{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Experimental Variogram\n",
"\n",
"In this notebook, we compute the experimental variogram for a sample area in Greenland to quantify the topographic spatial relationships. Variograms are useful for examining spatial continuity, performing kriging interpolations, and generating stochastic realizations.\n",
"\n",
"We use the SciKit-GStat package for computing variograms. See the documentation (https://scikit-gstat.readthedocs.io/en/latest/) for detailed information on this package."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# load dependencies\n",
"import numpy as np\n",
"import pandas as pd\n",
"import skgstat as skg\n",
"from sklearn.preprocessing import QuantileTransformer\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"import gstatsim as gs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load and plot data\n",
"\n",
"Load in bed topography measurements from sample area in Greenland. We use radar bed picks from CReSIS. The coordinates are polar stereographic coordinates with units of meters."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"\n",
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" \n",
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"text/plain": [
" X Y Bed\n",
"0 -220370.0 -1650000.0 238.31\n",
"1 -220370.0 -1650200.0 237.84\n",
"2 -220370.0 -1650300.0 234.70\n",
"3 -220370.0 -1650400.0 224.55\n",
"4 -220370.0 -1650600.0 212.69"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_bed = pd.read_csv('data/greenland_test_data.csv')\n",
"\n",
"# remove erroneously high values due to bad bed picks\n",
"df_bed = df_bed[df_bed['Bed'] <= 700]\n",
"df_bed.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The data length is 487814\n"
]
}
],
"source": [
"print(f'The data length is {len(df_bed)}')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"hide-input": true,
"tags": [
"remove_cell_tags='{\"remove_cell\"}'"
]
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot data\n",
"fig = plt.figure(figsize = (5,5))\n",
"ax = plt.gca()\n",
"im = ax.scatter(df_bed['X'], df_bed['Y'], c=df_bed['Bed'], vmin=-400, vmax=600, \n",
" marker='.', s=0.5, cmap='gist_earth')\n",
"plt.title('Subglacial topography data')\n",
"plt.xlabel('X [m]'); plt.ylabel('Y [m]')\n",
"plt.locator_params(nbins=5)\n",
"plt.axis('scaled')\n",
"\n",
"# make colorbar\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes('right', size='5%', pad=0.1)\n",
"cbar = plt.colorbar(im, ticks=np.linspace(-400, 600, 11), cax=cax)\n",
"cbar.set_label(\"Bed elevation [m]\", rotation=270, labelpad=15)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Grid data to the desired simulation resolution. This is important because the resolution of the data affects the spatial statistics. We recommend gridding the data to the resolution at which you will be performing the interpolation."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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