{
"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": "Kriging2.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true,
"id": "Pp1SFZaIgZaZ",
"colab_type": "code",
"colab": {}
},
"source": [
"import pygeostat as gs\n",
"import numpy as np\n",
"import os\n",
"from matplotlib import pyplot as plt"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "JfaGiSpGgZai",
"colab_type": "text"
},
"source": [
"# Settings"
]
},
{
"cell_type": "code",
"metadata": {
"id": "uKEoPzc8gZaj",
"colab_type": "code",
"colab": {}
},
"source": [
"outdir = 'Output'\n",
"gs.mkdir(outdir)\n",
"#path to GSLIB executables\n",
"exe_dir=\"../pygeostat/executable/\"\n",
"\n",
"gs.PlotStyle['font.size'] = 12\n",
"gs.Parameters['data.tmin'] = -998"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "tCWlDt2KgZaq",
"colab_type": "text"
},
"source": [
"# Loading data"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XI4NVJfDgZat",
"colab_type": "code",
"colab": {},
"outputId": "15e02f7f-2662-42d9-aa6c-6d4b25be1209"
},
"source": [
"dfl = gs.ExampleData('point2d_surf')\n",
"dfl.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HoleID | \n",
" X | \n",
" Y | \n",
" Top Elevation | \n",
" Thickness | \n",
" Base Elevation | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 3.0 | \n",
" 405.63 | \n",
" 2135.75 | \n",
" 376.69 | \n",
" 47.98 | \n",
" 328.71 | \n",
"
\n",
" \n",
" | 1 | \n",
" 5.0 | \n",
" 235.89 | \n",
" 1865.70 | \n",
" 379.69 | \n",
" 51.00 | \n",
" 328.69 | \n",
"
\n",
" \n",
" | 2 | \n",
" 6.0 | \n",
" 325.03 | \n",
" 2055.81 | \n",
" 376.86 | \n",
" 49.34 | \n",
" 327.52 | \n",
"
\n",
" \n",
" | 3 | \n",
" 7.0 | \n",
" 675.54 | \n",
" 2195.25 | \n",
" 381.49 | \n",
" 48.75 | \n",
" 332.74 | \n",
"
\n",
" \n",
" | 4 | \n",
" 8.0 | \n",
" 355.73 | \n",
" 1995.74 | \n",
" 376.97 | \n",
" 48.94 | \n",
" 328.03 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HoleID X Y Top Elevation Thickness Base Elevation\n",
"0 3.0 405.63 2135.75 376.69 47.98 328.71\n",
"1 5.0 235.89 1865.70 379.69 51.00 328.69\n",
"2 6.0 325.03 2055.81 376.86 49.34 327.52\n",
"3 7.0 675.54 2195.25 381.49 48.75 332.74\n",
"4 8.0 355.73 1995.74 376.97 48.94 328.03"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Sfvc1aEsgZa_",
"colab_type": "code",
"colab": {},
"outputId": "c7455583-73ff-4416-9edf-a593961b73d2"
},
"source": [
"dfl.info"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"DataFile: C:\\Users\\yimin\\Anaconda3\\envs\\pygeostat\\lib\\site-packages\\pygeostat\\data\\example_data\\point2d_surf.dat\n",
"Attributes:\n",
"dh: 'HoleID', x: 'X', y: 'Y', \n",
"Variables:\n",
"'Top Elevation', 'Thickness', 'Base Elevation'\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "oUvE7qKlgZbF",
"colab_type": "code",
"colab": {},
"outputId": "fc7a2aca-b13c-4642-bafe-a65ad9168a5d"
},
"source": [
"dfl.describe()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Top Elevation | \n",
" Thickness | \n",
" Base Elevation | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 230.000000 | \n",
" 230.000000 | \n",
" 230.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 379.173739 | \n",
" 50.096391 | \n",
" 329.077348 | \n",
"
\n",
" \n",
" | std | \n",
" 2.607090 | \n",
" 4.376842 | \n",
" 4.571519 | \n",
"
\n",
" \n",
" | min | \n",
" 372.070000 | \n",
" 37.730000 | \n",
" 315.850000 | \n",
"
\n",
" \n",
" | 25% | \n",
" 377.222500 | \n",
" 47.502500 | \n",
" 327.137500 | \n",
"
\n",
" \n",
" | 50% | \n",
" 378.950000 | \n",
