThe datafile can be saved as a VTK file:',outvtkfl)\n", "datafl.write_file(flname=outvtkfl, fltype='VTK')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\n", "The datafile can be saved as a VTK file: Output\\oilsands_out.vtk\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "SyrSzN66gY7L", "colab_type": "text" }, "source": [ "## Data Visualization using Pygeostat" ] }, { "cell_type": "markdown", "metadata": { "id": "tviCToH9gY7L", "colab_type": "text" }, "source": [ "Explore the spatial aspect of the data using *location_plot*" ] }, { "cell_type": "code", "metadata": { "id": "-Zug5a1igY7M", "colab_type": "code", "colab": {}, "outputId": "8605a9e9-7abc-4383-8c65-f0c2124bd3b5" }, "source": [ "datafl = gs.DataFile(outgslibfl)\n", "gs.location_plot(datafl, var='Fines')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 14 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "JaR0is8xgY7P", "colab_type": "code", "colab": {}, "outputId": "e6fb9e65-3f5f-4ed8-cb60-91e80a265be1" }, "source": [ "gs.location_plot(datafl, var='Bitumen', orient='xz', aspect = 10)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 15 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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Drillhole NumberEastNorthElevationBitumenFinesChloridesFacies CodeData Spacing (m)
02.01245.010687.09257.57.37828.784-9.0-9.0184.486903
12.01245.010687.09254.59.17622.897-9.0-9.0184.486903
22.01245.010687.09251.511.54315.144-9.0-9.0184.486903
32.01245.010687.09248.56.80830.598-9.0-9.0184.486903
42.01245.010687.09245.510.65718.011-9.0-9.0184.486903
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" ], "text/plain": [ " Drillhole Number East North Elevation Bitumen Fines Chlorides \\\n", "0 2.0 1245.0 10687.09 257.5 7.378 28.784 -9.0 \n", "1 2.0 1245.0 10687.09 254.5 9.176 22.897 -9.0 \n", "2 2.0 1245.0 10687.09 251.5 11.543 15.144 -9.0 \n", "3 2.0 1245.0 10687.09 248.5 6.808 30.598 -9.0 \n", "4 2.0 1245.0 10687.09 245.5 10.657 18.011 -9.0 \n", "\n", " Facies Code Data Spacing (m) \n", "0 -9.0 184.486903 \n", "1 -9.0 184.486903 \n", "2 -9.0 184.486903 \n", "3 -9.0 184.486903 \n", "4 -9.0 184.486903 " ] }, "metadata": { "tags": [] }, "execution_count": 16 } ] }, { "cell_type": "code", "metadata": { "id": "-cSHxy6lgY7V", "colab_type": "code", "colab": {}, "outputId": "0484746d-aa12-4097-ab40-0bbddccdb85c" }, "source": [ "gs.location_plot(datafl, var='Data Spacing (m)', s=50, cmap='hot')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 17 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "1_rOOe1rgY7Y", "colab_type": "text" }, "source": [ "Visulaize multivariate relationships using pygeostat *scatter_plots* function that infers variables form the data file and calcultae the bivariate KDE" ] }, { "cell_type": "code", "metadata": { "id": "VbeumbQVgY7Y", "colab_type": "code", "colab": {}, "outputId": "0b6092e5-99ac-4a8d-d204-1ccf636cf1dd" }, "source": [ "_ = gs.scatter_plots(datafl)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "wC2q8OJVgY7b", "colab_type": "code", "colab": {}, "outputId": "4539a10f-286e-4f47-906d-314fd20d30b5" }, "source": [ "gridstr = '''40 0.5 1 -nx, xmin, xsize\n", "40 0.5 1 -ny, ymin, ysize\n", "40 0.5 1 -nz, zmin, zsize'''\n", "griddef = gs.GridDef(grid_str=gridstr)\n", "krigfl = gs.ExampleData('3d_grid', griddef=griddef)\n", "krigfl.describe()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "count 64000.000000\n", "mean 0.021495\n", "std 0.989562\n", "min -4.050000\n", "25% -0.666000\n", "50% 0.010000\n", "75% 0.686000\n", "max 3.870000\n", "Name: value, dtype: float64" ] }, "metadata": { "tags": [] }, "execution_count": 19 } ] }, { "cell_type": "code", "metadata": { "id": "7BwzgZfCgY7c", "colab_type": "code", "colab": {}, "outputId": "c4e355df-dc83-4db0-befb-66205b15e28a" }, "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15,15))\n", "plt.subplots_adjust(wspace=0.4)\n", "gs.slice_plot(krigfl, cbar=True, ax=ax1)\n", "gs.slice_plot(krigfl.data['value'], griddef, cbar=True, ax=ax2, cmap='inferno')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 20 