{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src =\"../images/GatorGlaciologyLogo-01.jpg\" width=\"100\" align = \"right\">\n",
    "\n",
    "# Variogram Model  \n",
    "#### Gator Glaciology Lab, University of Florida\n",
    "\n",
    "\n",
    "\n",
    "Here we fit a variogram model to the experimental variogram calculated in the 1_Experimental_Variogram.ipynb example. Why fit a parametric variogram model to the experimental variogram? First of all, we need a way to interpolate variance estimates to all lag distances. Second, a variogram must satisfy certain mathematical properties in order to be used in kriging and stochastic simulation. This is covered in the Simple_Kriging.ipynb notebook.\n",
    "\n",
    "The parameters of a variogram model are the nugget, sill, and range. The nugget or y-intercept represents small scale variability. Some of the nugget effect could be attributed to measurement error. The range is the lag distance where the variogram levels off. This means that two points separated by a lag distance greater than or equal to the range are not spatially correlated. The sill is the maximum variability between two points. When working with data that has been transformed to a standard Gaussian distribution, the sill is approximately 1. \n",
    "\n",
    "<img src =\"../images/variogram.png\" width=\"400\">\n",
    "\n",
    "We use the SciKit-GStat package to model our variograms (see https://scikit-gstat.readthedocs.io/en/latest/ for more details)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "from sklearn.preprocessing import QuantileTransformer \n",
    "import skgstat as skg\n",
    "from skgstat import models\n",
    "import gstatsim as gs\n",
    "\n",
    "# plot utility functions\n",
    "from plot_utils import splot2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and plot data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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",
    "\n",
    "# use convenience plotting function\n",
    "splot2D(df=df_bed, title='Original bed data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normal score transformation and experimental variogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grid data to 100 m resolution and remove coordinates with NaNs\n",
    "res = 1000\n",
    "df_grid, grid_matrix, rows, cols = gs.Gridding.grid_data(df_bed, 'X', 'Y', 'Bed', res)\n",
    "df_grid = df_grid[df_grid[\"Z\"].isnull() == False]\n",
    "df_grid = df_grid.rename(columns = {\"Z\": \"Bed\"})\n",
    "\n",
    "# normal score transformation\n",
    "data = df_grid['Bed'].values.reshape(-1,1)\n",
    "nst_trans = QuantileTransformer(n_quantiles=500, output_distribution=\"normal\").fit(data)\n",
    "df_grid['Nbed'] = nst_trans.transform(data) \n",
    "\n",
    "# compute experimental (isotropic) variogram\n",
    "coords = df_grid[['X','Y']].values\n",
    "values = df_grid['Nbed']\n",
    "\n",
    "maxlag = 50000          # maximum range distance\n",
    "n_lags = 70             # num of bins\n",
    "\n",
    "# compute variogram\n",
    "V1 = skg.Variogram(coords, values, bin_func='even', n_lags=n_lags, \n",
    "                   maxlag=maxlag, normalize=False)\n",
    "\n",
    "# extract variogram values\n",
    "xdata = V1.bins\n",
    "ydata = V1.experimental\n",
    "\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.scatter(xdata, ydata, s=12, c='g')\n",
    "plt.title('Isotropoic Experimental Variogram')\n",
    "plt.xlabel('Lag (m)'); plt.ylabel('Semivariance')  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit variogram model\n",
    "\n",
    "The variogram parameters are determined automatically using the SciKit-GStat functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[31852.813192641595, 0.7027482233591031, 0]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use exponential variogram model\n",
    "V1.model = 'exponential' \n",
    "V1.parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These values are the range, sill, and nugget, respectively. The range describes the correlation length, or distance where two measurements are no longer correlated The sill is variance where the range is reached. The nugget is the variance at a lag distance of zero. \n",
    "\n",
    "The nugget effect is often attributed to measurement error (i.e., a non-zero nugget results from measurements with different values at the same location). We have a nugget of zero because our data is gridded. Depending on the analysis, it can be useful to work with non-gridded data in order to investigate the nugget effect and measurement uncertainty. For certain interpolation problems, it is best to have a nugget of zero, while sometimes it is useful to include the nugget.\n",
    "\n",
    "Now we will create the variogram model. While there are many different variogram model types (see SCiKit-GStat documentation), GStatSim uses the exponential variogram model, which is the most widely used:\n",
    "\n",
    "$$\n",
    "\\gamma(h) = b + (c - b)[1 - exp^{(-\\frac{3h}{a})}]\n",
    "$$\n",
    "\n",
    "\n",
    "where $b$ is the nugget, $h$ is the lag distance, $c$ is the sill, and $a$ is the range. Note that the SCiKit-GStat variogram modeling defaults assign a nugget of 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set variogram parameters\n",
    "vrange = V1.parameters[0]\n",
    "vsill = V1.parameters[1]\n",
    "vnugget = V1.parameters[2]\n",
    "\n",
    "# evaluate models\n",
    "xi = np.linspace(0, xdata[-1], 1000) \n",
    "y_exp = [models.exponential(h, vrange, vsill, vnugget) for h in xi]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot variogram model\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(xdata, ydata,'og', markersize=4, label='Experimental variogram')\n",
    "plt.plot(xi, y_exp,'-', label='Modeled variogram')\n",
    "plt.title('Isotropic variogram')\n",
    "plt.xlabel('Lag [m]'); plt.ylabel('Semivariance')  \n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For anisotropic variograms, the variogram should be modeled in the major (smoothest) and minor (roughest) directions, which are typicaly orthogonal to each other.\n",
    "\n",
    "Now that the variogram is modeled, we can use this information to perform interpolations."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
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}