" 49.390000 | \n",
" 329.140000 | \n",
"
\n",
" \n",
" | 75% | \n",
" 380.782500 | \n",
" 51.900000 | \n",
" 332.225000 | \n",
"
\n",
" \n",
" | max | \n",
" 386.330000 | \n",
" 62.870000 | \n",
" 340.870000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Top Elevation Thickness Base Elevation\n",
"count 230.000000 230.000000 230.000000\n",
"mean 379.173739 50.096391 329.077348\n",
"std 2.607090 4.376842 4.571519\n",
"min 372.070000 37.730000 315.850000\n",
"25% 377.222500 47.502500 327.137500\n",
"50% 378.950000 49.390000 329.140000\n",
"75% 380.782500 51.900000 332.225000\n",
"max 386.330000 62.870000 340.870000"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nqk_qcgagZbL",
"colab_type": "text"
},
"source": [
"# Data Visualizations"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-MFFELCagZbM",
"colab_type": "text"
},
"source": [
"## Distibution"
]
},
{
"cell_type": "code",
"metadata": {
"id": "5VUT68NagZbO",
"colab_type": "code",
"colab": {},
"outputId": "375e8d3f-ccb7-4b2c-9019-30b1b3aa18a5"
},
"source": [
"for var in dfl.variables:\n",
" gs.histogram_plot(dfl, var=var, figsize = (7,4))"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Zr1nNYKZgZbU",
"colab_type": "code",
"colab": {},
"outputId": "e7964c91-6dfd-4f21-98a6-abf3f7b15e37"
},
"source": [
"_ = gs.scatter_plots(dfl)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PKxUxt3DgZba",
"colab_type": "text"
},
"source": [
"## Location map"
]
},
{
"cell_type": "code",
"metadata": {
"id": "qvMgX2m7gZbb",
"colab_type": "code",
"colab": {},
"outputId": "fc2f47a1-a07f-4f88-d15d-9bcc6b0b3f8e"
},
"source": [
"fig, axes = gs.subplots(1, len(dfl.variables), axes_pad=(0.9, 0.4), figsize= (25,5), cbar_mode='each', label_mode='L')\n",
"for i, var in enumerate(dfl.variables):\n",
" gs.location_plot(dfl, var = var, ax = axes[i])"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nInWS_fdgZbh",
"colab_type": "text"
},
"source": [
"# Normal Score Transformation"
]
},
{
"cell_type": "code",
"metadata": {
"id": "JOnPr9aKgZbh",
"colab_type": "code",
"colab": {},
"outputId": "782bb163-da13-4361-f723-cc2d0d61d823"
},
"source": [
"nscore_p = gs.Program(program = exe_dir+'nscore', getpar=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"C:\\Users\\yimin\\Desktop\\temp\\pygeostat\\pygeostat_public\\examples\\tmprdbr5twm\\nscore.par has been copied to the clipboard\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3l-cJqocgZbk",
"colab_type": "code",
"colab": {},
"outputId": "b826e2d6-a962-4117-f458-29a26c3c7282"
},
"source": [
"parstr = \"\"\" Parameters for NSCORE\n",
" *********************\n",
"\n",
"START OF PARAMETERS:\n",
"{datafile} -file with data\n",
"{n_var} 4 5 6 - number of variables and columns\n",
"0 - column for weight, 0 if none\n",
"0 - column for category, 0 if none\n",
"0 - number of records if known, 0 if unknown\n",
"{tmin} 1.0e21 - trimming limits\n",
"0 -transform using a reference distribution, 1=yes\n",
"nofile.out -file with reference distribution.\n",
"1 2 0 - columns for variable, weight, and category\n",
"201 -maximum number of quantiles, 0 for all\n",
"{outfl} -file for output\n",
"{trnfl} -file for output transformation table\n",
"\"\"\"\n",
"\n",
"nscore_outfl = os.path.join(outdir, 'nscore.out')\n",
"\n",
"pars = dict(datafile=dfl.flname,\n",
" tmin=gs.Parameters['data.tmin'],\n",
" n_var = len(dfl.variables),\n",
" outfl = nscore_outfl,\n",
" trnfl = os.path.join(outdir, 'nscore.trn'))\n",
"nscore_p.run(parstr=parstr.format(**pars),quiet=True, liveoutput=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"\n",
" NSCORE Version: 3.100\n",
"\n",
" data file = C:\\Users\\yimin\\Anaconda3\\envs\\pygeostat\\lib\\site-packages\\pygeostat\\data\\example_data\\point2d_surf.dat\n",
" columns = 4 5 6 0 0\n",
" number of records = 0\n",
" trimming limits = -998.000000000000 1.000000000000000E+021\n",
" consider a different reference dist = 0\n",
" file with reference distribution = nofile.out \n",
" columns = 1 2 0\n",
" maximum number of quantiles = 201\n",
" file for output = Output\\nscore.out\n",
" file for transformation table = Output\\nscore.trn\n",
" Determining size of C:\\Users\\yimin\\Anaconda3\\envs\\pygeostat\\lib\\site-packages\\pygeostat\\data\\example_data\\point2d_surf.dat\n",
" Reading C:\\Users\\yimin\\Anaconda3\\envs\\pygeostat\\lib\\site-packages\\pygeostat\\data\\example_data\\point2d_surf.dat\n",
" Building transform table 1 category 1\n",
" Building transform table 2 category 1\n",
" Building transform table 3 category 1\n",
" Computing normal scores 1 category 1\n",
" Computing normal scores 2 category 1\n",
" Computing normal scores 3 category 1\n",
" Generating output file\n",
" Total execution time 0.050 seconds.\n",
"\n",
" NSCORE Version: 3.100 Finished\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "GrF4McF_gZbo",
"colab_type": "code",
"colab": {},
"outputId": "fd9b0c0a-07e4-4f3b-bc8d-d8d2bdccbee3"
},
"source": [
"dfl_ns = gs.DataFile(nscore_outfl)\n",
"dfl_ns.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
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"
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"text/plain": [
" HoleID X Y Top Elevation Thickness Base Elevation \\\n",
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},
"metadata": {
"tags": []
},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "WZUwbcyZgZbs",
"colab_type": "code",
"colab": {},
"outputId": "558321d8-0944-49f2-da32-49e5216329cc"
},
"source": [
"for var in dfl_ns.variables:\n",
" if 'ns' in var.lower():\n",
" gs.histogram_plot(dfl_ns, var=var, color='g', figsize = (7,4))"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WuUnOtAngZbu",
"colab_type": "text"
},
"source": [
"# Variogram Calculation and Modeling"
]
},
{
"cell_type": "code",
"metadata": {
"id": "tjWT13sKgZbv",
"colab_type": "code",
"colab": {},
"outputId": "c708df53-b5df-4533-ee08-2dd58842a9ed"
},
"source": [
"dfl_ns.spacing(n_nearest=2)\n",
"dfl_ns.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HoleID | \n",
" X | \n",
" Y | \n",
" Top Elevation | \n",
" Thickness | \n",
" Base Elevation | \n",
" NS_Top Elevation | \n",
" NS_Thickness | \n",
" NS_Base Elevation | \n",
" Data Spacing (m) | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 3.0 | \n",
" 405.63 | \n",
" 2135.75 | \n",
" 376.69 | \n",
" 47.98 | \n",
" 328.71 | \n",
" -0.92010 | \n",
" -0.51919 | \n",
" -0.13343 | \n",
" 57.952680 | \n",
"
\n",
" \n",
" | 1 | \n",
" 5.0 | \n",
" 235.89 | \n",
" 1865.70 | \n",
" 379.69 | \n",
" 51.00 | \n",
" 328.69 | \n",
" 0.24196 | \n",
" 0.42938 | \n",
" -0.14538 | \n",
" 84.885990 | \n",
"
\n",
" \n",
" | 2 | \n",
" 6.0 | \n",
" 325.03 | \n",
" 2055.81 | \n",
" 376.86 | \n",
" 49.34 | \n",
" 327.52 | \n",
" -0.82151 | \n",
" -0.02331 | \n",
" -0.51062 | \n",
" 40.660709 | \n",
"
\n",
" \n",
" | 3 | \n",
" 7.0 | \n",
" 675.54 | \n",
" 2195.25 | \n",
" 381.49 | \n",
" 48.75 | \n",
" 332.74 | \n",
" 0.87650 | \n",
" -0.27596 | \n",
" 0.82440 | \n",
" 36.354945 | \n",
"
\n",
" \n",
" | 4 | \n",
" 8.0 | \n",
" 355.73 | \n",
" 1995.74 | \n",
" 376.97 | \n",
" 48.94 | \n",
" 328.03 | \n",
" -0.77206 | \n",
" -0.21829 | \n",
" -0.39751 | \n",
" 62.080596 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HoleID X Y Top Elevation Thickness Base Elevation \\\n",
"0 3.0 405.63 2135.75 376.69 47.98 328.71 \n",
"1 5.0 235.89 1865.70 379.69 51.00 328.69 \n",
"2 6.0 325.03 2055.81 376.86 49.34 327.52 \n",
"3 7.0 675.54 2195.25 381.49 48.75 332.74 \n",
"4 8.0 355.73 1995.74 376.97 48.94 328.03 \n",
"\n",
" NS_Top Elevation NS_Thickness NS_Base Elevation Data Spacing (m) \n",
"0 -0.92010 -0.51919 -0.13343 57.952680 \n",
"1 0.24196 0.42938 -0.14538 84.885990 \n",
"2 -0.82151 -0.02331 -0.51062 40.660709 \n",
"3 0.87650 -0.27596 0.82440 36.354945 \n",
"4 -0.77206 -0.21829 -0.39751 62.080596 "
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DJvCQ0XcgZby",
"colab_type": "text"
},
"source": [
"## Horizonal variogram parameters"
]
},
{
"cell_type": "code",
"metadata": {
"id": "p6AuJIAtgZby",
"colab_type": "code",
"colab": {},
"outputId": "a9063cca-439b-48aa-805f-53196db20348"
},
"source": [
"lag_length_h = dfl_ns['Data Spacing (m)'].values.mean()\n",
"print('average data spacing in XY plane: {:.3f} {}'.format(lag_length_h,\n",
" gs.Parameters['plotting.unit']))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"average data spacing in XY plane: 42.812 m\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6pQoQUF7gZb2",
"colab_type": "code",
"colab": {}
},
"source": [
"x_range = np.ptp(dfl[dfl.x].values)\n",
"y_range = np.ptp(dfl[dfl.y].values)\n",
"n_lag_x = np.ceil((x_range * 0.5) / lag_length_h)\n",
"n_lag_y = np.ceil((y_range * 0.5) / lag_length_h)\n",
"lag_tol_h = lag_length_h * 0.6"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "bO69b1U1gZb4",
"colab_type": "code",
"colab": {}
},
"source": [
"var_calc = gs.Program(program=exe_dir+'varcalc')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "g_XGF32bgZb7",
"colab_type": "code",
"colab": {},
"outputId": "8ea23b63-f16b-461b-82d0-304be4d66e28"
},
"source": [
"parstr = \"\"\" Parameters for VARCALC\n",
" **********************\n",
" \n",
"START OF PARAMETERS:\n",
"{file} -file with data\n",
"2 3 0 - columns for X, Y, Z coordinates\n",
"1 7 - number of variables,column numbers (position used for tail,head variables below)\n",
"{t_min} 1.0e21 - trimming limits\n",
"{n_directions} -number of directions\n",
"0.0 15 1000 0.0 22.5 1000 0.0 -Dir 01: azm,azmtol,bandhorz,dip,diptol,bandvert,tilt\n",
" {n_lag_y} {lag_length_h} {lag_tol_h} - number of lags,lag distance,lag tolerance\n",
"90.0 15 1000 0.0 22.5 1000 0.0 -Dir 02: azm,azmtol,bandhorz,dip,diptol,bandvert,tilt\n",
" {n_lag_x} {lag_length_h} {lag_tol_h} - number of lags,lag distance,lag tolerance\n",
"{output} -file for experimental variogram points output.\n",
"0 -legacy output (0=no, 1=write out gamv2004 format)\n",
"1 -run checks for common errors\n",
"1 -standardize sills? (0=no, 1=yes)\n",
"1 -number of variogram types\n",
"1 1 1 1 -tail variable, head variable, variogram type (and cutoff/category), sill\n",
"\"\"\"\n",
"\n",
"n_directions = 2\n",
"varcalc_outfl = os.path.join(outdir, 'varcalc.out')\n",
"\n",
"var_calc.run(parstr=parstr.format(file=dfl_ns.flname,\n",
" n_directions = n_directions,\n",
" t_min = gs.Parameters['data.tmin'],\n",
" n_lag_x=n_lag_x,\n",
" n_lag_y=n_lag_y,\n",
" lag_length_h = lag_length_h,\n",
" lag_tol_h = lag_tol_h,\n",
" output=varcalc_outfl),\n",
" liveoutput=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Calling: ['../pygeostat/executable/varcalc', 'temp']\n",
"\n",
"varcalc version: 1.400\n",
"\n",
" data file: Output\\nscore.out\n",
" x,y,z columns: 2 3 0\n",
" number of variables: 1\n",
" Variable columns: 7\n",
" tmin,tmax: -998.000000000000 1.000000000000000E+021\n",
" number of directions: 2\n",
" direction parameters:\n",
" azm,azmtol,bandhorz 0.000000000000000E+000 15.0000000000000 \n",
" 1000.00000000000 \n",
" dip,diptol,bandvert 0.000000000000000E+000 22.5000000000000 \n",
" 1000.00000000000 \n",
" tilt 0.000000000000000E+000\n",
" nlags,lagdist,lagtol 13 42.8115108947752 \n",
" 25.6869065368651 \n",
" azm,azmtol,bandhorz 90.0000000000000 15.0000000000000 \n",
" 1000.00000000000 \n",
" dip,diptol,bandvert 0.000000000000000E+000 22.5000000000000 \n",
" 1000.00000000000 \n",
" tilt 0.000000000000000E+000\n",
" nlags,lagdist,lagtol 12 42.8115108947752 \n",
" 25.6869065368651 \n",
" output file: Output\\varcalc.out\n",
" legacy output? 0\n",
" run checks? 1\n",
" attempt to standardize sills? 1\n",
" number of variogram types: 1\n",
" Variogram tail,head,type 1 1 1\n",
" standardizing with sill = 1.00000000000000 \n",
" Reading data file\n",
" Setting up final parameters for variogram calculation\n",
" Calculating variograms...\n",
" working on direction 1\n",
" working on direction 2\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "idb9fro-gZb-",
"colab_type": "code",
"colab": {},
"outputId": "9a13a4c7-7950-4278-c7b2-0ddbb8c6adfd"
},
"source": [
"varfl = gs.DataFile(varcalc_outfl)\n",
"varfl.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Variogram Index | \n",
" Lag Distance | \n",
" Number of Pairs | \n",
" Variogram Value | \n",
" Variogram Number | \n",
" Calculation Azimuth | \n",
" Calculation Dip | \n",
" Variogram Type | \n",
" Variogram Tail Index | \n",
" Variogram Head Index | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1.0 | \n",
" 13.876815 | \n",
" 13.0 | \n",
" 0.012783 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 1.0 | \n",
" 45.068702 | \n",
" 54.0 | \n",
" 0.160347 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 2 | \n",
" 1.0 | \n",
" 89.293385 | \n",
" 135.0 | \n",
" 0.349820 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 3 | \n",
" 1.0 | \n",
" 133.200325 | \n",
" 160.0 | \n",
" 0.582054 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 4 | \n",
" 1.0 | \n",
" 172.965087 | \n",
" 220.0 | \n",
" 0.929005 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Variogram Index Lag Distance Number of Pairs Variogram Value \\\n",
"0 1.0 13.876815 13.0 0.012783 \n",
"1 1.0 45.068702 54.0 0.160347 \n",
"2 1.0 89.293385 135.0 0.349820 \n",
"3 1.0 133.200325 160.0 0.582054 \n",
"4 1.0 172.965087 220.0 0.929005 \n",
"\n",
" Variogram Number Calculation Azimuth Calculation Dip Variogram Type \\\n",
"0 1.0 0.0 0.0 1.0 \n",
"1 1.0 0.0 0.0 1.0 \n",
"2 1.0 0.0 0.0 1.0 \n",
"3 1.0 0.0 0.0 1.0 \n",
"4 1.0 0.0 0.0 1.0 \n",
"\n",
" Variogram Tail Index Variogram Head Index \n",
"0 1.0 1.0 \n",
"1 1.0 1.0 \n",
"2 1.0 1.0 \n",
"3 1.0 1.0 \n",
"4 1.0 1.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6txBM7L2gZcC",
"colab_type": "code",
"colab": {},
"outputId": "d2a00e85-b050-4ac9-8f12-56c4f14f9057"
},
"source": [
"colors = gs.get_palette('cat_dark', n_directions, cmap=False)\n",
"titles = ['Major', 'Minor', 'Vertical']\n",
"fig, axes = plt.subplots(1, n_directions, figsize= (20,4))\n",
"for i in range(n_directions):\n",
" gs.variogram_plot(varfl, index=i+1, ax = axes[i], color=colors[i], title = titles[i], grid=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "w31vIACtgZcF",
"colab_type": "code",
"colab": {}
},
"source": [
"var_model = gs.Program(program=exe_dir+'varmodel')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "MckxK7hSgZcK",
"colab_type": "code",
"colab": {}
},
"source": [
"parstr = \"\"\" Parameters for VARMODEL\n",
" ***********************\n",
" \n",
"START OF PARAMETERS:\n",
"{varmodel_outfl} -file for modeled variogram points output\n",
"3 -number of directions to model points along\n",
"0.0 0.0 100 25 - azm, dip, npoints, point separation\n",
"90.0 0.0 100 15 - azm, dip, npoints, point separation\n",
"0.0 90.0 100 0.2 - azm, dip, npoints, point separation\n",
"2 0.05 -nst, nugget effect\n",
"3 ? 0.0 0.0 0.0 -it,cc,azm,dip,tilt (ang1,ang2,ang3)\n",
" ? ? ? -a_hmax, a_hmin, a_vert (ranges)\n",
"3 ? 0.0 0.0 0.0 -it,cc,azm,dip,tilt (ang1,ang2,ang3)\n",
" ? ? ? -a_hmax, a_hmin, a_vert (ranges)\n",
"1 100000 -fit model (0=no, 1=yes), maximum iterations\n",
"1.0 - variogram sill (can be fit, but not recommended in most cases)\n",
"1 - number of experimental files to use\n",
"{varcalc_outfl} - experimental output file 1\n",
"3 1 2 3 - # of variograms (<=0 for all), variogram #s\n",
"1 0 10 - # pairs weighting, inverse distance weighting, min pairs\n",
"0 10.0 - fix Hmax/Vert anis. (0=no, 1=yes)\n",
"0 1.0 - fix Hmin/Hmax anis. (0=no, 1=yes)\n",
"{varmodelfit_outfl} - file to save fit variogram model\n",
"\"\"\"\n",
"\n",
"varmodel_outfl = os.path.join(outdir, 'varmodel.out')\n",
"varmodelfit_outfl = os.path.join(outdir, 'varmodelfit.out')\n",
"\n",
"var_model.run(parstr=parstr.format(varmodel_outfl= varmodel_outfl,\n",
" varmodelfit_outfl = varmodelfit_outfl,\n",
" varcalc_outfl = varcalc_outfl), liveoutput=False, quiet=True)\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "tCoS0wZ_gZcN",
"colab_type": "code",
"colab": {},
"outputId": "44075f25-46c9-4f6f-82cd-9887358d74fe"
},
"source": [
"varmdl = gs.DataFile(varmodel_outfl)\n",
"varmdl.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Variogram Index | \n",
" Lag Distance | \n",
" Number of Pairs | \n",
" Variogram Value | \n",
" Variogram Number | \n",
" Calculation Azimuth | \n",
" Calculation Dip | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 1.0 | \n",
" 25.0 | \n",
" 1.0 | \n",
" 0.088593 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 1.0 | \n",
" 50.0 | \n",
" 1.0 | \n",
" 0.195217 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2 | \n",
" 1.0 | \n",
" 75.0 | \n",
" 1.0 | \n",
" 0.345932 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 3 | \n",
" 1.0 | \n",
" 100.0 | \n",
" 1.0 | \n",
" 0.510735 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 4 | \n",
" 1.0 | \n",
" 125.0 | \n",
" 1.0 | \n",
" 0.663145 | \n",
" 1.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Variogram Index Lag Distance Number of Pairs Variogram Value \\\n",
"0 1.0 25.0 1.0 0.088593 \n",
"1 1.0 50.0 1.0 0.195217 \n",
"2 1.0 75.0 1.0 0.345932 \n",
"3 1.0 100.0 1.0 0.510735 \n",
"4 1.0 125.0 1.0 0.663145 \n",
"\n",
" Variogram Number Calculation Azimuth Calculation Dip \n",
"0 1.0 0.0 0.0 \n",
"1 1.0 0.0 0.0 \n",
"2 1.0 0.0 0.0 \n",
"3 1.0 0.0 0.0 \n",
"4 1.0 0.0 0.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 22
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KsX9UOzugZcQ",
"colab_type": "code",
"colab": {},
"outputId": "52e95dc5-9e89-46b1-df8e-4dcb2b670642"
},
"source": [
"fig, axes = plt.subplots(1, n_directions, figsize= (20,4))\n",
"for i in range(n_directions):\n",
" gs.variogram_plot(varfl, index=i+1, ax = axes[i], color=colors[i], title = titles[i], grid=True)\n",
" gs.variogram_plot(varmdl, index=i+1, ax = axes[i], color=colors[i], experimental=False)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eNjPkcrDgZcS",
"colab_type": "text"
},
"source": [
"# Kriging"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZATFWeUFgZcT",
"colab_type": "code",
"colab": {},
"outputId": "7fea2292-d54a-4cdf-e92c-00ab31c96a9b"
},
"source": [
"print(dfl_ns.infergriddef(nblk=[200,200,1]))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"200 112.45 4.9 \n",
"200 1202.725 5.45 \n",
"1 0.5 1.0\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "0LfeKshdgZcV",
"colab_type": "code",
"colab": {},
"outputId": "bf6f8579-6c92-4dfd-d5d7-ea00a467da2c"
},
"source": [
"kt3dn = gs.Program(exe_dir+'kt3dn', getpar=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"C:\\Users\\yimin\\Desktop\\temp\\pygeostat\\pygeostat_public\\examples\\tmpb6q2f19a\\kt3dn.par has been copied to the clipboard\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9h83iNikgZcY",
"colab_type": "code",
"colab": {},
"outputId": "8c6397d9-f711-4a5c-ca32-47b2ca774272"
},
"source": [
"parstr_ = \"\"\" Parameters for KT3DN\n",
" ********************\n",
"START OF PARAMETERS:\n",
"{file} -file with data\n",
"1 2 3 0 4 0 - columns for DH,X,Y,Z,var,sec var\n",
"{t_min} 1.0e21 - trimming limits\n",
"0 -option: 0=grid, 1=cross, 2=jackknife\n",
"nojack.out -file with jackknife data\n",
"0 0 0 0 0 - columns for X,Y,Z,vr and sec var\n",
"kt3dn_dataspacing.out -data spacing analysis output file (see note)\n",
"1 20.0 - 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",
"{output} -file for kriged output (see GSB note)\n",
"{griddef}\n",
"1 1 1 -x,y and z block discretization\n",
"20 80 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",
"500.0 500.0 150.0 -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",
"keyout.out -gridded file with keyout (see note)\n",
"0 1 - column (0 if no keyout) and value to keep\n",
"{varmodel}\n",
"\"\"\"\n",
"\n",
"\n",
"\n",
"krig_output = os.path.join(outdir, 'KrigGrid.out')\n",
" \n",
"with open(varmodelfit_outfl, 'r') as f:\n",
" varmodel_ = f.readlines()\n",
"varmodel = ''''''\n",
"for line in varmodel_:\n",
" varmodel += line\n",
"\n",
"\n",
"parstr=parstr_.format(file=dfl_ns.flname,\n",
" t_min = gs.Parameters['data.tmin'],\n",
" griddef = str(dfl_ns.griddef),\n",
" varmodel=varmodel,\n",
" output=krig_output)\n",
"kt3dn.run(parstr=parstr, liveoutput=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Calling: ['../pygeostat/executable/kt3dn', 'temp']\n",
"\n",
" KT3DN Version: 7.4.1\n",
"\n",
" data file = Output\\nscore.out \n",
" columns = 1 2 3 0 4\n",
" 0\n",
" trimming limits = -998.000000000000 1.000000000000000E+021\n",
" kriging option = 0\n",
" jackknife data file = nojack.out \n",
" columns = 0 0 0 0 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\\KrigGrid.out \n",
" nx, xmn, xsiz = 200 112.450000000000 4.90000000000000 \n",
" ny, ymn, ysiz = 200 1202.72500000000 5.45000000000000 \n",
" nz, zmn, zsiz = 1 0.500000000000000 1.00000000000000 \n",
" block discretization: 1 1 1\n",
" ndmin,ndmax = 20 80\n",
" max per octant = 0\n",
" max per drillhole = 0\n",
" search radii = 500.000000000000 500.000000000000 \n",
" 150.000000000000 \n",
" search anisotropy angles = 0.000000000000000E+000 0.000000000000000E+000\n",
" 0.000000000000000E+000\n",
" Running data spacing analysis\n",
" Number of search data and length of composites = 1\n",
" 20.0000000000000 \n",
" Building data spacing analysis table\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 = keyout.out \n",
" not applying keyout\n",
" nst, c0 = 2 5.000000000000000E-002\n",
" it,cc,ang[1,2,3]; 3 0.940000000000000 0.000000000000000E+000\n",
" 0.000000000000000E+000 0.000000000000000E+000\n",
" a1 a2 a3: 212.630000000000 200.410000000000 \n",
" 278.150000000000 \n",
" it,cc,ang[1,2,3]; 3 1.000000000000000E-002 0.000000000000000E+000\n",
" 0.000000000000000E+000 0.000000000000000E+000\n",
" a1 a2 a3: 212.480000000000 197.450000000000 \n",
" 556.300000000000 \n",
" Checking the data set for duplicates\n",
" No duplicates found\n",
" Data for KT3D: Variable number 4\n",
" Number = 230\n",
" Average = 379.173739130435 \n",
" Variance = 6.76736514930963 \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 4000\n",
" currently on estimate 8000\n",
" currently on estimate 12000\n",
" currently on estimate 16000\n",
" currently on estimate 20000\n",
" currently on estimate 24000\n",
" currently on estimate 28000\n",
" currently on estimate 32000\n",
" currently on estimate 36000\n",
" currently on estimate 40000\n",
"\n",
" KT3DN Version: 7.4.1 Finished\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tmHMtNa-gZcb",
"colab_type": "code",
"colab": {},
"outputId": "8100b932-0f67-447b-9992-c76845f16d4a"
},
"source": [
"krigfl = gs.DataFile(krig_output, griddef=dfl_ns.griddef)\n",
"krigfl.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Estimate | \n",
" EstimationVariance | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 380.15450 | \n",
" 1.034023 | \n",
"
\n",
" \n",
" | 1 | \n",
" 379.85315 | \n",
" 1.024630 | \n",
"
\n",
" \n",
" | 2 | \n",
" 379.77858 | \n",
" 1.017963 | \n",
"
\n",
" \n",
" | 3 | \n",
" 379.73702 | \n",
" 1.011976 | \n",
"
\n",
" \n",
" | 4 | \n",
" 379.61243 | \n",
" 1.003637 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Estimate EstimationVariance\n",
"0 380.15450 1.034023\n",
"1 379.85315 1.024630\n",
"2 379.77858 1.017963\n",
"3 379.73702 1.011976\n",
"4 379.61243 1.003637"
]
},
"metadata": {
"tags": []
},
"execution_count": 27
}
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": false,
"id": "64Ra20yxgZce",
"colab_type": "code",
"colab": {},
"outputId": "ea76c079-1d6d-4502-cf98-b87b892f90f5"
},
"source": [
"cmaps = ['inferno', 'jet', 'bwr', 'viridis']\n",
"fig, axes = gs.subplots(2, 2, axes_pad=(0.9, 0.4), figsize= (20,15), cbar_mode='each', label_mode='L')\n",
"for i, ax in enumerate(axes):\n",
" gs.slice_plot(krigfl, var='Estimate', orient='xy', cmap=cmaps[i], ax=ax, pointdata=dfl_ns, \n",
" pointvar='Top Elevation', pointkws={'edgecolors':'k', 's':25})"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LCqIBzaAgZcg",
"colab_type": "code",
"colab": {}
},
"source": [
"# Clean up\n",
"try:\n",
" gs.rmfile('kt3dn.sum')\n",
" gs.rmfile('kt3dn.dbg')\n",
" gs.rmfile('kt3dn_dataspacing.out')\n",
" gs.rmfile('temp')\n",
" gs.rmdir(outdir)\n",
"except:\n",
" pass"
],
"execution_count": null,
"outputs": []
}
]
}