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "KvGE6K5WgY7e", "colab_type": "code", "colab": {}, "outputId": "5bdec118-d17c-4954-ebb6-1a8ba189265a" }, "source": [ "ax = gs.slice_plot(krigfl.data['value'],griddef)\n", "_ = gs.contour_plot(krigfl.data['value'],griddef,ax=ax)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "DOaQJys5gY7h", "colab_type": "text" }, "source": [ "## Executing GSLIB programs" ] }, { "cell_type": "code", "metadata": { "id": "T2PVCG6EgY7i", "colab_type": "code", "colab": {}, "outputId": "38d2ebe6-64fa-4b11-d531-da2cfaf1873d" }, "source": [ "kt3dn = gs.Program(program=exe_dir+'kt3dn', getpar=True)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "C:\\Users\\yimin\\Desktop\\temp\\pygeostat\\pygeostat_public\\examples\\tmpvamdlr98\\kt3dn.par has been copied to the clipboard\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "RpAHYgJRgY7k", "colab_type": "code", "colab": {}, "outputId": "3f02e1ae-b618-4a62-8b78-c395c8f9da38" }, "source": [ "# use pygeosta to infer grid definition\n", "datafl.infergriddef(blksize=[100,100,10])" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Pygeostat GridDef:\n", "34 612.0 100.0 \n", "60 5055.0 100.0 \n", "14 146.0 10.0" ] }, "metadata": { "tags": [] }, "execution_count": 23 } ] }, { "cell_type": "code", "metadata": { "id": "1gbqkndogY7o", "colab_type": "code", "colab": {}, "outputId": "3083f6d5-9148-41bc-8c2c-a1da51a3324d" }, "source": [ "parstr = \"\"\" Parameters for KT3DN\n", " ********************\n", "START OF PARAMETERS:\n", "{flname} -file with data\n", "{cols} 0 - columns for DH,X,Y,Z,var,sec var\n", "-998.0 1.0e21 - trimming limits\n", "0 -option: 0=grid, 1=cross, 2=jackknife\n", "xvk.dat -file with jackknife data\n", "1 2 0 3 0 - columns for X,Y,Z,vr and sec var\n", "kt3dn_dataspacing.out -data spacing analysis output file (see note)\n", "0 15.0 - number to search (0 for no dataspacing analysis, rec. 10 or 20) and composite length\n", "0 100 0 -debugging level: 0,3,5,10; max data for GSKV;output total weight of each data?(0=no,1=yes)\n", "kt3dn.dbg-nkt3dn.sum -file for debugging output (see note)\n", "{outfl} -file for kriged output (see GSB note)\n", "{griddef}\n", "1 1 1 -x,y and z block discretization\n", "4 40 12 1 -min, max data for kriging,upper max for ASO,ASO incr\n", "0 0 -max per octant, max per drillhole (0-> not used)\n", "8000.0 8000.0 400.0 -maximum search radii\n", " 0.0 0.0 0.0 -angles for search ellipsoid\n", "1 -0=SK,1=OK,2=LVM(resid),3=LVM((1-w)*m(u))),4=colo,5=exdrift,6=ICCK\n", "0.0 0.6 0.8 - mean (if 0,4,5,6), corr. (if 4 or 6), var. reduction factor (if 4)\n", "0 0 0 0 0 0 0 0 0 -drift: x,y,z,xx,yy,zz,xy,xz,zy\n", "0 -0, variable; 1, estimate trend\n", "extdrift.out -gridded file with drift/mean\n", "4 - column number in gridded file\n", "onfile -gridded file with keyout (see note)\n", "0 1 - column (0 if no keyout) and value to keep\n", "2 0.0 -nst, nugget effect\n", "1 0.25 0.0 0.0 0.0 -it,cc,ang1,ang2,ang3\n", " 400.0 300.0 25.0 -a_hmax, a_hmin, a_vert\n", "1 0.75 0.0 0.0 0.0 -it,cc,ang1,ang2,ang3\n", " 800.0 450.0 30.0 -a_hmax, a_hmin, a_vert\n", "\"\"\"\n", "\n", "griddef = datafl.griddef\n", "\n", "kriging_output = os.path.join(out_dir, 'kt3dn.out')\n", "\n", "kt3dnpars ={'flname':datafl.flname,\n", " 'griddef':griddef,\n", " 'outfl': kriging_output,\n", " 'cols':datafl.gscol([datafl.dh]+datafl.xyz + ['Bitumen'])}\n", "print('Note that the string representation of columns can be returned using the GSCOL function for a list of variables:',\n", " kt3dnpars['cols'])\n", "\n", "kt3dn.run(parstr=parstr.format(**kt3dnpars))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Note that the string representation of columns can be returned using the GSCOL function for a list of variables: 1 2 3 4 5\n", "Calling: ['../pygeostat/executable/kt3dn', 'temp']\n", "\n", " KT3DN Version: 7.4.1\n", "\n", " data file = Output\\oilsands_out.dat \n", " columns = 1 2 3 4 5\n", " 0\n", " trimming limits = -998.000000000000 1.000000000000000E+021\n", " kriging option = 0\n", " jackknife data file = xvk.dat \n", " columns = 1 2 0 3 0\n", " data spacing analysis output file = kt3dn_dataspacing.out \n", " debugging level = 0\n", " summary only file = kt3dn.sum \n", " debugging file = kt3dn.dbg \n", " GSLIB-style output file = Output\\kt3dn.out \n", " nx, xmn, xsiz = 34 612.000000000000 100.000000000000 \n", " ny, ymn, ysiz = 60 5055.00000000000 100.000000000000 \n", " nz, zmn, zsiz = 14 146.000000000000 10.0000000000000 \n", " block discretization: 1 1 1\n", " ndmin,ndmax = 4 40\n", " max per octant = 0\n", " max per drillhole = 0\n", " search radii = 8000.00000000000 8000.00000000000 \n", " 400.000000000000 \n", " search anisotropy angles = 0.000000000000000E+000 0.000000000000000E+000\n", " 0.000000000000000E+000\n", " not running data spacing analysis\n", " using ordinary kriging\n", " drift terms = 0 0 0 0 0\n", " 0 0 0 0\n", " itrend = 0\n", " external drift file = extdrift.out \n", " GSLIB-style external grid file = extdrift.out \n", " column for external variable = 4\n", " keyout indicator file = onfile \n", " not applying keyout\n", " nst, c0 = 2 0.000000000000000E+000\n", " it,cc,ang[1,2,3]; 1 0.250000000000000 0.000000000000000E+000\n", " 0.000000000000000E+000 0.000000000000000E+000\n", " a1 a2 a3: 400.000000000000 300.000000000000 \n", " 25.0000000000000 \n", " it,cc,ang[1,2,3]; 1 0.750000000000000 0.000000000000000E+000\n", " 0.000000000000000E+000 0.000000000000000E+000\n", " a1 a2 a3: 800.000000000000 450.000000000000 \n", " 30.0000000000000 \n", " Checking the data set for duplicates\n", " No duplicates found\n", " Data for KT3D: Variable number 5\n", " Number = 5808\n", " Average = 7.70885227272725 \n", " Variance = 26.3812369792103 \n", " Presorting the data along an arbitrary vector\n", " Data was presorted with angles: 12.5000000000000 12.5000000000000 \n", " 12.5000000000000 \n", " Setting up rotation matrices for variogram and search\n", " Setting up super block search strategy\n", " \n", " Working on the kriging \n", " currently on estimate 2856\n", " currently on estimate 5712\n", " currently on estimate 8568\n", " currently on estimate 11424\n", " currently on estimate 14280\n", " currently on estimate 17136\n", " currently on estimate 19992\n", " currently on estimate 22848\n", " currently on estimate 25704\n", " currently on estimate 28560\n", "\n", " KT3DN Version: 7.4.1 Finished\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "wuHs3GthgY7q", "colab_type": "code", "colab": {}, "outputId": "d0c30d9a-5129-49f4-b242-0683ec3a2db7" }, "source": [ "krigfl = gs.DataFile(kriging_output, griddef=datafl.griddef)\n", "krigfl.head()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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EstimateEstimationVariance
02.9843311.138133
13.6923891.142133
23.7858761.158344
33.4223681.166209
43.2167561.158588
\n", "
" ], "text/plain": [ " Estimate EstimationVariance\n", "0 2.984331 1.138133\n", "1 3.692389 1.142133\n", "2 3.785876 1.158344\n", "3 3.422368 1.166209\n", "4 3.216756 1.158588" ] }, "metadata": { "tags": [] }, "execution_count": 25 } ] }, { "cell_type": "code", "metadata": { "id": "LV56mVJkgY7t", "colab_type": "code", "colab": {}, "outputId": "af0c4503-20ed-4381-d765-ad9332133f91" }, "source": [ "gs.slice_plot(krigfl, var='Estimate', orient='xz', pointdata=datafl, pointvar='Bitumen', aspect = 10)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 26 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "rLTZXyUigY7v", "colab_type": "code", "colab": {}, "outputId": "596e99dc-0fb5-4b7d-8642-f45c4e34a2b9" }, "source": [ "gs.slice_plot(krigfl, var='Estimate', orient='yz', pointdata=datafl, pointvar='Bitumen', aspect = 10)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 27 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "rcSMfXZ2gY7x", "colab_type": "code", "colab": {} }, "source": [ "# Clean up\n", "try:\n", " gs.rmfile('temp')\n", " gs.rmfile('kt3dn.dbg')\n", " gs.rmdir(out_dir) #command to delete generated data file\n", "except:\n", " pass" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "kl5zpTpDgY7z", "colab_type": "code", "colab": {} }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }